diff --git a/iris/tab_ddpm/0/0/synth.csv b/iris/tab_ddpm/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2ceddfd9db2a81ad6eaf8ae16955ead0ac057e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.857157178496531,3.215911429242878,5.749240444547854,2.2917371426958093,Iris-virginica
+1,6.115876362299031,3.3268420972650574,5.982196073409792,2.4999997657856707,Iris-virginica
+2,6.181485582534858,2.848675662538335,4.5105099753302165,1.47591211525772,Iris-versicolor
+3,5.837119167629821,2.695534124186592,5.101614488120189,1.9114635748244795,Iris-virginica
+4,5.466397308922788,3.0,4.516224991300683,1.4951214872704832,Iris-versicolor
+5,6.103462125550731,2.5148237298693745,5.126441080197092,1.509580099138734,Iris-virginica
+6,5.021983740072632,3.6046882480787272,1.3704592213865003,0.20100823625848843,Iris-setosa
+7,4.97802832359525,2.00000067590459,3.3573876505304434,0.9871341525434053,Iris-versicolor
+8,6.590678677987253,2.8081912837489607,4.624368728858308,1.500105552229909,Iris-versicolor
+9,5.05756018986969,3.410359193537984,1.3906952135457926,0.19531799850286555,Iris-setosa
+10,5.369945751172437,3.0,4.488705153817442,1.5166935448126861,Iris-versicolor
+11,5.159973017318948,3.6304350775311476,1.4154049932890496,0.20021995311631785,Iris-setosa
+12,5.569783606393907,2.492766994405318,4.067813461900336,1.2911406767437756,Iris-versicolor
+13,5.322787723497853,2.6017969442497804,3.9887063691964983,1.337792654546019,Iris-versicolor
+14,5.568214924323035,2.396279191857964,3.753006188915559,0.964062445796647,Iris-versicolor
+15,6.591975657081237,3.0,4.413509347706772,1.399491819172328,Iris-versicolor
+16,5.485248385979577,2.515180056572857,4.022703294152658,1.3171473762111856,Iris-versicolor
+17,5.539300810033499,4.2,1.394449888366553,0.2039070962910043,Iris-setosa
+18,5.584644233518871,2.4683884392514877,3.9229807368419682,1.1125045776828781,Iris-versicolor
+19,6.096564585939908,3.339327675657909,5.86626443046485,2.5,Iris-virginica
+20,4.598053918419372,3.6469871850840363,1.0,0.19296146922755064,Iris-setosa
+21,6.153886126681599,3.3266003199790455,5.9397509897219685,2.5,Iris-virginica
+22,4.980747592089449,3.4109533447571065,1.5845308235484032,0.36283136153240975,Iris-setosa
+23,4.917082265702222,2.000000555457858,3.279139710570983,1.0016324711865048,Iris-versicolor
+24,5.033794564190057,3.0,1.7554267700465647,0.19991741581712197,Iris-setosa
+25,5.988570405190313,3.4015317939841676,4.521338098128934,1.6052280808161206,Iris-versicolor
+26,5.971956158047132,3.3846884293849064,4.499111777788413,1.5857048623957695,Iris-versicolor
+27,6.180149254155608,3.338221253699762,5.940645300741313,2.5,Iris-virginica
+28,6.24271761229759,3.4029439390110383,5.539824128144799,2.4035772734160523,Iris-virginica
+29,5.464383688197063,3.40221639540471,1.507149687777539,0.40561879351751573,Iris-setosa
+30,6.680871684757441,2.5170133876718204,5.766784911470726,1.8094202895969917,Iris-virginica
+31,6.063786082166825,2.7772713451900777,4.644381402221438,1.197590011143495,Iris-versicolor
+32,4.772406743674409,3.0,1.386513541843597,0.3727829347968741,Iris-setosa
+33,4.820156558080064,3.0,1.429695118446384,0.25380357549275023,Iris-setosa
+34,5.019091167715066,2.0000006650787445,3.675425581304642,0.6897900273740767,Iris-versicolor
+35,6.264395572072173,2.6571411288489393,5.045393752372966,1.5948034435364016,Iris-virginica
+36,6.6980411943469935,2.768287132486698,4.676560452917035,1.4342205191470754,Iris-versicolor
+37,5.029907920883638,2.00000062840936,3.707246537335363,1.0245019918013245,Iris-versicolor
+38,7.899998956276304,3.8189473233985156,6.325897506869337,2.0468710138767645,Iris-virginica
+39,5.97994302136121,3.4045248349599224,4.48562634014859,1.6122560489101532,Iris-versicolor
+40,4.813457720027419,3.4104373165301967,1.6977956465249628,0.20162248845230596,Iris-setosa
+41,4.573525434438296,3.605469482408728,1.0000005282149267,0.1870136205503058,Iris-setosa
+42,6.124920357926959,3.3196658411619167,5.857527520404153,2.5,Iris-virginica
+43,6.001562632184185,3.4063834779722115,4.466491296415242,1.5914471605395601,Iris-versicolor
+44,6.270761714656309,3.302234152184715,4.680066131179839,1.5999761286972207,Iris-versicolor
+45,5.7388014082802306,2.775219412600038,4.342266584874981,1.2137191063259896,Iris-versicolor
+46,6.167048057505974,3.327245483395693,5.942541855324813,2.5,Iris-virginica
+47,4.767572099980633,3.0,1.3893611167460278,0.30090603579468295,Iris-setosa
+48,7.9,3.7901786378236038,6.334075689638426,2.1200428381341214,Iris-virginica
+49,6.219245096085312,3.401000604092332,5.414975679228257,2.2925507726095424,Iris-virginica
+50,7.696655646248863,2.5030104980171637,6.9,2.2708577033886077,Iris-virginica
+51,4.779539921986555,3.3846147140604685,1.6660771792854911,0.2000505722427181,Iris-setosa
+52,5.487128375537471,3.507399314046211,1.4713634404812723,0.32731298130174385,Iris-setosa
+53,6.299075101562677,3.394301326123729,5.551919333331695,2.3876412136233855,Iris-virginica
+54,7.596219716708563,3.0,6.564763707553518,2.084332411268619,Iris-virginica
+55,5.557985734496644,3.0,4.532552200742011,1.481376963053655,Iris-versicolor
+56,4.931274647948829,2.0,3.388094257309419,0.90188219920135,Iris-versicolor
+57,6.901869074521572,3.2040086752449715,5.793324635150842,2.2922689009824446,Iris-virginica
+58,5.527805856101377,4.2,1.3176613250462255,0.21718508102782189,Iris-setosa
+59,5.6879751479401985,2.7996706460810663,4.507521625255878,1.3106557120625797,Iris-versicolor
+60,4.970025312131034,2.0,3.1561474589264886,1.014548910498603,Iris-versicolor
+61,4.795440921650952,3.4036153357421655,1.8713834314086966,0.20017921784683845,Iris-setosa
+62,5.102950108610753,3.332507029062865,1.7038609878666175,0.429918359355671,Iris-setosa
+63,6.293503312754139,3.4027679799045596,5.582981834251957,2.40069891787786,Iris-virginica
+64,5.820778812649033,2.810750960733338,4.386848900497902,1.382047164120744,Iris-versicolor
+65,4.55497685158714,3.16035859871893,1.4342876611562427,0.2002857176431137,Iris-setosa
+66,5.522628354345676,2.3903470059147427,3.787592590204235,0.9635873828972146,Iris-versicolor
+67,7.899998820678371,3.8164757361896258,6.36418963991741,2.0802354457678214,Iris-virginica
+68,4.6068441624803995,3.6572218076537872,1.0000004302222034,0.20186181247041554,Iris-setosa
+69,6.305378950093954,2.426347105002657,4.973777520202439,1.8927729393564694,Iris-virginica
+70,6.297781421754013,3.3851798599323626,5.616454312831429,2.383826878664874,Iris-virginica
+71,6.048295822295112,3.354519542934991,5.878825822423396,2.5,Iris-virginica
+72,5.8068625706441495,3.2363044859910772,4.811333590540018,1.8580887819453422,Iris-versicolor
+73,6.240901841405204,3.322853734498928,5.962816716280162,2.4999997800094347,Iris-virginica
+74,4.591431779950575,3.602001997947007,1.0000008157383666,0.19479918041438743,Iris-setosa
+75,4.569922309639749,3.622454829585872,1.0,0.1967911402799999,Iris-setosa
+76,5.112684707874635,3.5480014257086747,1.381161067072349,0.1993821229868631,Iris-setosa
+77,4.388788404207556,2.9023920279540425,1.3966813226654258,0.19799442226630148,Iris-setosa
+78,5.57358068419512,2.330009314279752,3.8228266304229286,0.8298142746005235,Iris-versicolor
+79,4.300000593857601,3.0976005764708847,1.0944424316195775,0.10000020384907622,Iris-setosa
+80,5.516340183712099,4.19999868905453,1.405405291678688,0.21082580516521726,Iris-setosa
+81,5.963153667873022,3.416289385664668,4.508371854231933,1.6193748615574362,Iris-versicolor
+82,4.974588164634872,2.0,3.626757847857257,0.9838628055356567,Iris-versicolor
+83,5.158342946002505,3.4100827097091346,1.4086357081358685,0.2045456063378681,Iris-setosa
+84,5.9272095200643,3.2062116133315213,4.793655333444653,1.7718494648917154,Iris-versicolor
+85,5.986917373605342,3.410656883653756,4.477594970950334,1.594263077486704,Iris-versicolor
+86,5.121235439138838,2.4737060722282553,3.1916180066787003,1.0913387362642943,Iris-versicolor
+87,6.491401365443612,2.7909749781771045,4.63413167815777,1.50808712970042,Iris-versicolor
+88,6.705753524382557,3.10865463310484,4.722682518966917,1.5101820204100136,Iris-versicolor
+89,5.009919112609794,3.052663210398134,1.6974813569535299,0.20282159049608955,Iris-setosa
+90,6.059521469405263,3.3742069198974765,4.539955331835673,1.5999164982475023,Iris-versicolor
+91,6.222463325457644,2.776461359849876,4.867606582613703,1.8357121591387209,Iris-virginica
+92,7.676258979746942,3.0,6.069519681483864,2.295453709158504,Iris-virginica
+93,5.138983347442878,3.4085035074496055,1.4085115045520047,0.2058504608946351,Iris-setosa
+94,6.117485969280045,3.3470499003180376,6.038845223624133,2.5,Iris-virginica
+95,4.638009147900279,3.718178226167811,1.0000004826230637,0.19686941058923152,Iris-setosa
+96,4.809706500408739,3.0,1.4210187080174732,0.1,Iris-setosa
+97,4.871104078405088,3.1239119574280294,1.4696297076243847,0.1,Iris-setosa
+98,6.182523911682082,3.3280700454234413,5.9429411384295525,2.5,Iris-virginica
+99,6.033744626512808,2.8859945634534405,4.537083553406424,1.4593743011614364,Iris-versicolor
+100,5.452096250916424,3.9283281292017067,1.3314038437770015,0.472578606500311,Iris-setosa
+101,6.297511961581342,2.4476684123369883,4.982299586584298,1.8799649009196149,Iris-virginica
+102,6.4206949246605225,3.105893051020511,5.091732914417357,2.0941091363495152,Iris-virginica
+103,5.092518439899443,2.5097248249372317,3.1356407437269755,1.1242235597907293,Iris-versicolor
+104,6.500311977006377,3.0,4.388381261154442,1.394802506430372,Iris-versicolor
+105,7.721695953917719,2.5204638509380506,6.9,2.285835718561792,Iris-virginica
+106,5.910659118656482,3.2563883800232882,4.7569015729705315,1.7604228968219007,Iris-versicolor
+107,7.692336061031926,3.0,6.0569162391718985,2.278512286712532,Iris-virginica
+108,7.073996563001861,3.17925187522419,5.977353210239175,1.781075314967257,Iris-virginica
+109,4.300001410921933,3.1181696492252122,1.1100735385743172,0.1000002273088663,Iris-setosa
+110,6.2531771726483605,2.48227359320597,4.960524015714682,1.87065551138137,Iris-virginica
+111,4.982740566538698,2.000000623233738,3.5719276536088054,0.9136773814767006,Iris-versicolor
+112,6.185468569903882,3.326322933731876,4.700911315762834,1.6276282718714354,Iris-versicolor
+113,5.129088445118329,3.842179127901529,1.6050352327226272,0.20145174786226025,Iris-setosa
+114,4.964286563111552,2.0000007785690186,3.424024870238919,0.9704077840989009,Iris-versicolor
+115,4.813213975288046,3.3870729086934803,1.9089306694002701,0.19775438431417236,Iris-setosa
+116,5.54186749262291,3.0,4.484847075996292,1.484226071327071,Iris-versicolor
+117,6.535679677291622,2.7999871969112133,4.615241315530912,1.512353372030695,Iris-versicolor
+118,5.78667564799204,2.6921925852951,5.133897471605772,1.9004708557374095,Iris-virginica
+119,4.591335826088693,3.7341221278027157,1.0,0.20091616111978436,Iris-setosa
diff --git a/iris/tab_ddpm/0/0/test.csv b/iris/tab_ddpm/0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/0/train.csv b/iris/tab_ddpm/0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/0/val.csv b/iris/tab_ddpm/0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/1/synth.csv b/iris/tab_ddpm/0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2595c86bcc21596d8edc59308ed4460eec96793
--- /dev/null
+++ b/iris/tab_ddpm/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.57402055480759,3.152374864522758,1.4357584240043,0.20240876872026606,Iris-setosa
+1,4.804129270859954,3.0,1.4068161944130186,0.27931489443138324,Iris-setosa
+2,4.581773782423502,3.7139723067944104,1.0000004301981855,0.20181380373240887,Iris-setosa
+3,4.62279232906718,3.6255317534903804,1.0000005505249572,0.19831172761897875,Iris-setosa
+4,5.757855077367686,2.8115954360277957,4.3054821911422785,1.2466940035845004,Iris-versicolor
+5,4.630315212606248,3.1706451583528423,1.396551320975706,0.20860169361511655,Iris-setosa
+6,5.68424290122733,2.739207903075378,4.418253312750591,1.330037368268498,Iris-versicolor
+7,6.418194340381743,3.1901615269452805,5.344968579929855,2.2665413969144916,Iris-virginica
+8,5.048432222942655,2.0000018013419862,3.4430711383001897,1.022524992134483,Iris-versicolor
+9,5.069415452474029,2.5077380341198685,3.12431253639273,1.0601616407570271,Iris-versicolor
+10,6.644204560205394,3.0846327366544726,4.671752071000367,1.4595342679156156,Iris-versicolor
+11,5.583638221690357,2.9114130574516524,3.683955386253564,1.2874403110380355,Iris-versicolor
+12,6.125724587108937,2.5760071472599,5.5482750602694715,1.4325538788986933,Iris-virginica
+13,4.972899458833696,2.0000007286880814,3.4210427325549766,1.0717581172714616,Iris-versicolor
+14,4.399497788802632,2.923201761126314,1.3937002821667437,0.19898877756330924,Iris-setosa
+15,4.816293208733212,3.392576654053525,1.6749684142049337,0.192562254682844,Iris-setosa
+16,4.9726514192003615,2.000000674871922,3.0940856473191802,0.9805370339367712,Iris-versicolor
+17,4.657937579544916,3.6498757155429953,1.0000006656804803,0.20093750247006517,Iris-setosa
+18,5.83673044628598,2.8466674712305475,4.468989447865024,1.329401918574176,Iris-versicolor
+19,6.48990419947456,3.2105777940598883,5.204186628550564,2.063276760500774,Iris-virginica
+20,6.805356406540445,3.2116405970832513,5.848991385378693,2.2899083886111025,Iris-virginica
+21,6.198089289437537,3.3185152820695016,5.895269470072443,2.5,Iris-virginica
+22,7.899998970655312,3.7736245434129754,6.330997791410595,2.156767504737387,Iris-virginica
+23,7.747130679026736,2.532327952189235,6.9,2.289437927748346,Iris-virginica
+24,6.525311742883502,3.0,5.8075340902924415,2.202362062897527,Iris-virginica
+25,4.607759185671657,3.1282671727971416,1.5024958249304698,0.20022101371552273,Iris-setosa
+26,5.088687787155208,3.5239932311362514,1.396468576961614,0.20455114459136287,Iris-setosa
+27,6.233404684175645,3.3316712084344933,5.992154464094562,2.5,Iris-virginica
+28,7.899998128010719,3.8212120923555197,6.423909092623459,2.0823350722536484,Iris-virginica
+29,5.844573141766069,3.21818709403292,4.805794374128304,1.8493977255057228,Iris-versicolor
+30,6.084843897760757,2.7940982183389296,4.671589162273997,1.1768025864040885,Iris-versicolor
+31,5.803109172571806,2.683432308065566,4.115007893426315,1.008155624445454,Iris-versicolor
+32,6.4107677591333525,2.5192080202403564,4.981021658318217,1.8680035698121897,Iris-virginica
+33,7.219666681540024,3.2056008258157576,6.033143365633853,1.7942846006389082,Iris-virginica
+34,6.236013541133437,3.3983673156316723,5.507478833118084,2.3300498556558784,Iris-virginica
+35,5.470574997742281,3.916520325894038,1.2974729427821412,0.41097512203790176,Iris-setosa
+36,6.192708820289373,2.523864575960506,4.911714548707893,1.8654348668708285,Iris-virginica
+37,6.6857208064610205,3.0,4.835440449634581,1.61455097628275,Iris-versicolor
+38,5.9650503782897095,3.4001145838032225,4.495179978573777,1.6044622834776012,Iris-versicolor
+39,4.565773396381114,3.698810826935295,1.0,0.1895705818628803,Iris-setosa
+40,5.181443126469862,3.4084366148599767,1.3751433715076573,0.19434632560505066,Iris-setosa
+41,4.77490259733571,3.0,1.4045402238245475,0.10000012655930215,Iris-setosa
+42,6.0055049722234815,2.884725827965018,4.582559190879564,1.4178134033868555,Iris-versicolor
+43,6.112216608803284,2.806844473289791,4.687008448967025,1.3197997385126097,Iris-versicolor
+44,5.617262649529338,2.4731547614726517,3.8624167851129463,1.0085738656970267,Iris-versicolor
+45,5.497998262001318,4.2,1.3860672488187564,0.2080256015023587,Iris-setosa
+46,6.3010567627220215,3.3947328752974255,5.546170605709973,2.375899902729073,Iris-virginica
+47,6.222075447408044,2.1776130370437214,4.465542403254066,1.4843086687103366,Iris-versicolor
+48,5.960627692400005,3.4066641857961706,4.488385669790757,1.6019994115023872,Iris-versicolor
+49,4.795607405773958,3.3982349304584845,1.5996066583863435,0.19841732014824265,Iris-setosa
+50,5.854305535004799,3.2222612935493427,4.804641501023949,1.8232433819565121,Iris-versicolor
+51,5.003148118691442,3.0,1.6105307673144027,0.20067553960919568,Iris-setosa
+52,5.740041577621803,2.841384321625676,4.321573737250257,1.3203001257354414,Iris-versicolor
+53,6.1103515326627145,2.5890896860329726,5.551793306168646,1.4376826244909453,Iris-virginica
+54,7.899998076593514,3.66682907752299,6.407702395035303,2.1711751172147493,Iris-virginica
+55,4.857181654846779,3.055685375991339,1.4509964764838312,0.10000009044066607,Iris-setosa
+56,6.752123406378429,3.206306076590061,5.757486837105385,2.304111691733268,Iris-virginica
+57,5.68077452469694,3.0,4.244296856725572,1.2169490776874443,Iris-versicolor
+58,7.719830209211181,2.581500506232479,6.9,2.303985371242689,Iris-virginica
+59,5.074411186398952,3.2085728142339893,1.6432033701703441,0.26059973083174887,Iris-setosa
+60,5.9442387432828925,2.906364826516482,4.474462221204199,1.4488157285976662,Iris-versicolor
+61,6.312109038149812,2.6827883986554215,4.858241993677095,1.8018117955672295,Iris-virginica
+62,4.894154545191953,3.1107125725192764,1.4966072318884236,0.1,Iris-setosa
+63,4.5918156210965035,3.091838044520173,1.5252683659176247,0.20377568621174563,Iris-setosa
+64,4.3,3.1528286389915463,1.0945809450589752,0.1,Iris-setosa
+65,5.510180883560906,3.0,4.528626658628153,1.5008210220011546,Iris-versicolor
+66,5.47953725474766,2.415348192577557,3.7796116933330994,1.0404208008745723,Iris-versicolor
+67,5.090894058276524,2.459086391501301,3.088047793414435,1.0815684530014251,Iris-versicolor
+68,5.50248908123888,2.445080890706322,3.724639661403578,1.0109981056653843,Iris-versicolor
+69,4.594038261038375,3.1530296586985327,1.438461135938614,0.2014158816095331,Iris-setosa
+70,4.850871494747929,3.0,1.4648206012815281,0.1,Iris-setosa
+71,5.604262158543729,2.48971977094901,3.9678647542167376,1.1078764901683735,Iris-versicolor
+72,4.815160697217266,3.0,1.4013019837647251,0.3328194305122031,Iris-setosa
+73,5.5985164465932975,3.0,4.5545145594151695,1.5393749475933889,Iris-versicolor
+74,5.541016192714398,2.408712227749128,3.7536763502896395,0.9590450175341967,Iris-versicolor
+75,5.63670725434135,2.9082357635947984,3.9601058148923194,1.3012634941443386,Iris-versicolor
+76,5.2320227150904595,2.715534025650049,3.9585913698682704,1.4120469770451267,Iris-versicolor
+77,4.775479868893448,3.4005334888534504,1.924910081506199,0.20064849700861873,Iris-setosa
+78,5.185138006290224,2.458529698713191,3.2633586984151366,1.0453411649196465,Iris-versicolor
+79,7.705117640717581,2.5284629343069227,6.899998652922431,2.290795051994266,Iris-virginica
+80,5.201887102033268,3.6494577433775284,1.4110125495449963,0.2345105276961187,Iris-setosa
+81,5.48476053391175,4.1999991908817105,1.33377838808729,0.21318277922411127,Iris-setosa
+82,6.108338897453448,3.3358215013645776,5.921140112133007,2.5,Iris-virginica
+83,5.968713659850149,3.402534343057085,4.475962325652374,1.578907741620516,Iris-versicolor
+84,6.284306708311667,2.750392988483378,4.844999625432481,1.8302432792245333,Iris-virginica
+85,7.899998073057414,3.8172857226126524,6.292846295322858,2.0416092209992955,Iris-virginica
+86,6.081027059241495,3.3570461513602674,5.800339751185704,2.5,Iris-virginica
+87,7.899998726311261,3.787245812303291,6.452199511299009,2.048966232048581,Iris-virginica
+88,7.89999893028492,3.842215205458009,6.402107150038721,2.0301820704350817,Iris-virginica
+89,4.58948986662338,3.728591624088521,1.0,0.18921955016304637,Iris-setosa
+90,6.152759922343499,3.300593344983126,5.954680230305263,2.5,Iris-virginica
+91,4.988537802997238,2.0000010916503137,3.4145898321112207,1.0547699403955926,Iris-versicolor
+92,6.448994903750674,2.784124907026789,4.609300735473383,1.4737526039878794,Iris-versicolor
+93,5.840442941582816,2.7006761730676647,4.128635590454221,1.0278075535712694,Iris-versicolor
+94,7.71273817962941,2.5366556057009473,6.8999989369919215,2.2878952090338154,Iris-virginica
+95,5.878377098755585,3.248879067692716,4.755925002677095,1.7701342066630728,Iris-versicolor
+96,5.1813228050521785,3.4076238769210354,1.3799617350232647,0.19715015434642846,Iris-setosa
+97,7.713120241828963,2.568320126895764,6.899998822155725,2.3099969873772035,Iris-virginica
+98,6.269942775523805,2.7145499355917755,4.883373421687958,1.7961537585115994,Iris-virginica
+99,6.665768749573955,2.4507054400721824,5.720634932600603,1.777904134548253,Iris-virginica
+100,7.754610836834154,2.560929355676759,6.9,2.2758586661867715,Iris-virginica
+101,4.964885769600553,2.0000007503184594,3.5960484542802837,0.9660756475807774,Iris-versicolor
+102,5.573611227102875,3.0,4.48721838650017,1.4752714490296213,Iris-versicolor
+103,6.184815531865609,2.796919655627094,4.76746684461334,1.7897300325368366,Iris-virginica
+104,6.484815430714522,2.510578732019987,5.09465100257046,1.880524404254251,Iris-virginica
+105,5.999976937360525,3.4005119590443953,4.484521868318667,1.593737462280576,Iris-versicolor
+106,5.676811182667817,2.812058536455642,4.45342869661599,1.299116716997856,Iris-versicolor
+107,5.701429881813846,2.8686699820335977,4.158580841169724,1.2535330602151262,Iris-versicolor
+108,7.733587755378198,2.548635019444658,6.89999858506431,2.300062180572706,Iris-virginica
+109,5.7899086452081,2.7171861426892474,4.221387403513151,1.0242170044493863,Iris-versicolor
+110,6.110851046557369,3.3206057487230374,5.970861598792915,2.4999998164317696,Iris-virginica
+111,6.34461655505048,3.3877926157455516,5.593524905476441,2.3899431990994855,Iris-virginica
+112,7.683444338371903,3.0,6.143687810419551,2.2418578681907713,Iris-virginica
+113,4.3,3.1611676071209125,1.0657552222402984,0.1,Iris-setosa
+114,4.402943746011983,3.125037866821707,1.2931893663815421,0.2009566891174631,Iris-setosa
+115,4.871576250372972,3.123867082463754,1.4948198427341874,0.1,Iris-setosa
+116,6.162203265137583,3.318556561493382,5.988844594941655,2.5,Iris-virginica
+117,6.64280966883369,2.7848580602325237,4.633122034176765,1.4086190812734667,Iris-versicolor
+118,5.548880293114652,4.2,1.3221504362339747,0.21621196727030023,Iris-setosa
+119,4.992076805772406,2.000000853771575,3.305619477478597,0.8741524421415935,Iris-versicolor
diff --git a/iris/tab_ddpm/0/1/test.csv b/iris/tab_ddpm/0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/1/train.csv b/iris/tab_ddpm/0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/1/val.csv b/iris/tab_ddpm/0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/10/synth.csv b/iris/tab_ddpm/0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c571e3703ecb68ec579a2164465f45556fadbf7a
--- /dev/null
+++ b/iris/tab_ddpm/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.515876004282192,2.4959315460615317,3.988669265705524,1.3015669671628138,Iris-versicolor
+1,5.789832342912761,2.8130768352924136,4.579571050497596,1.301352030162785,Iris-versicolor
+2,6.265688579360841,2.626149966241011,4.8957166348642,1.8418214576930096,Iris-virginica
+3,5.98343116102448,3.4037635097620518,4.467202531157673,1.6008873920408824,Iris-versicolor
+4,6.154200341365406,3.3302597780899363,6.044158186399258,2.5,Iris-virginica
+5,5.672770000370528,2.9721710368573544,4.4272886824632325,1.413534715515099,Iris-versicolor
+6,5.461052358717371,2.4340327548060476,3.6612179036422234,0.9038654696672676,Iris-versicolor
+7,5.009005012897099,2.0000012705296712,3.441129121193113,1.0048216251561644,Iris-versicolor
+8,6.573909455070661,2.8134569281113992,4.584683113876812,1.4844437657568654,Iris-versicolor
+9,6.790840379212748,3.1323413279535695,5.4582776117964436,2.2298428082984336,Iris-virginica
+10,5.007485125822244,2.0,3.592784590924892,0.8730696070109767,Iris-versicolor
+11,5.906959520364039,3.2190909577056925,4.7859124661851205,1.8413929279324146,Iris-versicolor
+12,4.623135117856492,3.1643323085017885,1.4573872871681992,0.20297970158293938,Iris-setosa
+13,6.730483923577695,2.5069626052163105,5.887837541929511,1.79792787746668,Iris-virginica
+14,5.402438701224063,3.945460269855708,1.2100654526575405,0.4465456943595788,Iris-setosa
+15,5.520717899212201,2.44546027730467,3.955529777526276,1.1997895087397081,Iris-versicolor
+16,4.80322735976531,3.3978300948957076,1.8700889375745082,0.20175554440535967,Iris-setosa
+17,7.696423854028648,3.0,6.163063992828343,2.279755140703232,Iris-virginica
+18,5.9023836777987055,3.2773551540052,4.632748209029197,1.6406681161314909,Iris-versicolor
+19,5.954483018919876,3.4094422868535417,4.475699364482017,1.5987539617022155,Iris-versicolor
+20,4.8238069184449035,3.3930676306306284,1.598801436131353,0.20345983738326767,Iris-setosa
+21,4.615134718607481,3.65079337248848,1.0000007162847504,0.18997467649709715,Iris-setosa
+22,5.701863587495844,2.93515474691982,4.472274364293292,1.4286497449619382,Iris-versicolor
+23,5.86583224437733,3.217717972430848,4.824701256096093,1.8076892972924166,Iris-versicolor
+24,5.853539924551133,2.729985758207308,5.064723336388013,1.894732112641719,Iris-virginica
+25,7.8999980603466735,3.7550999065788884,6.341629601510408,2.1317265868434894,Iris-virginica
+26,4.810021047683109,3.0,1.4019754348841071,0.10000013225736083,Iris-setosa
+27,7.768749378925545,2.821247542627975,6.650401030769985,1.9104366586565833,Iris-virginica
+28,5.390435551227421,3.4088067316423003,1.4887305960094699,0.48998710924491395,Iris-setosa
+29,6.0554669721389525,2.2774759415503705,4.996120837905257,1.5209338380445498,Iris-virginica
+30,4.5532409938297755,3.1747083778843743,1.4012326230457022,0.20074504962036774,Iris-setosa
+31,6.701550352948771,3.133526432796577,4.7072688808122285,1.5056681252067732,Iris-versicolor
+32,6.3034657835036585,2.5054355561818227,4.96683579600849,1.8585156755586931,Iris-virginica
+33,7.9,3.7606621827357305,6.363670680498152,2.1150310114866846,Iris-virginica
+34,5.0468492902273026,3.5994698157645213,1.4011767675609597,0.2021718580968021,Iris-setosa
+35,6.2832725205556885,3.403472427761991,5.6173048472440765,2.404018045033922,Iris-virginica
+36,5.961841314301016,3.4072541100406095,4.522140797980094,1.628054904880468,Iris-versicolor
+37,5.38482807397545,3.393913531538049,1.5129700939034576,0.4074616243800633,Iris-setosa
+38,5.212787693092779,3.3942327071545013,1.4015042399561832,0.20203676252839733,Iris-setosa
+39,5.5289557132907,2.500641122923245,3.940449503112687,1.1934394480790371,Iris-versicolor
+40,5.641935638014459,3.0,4.47640448505096,1.453916569332876,Iris-versicolor
+41,6.113425531766226,3.3418776678156927,5.983527155323957,2.5,Iris-virginica
+42,6.7187565695615525,3.0,4.9964144347762725,1.7130970706259252,Iris-versicolor
+43,5.748182190975308,2.788204252904544,5.087491667011836,2.409734543247199,Iris-virginica
+44,5.20101001069499,3.9842599216078254,1.01249831975458,0.2538203383034227,Iris-setosa
+45,4.963845539487834,2.000000818767562,3.0762770822884713,0.9916259905698267,Iris-versicolor
+46,5.521563613016168,4.2,1.3548598064298178,0.2171506254061843,Iris-setosa
+47,4.623395252174138,3.784886532347847,1.000000643427073,0.19535997329231264,Iris-setosa
+48,5.586777793498042,2.4524581888207013,3.8746143330401317,1.0159592896807503,Iris-versicolor
+49,6.232578856997496,2.8322024701000617,4.763738952699493,1.812561245236388,Iris-virginica
+50,6.004469210257759,2.1859729341475633,5.016185982632912,1.4791256385715346,Iris-virginica
+51,6.2523798478641295,2.1682649326904553,4.425261474157716,1.498073404102588,Iris-versicolor
+52,5.537782415945806,3.0,4.442647714790115,1.4532021340646668,Iris-versicolor
+53,6.2236188000396435,2.194606441748054,4.449691317834271,1.46484745791486,Iris-versicolor
+54,5.772977370946405,2.8095862683701536,4.543631934218897,1.29825691165623,Iris-versicolor
+55,6.039092385214164,2.23766062803002,4.982626412050311,1.5394468400237666,Iris-virginica
+56,5.896277472542247,3.234009540750891,4.767866338630901,1.7556063821440988,Iris-versicolor
+57,5.870597601457081,3.2308119026478757,4.785550078368865,1.7889652251179875,Iris-versicolor
+58,5.779397896131342,2.692654669545439,5.155116694536384,1.9164945585199247,Iris-virginica
+59,6.237138306741706,2.7851409359140695,4.8058117283928565,1.8030562249595568,Iris-virginica
+60,6.1797354078694715,2.2020989253079475,4.461207374112903,1.489516584154918,Iris-versicolor
+61,6.315233866749242,2.451245492900187,5.011466863954385,1.8816841237291622,Iris-virginica
+62,7.671026876882687,2.5512163372846017,6.899998895949855,2.281919809030764,Iris-virginica
+63,6.134454251827138,3.3377559498609144,5.735678061982966,2.5,Iris-virginica
+64,5.8790510117310095,3.2378918456752,4.78433988136555,1.7849681409399225,Iris-versicolor
+65,5.254035332698112,2.547212706614016,3.773654784243346,1.3165323719369602,Iris-versicolor
+66,4.920675266354336,3.187182185337888,1.4996294857160248,0.1,Iris-setosa
+67,6.1972846485764315,2.204721603597876,4.510068189095001,1.48283620479994,Iris-versicolor
+68,5.701641543128304,2.8094272823790503,4.502062707954156,1.3142324655154949,Iris-versicolor
+69,6.196138346595937,3.3240664704097975,5.989745726680528,2.5,Iris-virginica
+70,6.1467986997379835,3.315335605040522,5.914645364118967,2.5,Iris-virginica
+71,5.72354589882289,3.0,4.24695283087844,1.2358103055224714,Iris-versicolor
+72,6.1368586897201745,3.3021262982835125,6.107826845894213,2.5,Iris-virginica
+73,5.666752757382888,2.9074569619998556,4.1585262689512135,1.2812493840772845,Iris-versicolor
+74,5.564365204086872,2.5232305004774207,3.9607836988233314,1.1402621949244325,Iris-versicolor
+75,4.584021581930377,3.115011117056939,1.5074445489750632,0.2014967981968118,Iris-setosa
+76,5.162056944002336,3.4606094491985497,1.3949202202809192,0.20094699571234295,Iris-setosa
+77,4.3,3.1566837900175178,1.1140784565545516,0.10000009158104685,Iris-setosa
+78,6.498067103599797,2.8048932082881466,4.608493569334403,1.495541933475828,Iris-versicolor
+79,5.520256498881416,4.1999988836985525,1.2892547920662922,0.20768429674329805,Iris-setosa
+80,5.431068113534959,4.2,1.349614059878204,0.21529685737347345,Iris-setosa
+81,5.640467387491202,2.92586256702245,3.7953556170507303,1.240826469141827,Iris-versicolor
+82,6.111163363177206,2.9005106815088983,4.681190815237835,1.3834843720343761,Iris-versicolor
+83,5.501449806601871,4.2,1.3554142747500053,0.2179449126425352,Iris-setosa
+84,4.809378951857523,3.0,1.4008937906504364,0.27299000193403905,Iris-setosa
+85,5.023449848000808,3.636317299817071,1.3711580755933235,0.1998736244524091,Iris-setosa
+86,6.368904414872613,2.5141144260520467,4.933893751690425,1.921558708748046,Iris-virginica
+87,6.073470035142498,3.0,5.275029698215409,2.3881542934172795,Iris-virginica
+88,6.2170364366938005,2.7383315390741365,4.805600968966155,1.7739584818294647,Iris-virginica
+89,4.384316998176571,3.0,1.3205470619555042,0.1982790558379428,Iris-setosa
+90,4.593271034104073,3.7392193134785447,1.0000005979430093,0.20448974076513762,Iris-setosa
+91,4.927882565735409,2.0,3.3705372459328986,0.8717219685563651,Iris-versicolor
+92,5.97175454495829,2.8893517294748863,4.474831381718669,1.5020135701595556,Iris-versicolor
+93,5.232742029779473,2.7581224175368937,4.022618734465736,1.429965314243111,Iris-versicolor
+94,5.773759451764136,2.6903572385903285,5.138818809216406,1.9011107741275384,Iris-virginica
+95,7.635510100229322,3.0,6.54544849120192,2.1507014731450096,Iris-virginica
+96,5.532906795845605,4.199999117001112,1.3808975133639314,0.202077148596025,Iris-setosa
+97,6.083426451594405,3.3630339867294414,5.974127126953328,2.5,Iris-virginica
+98,6.827492191325061,3.1959749728760842,5.724505141233863,2.2933621450099877,Iris-virginica
+99,5.570526552124626,2.478244862478934,3.8326466199306832,1.0748956634721758,Iris-versicolor
+100,5.531654307262283,4.1999991867961946,1.3246792124336142,0.20559889981970722,Iris-setosa
+101,7.723446426698157,2.5512763162558576,6.899998818536398,2.2755032679190506,Iris-virginica
+102,5.9694540689206725,3.410201629211783,4.439998500456804,1.5983564838614466,Iris-versicolor
+103,6.692918885757889,3.0,4.953564999513948,1.6862358904459631,Iris-versicolor
+104,5.454023234814173,2.424222883022449,3.793237037112352,1.0533915805671332,Iris-versicolor
+105,5.79033069019114,2.7148226544633336,5.14294653795223,2.1865203043027215,Iris-virginica
+106,4.646791072774882,3.0952431417682296,1.5087881624549182,0.20228226000501173,Iris-setosa
+107,7.9,3.8421439117037735,6.393904866887421,2.088701639844338,Iris-virginica
+108,5.464148018770788,4.2,1.348144131903278,0.20897675388286371,Iris-setosa
+109,5.821659244891624,2.685099236096621,4.18113283676955,1.013549574632208,Iris-versicolor
+110,7.626908494669836,3.0,6.6071536944894325,2.0754844795476424,Iris-virginica
+111,4.9514896451774275,3.5768706309569853,1.41332624277776,0.20006848236264418,Iris-setosa
+112,4.808741970262104,3.4025263358170004,1.7667758865240277,0.20099620590246775,Iris-setosa
+113,4.79751600765917,3.0,1.4233455682109517,0.28547124177772715,Iris-setosa
+114,6.697269085983893,3.062240134606887,4.775264609025109,1.5371118574174518,Iris-versicolor
+115,6.060962654085461,3.3439421319380864,5.894320700041501,2.5,Iris-virginica
+116,6.103480405780963,2.7630475917916155,4.692395249351086,1.1650866355776615,Iris-versicolor
+117,6.709630877230781,3.121815881341194,4.713481819184881,1.5151973983681346,Iris-versicolor
+118,4.599451961892849,3.2083130095205163,1.4181574415583877,0.1988533976315648,Iris-setosa
+119,4.631741751349294,3.1111759894640465,1.4854630080440983,0.20305120877008934,Iris-setosa
diff --git a/iris/tab_ddpm/0/10/test.csv b/iris/tab_ddpm/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/10/train.csv b/iris/tab_ddpm/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/10/val.csv b/iris/tab_ddpm/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/synth.csv b/iris/tab_ddpm/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fd72a0b30a4cf70010e018dab5504af6b3333395
--- /dev/null
+++ b/iris/tab_ddpm/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.337900179800948,3.3786041849825166,1.5207027736159917,0.45441030408276606,Iris-setosa
+1,6.129678999307642,3.332586818995943,5.912848214559453,2.5,Iris-virginica
+2,6.147653780909018,3.3168524085364415,6.049320483975931,2.5,Iris-virginica
+3,5.689205287641232,2.866932355005072,4.320354750094659,1.3401266084067127,Iris-versicolor
+4,5.158376652530121,2.461006840964501,3.173221010821576,1.1284219309651229,Iris-versicolor
+5,4.848766352703574,3.131065558924133,1.4751509595065986,0.10000011929983907,Iris-setosa
+6,4.763737165926893,3.0,1.4180934222358772,0.10000010631866825,Iris-setosa
+7,4.773270723143797,3.0,1.378233790891895,0.1,Iris-setosa
+8,5.770203731042132,2.696752569247848,5.092013633642455,1.8898484820684662,Iris-virginica
+9,5.506042395044081,3.0,4.520111056283055,1.4960040319316488,Iris-versicolor
+10,7.01894446727464,3.1404651435997684,5.533046170888756,2.2937172010114475,Iris-virginica
+11,6.036896459292864,2.226226485557155,5.000547005880795,1.5055284050529179,Iris-virginica
+12,6.642943660819893,2.497410623416438,5.68281666098738,1.7891440230810733,Iris-virginica
+13,5.68859138920072,2.7649129321009793,4.444662673577238,1.2815935669066696,Iris-versicolor
+14,4.637023619061605,3.7081100561364853,1.000000525498678,0.20457702785636314,Iris-setosa
+15,5.118783311259901,3.8591232051357163,1.690438505769881,0.2007726857957528,Iris-setosa
+16,7.670310043675519,3.0,6.066058983571309,2.3012977714923917,Iris-virginica
+17,4.822292201097443,3.0158532517699306,1.4319397798968114,0.10000010151255377,Iris-setosa
+18,5.7790276528154045,2.6835261674772113,5.101491759027933,1.9048144648930876,Iris-virginica
+19,6.009282113145597,3.3805437068504505,4.518962678303773,1.6078270020234462,Iris-versicolor
+20,5.767881706351351,2.914085575786174,4.276868523877424,1.345728807503479,Iris-versicolor
+21,7.713640783333698,2.579925977699252,6.899998507309571,2.3047846688259237,Iris-virginica
+22,6.17867464875513,3.3274912871042193,5.914856906107378,2.499999778800351,Iris-virginica
+23,6.486487195168872,3.215876696521945,5.203175001391194,2.055886253240474,Iris-virginica
+24,5.776208817470782,2.799157497863966,5.12987151940866,2.4022302985629023,Iris-virginica
+25,6.148895909493398,3.3339868878573764,6.086308058824126,2.5,Iris-virginica
+26,6.00101307183642,2.2286195313870367,4.07856783524387,1.0445050778384324,Iris-versicolor
+27,7.899998998376643,3.8340201394637674,6.362864357084297,2.072428394801965,Iris-virginica
+28,4.804832050488509,3.0,1.4039903823885977,0.10000009964157112,Iris-setosa
+29,5.01906164428764,2.0000005617572456,3.6649796578416978,0.8837403536396552,Iris-versicolor
+30,4.960158772646434,2.0000007770032346,3.496769518869776,0.8752510520229727,Iris-versicolor
+31,6.698152102108542,3.0,5.016025870644453,1.7084730624975308,Iris-versicolor
+32,4.59886455313158,3.743012993223414,1.0,0.1969710085996522,Iris-setosa
+33,5.1651670226626525,3.4142203825352415,1.3854266015467838,0.20045633686083209,Iris-setosa
+34,5.053824216533134,3.312495199312174,1.6155483668991355,0.514370926935772,Iris-setosa
+35,5.839715025274261,2.6839499160815565,5.000992759591891,1.9054545268301624,Iris-virginica
+36,6.112789018021693,3.3375130941781204,5.9621018719586125,2.5,Iris-virginica
+37,5.0201852256290795,2.0000013216141155,3.524779912627058,1.0604201978861911,Iris-versicolor
+38,5.076706169216462,3.712339748806377,1.389415277221794,0.21628528611344736,Iris-setosa
+39,5.491971301007024,4.199998897908306,1.352186442177495,0.20531117269168775,Iris-setosa
+40,5.171066704849622,2.7201012306620638,4.034110324318391,1.4236221955085655,Iris-versicolor
+41,6.122115930492203,3.3283703071122384,5.885408786271369,2.5,Iris-virginica
+42,5.607684813428924,2.5055103327418693,3.9641810860159827,1.1367900498572432,Iris-versicolor
+43,5.023167400319362,3.600270538508482,1.398457844103917,0.19738432885928286,Iris-setosa
+44,4.878903808078766,3.098943726066291,1.4803582652513863,0.1,Iris-setosa
+45,4.95814233366865,2.0,3.3330270251178655,0.5793661825579105,Iris-versicolor
+46,5.655749363075416,3.8344811075022904,1.572046020483422,0.3932025814616666,Iris-setosa
+47,4.86863376257579,3.1301088407513733,1.494632962224082,0.1,Iris-setosa
+48,5.032368462265223,3.7808957412875492,1.5948632423181759,0.20027556620427672,Iris-setosa
+49,4.956278983006523,2.0,3.1498216619138066,0.9042551564568079,Iris-versicolor
+50,6.000852568033637,3.403642184983377,4.5148649706189055,1.6105547423798219,Iris-versicolor
+51,5.724292139894427,2.890454056664171,4.300997394136467,1.3482056419164532,Iris-versicolor
+52,6.877989774279239,3.1001353666043494,5.086994471012671,2.2905787276266176,Iris-virginica
+53,5.86137520675147,2.7528664446354454,4.542975936031361,1.2090374545350078,Iris-versicolor
+54,7.706699355810661,2.5403629836952106,6.9,2.302788721168857,Iris-virginica
+55,6.704449356634665,2.4751881529682462,5.813712441873492,1.8158490966855163,Iris-virginica
+56,6.005297696997782,3.405253618876327,4.50246770924323,1.6082510460570036,Iris-versicolor
+57,4.3,3.0722489248737896,1.0820235096975803,0.1,Iris-setosa
+58,4.803888734965322,3.4110685300881585,2.0521324942746344,0.1973288375499473,Iris-setosa
+59,6.325638233314828,2.5823081974398905,4.930219998949559,1.8239845651723237,Iris-virginica
+60,6.071163343039047,3.3770638753843203,4.536446804188327,1.6091041211105472,Iris-versicolor
+61,6.196510926920309,2.2141213713337127,4.482260993423139,1.4733122443027837,Iris-versicolor
+62,7.752583582385218,2.497223385040218,6.899998043419272,2.2886478412992126,Iris-virginica
+63,4.796533463703636,3.3973155429338986,1.7775183753053747,0.19568451751926336,Iris-setosa
+64,6.182373192406223,3.3288874835272027,5.934521977629379,2.5,Iris-virginica
+65,6.656618513233465,2.5038346226244412,5.692768028065768,1.7687007067876295,Iris-virginica
+66,6.713318449204038,3.0,5.0074668843371235,1.7112066332976579,Iris-versicolor
+67,6.1655820065919,3.3318923364286346,5.8833000955338735,2.4999997559009075,Iris-virginica
+68,4.999655190638998,3.4045706780989793,1.6769115083315749,0.41416425935486767,Iris-setosa
+69,6.06619973137191,2.576173699680298,5.583597021336942,1.373486262057707,Iris-virginica
+70,6.281629893932813,2.4425997472696035,4.956548826754512,1.8963079515459251,Iris-virginica
+71,6.282788399722447,2.4602546956526643,4.9266633265596464,1.839448081715013,Iris-virginica
+72,4.5865679180322525,3.648428580845982,1.0,0.2018229756773151,Iris-setosa
+73,7.899998257833818,3.817191384428176,6.371467075877609,2.082810455675341,Iris-virginica
+74,5.733756938550781,2.7950392167204265,4.5170129400843475,1.2613188198257084,Iris-versicolor
+75,5.779553569831309,2.7640846670697394,5.081927024369844,2.4044436345291307,Iris-virginica
+76,5.526590930427153,4.2,1.3066127386033433,0.2191487578225209,Iris-setosa
+77,6.502228054598287,3.0,4.3659000115123945,1.3673200861546988,Iris-versicolor
+78,5.870865659056998,3.2042972745913376,4.799359591300086,1.8165683206206018,Iris-versicolor
+79,5.7486346410362525,2.691904873274119,5.088502152384773,1.902273579458369,Iris-virginica
+80,5.1250088765605195,3.2908847342453567,1.735338384723584,0.4863286532313633,Iris-setosa
+81,6.319448244502378,3.28896545460081,4.726210079636622,1.602855771145871,Iris-versicolor
+82,5.683600336060509,2.7942094089107803,4.458877131079729,1.331166464433313,Iris-versicolor
+83,5.529107344929302,2.501865710310313,4.00788893001316,1.2346913668996735,Iris-versicolor
+84,6.436993380336664,3.211230343218707,5.231815428395165,2.1969796933804178,Iris-virginica
+85,4.5632652012557635,3.2051926124015724,1.3749327072814002,0.19555009689321873,Iris-setosa
+86,6.023653813159949,2.2514752835565677,4.983077709855053,1.517858736823583,Iris-virginica
+87,4.805163608970833,3.4004981908413954,1.7907765395414696,0.20103641357671112,Iris-setosa
+88,6.162388725536798,2.3633181903694584,4.9358576737977415,1.7178589078273618,Iris-virginica
+89,5.8890788711463244,3.229594405461042,4.808821078225502,1.7898617318696284,Iris-versicolor
+90,5.513390330343399,4.2,1.3447310789814741,0.21725709690736195,Iris-setosa
+91,5.67569934053872,2.9469156984335942,4.371776845370162,1.3059694888639828,Iris-versicolor
+92,5.047423831690141,3.795730397831021,1.6296422840063174,0.20175398299024686,Iris-setosa
+93,4.609737309623428,3.673404735313978,1.0000004826127509,0.19444269922272428,Iris-setosa
+94,4.60096060531213,3.6958457144433563,1.0,0.19172663082259503,Iris-setosa
+95,6.182454501546618,3.3259243286232305,6.007791063151175,2.4999996996821334,Iris-virginica
+96,5.0095985563567895,3.399550051507377,1.6123016421755056,0.4376871615781571,Iris-setosa
+97,6.288310623289172,2.4584768385586226,4.9571984742597985,1.8820824954951199,Iris-virginica
+98,5.110452441254474,3.2803894335273696,1.6124654819072506,0.40428750070166075,Iris-setosa
+99,6.080486955126646,3.341074654852525,6.174178918223296,2.5,Iris-virginica
+100,6.681905257243596,3.0,4.986739017562678,1.6658312009188585,Iris-versicolor
+101,5.615508069764419,2.88508489831665,3.8046430504436466,1.2625255521316006,Iris-versicolor
+102,4.887502666421312,2.0,3.3127223225899165,0.9983493003380466,Iris-versicolor
+103,7.9,3.824723137842463,6.41349820951332,2.04575789432039,Iris-virginica
+104,5.551776595538931,2.5285769922584675,3.955809913813152,1.2074675289721248,Iris-versicolor
+105,4.771896126206457,3.0,1.4058367768090305,0.2765257520096562,Iris-setosa
+106,5.020006682068905,2.000001206013223,3.6002054069040246,0.9915878428419364,Iris-versicolor
+107,5.501036750998799,3.0,4.460979962020296,1.4871068879811298,Iris-versicolor
+108,6.347305938212544,2.4983497737652023,5.051729087400639,1.9119494158802282,Iris-virginica
+109,6.6744948053342625,2.895476577509662,4.543693708087783,1.4236638625832123,Iris-versicolor
+110,7.8999982753844975,3.7597977946948653,6.423292197549957,2.0209905012190004,Iris-virginica
+111,6.634168064707125,3.0,4.467066564114973,1.4099437995686017,Iris-versicolor
+112,5.812170362676357,2.900451475899329,4.34379957554408,1.368802364670769,Iris-versicolor
+113,7.899998736110169,3.745986952876688,6.3835188704038375,2.0955819623219423,Iris-virginica
+114,4.580409444308082,3.7249279532105204,1.0,0.19622231784072847,Iris-setosa
+115,7.628282548790049,3.0,6.451045566896882,2.1995841296069396,Iris-virginica
+116,4.3,3.0798567770167535,1.08599138592705,0.1000001830948202,Iris-setosa
+117,6.004358220722075,2.2110997396383123,5.005283622684527,1.501940296225698,Iris-virginica
+118,7.697081796162758,2.532858276061441,6.8999988937307535,2.295912113511732,Iris-virginica
+119,6.176877942513041,3.3412745318692383,5.866332684773125,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/test.csv b/iris/tab_ddpm/0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/train.csv b/iris/tab_ddpm/0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/11/val.csv b/iris/tab_ddpm/0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/12/synth.csv b/iris/tab_ddpm/0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68ccad417b439863fd0a6ec2baf7597fb51643c
--- /dev/null
+++ b/iris/tab_ddpm/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.29268937093351,2.716167273569596,4.815941051913957,1.80413672712569,Iris-virginica
+1,6.051822036857327,2.889344790078603,4.5319273094001415,1.4811309494110718,Iris-versicolor
+2,5.474483632965089,4.2,1.327136830670097,0.20747777907885467,Iris-setosa
+3,4.9992544098239575,3.0,1.694395276525177,0.20411651945869455,Iris-setosa
+4,7.713772145836607,2.5879555263619642,6.899998539179981,2.287231241682362,Iris-virginica
+5,5.704875735952568,2.8077506038491036,4.488478836264849,1.2852091964455015,Iris-versicolor
+6,5.8652001458179175,3.2361348471113183,4.813675157429577,1.8296620990585342,Iris-versicolor
+7,5.614667767142854,2.5151511649702467,3.9474364096362606,1.0144855374625659,Iris-versicolor
+8,6.39649495699489,3.158032569709007,5.205037974110928,2.1355615916226434,Iris-virginica
+9,5.5188789466538,4.2,1.3270251212060367,0.20796940846278328,Iris-setosa
+10,4.800334423876731,3.3949076993920495,1.7943255076439522,0.2012827803843761,Iris-setosa
+11,5.503095194570377,4.2,1.3215941554360446,0.21332365202534734,Iris-setosa
+12,6.176827440747346,3.3458023274881614,6.054349852331695,2.5,Iris-virginica
+13,5.571284915578243,2.505129661609577,3.988762720287607,1.2329715925472207,Iris-versicolor
+14,5.449644682441192,3.0,4.495590456588599,1.4933843980431438,Iris-versicolor
+15,5.8088000179980295,2.664599860827285,4.101949533095418,0.9403756434050939,Iris-versicolor
+16,5.882077352727979,3.2263316630070515,4.811733840552826,1.7971952512953122,Iris-versicolor
+17,4.80796735538702,3.0,1.4035837083608957,0.3029847660515254,Iris-setosa
+18,5.529855784129052,4.2,1.3491819445626665,0.19832838405794256,Iris-setosa
+19,5.4158411855187,3.9169625733284534,1.321968004040206,0.28287990816505704,Iris-setosa
+20,6.787821070762416,3.2011220914587812,5.870157134771263,2.289358293503455,Iris-virginica
+21,6.076341252188269,2.9049390146165526,4.633832414025893,1.438530998479817,Iris-versicolor
+22,7.747764889990185,2.5002860938030116,6.9,2.2927855911786286,Iris-virginica
+23,4.815705727392496,3.0,1.408558731455132,0.1,Iris-setosa
+24,6.067354115983529,3.3310458841258157,5.918549187776881,2.5,Iris-virginica
+25,4.824223005115864,3.0102751449195058,1.4098836821463423,0.10000012993351355,Iris-setosa
+26,4.388082891047544,3.211503017571629,1.2875565716930497,0.19780486158098698,Iris-setosa
+27,6.025079362612612,2.7917713756920057,4.635543891570557,1.2005083168360264,Iris-versicolor
+28,5.488919321660364,3.9463071571737958,1.288088841906117,0.42208322501814394,Iris-setosa
+29,5.599069638286169,2.5090554372052876,3.9621209150475267,1.170626272217095,Iris-versicolor
+30,6.140680489711701,3.3670452171799163,5.784494670111385,2.5,Iris-virginica
+31,6.290789551820477,2.5137931009778693,4.99531439539642,1.8922160221357813,Iris-virginica
+32,5.631009276929893,3.0,4.356650875941165,1.364905496119028,Iris-versicolor
+33,4.810134517534563,3.0,1.3891962183406212,0.3064524769710192,Iris-setosa
+34,4.624087019219538,3.2030602388432037,1.4003219503008484,0.2021844753691266,Iris-setosa
+35,5.004629334397224,3.0,1.6638236657966388,0.19643219534389808,Iris-setosa
+36,7.698737932531451,2.5591901147494545,6.899998418648442,2.252159180254441,Iris-virginica
+37,6.010193935394943,2.855554454938453,4.37922145946692,1.3860552158688992,Iris-versicolor
+38,7.89999831517304,3.7743153488843793,6.479085907189964,2.05887508564167,Iris-virginica
+39,5.4832615968467575,3.89505672656986,1.29512904859645,0.3663956496249176,Iris-setosa
+40,4.942726552490168,2.000000562465984,3.19504181481056,1.0226905048637331,Iris-versicolor
+41,4.601615352709728,3.650642259653772,1.000000625856674,0.20069114365740312,Iris-setosa
+42,5.968898297442409,3.3293935360275397,4.5321667224188165,1.5771786735806117,Iris-versicolor
+43,5.362379606035847,3.0,4.448627698083477,1.5016386115421736,Iris-versicolor
+44,6.509656519690202,2.785641079635669,4.551195058974528,1.5106325607521291,Iris-versicolor
+45,5.369857772170836,2.3956514781840132,3.5412420521267776,0.9821831923776035,Iris-versicolor
+46,6.56563406351051,3.0,4.417489872471759,1.394216238497097,Iris-versicolor
+47,5.496116191785231,2.391485463285258,3.7766880271782535,0.932761131578734,Iris-versicolor
+48,5.768336882883814,2.804075167509113,4.554985162027607,1.2555318447328636,Iris-versicolor
+49,5.407470048805823,4.2,1.3264965983379717,0.20834854050395252,Iris-setosa
+50,5.164711636667658,2.519053506330236,3.3109418232228505,1.0814599647832959,Iris-versicolor
+51,4.664969021473324,3.1534429897295273,1.4060968045438227,0.2108819963259473,Iris-setosa
+52,7.899997668160417,3.7770839987556943,6.38078060837293,2.117502650464447,Iris-virginica
+53,4.58564577842999,3.657976633826497,1.0000004700645384,0.19349594152383792,Iris-setosa
+54,6.076898896555027,2.5891816063377884,5.590952553194585,1.367791597922893,Iris-virginica
+55,6.715805233867455,3.1085915749132127,4.721182302669922,1.4927887070827575,Iris-versicolor
+56,6.519153336675241,3.0,5.804698710016406,2.1727249481318287,Iris-virginica
+57,4.995639589692991,2.00000171129371,3.514307209249072,1.0280319724540534,Iris-versicolor
+58,6.282708887163538,3.4055428882536427,5.625475758596381,2.3965214848353793,Iris-virginica
+59,7.708906623685087,2.5280328575387547,6.9,2.2656814683312896,Iris-virginica
+60,4.913334817396201,3.1264635626530923,1.4816686100569447,0.1,Iris-setosa
+61,5.300380536752097,2.506673494592491,3.6849580565336977,1.1445692117792483,Iris-versicolor
+62,6.037810377380434,2.8084270755056537,4.618908325851174,1.209629808675998,Iris-versicolor
+63,5.697960181662808,3.130935648195839,4.696784754152492,1.6242081086329874,Iris-versicolor
+64,5.491497399966877,4.2,1.3647802608924993,0.20973313946683347,Iris-setosa
+65,4.819523354064113,3.398590053626023,1.6646053639931275,0.20152615950453714,Iris-setosa
+66,6.168952581704718,2.2022409024063863,4.464681420844538,1.4510546935016377,Iris-versicolor
+67,4.611998351064732,3.723588982753166,1.0,0.19977610766907822,Iris-setosa
+68,5.9062610838975065,2.7692318573382346,4.592257790533184,1.2313451122042927,Iris-versicolor
+69,5.916980530415133,3.235173926443715,4.7987862648730335,1.783330256920216,Iris-versicolor
+70,7.674615060140075,3.0,6.392383828284041,2.237372392782803,Iris-virginica
+71,5.479473794303574,4.2,1.3243130825115432,0.22409685614438296,Iris-setosa
+72,5.46407317984543,3.9407538761757825,1.255155478423862,0.4157665453564504,Iris-setosa
+73,4.99777119807369,2.0000013563558863,3.474902098278129,1.0338263962504746,Iris-versicolor
+74,4.622158182680314,3.7023486876554945,1.0000004056567249,0.19427652353362584,Iris-setosa
+75,5.8812137701222245,2.8338983892754266,4.57715315309659,1.2832368644053955,Iris-versicolor
+76,4.96671504789702,2.000000946230524,3.2130008084043005,1.0138588177268666,Iris-versicolor
+77,7.737897540857858,2.559788170862634,6.9,2.312031437645885,Iris-virginica
+78,7.705052067152517,2.5503224154619284,6.899998964817567,2.2261413418394413,Iris-virginica
+79,4.952970617001523,2.0000006896184126,3.2555618000907156,1.0029188347530478,Iris-versicolor
+80,6.657118535222027,2.788628421054351,4.694567812739339,1.4702480693034652,Iris-versicolor
+81,5.613364470465679,2.4961224642941096,3.8662763955966835,1.0750438815355339,Iris-versicolor
+82,5.2923170292032635,2.471729393008433,3.612985306296093,1.124346807904136,Iris-versicolor
+83,5.795835214545858,2.6786805439196137,4.108620466791219,0.9653738334010427,Iris-versicolor
+84,4.815199774670813,3.0,1.4189663354545607,0.31894308176133945,Iris-setosa
+85,4.3,3.1385825355944097,1.076703698693774,0.10000009201619019,Iris-setosa
+86,6.035023837754065,3.3919865333135433,4.549750721547893,1.5995239974537012,Iris-versicolor
+87,6.034924601286074,2.206569338497861,4.030832648400146,1.0130384212083183,Iris-versicolor
+88,4.427060851128622,3.203827583285564,1.3188776773270476,0.19922603732881483,Iris-setosa
+89,6.386945875772139,3.200520244247334,5.249391032242628,2.2518267619592485,Iris-virginica
+90,6.249893934080065,2.7337157094166464,4.799641957793346,1.805297016845511,Iris-virginica
+91,4.977128838216695,2.000000937163936,3.353316185299642,0.9926568928503328,Iris-versicolor
+92,5.519230612265934,2.5062225414911716,4.0244975673623875,1.2536476041651055,Iris-versicolor
+93,5.228159293476274,2.635394056774546,3.89159167527075,1.3759930887413854,Iris-versicolor
+94,7.718223218461528,2.821659577728068,6.677085435284787,2.0026993839433014,Iris-virginica
+95,7.700869164426525,2.567994913688606,6.8999984009470925,2.2582019500319586,Iris-virginica
+96,6.70947929231466,3.0,4.963313134442431,1.6638859477091796,Iris-versicolor
+97,6.1676323848946595,3.3119544596426604,6.030764726068982,2.5,Iris-virginica
+98,4.397193277967714,2.9115049304108505,1.396864900562179,0.1985027686430575,Iris-setosa
+99,7.687069221376408,2.486074356377176,6.899997619223285,2.218891018490357,Iris-virginica
+100,7.119967977052742,3.204616989170803,5.9953991538928735,1.8413792409330725,Iris-virginica
+101,4.632742542990628,3.1769359752306716,1.4163809415387187,0.19897759840029722,Iris-setosa
+102,5.779503725971348,2.7664970691577144,5.173917644463596,2.3951859180998554,Iris-virginica
+103,5.45628411375467,3.861662824009664,1.3080540445641913,0.34406206900534636,Iris-setosa
+104,5.410016286959889,2.4796406493199874,3.866151782237714,1.213210066079365,Iris-versicolor
+105,4.636943708862979,3.7071128267562607,1.0000004024415217,0.1943295942927769,Iris-setosa
+106,6.294831395647726,2.6601773542403513,4.8812754403966085,1.80069153308722,Iris-virginica
+107,6.01509330366088,3.3959257847633033,4.525630896968868,1.615456135062704,Iris-versicolor
+108,7.739451789746859,2.552590578775817,6.9,2.3082021525088168,Iris-virginica
+109,6.01359021501323,2.203986534669702,3.9995557153592194,1.0011668020063882,Iris-versicolor
+110,7.899997272598083,3.7211401356094083,6.379348002754064,2.1073207130100693,Iris-virginica
+111,4.300000961642218,3.209660031026442,1.0898120090592638,0.10000015428798488,Iris-setosa
+112,6.001498218416914,3.353075447721675,6.07049613628729,2.5,Iris-virginica
+113,5.007971316092704,3.0,1.5957305821215797,0.19421401321499704,Iris-setosa
+114,4.449872374399372,3.223096631326017,1.3507194769251913,0.1951055422010618,Iris-setosa
+115,4.576224734857668,3.737266264151887,1.0,0.1870869714598754,Iris-setosa
+116,7.689390981851927,2.7847646247182363,6.684090896468489,1.9762195784443268,Iris-virginica
+117,6.550425341050965,2.4792824274559786,5.4865579277820595,1.8381569828575308,Iris-virginica
+118,4.992726975065545,2.0,3.5184252165569463,0.8086052212200114,Iris-versicolor
+119,5.0221665121416965,2.0000012838453496,3.463958434063349,0.9904625415843726,Iris-versicolor
diff --git a/iris/tab_ddpm/0/12/test.csv b/iris/tab_ddpm/0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/12/train.csv b/iris/tab_ddpm/0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/12/val.csv b/iris/tab_ddpm/0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/synth.csv b/iris/tab_ddpm/0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f23c603c74c07a0ff40b0990e904690e80fadf61
--- /dev/null
+++ b/iris/tab_ddpm/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.774991098506828,2.668882818126219,5.0699121225319725,1.8938039761610492,Iris-virginica
+1,4.985219166781831,2.0000008674862904,3.3433191077532767,0.86356979907439,Iris-versicolor
+2,4.8353610363474075,3.0,1.4170542513458493,0.1,Iris-setosa
+3,5.766531196693625,2.6855352461208772,5.093456578550216,1.8906767095898627,Iris-virginica
+4,6.1546595804354665,2.291493761697082,4.996843159671491,1.7831292632207547,Iris-virginica
+5,4.992295161829936,2.0000008993312344,3.347070120342689,0.9596908852831614,Iris-versicolor
+6,5.667564411212631,3.0,4.158288265079581,1.2448044465931227,Iris-versicolor
+7,5.6050856471627615,4.2,1.3552533487243652,0.21365950330507208,Iris-setosa
+8,5.4390594882084775,3.399295299620762,1.4838027897258375,0.30808467508982496,Iris-setosa
+9,7.722638017255643,2.554965532333022,6.9,2.2703793643557595,Iris-virginica
+10,7.155347086908992,3.195486181994906,5.979904616730777,1.788705573013907,Iris-virginica
+11,4.8165917472429,3.0,1.4008260528041392,0.1000000928716856,Iris-setosa
+12,7.69675868532027,2.5420429003088265,6.9,2.2611750605949767,Iris-virginica
+13,5.505106836318585,4.2,1.337815739537057,0.207389837881553,Iris-setosa
+14,6.006513933459381,2.19770871586782,3.9983420746258993,0.9833702009037529,Iris-versicolor
+15,5.81265211441474,2.680669721754025,4.1477654438194245,0.9823154607199719,Iris-versicolor
+16,5.777353504260564,2.6867010502913473,5.080028845574715,1.913446319977178,Iris-virginica
+17,5.769724301544541,2.696143465454584,5.072178655531607,1.8996705606453004,Iris-virginica
+18,4.4087690873395875,3.206270443791307,1.3101783889999898,0.1993679523453425,Iris-setosa
+19,7.899998840669763,3.82529377820156,6.309894704702329,2.0185436415379763,Iris-virginica
+20,6.112222943434751,3.355395780910288,5.839392453644047,2.5,Iris-virginica
+21,5.215331331459501,3.4068256719878036,1.3811377726980694,0.1997322983383906,Iris-setosa
+22,4.798198233901593,3.0,1.4026556486051212,0.10000009147575518,Iris-setosa
+23,6.679019305317162,3.1411833867653263,4.731630672510649,1.5024664791614204,Iris-versicolor
+24,6.245145799354608,2.2345779284281995,4.479348520600335,1.4763549486842578,Iris-versicolor
+25,5.103340028167157,3.3098185152345474,1.729207302835626,0.523970143135626,Iris-setosa
+26,7.70193624189403,2.54455479126841,6.9,2.2977237103911015,Iris-virginica
+27,4.992464227241742,2.0000007840575798,3.161578993736674,1.0512898829847253,Iris-versicolor
+28,6.069432568027461,3.3422507046880976,5.825391074023437,2.5,Iris-virginica
+29,7.760509425531627,2.594619542898203,6.899941435177588,2.2110934985879114,Iris-virginica
+30,6.220496613508885,2.7197477119592923,4.858963706116665,1.8236268557725401,Iris-virginica
+31,5.428493122053106,4.005353517516468,1.2194885344586006,0.5644737507599653,Iris-setosa
+32,6.711969409793782,3.0,5.0200193099748205,1.7307232449185035,Iris-versicolor
+33,7.72740393556371,2.545560943370459,6.899998713709599,2.2642251327187584,Iris-virginica
+34,6.192487469909126,3.403609052327504,5.432043798571291,2.306672629332738,Iris-virginica
+35,4.574916685231995,3.1481124158261267,1.4443078986846796,0.20055013576477126,Iris-setosa
+36,4.3000005991729875,3.1534530154430036,1.0947942732894018,0.10000009915018371,Iris-setosa
+37,5.767197467475227,2.7016299206946273,5.091339937466822,1.857999289890582,Iris-virginica
+38,5.016778003996438,2.000000742887247,3.564289521428568,1.052156687304929,Iris-versicolor
+39,7.899997941073724,3.822859566135877,6.407296355065085,2.044703682054943,Iris-virginica
+40,4.449011455341711,3.2141246154543195,1.3257501974169144,0.19615847589368698,Iris-setosa
+41,5.089998528503119,3.6438143999688575,1.400682950446762,0.20572360803891618,Iris-setosa
+42,4.609395581270406,3.574520043239951,1.0000004758176535,0.19475490546516638,Iris-setosa
+43,6.325626912092964,2.5024982903499984,5.038917045831635,1.873898558744746,Iris-virginica
+44,4.40026611036427,2.931017561728069,1.3930768507711826,0.2028886533680079,Iris-setosa
+45,4.300000767260391,3.1561956143371326,1.0894139011761703,0.10000025950485092,Iris-setosa
+46,6.132114415945039,2.580321342742552,5.64101216241545,1.4080516378131345,Iris-virginica
+47,5.138024754731494,3.4097681746720485,1.3852715432783917,0.20087439585053093,Iris-setosa
+48,5.811638964952357,2.705497500268087,5.09895063214854,1.9230911705433167,Iris-virginica
+49,4.572858808490942,3.688879946146245,1.0,0.19587984067687855,Iris-setosa
+50,5.502015407396113,4.2,1.3510276234165828,0.21971371799487519,Iris-setosa
+51,6.199410411253277,3.4016273870016556,5.450558611778843,2.304968401659005,Iris-virginica
+52,4.9411338474438775,2.0000004536753004,3.5203468903444213,0.9376722825721578,Iris-versicolor
+53,5.714202721010222,3.827355044909907,1.8384611896891976,0.3450411882971621,Iris-setosa
+54,7.721874253757275,2.5376244852301615,6.9,2.305031663685353,Iris-virginica
+55,6.221675386997871,3.402130671052862,5.413777176314287,2.3055618328658,Iris-virginica
+56,5.81295763646913,2.716423107725878,4.228767136764129,1.080568678377627,Iris-versicolor
+57,7.695343344375226,2.515004272387233,6.899999010969596,2.278141815414858,Iris-virginica
+58,6.871935746502003,3.2111510893022777,5.665407850854676,2.0036289270043897,Iris-virginica
+59,4.300000571583326,3.0822453185574084,1.1056452528841174,0.10000009799877971,Iris-setosa
+60,6.0867456111232805,3.3347856994595984,5.955891568643576,2.5,Iris-virginica
+61,6.151992289724828,3.3474059105420686,5.981215531300641,2.5,Iris-virginica
+62,6.277805355143565,2.477171903840936,4.956634584007012,1.8954515067397872,Iris-virginica
+63,5.424730577226637,3.928183728610513,1.299193254385333,0.40500975174058707,Iris-setosa
+64,6.673310641542567,2.444324584789618,5.7658208133798,1.7822324338129654,Iris-virginica
+65,5.1346993778298495,3.8232161107629667,1.599729493690592,0.2024203315260806,Iris-setosa
+66,6.842552010857137,3.191771458805667,5.811283507131704,2.313155179652486,Iris-virginica
+67,4.402353645093748,2.9136297626782897,1.4113907080218686,0.1939112871315814,Iris-setosa
+68,5.529303543151096,4.2,1.3686465216728725,0.22104265687546926,Iris-setosa
+69,5.779560583483514,2.862221572250279,4.382384265797073,1.3960462827275355,Iris-versicolor
+70,4.611033124837281,3.2090620377304555,1.4043385918124518,0.20474286602594644,Iris-setosa
+71,5.773466382529934,2.5715027686066345,5.044284472660796,1.795477203994492,Iris-virginica
+72,4.583865656279909,3.194694130607887,1.41400225695659,0.19728241681114464,Iris-setosa
+73,5.888802369591352,2.929080771803575,4.435071061092142,1.3642008668545071,Iris-versicolor
+74,4.76625629697894,3.0,1.3762796817482057,0.10000012276860487,Iris-setosa
+75,7.663646820554965,3.0,6.310111685381001,2.192732121581628,Iris-virginica
+76,4.3956415609020185,3.2053599761785465,1.2986813615172434,0.20146157332414558,Iris-setosa
+77,4.4109632582291045,2.9570087053450838,1.40791165080818,0.20679493230427068,Iris-setosa
+78,6.49667599849406,2.774161070910768,4.609956587078372,1.4872863711154927,Iris-versicolor
+79,6.102723959938912,3.3660229575887834,5.965745073939948,2.5,Iris-virginica
+80,7.736718295799445,2.554575100751984,6.9,2.305146365046524,Iris-virginica
+81,4.990689943600756,3.0,1.6410092805460714,0.20020918838213722,Iris-setosa
+82,4.7895392333067655,3.0,1.3978835968185448,0.27475427922466755,Iris-setosa
+83,5.206950681124526,2.5127350353312985,3.6942584617322707,1.1921251624018065,Iris-versicolor
+84,6.851292108763977,3.102595840162258,5.1474695111466175,2.2841653018737063,Iris-virginica
+85,6.922287273489065,3.076768600742955,5.144625747586202,2.2959322403656435,Iris-virginica
+86,4.580314234566653,3.1968658643237324,1.4051574965841116,0.19629650482125094,Iris-setosa
+87,7.155045381622224,3.206524695861929,5.992736442779038,1.8127440921660452,Iris-virginica
+88,6.799366222621329,3.1844118922039675,5.906433071266046,2.30225033547778,Iris-virginica
+89,5.823896232456517,2.80432156893047,5.13434773476502,2.4029948415051643,Iris-virginica
+90,4.991149189914386,2.000000833340711,3.5886082761172466,0.9640146143941648,Iris-versicolor
+91,6.174340836781661,3.322762664214792,5.990429659932476,2.5,Iris-virginica
+92,6.069445212878189,3.3445951397878257,5.903804416954208,2.5,Iris-virginica
+93,5.811404406016047,2.712285001054718,5.083227278076245,1.891043984212434,Iris-virginica
+94,5.790250071404211,2.734984940353522,4.125711112621988,1.0475278542184168,Iris-versicolor
+95,6.144174681545806,3.3395807405609417,6.032307614744902,2.5,Iris-virginica
+96,7.754299976620782,2.559085915087104,6.9,2.317090611519368,Iris-virginica
+97,6.3366092379382195,2.5259457886282615,5.015507304778134,1.8891983576269247,Iris-virginica
+98,5.154615389718201,2.525666959491206,3.584853559694147,1.203167564490993,Iris-versicolor
+99,6.757274338995436,2.511578941105601,5.898923136131151,1.7943039944345704,Iris-virginica
+100,7.899998624418963,3.8549586098293145,6.402902984161127,2.109771327882697,Iris-virginica
+101,5.983558145234128,3.404799938233905,4.528596748807574,1.6017205107334662,Iris-versicolor
+102,6.099348493484641,3.3551281532355137,5.9761781121017306,2.5,Iris-virginica
+103,4.955224200548886,2.0000011215084488,3.1915311271884477,0.9978598834311787,Iris-versicolor
+104,7.618697759660005,3.0,6.545363366271236,2.1189630255676413,Iris-virginica
+105,4.80036619336007,3.0,1.392996401181954,0.3146610219301323,Iris-setosa
+106,6.982449373665618,3.1806739755306377,5.562536143085641,2.302460495551314,Iris-virginica
+107,5.2749542887682095,2.623614692195841,3.9833580470195127,1.378221280541524,Iris-versicolor
+108,6.726373422576403,2.4497239067541554,5.852009463582013,1.7945666768962838,Iris-virginica
+109,6.000989666228023,2.895363067057013,4.442177102130368,1.5058824443799057,Iris-versicolor
+110,5.762458669063478,2.7880288789625856,5.1738730917320135,2.415376514125582,Iris-virginica
+111,6.3382941961115264,2.6896065010221326,4.896993985231674,1.8115907493210222,Iris-virginica
+112,5.701793601864258,3.0,4.143336427671024,1.2670806262943075,Iris-versicolor
+113,5.810312801990949,2.692617305954453,4.152539572333449,0.8594542602828407,Iris-versicolor
+114,5.6679100842156265,3.0,4.521497706905785,1.4710522364155707,Iris-versicolor
+115,4.618917541339256,3.7277797767120364,1.0000003678243103,0.20129748428634794,Iris-setosa
+116,4.825207981923189,3.404912215104884,2.004592869962088,0.2022321822189229,Iris-setosa
+117,6.156977809434643,3.322272780765415,6.003378173145667,2.4999995972528364,Iris-virginica
+118,5.7613627943389,2.8212942885524184,4.540061867021704,1.3243772962807943,Iris-versicolor
+119,6.256400127758774,3.3063095580572215,5.959818104248592,2.499999724128425,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/test.csv b/iris/tab_ddpm/0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/train.csv b/iris/tab_ddpm/0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/13/val.csv b/iris/tab_ddpm/0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/synth.csv b/iris/tab_ddpm/0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b1437cf164f654923bdfa9f8a87df450be58f81c
--- /dev/null
+++ b/iris/tab_ddpm/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.531162880733133,2.4177218478108498,3.744880012406583,0.9694973766038543,Iris-versicolor
+1,5.803237342771685,2.704968395363461,4.144229589798886,1.003960719822634,Iris-versicolor
+2,5.75539565648706,2.781491395161524,4.500893410014917,1.2206110667901868,Iris-versicolor
+3,4.9531557528375805,2.000000650532537,2.956742946507551,0.9960207851624485,Iris-versicolor
+4,5.524750086144116,2.9285768297029424,4.027473229316325,1.3958179677184241,Iris-versicolor
+5,4.615477392062612,3.735066314697886,1.0,0.1964181561930739,Iris-setosa
+6,6.2888128317378,2.728759155049016,4.8975687892547555,1.7862002318022876,Iris-virginica
+7,6.252425501875211,3.3248609388992882,5.9373119012495374,2.499999804704278,Iris-virginica
+8,5.00373271707891,3.5621020017899054,1.4079082621003376,0.19669642170843826,Iris-setosa
+9,5.0772277346669545,3.5287816563150822,1.397466521450099,0.20102418413843015,Iris-setosa
+10,6.52037689842717,3.0,5.802138092505157,2.207324591893127,Iris-virginica
+11,6.338671276069504,2.5795117100480893,4.950542193783615,1.7967438944610055,Iris-virginica
+12,5.6876037486800755,3.0,4.22631130372965,1.2023217345087913,Iris-versicolor
+13,4.608254304190436,3.1428308828882523,1.5070067850416764,0.20087470048731948,Iris-setosa
+14,4.9985284533502545,2.0000011624048444,3.5916589728018455,0.9640827252165735,Iris-versicolor
+15,4.396674886553857,2.9179292874125866,1.4067660720315884,0.19265980633357488,Iris-setosa
+16,6.703927008002755,2.5040545984620124,5.759577323668727,1.7745118259357506,Iris-virginica
+17,5.6586195898144025,3.0,4.088919884499975,1.2248611897650818,Iris-versicolor
+18,6.2271968550929095,2.783362957272397,4.738871663768569,1.7956217398387897,Iris-virginica
+19,6.137807570951427,3.3418610973406304,6.057406783433278,2.5,Iris-virginica
+20,6.2076256024417305,3.4005427652254245,5.432136217645953,2.3057925034657365,Iris-virginica
+21,5.462074782611546,2.4737096173197575,3.9001536608643494,1.233172829767269,Iris-versicolor
+22,4.975384388581945,2.000000794493976,3.4335787729123037,0.9545532659279713,Iris-versicolor
+23,6.74459820793894,3.11109287821769,4.699014502236583,1.5009608861098533,Iris-versicolor
+24,5.438132100409162,3.4559323354317235,1.5157236818458184,0.4431123249863871,Iris-setosa
+25,6.1609568091179785,2.217358062542909,4.404355658617032,1.3965042108099073,Iris-versicolor
+26,6.490787695591439,3.0,5.686028408234748,2.239196793926678,Iris-virginica
+27,5.773397053382559,2.8428868361356927,4.521184605005298,1.3515285788471447,Iris-versicolor
+28,6.2765032306673145,3.395442424738837,5.655570568010556,2.3847053194994117,Iris-virginica
+29,5.880456378716952,2.8119471576630586,4.584778422786312,1.2558426904574354,Iris-versicolor
+30,6.279452830976873,2.5096317317301677,4.978034977047802,1.8925591826389754,Iris-virginica
+31,6.6364855956516395,2.490182658794959,5.620469201132085,1.832148647082241,Iris-virginica
+32,6.290854827081891,2.479985371945148,4.982606076268233,1.8753913099188115,Iris-virginica
+33,6.352550531638695,2.6780360933226537,4.817014446380536,1.8040787011365242,Iris-virginica
+34,4.439600380570245,3.224480913844289,1.3266595728669595,0.19749076933837328,Iris-setosa
+35,6.020936516512605,2.1903693714305734,3.986523641145937,1.0043838077471259,Iris-versicolor
+36,6.18157065638939,3.3402232988278535,4.642927451055213,1.6064861211814785,Iris-versicolor
+37,6.502355656258956,2.7922506978192234,4.607392419949738,1.509176579451757,Iris-versicolor
+38,6.778333745654362,3.2228916289702028,5.770803581063955,2.3108070333051103,Iris-virginica
+39,6.7770807317774695,3.0708564408537984,5.098969381458962,2.3116997112838793,Iris-virginica
+40,4.664055541434103,3.6651451383745766,1.0000008569117624,0.19462938259141144,Iris-setosa
+41,7.730288125367373,2.5330018695958167,6.9,2.263294679704862,Iris-virginica
+42,4.768432509553889,3.391718247966062,2.1964966187959236,0.19791939828231464,Iris-setosa
+43,7.685715533758746,2.5164029602783797,6.9,2.260953357754836,Iris-virginica
+44,5.438823501441161,3.9071250647663107,1.3247617955259623,0.408703631362964,Iris-setosa
+45,5.5767751155272025,2.480739439998696,3.8922865900595482,1.0527530971476184,Iris-versicolor
+46,5.536592467655705,2.50439357410696,4.0404527022725265,1.2605506144968799,Iris-versicolor
+47,6.143517224737521,3.3367011287462303,5.961199235615242,2.5,Iris-virginica
+48,6.278408388341119,2.4590395349472662,4.97729439671954,1.8944531898180337,Iris-virginica
+49,4.9722202519202545,2.000001098023008,3.223766099040213,1.0457933251254636,Iris-versicolor
+50,5.506665438528998,4.2,1.3374902658438197,0.2070708274537117,Iris-setosa
+51,4.4120893913590224,3.2419289697298637,1.3259787532866225,0.2004146099738838,Iris-setosa
+52,5.510657942555845,2.4403897499988005,3.838331036770029,1.004536599054646,Iris-versicolor
+53,5.8336251457408315,2.6845634978300583,4.091154470436925,0.9926950206614683,Iris-versicolor
+54,4.803736541519977,3.4374123653161845,1.741940194947996,0.1974006364221434,Iris-setosa
+55,5.483084525060995,4.2,1.394198768310641,0.21131943192471114,Iris-setosa
+56,5.962871250752395,2.7522031827783224,4.52677233788524,1.0848512210934782,Iris-versicolor
+57,6.7073847785354355,2.4622360312162033,5.803710127765101,1.834172872867346,Iris-virginica
+58,4.975937285983635,3.5342855067187995,1.4044796061578981,0.1989847131034161,Iris-setosa
+59,5.573492187718635,3.640031230197864,1.5776521482244075,0.33617996081547513,Iris-setosa
+60,6.091068651766023,2.5902589504575877,5.511304151527129,1.3925490501723077,Iris-virginica
+61,6.311166848284633,2.6766599265469484,4.879928413464396,1.8114850068387713,Iris-virginica
+62,6.678441820678752,3.120178747421905,4.706657588251685,1.495551223914314,Iris-versicolor
+63,4.953474801170917,2.0,3.153373527328789,1.0342354448726363,Iris-versicolor
+64,5.99487474660093,3.4010446978214253,4.4876655887348065,1.6136648527662798,Iris-versicolor
+65,4.9734111191369035,2.0,3.055839327681953,0.7501143294315658,Iris-versicolor
+66,6.292792918101964,2.5452168683917202,4.923309717039182,1.8795582376691184,Iris-virginica
+67,6.2800922326138116,3.385720778229371,5.52102669300297,2.342450021351167,Iris-virginica
+68,5.491576248113741,2.4844974453307853,4.014869894266503,1.298728904772553,Iris-versicolor
+69,7.733097249851792,2.549095897520729,6.8999985975195655,2.292449459944812,Iris-virginica
+70,7.690480767911556,2.5559721703572653,6.899998827981632,2.2791077379088316,Iris-virginica
+71,5.558648785073275,2.4169765501916958,3.829926130004684,1.0803430138518515,Iris-versicolor
+72,4.927189458428891,2.0,3.0856851583533786,1.0051276584184137,Iris-versicolor
+73,6.082635800100301,2.833964721470228,4.6945132154180085,1.3046599047734457,Iris-versicolor
+74,7.758560796210517,2.552190603071274,6.8999986672486875,2.311238039104264,Iris-virginica
+75,5.163031279889795,2.4883837331723426,3.09371703095358,1.0935794450544059,Iris-versicolor
+76,4.655113887908244,3.0,1.4163992553880902,0.25783055802516525,Iris-setosa
+77,4.822664211469886,3.0,1.4220262905777064,0.10000011638591888,Iris-setosa
+78,4.3,3.1230774990267944,1.089367014802749,0.10000010165127542,Iris-setosa
+79,7.688601370327015,3.0,6.0883890694024565,2.2985795934315836,Iris-virginica
+80,5.021338185394364,3.703498698350977,1.399218250835127,0.206040808767472,Iris-setosa
+81,4.592487784764369,3.6952333403534983,1.0,0.20202877435394057,Iris-setosa
+82,5.232804094422211,2.6622712434579023,3.903792722805198,1.3671078443535538,Iris-versicolor
+83,6.122670174946928,2.591286728407245,5.573215394472521,1.3977369490790519,Iris-virginica
+84,4.626033219498293,3.649125832270738,1.0000009790837086,0.20108253743241034,Iris-setosa
+85,4.99585635427906,2.0000023518128716,3.4600402065797926,1.0578284209177313,Iris-versicolor
+86,6.805668255632649,3.200365768131061,5.823601280058569,2.3006657437656446,Iris-virginica
+87,4.86027072883008,3.0,1.4143726732190445,0.1,Iris-setosa
+88,4.3,3.077879364449355,1.098911238640456,0.10000020835530128,Iris-setosa
+89,5.84726942703493,2.906420644786542,4.422476688906568,1.4896939781361784,Iris-versicolor
+90,6.312069209023924,2.457373072400338,4.90140317307127,1.903924111778413,Iris-virginica
+91,6.237290371499891,3.4056721356766886,5.590566064816759,2.393277239473211,Iris-virginica
+92,4.963449100311173,2.0000004894597496,2.948783159770754,0.9805013252171797,Iris-versicolor
+93,5.412100880918525,3.9497071293466823,1.2781061966931002,0.39349068679034904,Iris-setosa
+94,5.915835652291639,3.2360044346613948,4.808184805358429,1.8111396603723864,Iris-versicolor
+95,5.111179127764446,3.5276490630756623,1.7336813428811724,0.3217821633403099,Iris-setosa
+96,6.228077931197859,2.1841485311025464,4.484234040601835,1.47503123859815,Iris-versicolor
+97,7.722905615650944,2.574463514539231,6.9,2.302890833978375,Iris-virginica
+98,5.955171696940499,2.8120625342926857,4.639277300647609,1.2718952371710337,Iris-versicolor
+99,6.70238103349683,2.4658792715777933,5.7710808261640265,1.789154051811568,Iris-virginica
+100,4.898057086474561,3.1505855287361197,1.5068547263928502,0.1,Iris-setosa
+101,5.151408929037603,3.8138516653379586,1.6339364327057597,0.20519774127547305,Iris-setosa
+102,5.185672649520947,3.3968446372499623,1.4027790214501326,0.1953256061442371,Iris-setosa
+103,6.005609624268194,3.398937372573915,4.500559145335309,1.5930362821604274,Iris-versicolor
+104,6.438456790274397,3.184016060656611,5.174801471385304,2.19836193416558,Iris-virginica
+105,6.295718162945944,2.846690083969379,5.083297688803888,1.964099432920356,Iris-virginica
+106,4.408917550314156,2.9095592228757146,1.3795696905637456,0.20221423585588588,Iris-setosa
+107,4.829773592425325,3.0458440707678753,1.4355437303946375,0.1,Iris-setosa
+108,5.437177402224971,2.5275354726759045,4.009646285481649,1.3178181079945797,Iris-versicolor
+109,5.989929213259968,3.3975957793343943,4.495691976023247,1.610273361698129,Iris-versicolor
+110,5.747523399777053,2.9119473624168517,4.217956414824065,1.2441253704797148,Iris-versicolor
+111,6.783806225998394,3.1919525512496945,6.039298217543491,2.3075383300752548,Iris-virginica
+112,6.255814889569732,3.3332362763530043,6.047264257656731,2.5,Iris-virginica
+113,4.300022057614163,3.1810664980245535,1.1299505293414025,0.10000017131721775,Iris-setosa
+114,5.508955793888185,4.2,1.315273314682258,0.21952590052064008,Iris-setosa
+115,5.062483050544014,2.4996081230330494,3.120720741854555,1.1166003543371397,Iris-versicolor
+116,4.620086427902864,3.119841738958017,1.5103503576404584,0.20039176038750828,Iris-setosa
+117,4.96606012692807,3.649056066708577,1.4025459322617473,0.20305500192195844,Iris-setosa
+118,6.923696449737075,3.0950282293320734,5.149420528006413,2.3091179176448056,Iris-virginica
+119,5.764648571266166,2.7834569171363706,5.084549821910895,2.409918914516823,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/test.csv b/iris/tab_ddpm/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/train.csv b/iris/tab_ddpm/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/14/val.csv b/iris/tab_ddpm/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/15/synth.csv b/iris/tab_ddpm/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe272a34a2353fdf64b7f0a6b6f62f1b6e68110c
--- /dev/null
+++ b/iris/tab_ddpm/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.721934359255817,2.8057516963362468,4.509387381721421,1.2981546507399737,Iris-versicolor
+1,5.692221905708407,2.8746200685456924,4.173698332641609,1.2806494177678491,Iris-versicolor
+2,5.589912282361607,3.0,4.500466791147267,1.5020962463615632,Iris-versicolor
+3,4.980656259709304,2.0000006819584586,3.5961773669164443,0.8672733779279531,Iris-versicolor
+4,4.3,3.0207135786651453,1.0780172328992281,0.10000014224470433,Iris-setosa
+5,5.499642054421568,2.499698556481059,4.062248912935624,1.3158917498044298,Iris-versicolor
+6,5.908190378190018,2.9167857120507796,4.4854946604388495,1.5010304293316732,Iris-versicolor
+7,4.937506899649495,2.0000005098171902,3.2290401255582335,0.9307192393402791,Iris-versicolor
+8,6.909044273269206,3.1032198193909806,5.1225448064449814,2.2783121347620767,Iris-virginica
+9,7.7159852182489095,2.5467497783792066,6.9,2.2861339208008866,Iris-virginica
+10,5.782599981545848,3.121654199743999,4.701370830085379,1.7061200204949507,Iris-versicolor
+11,7.899997835108361,3.7944525421952506,6.356235928985658,2.0427525198842393,Iris-virginica
+12,4.300015513023116,3.1337478656323428,1.1184639525142583,0.10000021171559988,Iris-setosa
+13,7.89999849941604,3.808146963918672,6.429873896209485,2.0224402279233455,Iris-virginica
+14,6.117751487617279,2.5813667486154164,5.654407464153193,1.3994437914198425,Iris-virginica
+15,5.485103198406373,4.2,1.2917933913541861,0.21737011227299635,Iris-setosa
+16,4.962813296915875,2.0000006357366398,3.2751399272366846,0.8809234568303873,Iris-versicolor
+17,4.982993236371707,2.0000005010656365,2.9738365576382915,0.9494107458860651,Iris-versicolor
+18,6.225846011033113,2.5530124643753607,5.5862824132933895,1.48107875475545,Iris-virginica
+19,4.617524797061095,3.659381979155316,1.0000003600181542,0.1979406821255137,Iris-setosa
+20,5.706478876222613,3.8305706571630975,1.765201081456909,0.4113455770623183,Iris-setosa
+21,5.855562289724634,3.216134506569207,4.779487529937203,1.7858041666736508,Iris-versicolor
+22,5.658235042639514,2.522443315587037,3.9199816791211903,1.0825254386097583,Iris-versicolor
+23,6.165128500584925,3.3326169356395816,6.004530324033085,2.5,Iris-virginica
+24,6.303729931089436,2.5961309388052904,4.919394501930587,1.7935677238336702,Iris-virginica
+25,6.002255641272697,2.1880294272392407,3.9414307376001543,1.0143363341152443,Iris-versicolor
+26,4.584659428186553,3.1224815272286035,1.4918347275237358,0.19535872605573326,Iris-setosa
+27,5.855441696082907,3.199136128155742,4.7969681089658085,1.7932513633593676,Iris-versicolor
+28,6.312559401788095,3.3895098568391155,5.602422206232653,2.3858807489443437,Iris-virginica
+29,5.8192653859295405,3.238090156492693,4.758081845779015,1.837016300180844,Iris-versicolor
+30,6.762032315992139,2.792408868603854,4.763117804865488,1.3975167505498094,Iris-versicolor
+31,4.436740962474231,2.9837372731585923,1.4155874407798021,0.2090373814652082,Iris-setosa
+32,5.441282129097616,4.003195360294367,1.1996903027853398,0.47682004141452117,Iris-setosa
+33,4.87412224359574,3.142501746839206,1.4680998008697521,0.10000017580557802,Iris-setosa
+34,6.126033296683269,3.322779663195128,5.9799870732153595,2.5,Iris-virginica
+35,4.609732853129455,3.6534953350164825,1.0000006507639083,0.1950187601513614,Iris-setosa
+36,5.101497337120598,3.4527844793685305,1.3776334833619348,0.19921537201866646,Iris-setosa
+37,6.206402088175579,3.3258487306707973,6.04202306829275,2.4999997180680227,Iris-virginica
+38,5.186430498169103,2.685348669664863,3.97066455128476,1.4304687586405416,Iris-versicolor
+39,7.6915071386341385,2.539322884700494,6.899998160098417,2.2731942395707514,Iris-virginica
+40,4.595894777072347,3.1276712926743966,1.4720980290565906,0.20218455794707785,Iris-setosa
+41,4.942643149556432,2.0,3.6736014915965014,0.9641656715118502,Iris-versicolor
+42,6.002141644454176,3.393156682077536,4.532657674560412,1.6067384985563589,Iris-versicolor
+43,6.19837959836744,3.3347974991069385,5.992632469388861,2.499999803569463,Iris-virginica
+44,6.149379917224952,3.3347477194226505,6.1108836189049995,2.5,Iris-virginica
+45,7.899998116477675,3.7744426614878277,6.351291325662177,2.1044030661971815,Iris-virginica
+46,5.807306075988174,2.691481198503753,4.100681052258696,1.023624912981036,Iris-versicolor
+47,6.21552099433129,3.3998361302780586,5.484552250670175,2.3150042289504675,Iris-virginica
+48,6.923600717465964,3.13040855765188,5.307064139636118,2.295841597859667,Iris-virginica
+49,4.953450295370537,2.0,3.327329083541624,0.8988109815548307,Iris-versicolor
+50,7.688457348625102,2.573962499625097,6.899998873730915,2.294797873142196,Iris-virginica
+51,5.002386126822577,2.0000005995354315,3.6056070337023,1.0536336826226953,Iris-versicolor
+52,5.257863290694337,3.4040138510669604,1.387564578237031,0.2041504235782847,Iris-setosa
+53,7.723139876088695,2.558749281123992,6.9,2.3053918381158733,Iris-virginica
+54,5.502642065043946,4.2,1.3059501572643915,0.20875197024176556,Iris-setosa
+55,4.629651152271821,3.207816353287755,1.4003525009052662,0.20099639511250827,Iris-setosa
+56,6.693623260108871,3.1437989534705917,4.6912398167270455,1.502113815947309,Iris-versicolor
+57,5.196776389032167,3.4028570449986573,1.4016591389930733,0.19873603256494138,Iris-setosa
+58,5.996271203112951,2.213429269258097,4.079971765546535,1.056499198221464,Iris-versicolor
+59,5.782901837928666,2.7907542115004023,5.093776521901336,2.4030903447625547,Iris-virginica
+60,5.799486718689386,2.7033841646087007,4.166653532729029,1.0289055190089402,Iris-versicolor
+61,4.8881361299500234,3.137710665077489,1.5023300911149124,0.10000009525309156,Iris-setosa
+62,5.80392572077797,2.7115211032963455,5.110631231953861,1.9152740249962563,Iris-virginica
+63,6.8162503129657255,3.184121839885699,5.810983753320071,2.3014140780757315,Iris-virginica
+64,7.718960574683536,2.521688582031772,6.9,2.2989594177462696,Iris-virginica
+65,6.262375223964384,2.7123861077384688,4.816727671377273,1.8064879296142005,Iris-virginica
+66,6.196401769434415,3.3294030969055584,6.0217394296506335,2.5,Iris-virginica
+67,6.186500415793409,3.393359094698654,5.3909973299790765,2.29799957464599,Iris-virginica
+68,5.02252404288341,3.0,1.7355811742070921,0.19577896486026647,Iris-setosa
+69,6.013123396534861,3.3918927577844498,4.552728895629151,1.6139084067531306,Iris-versicolor
+70,5.802926558333569,2.982628102644825,4.297939473713139,1.3005664607109917,Iris-versicolor
+71,6.088219102906981,2.8179557920174405,4.696285197789939,1.262878805947153,Iris-versicolor
+72,6.232236966778013,3.399088571973454,5.480561383583424,2.3111862509739876,Iris-virginica
+73,5.723430067237486,2.308645242846369,3.882582133726719,1.0309478340077143,Iris-versicolor
+74,6.3092362383025895,3.402956773876462,5.597042927435181,2.4025270576187516,Iris-virginica
+75,6.18074049830363,3.338772457930154,5.945556841500897,2.5,Iris-virginica
+76,5.505362664609926,4.2,1.3535272566649248,0.21440463229081477,Iris-setosa
+77,5.007118761830608,2.0000013894207456,3.5821838537292137,1.0493010365663447,Iris-versicolor
+78,7.633436442791995,3.0,6.266108793538105,2.2551655280327205,Iris-virginica
+79,6.693118206827269,3.089915073673298,4.661814429283725,1.508876008865828,Iris-versicolor
+80,6.138698993570537,2.9225044754353515,4.644681865781941,1.3996287351271528,Iris-versicolor
+81,6.146508950785509,3.3256271234550736,6.016232651980528,2.5,Iris-virginica
+82,6.799888937753089,3.1148225320987537,5.073705643816141,2.275408452327461,Iris-virginica
+83,4.953241005757635,2.0,2.967244854697837,0.8792114416488489,Iris-versicolor
+84,5.990334525821071,3.3931307018656667,4.559528148865842,1.6190899959889418,Iris-versicolor
+85,6.226297602537188,3.327787891190774,6.058146244559565,2.4999997680928407,Iris-virginica
+86,6.264564868029402,3.3713974202232753,5.430822454037227,2.313548374405527,Iris-virginica
+87,5.4858358042183895,4.2,1.3159618400475839,0.20440118447531988,Iris-setosa
+88,6.7260186522447025,2.474246842828172,5.802008061211299,1.8038324670989412,Iris-virginica
+89,6.035042070953979,2.8941349433173045,4.561590110382611,1.4919722971629223,Iris-versicolor
+90,6.696415716422146,3.0,4.987812754706667,1.6982809693446663,Iris-versicolor
+91,6.4983749051082045,3.0,5.7981364973057605,2.1717143607091027,Iris-virginica
+92,5.488917644893363,3.959137367945255,1.275536640399443,0.466354839661289,Iris-setosa
+93,6.192693059209021,2.781423494728218,4.785654553204127,1.8483839562455984,Iris-virginica
+94,4.610458090967576,3.746593673621949,1.0000007836748288,0.19056257767964166,Iris-setosa
+95,5.5185024596813195,4.2,1.3580064531886775,0.20589255956655195,Iris-setosa
+96,5.0107304160823265,3.4212981916500187,1.3940092818851362,0.20309110174831924,Iris-setosa
+97,6.147964633803679,2.2276757234664957,4.410078613112797,1.4523119943551788,Iris-versicolor
+98,5.524730389582343,4.2,1.3428384846128938,0.21473976595430744,Iris-setosa
+99,4.408360815418055,3.1328060823385453,1.3487586296638325,0.19962347637450617,Iris-setosa
+100,7.9,3.822279634545877,6.397888538765178,2.0192663581926324,Iris-virginica
+101,5.613337707667395,2.4676716635011853,3.86205694062179,1.0598287048749586,Iris-versicolor
+102,6.253017740435702,2.195413922157496,4.508298382213002,1.4844991292230236,Iris-versicolor
+103,5.46367652690539,3.0,4.471044802918019,1.4849880361845904,Iris-versicolor
+104,5.506757341060472,4.2,1.3552607526545792,0.20082742233071876,Iris-setosa
+105,6.514540191813254,2.784580935627726,4.6280794450708225,1.5043562018714502,Iris-versicolor
+106,6.065946266741572,3.3473837143993053,5.93764477200947,2.5,Iris-virginica
+107,4.583065736852999,3.7415312505934697,1.0,0.19916789251135422,Iris-setosa
+108,6.009074182372698,2.2175678116719544,4.046828781510279,1.0256124833713567,Iris-versicolor
+109,6.777806935987256,3.2041141574883905,5.882518881848422,2.3069192176750373,Iris-virginica
+110,6.477939504971518,2.764946889528989,4.564425766970723,1.4712202914736223,Iris-versicolor
+111,6.111064866727763,3.352225660304086,5.978126228004424,2.5,Iris-virginica
+112,6.063507517077635,3.332661263505997,5.958526280924072,2.5,Iris-virginica
+113,5.036276839646875,2.000001875549112,3.622148382097921,1.0421483254846893,Iris-versicolor
+114,5.6232036166320185,2.4783022222651265,4.035175343406357,1.0594811239519513,Iris-versicolor
+115,4.923268127987655,2.0,3.2178992903641728,0.7538343876867724,Iris-versicolor
+116,7.743922024566941,2.4902576763489477,6.9,2.300634794819002,Iris-virginica
+117,6.105092172177184,2.586274991593833,5.646309308005918,1.3875563737641086,Iris-virginica
+118,5.054325087930339,3.397705035040581,1.643606988320812,0.4809405307246336,Iris-setosa
+119,4.80011041755956,3.0,1.4070111384429926,0.2927287639028582,Iris-setosa
diff --git a/iris/tab_ddpm/0/15/test.csv b/iris/tab_ddpm/0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/15/train.csv b/iris/tab_ddpm/0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/15/val.csv b/iris/tab_ddpm/0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/16/synth.csv b/iris/tab_ddpm/0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ecb91f599e10093603bbd814f830dd68c0d5b30
--- /dev/null
+++ b/iris/tab_ddpm/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.586015613737602,3.1247008498021343,1.471534202926647,0.19557623954215692,Iris-setosa
+1,4.990111194995535,2.0000007941977387,3.341318099937957,1.037829987386589,Iris-versicolor
+2,6.791970229202001,3.2023263757955633,5.722609286330272,2.3047223942856254,Iris-virginica
+3,6.164833952587862,2.9634885259981707,4.434889330049964,1.421621800565293,Iris-versicolor
+4,6.479898960037307,3.1490610968370727,5.145298429739824,2.014540952049474,Iris-virginica
+5,6.088059824182241,2.5967511065172477,5.505498126096496,1.4755316992806788,Iris-virginica
+6,6.656200675264991,3.13622852712829,4.715409928412266,1.5078061594672099,Iris-versicolor
+7,5.941563049461263,2.184265161300236,4.014187417136215,0.9956220287731535,Iris-versicolor
+8,4.300000519678901,3.2075590076212883,1.0895046834913997,0.10000044979558602,Iris-setosa
+9,5.0570053726797415,3.530789888490533,1.3761789782229794,0.2025220517382979,Iris-setosa
+10,5.404344400317358,2.433251470763217,3.6083379893662926,1.0161741002997662,Iris-versicolor
+11,6.278652999241217,2.7142070744922355,4.856599499639431,1.7782298454495908,Iris-virginica
+12,5.803499452512195,2.7060990049294427,5.066972438108017,1.9135941499703575,Iris-virginica
+13,5.5346984044584815,3.0,4.4788516976075,1.4779537966865774,Iris-versicolor
+14,5.4338953487733725,2.353399396803637,3.6326278614616556,0.8931061329572934,Iris-versicolor
+15,5.130927660662898,3.49312661063819,1.4044430253275644,0.19888495592191008,Iris-setosa
+16,5.645110285212841,2.933735612741843,3.9135768789338727,1.2845176523700563,Iris-versicolor
+17,6.224384157511618,2.7128362822677747,4.859694619431751,1.79157925096704,Iris-virginica
+18,5.690198226291211,2.8790761811490513,4.158811497143821,1.2760914070725091,Iris-versicolor
+19,4.3,3.2233004642108853,1.0910404474792428,0.1,Iris-setosa
+20,5.5548381823519115,2.436280164501465,3.734899857205081,1.0512077582566945,Iris-versicolor
+21,6.003226590642376,2.20428491524386,4.070099145803078,0.9728348502164081,Iris-versicolor
+22,5.274366784735491,3.614101266588969,1.4755969434344116,0.42368434189717974,Iris-setosa
+23,6.102618063330215,3.3367886636627992,5.989202078614305,2.5,Iris-virginica
+24,5.210256896131934,3.4555455134334427,1.396521205905502,0.20041877959256718,Iris-setosa
+25,5.469378432669295,2.524265678494493,3.958560332367468,1.3063355048275103,Iris-versicolor
+26,5.516803098480431,4.2,1.306873592331141,0.20825316184200884,Iris-setosa
+27,6.610683899277736,3.0,4.38599960947088,1.3906023841875967,Iris-versicolor
+28,4.624886184023069,3.109855402655015,1.4788468755263098,0.1944299659051098,Iris-setosa
+29,6.410363401417188,3.161173760659113,5.305765271037036,2.2290656979724486,Iris-virginica
+30,5.8910330111066616,2.720356483774563,5.073097527100124,1.918190199251401,Iris-virginica
+31,4.846821498798758,3.1174073828910243,1.486048697551237,0.10000013874799375,Iris-setosa
+32,4.3,3.211500813625406,1.086193989486765,0.1,Iris-setosa
+33,6.082247377591595,3.342004455181303,5.964757076763419,2.5,Iris-virginica
+34,6.07676266224518,3.3223765573847346,5.969616370132899,2.5,Iris-virginica
+35,5.702821336549152,2.8149627008284672,4.452315574537928,1.2766676938883599,Iris-versicolor
+36,6.3068327975860505,2.598331317923621,4.91856196153199,1.7727988720344852,Iris-virginica
+37,4.590492022752809,3.7120131607081315,1.000000434863485,0.19713547446619228,Iris-setosa
+38,4.560401290824895,3.7371032641864748,1.0,0.1998734483190572,Iris-setosa
+39,5.283228593270487,2.617574758598466,4.078017068944953,1.3994266342162567,Iris-versicolor
+40,5.499072249948896,2.4943211194916213,4.033642344496901,1.2928393543146453,Iris-versicolor
+41,5.667140091619236,2.840429612708678,3.93933457616713,1.2478112812157791,Iris-versicolor
+42,7.9,3.8115804396166655,6.313317774852693,2.0996247331577598,Iris-virginica
+43,6.389552036679334,3.2948648501837887,5.513165350503139,2.338961730113218,Iris-virginica
+44,7.899998521425261,3.65823733241623,6.436963819927135,2.155798302797659,Iris-virginica
+45,6.0089131121536,3.3961012712084533,4.542462506847478,1.6143556520089228,Iris-versicolor
+46,7.899997958439461,3.813655624766283,6.499791171691863,1.9959834669207437,Iris-virginica
+47,4.807315667206591,3.404311847088608,1.7654511921115033,0.20181756136356685,Iris-setosa
+48,5.48867770162799,2.474284918839765,4.0088394177062225,1.2860988394944557,Iris-versicolor
+49,5.5529732710595905,4.1999990970319345,1.3566117410223297,0.21275903074330996,Iris-setosa
+50,6.677914015082563,2.5031284844705466,5.794455070121091,1.780051260073816,Iris-virginica
+51,6.265880375228912,2.7297627239598707,4.820785702044043,1.7728968072812852,Iris-virginica
+52,4.594027010214495,3.650521351202835,1.0,0.19017111960792019,Iris-setosa
+53,6.112330690910948,3.351047584552313,5.855922617109453,2.5,Iris-virginica
+54,5.5191308658494735,2.4318436579706657,3.751788599010086,1.002258368719733,Iris-versicolor
+55,6.711937238842577,3.0,5.020521427026885,1.7150468495692748,Iris-versicolor
+56,5.840430513733578,2.813765948502517,4.509395597533829,1.3143268029908777,Iris-versicolor
+57,5.968079912805548,3.411120802377478,4.539294302661561,1.5975144357532396,Iris-versicolor
+58,6.14996996158847,3.318944557881433,5.961679126798174,2.5,Iris-virginica
+59,6.1887879992508825,3.389403295220579,5.41857986462999,2.2969858581273668,Iris-virginica
+60,6.183273338854289,3.3011260382465797,6.025158076145723,2.5,Iris-virginica
+61,5.474667911940396,2.43193693533399,3.768375607743565,1.0824369871095367,Iris-versicolor
+62,6.2770269316044605,2.713976191417506,4.851364800944328,1.7951360791484472,Iris-virginica
+63,5.772821635545716,2.698878988334752,5.097188850727303,1.8895392472044397,Iris-virginica
+64,6.269325063370854,3.396167313059638,5.559022989322109,2.4034911404389834,Iris-virginica
+65,4.927897351845557,2.0,3.3626821752905274,0.7520717585248373,Iris-versicolor
+66,5.174357237255479,3.4062572401960836,1.3957912266625554,0.19954158025650276,Iris-setosa
+67,6.096928070103986,3.3587874670246216,4.600226413295147,1.590207420908628,Iris-versicolor
+68,6.277354341976786,2.73880087317688,4.795639550286029,1.7608608904766208,Iris-virginica
+69,7.715533556015147,2.5600743257111978,6.9,2.2496038920493358,Iris-virginica
+70,4.786924580618802,3.401615737103494,1.70862835581871,0.20234276922278116,Iris-setosa
+71,5.990480633596752,3.359986565769398,6.1074293394217225,2.5,Iris-virginica
+72,4.806076573067984,3.402450885460025,1.998555877045182,0.20010178160375883,Iris-setosa
+73,5.969861021915501,2.2150384258439533,3.9976546851490675,1.0388920465468785,Iris-versicolor
+74,5.564730822902427,2.479112210664634,3.9257203792496185,1.1275658282499357,Iris-versicolor
+75,4.808555963354842,3.3987765906948626,1.8508148492759309,0.2019419944813355,Iris-setosa
+76,5.915670557696432,2.796067852178818,5.159325215333222,2.390341862202326,Iris-virginica
+77,5.240027132687155,3.402324741759412,1.4134098041377245,0.20770290669408015,Iris-setosa
+78,7.9,3.825103627896017,6.3964937724680455,2.056778418524077,Iris-virginica
+79,5.787938517091707,2.690386542434517,5.067575909115195,1.8611241118357726,Iris-virginica
+80,5.507417158835778,2.4833302667843435,3.818298255216209,1.126833018159226,Iris-versicolor
+81,6.563537659619969,3.0,4.396698636496533,1.406589203614698,Iris-versicolor
+82,7.899998790024633,3.8337284095419846,6.297790941046937,2.1035558907668213,Iris-virginica
+83,4.599341066747817,3.191733579796807,1.4083379750438905,0.2022729954977777,Iris-setosa
+84,5.4886519615464895,3.9773410596569043,1.2362622803838443,0.5297079826483926,Iris-setosa
+85,6.066704337129947,2.8071444456429084,4.672773746273436,1.2161093799078475,Iris-versicolor
+86,5.889437426432032,2.8714311964992194,4.496854878861668,1.4036797355446127,Iris-versicolor
+87,5.474759507006463,3.4093278895425305,1.5122888247284672,0.4507439355781634,Iris-setosa
+88,5.7719129824191615,2.700665755621474,5.098323368146299,1.9513367558930326,Iris-virginica
+89,4.671981214256003,3.623241810117041,1.00000068601238,0.20019606944975987,Iris-setosa
+90,6.0047565702878885,3.397250057907902,4.48474830107016,1.5918810822546496,Iris-versicolor
+91,4.532847315845094,3.1780926380268304,1.4071389701303367,0.2001860279775554,Iris-setosa
+92,5.48899640069409,4.2,1.3727561503861059,0.19697974225790887,Iris-setosa
+93,5.68904514517969,3.0,4.272438978204171,1.218910278898585,Iris-versicolor
+94,6.55032253280002,3.0,5.860152312273011,2.215649701232692,Iris-virginica
+95,4.989964849442762,2.000001528862557,3.6195515759820514,1.075055237158607,Iris-versicolor
+96,6.525826014572539,2.4666991155223332,5.379368315481986,1.8364297315381166,Iris-virginica
+97,5.719675997034106,2.8103145191188696,4.414578026204723,1.311139872206007,Iris-versicolor
+98,5.020122647615031,2.0000004946058847,3.546825938055953,0.6685864738276328,Iris-versicolor
+99,5.5255324891176825,4.2,1.327160576019368,0.20728574228214366,Iris-setosa
+100,5.7848154304317125,2.675990637931328,5.079124778947046,1.8947669573070098,Iris-virginica
+101,5.5848702731925375,2.465150673049634,3.868212725777535,1.1147986141316308,Iris-versicolor
+102,4.974662922910634,2.000001008776319,3.4972231505472804,0.8604441539966909,Iris-versicolor
+103,4.994199851004713,3.0,1.6419490161379573,0.19808198703145524,Iris-setosa
+104,4.922672886680609,3.133736478143078,1.4649887636157954,0.1,Iris-setosa
+105,6.708149337860137,3.0,4.98785163308252,1.6935779914199955,Iris-versicolor
+106,6.030603597592635,2.833552745769695,4.647601743202161,1.2065728052807196,Iris-versicolor
+107,5.9062793420619295,3.23284768774748,4.772669464764478,1.7605282771991904,Iris-versicolor
+108,6.629858376520928,3.0,4.427866349531706,1.4078669439988443,Iris-versicolor
+109,6.096480376991783,2.800777467200884,4.685170947790119,1.2279843768601855,Iris-versicolor
+110,7.118838595872239,3.1978284971143767,6.0075192199227825,1.8360615532355458,Iris-virginica
+111,5.6489136618103215,2.797697057559514,4.479629667509908,1.3083864039924897,Iris-versicolor
+112,6.056795453191958,3.3488333878480727,5.973854019069213,2.5,Iris-virginica
+113,6.223474331978847,3.404529352957752,5.6004458172355625,2.3736911134221557,Iris-virginica
+114,5.50433455130046,4.2,1.3723911669919278,0.20529151038127372,Iris-setosa
+115,5.425805039420194,3.406696948055553,1.5163346621690355,0.4624621659251217,Iris-setosa
+116,5.228257329105386,2.696384839979764,4.009337927738967,1.4010351174808127,Iris-versicolor
+117,7.757092656960603,2.549709135160127,6.9,2.297950139853898,Iris-virginica
+118,5.19456257171831,2.7392610639470396,3.947397547891265,1.4163852464206743,Iris-versicolor
+119,5.064417470510707,2.0000006072878267,3.3729257135006083,0.9826444180995704,Iris-versicolor
diff --git a/iris/tab_ddpm/0/16/test.csv b/iris/tab_ddpm/0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/16/train.csv b/iris/tab_ddpm/0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/16/val.csv b/iris/tab_ddpm/0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/17/synth.csv b/iris/tab_ddpm/0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b062a76d36286a061d9b24d4ebddfd03c998e81
--- /dev/null
+++ b/iris/tab_ddpm/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.992946781271966,2.0000008871633175,3.5687947454864974,1.0234421869546222,Iris-versicolor
+1,6.675579222648293,3.1033783015237515,4.712350974090828,1.4855624211867884,Iris-versicolor
+2,4.825195007573971,3.4030080939101994,1.689046499897485,0.2085286201236358,Iris-setosa
+3,5.185056443411309,3.4431037874910326,1.4191284350968574,0.20516888490659824,Iris-setosa
+4,7.732747193297288,2.562957875707015,6.9,2.312143538033626,Iris-virginica
+5,4.601065263232304,3.662436693748427,1.000001091017683,0.1958569732943156,Iris-setosa
+6,5.543275266440105,2.4296129547478205,3.730271603683066,1.0054430257716154,Iris-versicolor
+7,5.744384020925105,2.7051378225517526,5.098007030809461,1.9300511763745996,Iris-virginica
+8,5.015392895274787,3.394885752920723,1.65011128642457,0.40317460640053354,Iris-setosa
+9,6.337963048374478,2.5969783179807706,4.963293876059254,1.8031426216431927,Iris-virginica
+10,6.16079181722287,3.3279928745774647,5.935070291360977,2.5,Iris-virginica
+11,6.513843216325824,3.0,5.8833195911799425,2.204583295695701,Iris-virginica
+12,5.9406387329528645,3.197948202320745,4.793695477771232,1.7457652982456748,Iris-versicolor
+13,7.721942661261115,2.5474081205544414,6.899998766558596,2.2167688537632806,Iris-virginica
+14,7.100381249826051,3.2149923285612627,5.933580986341639,1.829737196235781,Iris-virginica
+15,4.570835452466591,3.1885313435059888,1.4426835654477193,0.2011567716488882,Iris-setosa
+16,7.8999973248090125,3.7828688617298316,6.423323509830489,2.0720313329770335,Iris-virginica
+17,7.668519743300673,3.0,6.049352251303822,2.311776326154407,Iris-virginica
+18,4.611852691127026,3.7108431823586887,1.0000004663312307,0.20057785636082312,Iris-setosa
+19,5.225927424683151,2.72819805168354,3.961943436836819,1.4130868483673198,Iris-versicolor
+20,6.198524371080246,3.3404740153734593,5.804018161936954,2.5,Iris-virginica
+21,6.162306194116839,3.346036994920506,6.000833522177721,2.5,Iris-virginica
+22,5.1060591732760745,3.4049263241399914,1.5572514957510681,0.45376315600902817,Iris-setosa
+23,4.601004346241495,3.7129935352267904,1.0000004894114087,0.19984246200307332,Iris-setosa
+24,5.510639531685174,4.199999162526137,1.3559102636871843,0.20856226125200159,Iris-setosa
+25,6.114741848737013,3.354407104093035,5.992618669024631,2.5,Iris-virginica
+26,5.024262514178177,3.515352807916741,1.4079842829881737,0.20322826243154216,Iris-setosa
+27,5.190605761344528,3.4013145308226136,1.4115393755129695,0.20000480420529873,Iris-setosa
+28,5.958727563130502,3.4038588765886595,4.464746263860502,1.5745005987329839,Iris-versicolor
+29,5.757707273888011,2.8036033303242833,4.53824580432223,1.3205703136676559,Iris-versicolor
+30,4.62330113371,3.706232826598935,1.000000647542647,0.1978457412229193,Iris-setosa
+31,6.644341325621649,3.0,4.99086656768626,1.6719186540228892,Iris-versicolor
+32,5.208413197124678,3.4039873855869605,1.409185057643969,0.20213181356074228,Iris-setosa
+33,5.770899245780491,2.9323795430212503,4.264335821765515,1.350851308174948,Iris-versicolor
+34,4.603629144088603,3.204388131461888,1.4015673148115086,0.199571287147485,Iris-setosa
+35,5.542945516618756,3.0,4.536678784037795,1.4912201399021223,Iris-versicolor
+36,4.873482575389904,3.097319121049452,1.4612723115141144,0.1,Iris-setosa
+37,6.705005817461759,3.1168000945150345,4.681175334820762,1.505637311989245,Iris-versicolor
+38,6.173370756476165,3.3326353029958486,4.602559398935228,1.5822437877695055,Iris-versicolor
+39,5.651619784521727,3.0,4.51531301588024,1.5029855882982615,Iris-versicolor
+40,6.848086651922411,3.2075301010313555,5.717496013670657,2.302821198177234,Iris-virginica
+41,5.0796525970846345,3.2803701775171312,1.7690879813412577,0.3938805836628908,Iris-setosa
+42,7.758927991084715,2.5280846357978413,6.9,2.3139511537808217,Iris-virginica
+43,5.037726957582577,3.609423368980564,1.3963997323257107,0.20282217250472095,Iris-setosa
+44,4.928557734397176,3.0,1.5493589619042158,0.2120673152008041,Iris-setosa
+45,7.590334072304183,3.0,6.607266865524354,2.0641922208074006,Iris-virginica
+46,4.771351294073853,3.4054339118442747,1.5826854657615497,0.1996660801212588,Iris-setosa
+47,6.115958444074814,2.240001846347286,4.37173507265131,1.3802971040805443,Iris-versicolor
+48,4.862038620008466,3.0843781982765965,1.4710347624337232,0.1,Iris-setosa
+49,4.607281523849036,3.6547134833583788,1.0000005002526138,0.19743669726908522,Iris-setosa
+50,6.318495926869854,3.2944628625543317,4.661346091003326,1.5972311604082454,Iris-versicolor
+51,7.701152535897692,2.5345913017540496,6.899998676653548,2.294925469640739,Iris-virginica
+52,5.32699884700621,2.4343578517143087,3.585335483986544,1.0172725483199,Iris-versicolor
+53,5.697463417765604,2.5474790374569185,3.921000316952957,0.9538893818181104,Iris-versicolor
+54,5.507401069540892,4.2,1.3820148665187584,0.20345487333565523,Iris-setosa
+55,4.997300731750249,2.0,3.5851646625925806,1.0040376716033381,Iris-versicolor
+56,5.557604573078899,4.2,1.3492699902791068,0.2180221275718814,Iris-setosa
+57,5.049443596518702,3.5729045768075087,1.4058760133228172,0.1992440088512087,Iris-setosa
+58,5.572645201703955,3.0,4.498085800085434,1.456346466588545,Iris-versicolor
+59,6.498508407485866,2.8072984331181345,4.586934973619704,1.5067442567708538,Iris-versicolor
+60,6.070304376116267,2.9107664219943894,4.540176228600177,1.5159642636707096,Iris-versicolor
+61,5.963959408590877,2.8920470188151133,4.506008834706773,1.4343216640505265,Iris-versicolor
+62,5.452701480410805,2.5258797897355376,3.9633808070623764,1.2735969235680773,Iris-versicolor
+63,6.638596642061463,3.157843310805637,4.697456931691851,1.514211892780172,Iris-versicolor
+64,4.785606299022297,3.0,1.3954070476007268,0.35265421674879743,Iris-setosa
+65,5.721099661604848,3.7931754018753088,1.5953439765973092,0.3469815956187262,Iris-setosa
+66,6.005222835226029,2.182101446855243,3.9769353868151893,1.020493086538334,Iris-versicolor
+67,4.61526280104453,3.7367904647377967,1.0000006123863536,0.19566044291731632,Iris-setosa
+68,6.848816824301228,3.1951128874921078,5.461604394404746,2.3071203882922333,Iris-virginica
+69,4.3,3.2171806312370053,1.0934762115007817,0.10000032966192372,Iris-setosa
+70,7.712047494005555,2.5550038708216283,6.9,2.2959787918935173,Iris-virginica
+71,5.490722968945173,3.931103630398001,1.2801409866042077,0.5061422295058539,Iris-setosa
+72,6.37101467066716,3.187034994941879,5.459430332663391,2.300015024504009,Iris-virginica
+73,5.9578550202555265,3.3876974773438313,4.496162439515493,1.577343997932947,Iris-versicolor
+74,5.001828268051171,2.0,3.4770493247661762,1.023595792601544,Iris-versicolor
+75,6.024558028746129,2.209165001280046,4.008268085877636,0.8794447277292385,Iris-versicolor
+76,4.6739130356710765,3.0901577944656498,1.502875367027129,0.197031849809705,Iris-setosa
+77,4.420494545219101,2.9103991979555603,1.4156326492861462,0.20142295256153536,Iris-setosa
+78,7.89999869852882,3.8196492646207254,6.368957153613957,2.006255401503698,Iris-virginica
+79,5.566754433463176,3.0,4.45560890334064,1.483819515674246,Iris-versicolor
+80,6.164776962471562,3.3356072204381237,5.902246921791168,2.5,Iris-virginica
+81,5.505156683779821,3.0,4.530913714067326,1.5158723983850424,Iris-versicolor
+82,6.087961877392417,3.3230579862007956,5.804314812054698,2.5,Iris-virginica
+83,6.000395445647234,3.392196048418364,4.553065987064372,1.6035404657369945,Iris-versicolor
+84,5.103647251809774,3.2943114970709995,1.6972853033398656,0.45641486464125963,Iris-setosa
+85,5.997184916687414,2.2040827227599538,5.0288661600047595,1.5362086157662052,Iris-virginica
+86,5.427430303704238,3.0,4.469751740631595,1.5097526993348247,Iris-versicolor
+87,6.080874954205949,2.9166056216394014,4.687459520586878,1.4054594937589637,Iris-versicolor
+88,7.9,3.7700137403512066,6.4803733651771385,2.089772401211203,Iris-virginica
+89,7.71130215304763,2.8464116830423234,6.667812514898716,2.00885504976718,Iris-virginica
+90,4.4025570875474855,3.220346360781064,1.3254107744819028,0.2015829347300724,Iris-setosa
+91,4.808836996044242,3.396745940982173,1.765264710447453,0.19866310899218037,Iris-setosa
+92,5.699306863051025,2.889717421824438,4.2505788495697265,1.3016942942990435,Iris-versicolor
+93,6.2602649718367855,2.7020117514992044,4.840404267429945,1.7957140026250256,Iris-virginica
+94,4.986747703601809,3.0,1.5923967580379415,0.20086094401538296,Iris-setosa
+95,4.795062569681043,3.4071131049876437,1.641231450018247,0.20218790730550865,Iris-setosa
+96,6.397067575893864,2.558380637866356,4.927621412033283,1.822004414066612,Iris-virginica
+97,6.081462437709579,2.8539605654058833,4.679873706700125,1.345249827899871,Iris-versicolor
+98,5.497994803238666,2.4877598723923815,4.000892458609257,1.3044851285296513,Iris-versicolor
+99,7.730224399500845,2.52926797123248,6.899998981625773,2.291369822259263,Iris-virginica
+100,5.758741395968804,2.816515659653478,5.164167558732078,2.40708820763152,Iris-virginica
+101,6.131373279604607,2.5858703058721013,5.605590450340812,1.3948629273399138,Iris-virginica
+102,5.539249414810178,4.199998608840764,1.329297658313968,0.21447506443788567,Iris-setosa
+103,7.716506102099407,2.798758923743855,6.693056042485976,2.01453017910587,Iris-virginica
+104,6.332417293588962,3.3800079637050393,5.5879065352825945,2.380447569746519,Iris-virginica
+105,6.165556666711178,3.32586642002908,5.779799221209513,2.4999997377903314,Iris-virginica
+106,5.5255561457541145,3.0,4.520103531920209,1.5254207996179212,Iris-versicolor
+107,7.717364725226535,2.5639297537567765,6.899998827518621,2.3067680006319105,Iris-virginica
+108,5.573857555654786,3.0,4.542396478945578,1.4979196810800968,Iris-versicolor
+109,4.954977423638465,2.0,3.486796538180103,1.0230116250984989,Iris-versicolor
+110,5.98649215614395,2.179508910693812,5.00943897681071,1.4977911078142567,Iris-virginica
+111,4.38996329949268,3.2170930351536926,1.2960179273249153,0.1981022082135409,Iris-setosa
+112,7.71166726892163,2.5511402708206794,6.899998957706601,2.3040545113828794,Iris-virginica
+113,5.7952790536085805,3.1923999455728747,4.753356349551131,1.750786093036154,Iris-versicolor
+114,6.0760968827059445,3.3514510233283485,4.643002332376762,1.6234910846681256,Iris-versicolor
+115,5.4225434649435655,3.4073419957063824,1.5192147786393473,0.4382129984328344,Iris-setosa
+116,5.7872115871582,2.6937184634973317,5.085293351098907,1.8830034078120919,Iris-virginica
+117,5.010349218928381,2.0000009238579124,3.2906082482668144,1.0146524665955408,Iris-versicolor
+118,7.745487221623314,2.534271509846009,6.9,2.3142840944486016,Iris-virginica
+119,6.001213274597407,3.405558417718133,4.488401889833419,1.579800035500479,Iris-versicolor
diff --git a/iris/tab_ddpm/0/17/test.csv b/iris/tab_ddpm/0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/17/train.csv b/iris/tab_ddpm/0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/17/val.csv b/iris/tab_ddpm/0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/18/synth.csv b/iris/tab_ddpm/0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..58ffe33e149d8ce4a8d3265a7656a1e3c994a957
--- /dev/null
+++ b/iris/tab_ddpm/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.760668005240565,6.343185636088521,2.0841474397472437,Iris-virginica
+1,5.522115022569328,4.2,1.3378094910483918,0.20392830213308563,Iris-setosa
+2,5.2262668058236414,2.7159304859690527,4.020613493805072,1.3891874248775231,Iris-versicolor
+3,6.715357881251646,3.100286371988067,4.687371530065521,1.4676334820420496,Iris-versicolor
+4,4.96651940178243,2.000000596888835,3.413770154555838,1.0173960899942214,Iris-versicolor
+5,4.606283923808633,3.174331997135872,1.381874281279213,0.2032651828995877,Iris-setosa
+6,5.680261291092976,3.857595916918334,1.5690167702836353,0.32300709246209197,Iris-setosa
+7,4.6125551921479815,3.664885729876731,1.0000006156335246,0.19618658172684922,Iris-setosa
+8,5.084894404824015,3.525112453569878,1.4063092953329224,0.19979332601358374,Iris-setosa
+9,6.1713879208428635,3.335093380034478,5.9896548938479,2.5,Iris-virginica
+10,6.94400149657558,3.2091926504749133,5.743076590472053,2.305696050472793,Iris-virginica
+11,5.192576943229972,3.3998572344844553,1.4023827953580605,0.20494511076836175,Iris-setosa
+12,7.657981363301385,3.0,5.996558264883688,2.2927636930022754,Iris-virginica
+13,5.681168614182162,3.0,4.243336558604237,1.235630327833216,Iris-versicolor
+14,6.003941859408686,2.1876059172876063,4.007314189721389,1.0353940391322818,Iris-versicolor
+15,5.777367047950645,2.717075984435407,5.099448414255301,2.010114894840299,Iris-virginica
+16,7.705802591048737,2.822071767009889,6.7003844746106935,1.9699983035746058,Iris-virginica
+17,6.39353117396,2.754395229944706,4.509585639718724,1.4638647634875945,Iris-versicolor
+18,6.496801081448713,3.2090149459273953,5.364249233890311,2.2793298490824707,Iris-virginica
+19,7.9,3.7139553474265683,6.373299524345871,2.175587716302675,Iris-virginica
+20,6.284601735428995,2.443868219120799,4.945276509871404,1.8770193707578957,Iris-virginica
+21,6.143070493693573,3.3426668298662956,5.95515324042325,2.5,Iris-virginica
+22,6.155422753306388,3.318397441495674,5.924917937666236,2.5,Iris-virginica
+23,5.487529228453218,3.9452442489760866,1.2570410494628497,0.4562633723918118,Iris-setosa
+24,5.543430997996618,2.4466301267948096,3.7842043426737115,1.0065298519514003,Iris-versicolor
+25,5.0086879821803265,2.0000007764848333,3.3871029739611944,0.9909829495202283,Iris-versicolor
+26,4.8491679541570125,3.403541652412135,1.5361463487409235,0.2013992992453691,Iris-setosa
+27,4.804071068800792,3.4031209048036772,1.7844386839670363,0.20115391287994286,Iris-setosa
+28,6.063933880472699,3.3421095329528185,5.936500181359631,2.5,Iris-virginica
+29,7.9,3.873611655733329,6.424860514220353,2.1133811344349986,Iris-virginica
+30,6.318516062879579,3.397550957155329,5.546896450436317,2.3773788024799285,Iris-virginica
+31,6.11292809963642,3.337473787882061,6.050587706246897,2.5,Iris-virginica
+32,6.017705368933201,3.3927351935190377,4.530635479897477,1.6135695986223952,Iris-versicolor
+33,6.235244125729939,2.2045610184983198,4.518574913458704,1.5103960720661644,Iris-versicolor
+34,5.6920759327177155,3.0,4.233827210850457,1.2230600519426735,Iris-versicolor
+35,5.557233066492768,2.4959688573344856,3.990178353161298,1.1657808078473477,Iris-versicolor
+36,7.8999988868897315,3.815952344253863,6.326188645558406,2.1502023829312837,Iris-virginica
+37,6.729065601319084,3.076644367096661,4.785483510347481,1.5304549983846538,Iris-versicolor
+38,4.793007062350926,3.400876692917777,1.8701543435212125,0.20160800724268843,Iris-setosa
+39,5.387069807024981,3.0,4.4631208176985515,1.4751702614976887,Iris-versicolor
+40,4.608640637045451,3.149317752482457,1.4810400598587599,0.200991436096264,Iris-setosa
+41,5.803071025769814,2.692263864295108,5.130329030909959,1.92452027573248,Iris-virginica
+42,6.3301794599789005,3.3940763839179384,5.588573120357695,2.3898012315251056,Iris-virginica
+43,4.630543254701794,3.2211868727763004,1.4030143044109866,0.19792900538387898,Iris-setosa
+44,6.864290856985815,3.2180392291104405,5.853035757079091,2.1787037541475236,Iris-virginica
+45,4.789303128026745,3.401123165236582,1.7627565868869357,0.19887316265343236,Iris-setosa
+46,5.709723512990986,2.8717879312649623,4.3051626826174605,1.214409246041637,Iris-versicolor
+47,4.77310492649784,3.0,1.4034385815458321,0.27543404209799704,Iris-setosa
+48,4.608180164523299,3.1226538544789704,1.506449861295152,0.20066415347033978,Iris-setosa
+49,6.1815213875113395,3.334404143322375,4.643670789283521,1.611454344828056,Iris-versicolor
+50,6.230630665359622,2.2131816548669336,4.503859876043908,1.4609187642738857,Iris-versicolor
+51,4.612256719695551,3.060611701875469,1.5127727491238268,0.19856341276294742,Iris-setosa
+52,4.643395738380532,3.666813268522214,1.0000007807136684,0.20031669876177194,Iris-setosa
+53,4.629808020614447,3.679076212283144,1.0,0.20281110038099526,Iris-setosa
+54,4.923913738386,2.0000005952609983,3.2867401834944054,1.0144363945037593,Iris-versicolor
+55,5.657967697343895,3.0,4.139789495616394,1.2513924367477545,Iris-versicolor
+56,6.771491481002221,2.7856913181643477,4.726476791638679,1.4160446509417535,Iris-versicolor
+57,5.692220891069145,2.8904930733757794,4.095338694506534,1.3027058322186555,Iris-versicolor
+58,4.606734218743868,3.733994042528485,1.0000003764003647,0.1970707876890411,Iris-setosa
+59,4.829124443889972,3.092120462189392,1.4615477254713487,0.10000009025032246,Iris-setosa
+60,6.801087932628847,2.8102255890316656,4.804889618073584,1.4056561224428348,Iris-versicolor
+61,6.0384353156075,2.8593182942635473,4.6374051742903895,1.3340504866924456,Iris-versicolor
+62,5.240194107910966,3.4026267782725705,1.3969850604743195,0.19976853033852304,Iris-setosa
+63,7.728696730492289,2.5532260769862836,6.9,2.296618977169024,Iris-virginica
+64,6.017725341895268,2.1973443569072972,4.037375329149734,1.0216921843918676,Iris-versicolor
+65,4.3,3.0038562302893386,1.090242947874606,0.10000009009098287,Iris-setosa
+66,4.405211284978855,2.9261207663560755,1.4031910182423195,0.20094635497722957,Iris-setosa
+67,6.552830317841568,2.9022502748728867,4.548033674319134,1.4731888435908504,Iris-versicolor
+68,6.15965050612366,3.307327293303033,5.99679548315368,2.5,Iris-virginica
+69,5.4454376621064515,3.930356428994308,1.2868216604472797,0.4720864723803504,Iris-setosa
+70,6.616237865039121,2.506897362175356,5.478050272907792,1.8189606926804924,Iris-virginica
+71,6.713574235871212,3.0,5.004618580646115,1.719291303161214,Iris-versicolor
+72,6.662058275455715,2.4804649405867107,5.785476714884296,1.7446645158359013,Iris-virginica
+73,6.388782389230619,2.8621886796259224,4.652137619063539,1.4762088880142599,Iris-versicolor
+74,5.769851707384035,2.707953263345549,5.088059657162578,1.9201488594321134,Iris-virginica
+75,6.120045401010328,3.330557058746299,6.0930560061125325,2.4999998135590964,Iris-virginica
+76,6.895130914061057,3.200511784811563,5.700537115217513,2.2937963295885195,Iris-virginica
+77,6.148656194208723,3.32393963722673,5.987396209285653,2.5,Iris-virginica
+78,5.496344619185239,4.199999283182063,1.3002537952463415,0.20684322784444628,Iris-setosa
+79,7.70082065880807,2.5239369237937272,6.89999841267894,2.2463105964970485,Iris-virginica
+80,6.015072359659214,2.2029578290398835,4.065416061141865,0.9465478394487901,Iris-versicolor
+81,4.300000596777501,3.139989303599613,1.0695411636136354,0.10000017381951413,Iris-setosa
+82,6.212521121060999,2.7506162865647004,4.826683950603783,1.8198298974446243,Iris-virginica
+83,6.284602330271737,2.4905165003240866,5.0299205370765865,1.90427755684098,Iris-virginica
+84,5.4707638704977,2.5095197350278013,4.012701799045534,1.3132367689931457,Iris-versicolor
+85,5.637077781256326,2.8333514928919996,4.47303018656622,1.3156562412123551,Iris-versicolor
+86,4.651349617039768,3.802079204444855,1.0,0.18496178238620437,Iris-setosa
+87,7.68530728847125,2.5481778438216365,6.8999987051110185,2.302661299012,Iris-virginica
+88,6.203605793418127,3.3249964701880597,6.1303965736021,2.5,Iris-virginica
+89,4.811012754858264,3.0,1.439665080510757,0.1000000943747678,Iris-setosa
+90,5.5817539451494556,2.4851925503495633,3.884023091204286,1.1101892303362513,Iris-versicolor
+91,4.956551850698734,2.000000459689221,3.4861908799381487,1.0279981371786755,Iris-versicolor
+92,5.11887658109421,3.43264759693047,1.4051479935996138,0.19869820031824342,Iris-setosa
+93,4.300000456294943,3.097490236414142,1.0898558543365195,0.1,Iris-setosa
+94,5.6145539666360476,3.0,4.499006581871149,1.4740241577028197,Iris-versicolor
+95,5.36527195708346,2.5956856252831884,3.9958846807495223,1.338656055859903,Iris-versicolor
+96,5.794988481209406,2.689026302984375,4.134387700247998,0.9493568386335345,Iris-versicolor
+97,4.81844894787989,3.0,1.3944365507827612,0.10000011318319255,Iris-setosa
+98,5.017182484300117,2.0000013293964054,3.5100537668800005,0.9642719671660085,Iris-versicolor
+99,4.385907705987625,2.881680783471627,1.3774264231305562,0.19210345120547434,Iris-setosa
+100,4.3,3.2226737993853845,1.0855228914202506,0.10000011101864863,Iris-setosa
+101,6.023417292565661,2.2331219249046037,4.958706545088807,1.5241821542773824,Iris-virginica
+102,6.187784811287796,2.7336975766016165,4.790809258413916,1.7853979988149304,Iris-virginica
+103,5.751319999597346,2.6914415325349736,5.099282843103245,1.9274635551982229,Iris-virginica
+104,6.108112516970453,3.3297626296131257,5.95395525761245,2.5,Iris-virginica
+105,5.7715473817650915,2.6678092451142525,4.113570049583743,0.960159994224961,Iris-versicolor
+106,5.681525020973973,3.0,4.227914396881913,1.2121466680040325,Iris-versicolor
+107,6.114123038861379,3.3485114879800806,6.020578475367461,2.5,Iris-virginica
+108,5.454479867269362,3.9337147234016774,1.3050304911777548,0.4694498646621348,Iris-setosa
+109,7.9,3.802564715633526,6.434278569128688,2.1698809709332796,Iris-virginica
+110,4.3,3.1211610816943915,1.089794885452266,0.1,Iris-setosa
+111,6.147720401129574,3.320685456213962,6.047518823067053,2.5,Iris-virginica
+112,4.843168222638199,3.0,1.4203061663804857,0.10000071756272386,Iris-setosa
+113,5.758720707649767,2.708080708745807,5.079240621615196,1.9252054646185484,Iris-virginica
+114,6.681381901082791,2.449451223793136,5.689674794439797,1.7704557798898033,Iris-virginica
+115,5.795645634428699,2.6951225156535012,5.098579696350214,1.9058702085796695,Iris-virginica
+116,5.858340635775356,2.6874557384288233,4.212294604264563,0.9964957728971475,Iris-versicolor
+117,4.452369458646676,3.1760831194213934,1.3768369811608925,0.20087187695688277,Iris-setosa
+118,7.7019055429818515,2.5238888744119232,6.9,2.3006004440910783,Iris-virginica
+119,5.063630390336461,3.4577101933105556,1.3909861174645042,0.19729957291595313,Iris-setosa
diff --git a/iris/tab_ddpm/0/18/test.csv b/iris/tab_ddpm/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/18/train.csv b/iris/tab_ddpm/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/18/val.csv b/iris/tab_ddpm/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/19/synth.csv b/iris/tab_ddpm/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5812b10e2bd89908c8a89e32ffc8db1fa4fda640
--- /dev/null
+++ b/iris/tab_ddpm/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.161730311176552,3.3426683866746996,5.985106758301621,2.5,Iris-virginica
+1,4.601936128695485,3.730513474423114,1.0,0.2004953284817994,Iris-setosa
+2,7.9,3.761990275445152,6.373317226495182,2.018709363633421,Iris-virginica
+3,6.3930216443925625,3.198110751501516,5.333472944053713,2.276046343126215,Iris-virginica
+4,7.899997327986404,3.8026595578940694,6.376903383837541,2.1131685148368624,Iris-virginica
+5,6.148709705796163,3.337579870737756,5.973900148128426,2.5,Iris-virginica
+6,4.595951967316878,3.1288194031650876,1.4942424085969135,0.20167424304727719,Iris-setosa
+7,6.289900067757675,2.6918289670825803,4.875828537833361,1.7947800406685182,Iris-virginica
+8,6.787091041170625,2.7922151592649715,4.806842230260626,1.4102858607624718,Iris-versicolor
+9,6.150075031220117,3.3208088827223383,6.076628978838624,2.5,Iris-virginica
+10,4.3,3.088644677724769,1.111793883385032,0.10000009606749401,Iris-setosa
+11,5.9959712919876225,3.4026804167368168,4.474421037528683,1.6109630664680925,Iris-versicolor
+12,5.524059609733201,2.515250915612844,4.017199771026878,1.3173486403210033,Iris-versicolor
+13,6.72944951707312,3.0,4.998506592287098,1.672148564998198,Iris-versicolor
+14,6.163668902532021,3.3360721899382946,6.088870101281493,2.5,Iris-virginica
+15,5.353350807568199,3.7875757252681272,1.3283989312847624,0.2537033235237998,Iris-setosa
+16,6.096195518212077,2.9005531554085713,4.657472805197292,1.4159037819817375,Iris-versicolor
+17,5.7343153658076,2.6835654685442947,5.073001879006526,1.9234383838471611,Iris-virginica
+18,6.600700920911193,3.0,4.4234838124725595,1.3835483867284655,Iris-versicolor
+19,5.83253471343646,2.688978599181193,5.08651495008566,1.8957921728713,Iris-virginica
+20,5.73738673983597,2.705754033464201,5.101558041400054,1.9018595906812688,Iris-virginica
+21,6.084181905454054,2.5792613930787947,5.602151672484126,1.3932372359618403,Iris-virginica
+22,5.551071690019089,4.199999226247945,1.3964106572252863,0.20930464674801533,Iris-setosa
+23,4.60656618455367,3.2007339817789475,1.401677576914866,0.19824143424633878,Iris-setosa
+24,6.678378183048134,2.495319974094226,5.785209147133503,1.7687014007425836,Iris-virginica
+25,7.699034244123302,2.8897913568223226,6.5706590965929585,2.047427285580983,Iris-virginica
+26,7.899998208385669,3.7969207136964305,6.367591205134806,2.1035716262884367,Iris-virginica
+27,5.742799991421548,2.877135449057603,4.33258267874719,1.2845382913364385,Iris-versicolor
+28,5.5816070160103255,2.44531856417267,3.786613654762767,1.036964304884984,Iris-versicolor
+29,6.142780523132131,3.3433497521934634,6.022039100994066,2.5,Iris-virginica
+30,6.074249334523658,3.3443064113318477,5.812806139281668,2.5,Iris-virginica
+31,7.660730553189783,2.562779951297946,6.899998780078505,2.256696994731056,Iris-virginica
+32,7.720878339686021,2.5608825344010113,6.899998605000099,2.2747694855795473,Iris-virginica
+33,4.6087281576415995,3.6765708147378655,1.0,0.19590440996078543,Iris-setosa
+34,7.732720130169479,2.562552356695828,6.899998891648366,2.291439177852591,Iris-virginica
+35,4.949320763739635,2.0000004875968647,3.067706912494118,0.9177372581816369,Iris-versicolor
+36,6.161767483903965,3.330706156843729,5.960200048422534,2.5,Iris-virginica
+37,4.58144148766675,3.6627805041998673,1.0,0.19376902112383743,Iris-setosa
+38,6.422034030354263,3.2019652979006854,5.369201100905422,2.299360786271317,Iris-virginica
+39,5.529183448011234,4.2,1.3446659645593042,0.20766408497197472,Iris-setosa
+40,5.466111082419458,2.551285622650174,4.105448405718145,1.346965583279207,Iris-versicolor
+41,6.382793562392055,3.185979806955321,5.426362378978906,2.293592262936498,Iris-virginica
+42,5.5286163281742375,4.2,1.3627231438901646,0.20920222665459443,Iris-setosa
+43,6.025320724097943,3.3910475564805824,4.546111613644919,1.6156707841235016,Iris-versicolor
+44,5.961840254740675,3.2624273622639253,4.7639037669767665,1.7622739166366348,Iris-versicolor
+45,4.885213769125122,3.1144433795051083,1.4807230891904262,0.10000009517597075,Iris-setosa
+46,5.114681404826764,3.3115924159349177,1.88068984675503,0.44101598461184327,Iris-setosa
+47,5.225465171389871,3.4066747686005026,1.3998841267023368,0.19875879046800976,Iris-setosa
+48,4.619733669698097,3.1810610501711998,1.426341147902376,0.20219036058085876,Iris-setosa
+49,5.836902407924307,2.726844834779583,4.174887413726463,1.033765727999798,Iris-versicolor
+50,6.312218512055262,2.513692563508658,4.959431210063534,2.016828648786448,Iris-virginica
+51,6.3405913954375315,2.4869187965593804,4.953072228513131,1.877278944223714,Iris-virginica
+52,5.418462432309307,3.391959477102938,1.5161855341970056,0.44873591945508956,Iris-setosa
+53,5.8331927500855025,3.2188189600129937,4.775840784283939,1.7814587435422449,Iris-versicolor
+54,4.969777744188472,2.0,3.6498874837170256,0.9540718842585846,Iris-versicolor
+55,6.303810241518405,2.4841198777819686,4.9838498600843675,1.8811612861409983,Iris-virginica
+56,4.405861111240546,3.1441903428510227,1.3197304373729077,0.2008565795719695,Iris-setosa
+57,5.620311900941909,3.0,4.499227696715605,1.4749672806697693,Iris-versicolor
+58,5.513646176702403,2.498021681131842,4.04238459261446,1.3171922279862645,Iris-versicolor
+59,5.49078988994837,4.19999886330825,1.3756289225944585,0.20157038783488798,Iris-setosa
+60,5.809367604859026,2.6864875909220163,4.154533492656395,1.0005064329825752,Iris-versicolor
+61,7.9,3.8241268550026515,6.420131548102641,2.150867308950539,Iris-virginica
+62,6.079677317597152,3.3796112593921728,4.605835463900002,1.6202685716453005,Iris-versicolor
+63,5.137715341494028,3.405854112579702,1.3900825786793582,0.1985287571876274,Iris-setosa
+64,7.749404228000479,2.525479684331751,6.9,2.2995702597970364,Iris-virginica
+65,7.711375455923135,2.993641732073356,6.156522668958459,2.2867873438819695,Iris-virginica
+66,5.129252870170209,2.4543782316453457,3.162863249315714,1.0563242368187737,Iris-versicolor
+67,4.755848047780105,3.0,1.3788009457698271,0.1,Iris-setosa
+68,4.9448688890249,2.0,3.5078046399377554,1.0539247252082349,Iris-versicolor
+69,5.712884143063517,2.822206112448909,4.492715176353774,1.3467186002736282,Iris-versicolor
+70,6.438020027768171,3.207045186565358,5.2838452116693615,2.288888385843199,Iris-virginica
+71,6.2920859264646625,2.4030925862467716,4.954836014348692,1.9112882083735871,Iris-virginica
+72,5.985461159889927,3.4047267140164394,4.526647084331125,1.6072572484319798,Iris-versicolor
+73,7.62190565563781,3.0,6.6116071481131895,2.089722847241405,Iris-virginica
+74,6.7061838644314,2.4765883142717855,5.708824717899246,1.7996944561544592,Iris-virginica
+75,5.322038403928207,2.4401337344713916,3.6165069298040597,1.044647549696409,Iris-versicolor
+76,5.700607703311144,3.0,4.248888342163201,1.217796605882942,Iris-versicolor
+77,6.6832462276885005,2.4512819756378494,5.716858086717269,1.7650684171401334,Iris-virginica
+78,5.64307603010668,3.0,4.260605814733816,1.3129213790486036,Iris-versicolor
+79,5.722984246571479,2.859337999711461,4.280857166471405,1.2795409200863603,Iris-versicolor
+80,7.693886974761114,3.0,6.177982595591813,2.261535253720033,Iris-virginica
+81,6.147527131149115,3.351008925333507,4.629618292042543,1.6158458356036867,Iris-versicolor
+82,4.8137243904024825,3.0,1.4171211603285125,0.10000012400372182,Iris-setosa
+83,5.054104080022399,2.4896888110593136,2.9375004945192513,1.0729759846749003,Iris-versicolor
+84,5.810363097725563,2.8660585823396287,4.495575477792457,1.375929011916283,Iris-versicolor
+85,4.629518044793242,3.7190102601474164,1.0000004542312306,0.19794182294865403,Iris-setosa
+86,4.8132299749572605,3.408027270605559,1.8586085363599696,0.20068105784510207,Iris-setosa
+87,5.793444528463196,2.8016798558644713,5.13915642535328,2.4041395475379392,Iris-virginica
+88,5.857618488155554,3.2102591645265757,4.773770903527879,1.825300809999518,Iris-versicolor
+89,5.631857666721248,2.4680402691712677,3.93054772451886,1.0719019593523882,Iris-versicolor
+90,6.119754840878884,3.344108877795925,5.969778546118189,2.5,Iris-virginica
+91,4.993206876834536,3.4131683312287597,1.598474032334473,0.41909721929764865,Iris-setosa
+92,5.002136419474172,2.0000007554938204,3.464299108572205,0.9065141667333669,Iris-versicolor
+93,5.53787351460945,2.468100551526727,4.008819004915739,1.2602655509822132,Iris-versicolor
+94,6.320657256039314,3.4070584179965278,5.57762404636673,2.4022035355480083,Iris-virginica
+95,4.975760878513358,2.0000010195849747,3.215624372646807,0.9356423146537023,Iris-versicolor
+96,6.026606428989567,3.3505663571411755,5.969142041605159,2.5,Iris-virginica
+97,4.762680645689435,3.0,1.3838486593734074,0.10000009214437147,Iris-setosa
+98,5.9970853313574155,2.2079000542492455,3.975957575936924,1.003133131015228,Iris-versicolor
+99,4.844759015304025,3.047691053133056,1.4622133146796679,0.10000009184128948,Iris-setosa
+100,5.516143024295355,4.2,1.3132652510108787,0.2084324917634292,Iris-setosa
+101,5.2388670142235965,2.645707854350017,3.961452447378846,1.4021553392348944,Iris-versicolor
+102,5.498917202896634,4.2,1.3947883062915605,0.20786216212139277,Iris-setosa
+103,6.278295225027451,2.4923772986237833,4.968833810851712,1.8630749742568995,Iris-virginica
+104,5.572442185104147,4.2,1.3473420740414819,0.21565591613582963,Iris-setosa
+105,5.972962842055149,3.4081081398514668,4.436483710198152,1.6120676887151428,Iris-versicolor
+106,5.4210020559310035,3.9283346787951237,1.295758382247824,0.4561777112648895,Iris-setosa
+107,6.132469214852956,3.3542205752588896,6.067623345014788,2.5,Iris-virginica
+108,6.182651636407251,3.3211585184641343,6.023256912903731,2.5,Iris-virginica
+109,5.5226495750701865,2.4511032432449285,3.8299196904630755,1.1040595642570723,Iris-versicolor
+110,5.591064426106046,4.2,1.3084020327959027,0.21596935605016515,Iris-setosa
+111,4.779211920062116,3.39834010626933,1.6488716109851271,0.20018180590550003,Iris-setosa
+112,6.702961144279357,2.4980721799618797,5.791091388917905,1.8108899752509786,Iris-virginica
+113,6.20478148376377,2.193930763930623,4.4283530708462315,1.4599533469919281,Iris-versicolor
+114,5.021457271294325,3.6114025448186937,1.395907205599126,0.20075719621681734,Iris-setosa
+115,7.738112331684691,2.5341007719936632,6.9,2.2932326412795345,Iris-virginica
+116,6.117080696617786,3.3272354751196165,6.029253733071398,2.5,Iris-virginica
+117,6.676167618578789,2.465125005081597,5.759994976423557,1.7866325962635023,Iris-virginica
+118,4.403419149732519,3.2058401276412978,1.3135923231800934,0.19800449906096274,Iris-setosa
+119,4.3,3.1246701236189613,1.089702723362427,0.10000009741255093,Iris-setosa
diff --git a/iris/tab_ddpm/0/19/test.csv b/iris/tab_ddpm/0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/19/train.csv b/iris/tab_ddpm/0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/19/val.csv b/iris/tab_ddpm/0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/2/synth.csv b/iris/tab_ddpm/0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c8c351f931a57be455c6c7b29de1fe1b4e1a281
--- /dev/null
+++ b/iris/tab_ddpm/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0190012088967295,2.234497012636774,4.964582177998043,1.5376907521673013,Iris-virginica
+1,4.610008586158596,3.7896810809491326,1.0000004428058293,0.19890437180592324,Iris-setosa
+2,6.138975593212584,2.596115279960356,5.607668256152227,1.4049511410138793,Iris-virginica
+3,6.856169282947668,2.780408415324571,4.776407423736541,1.37680735273887,Iris-versicolor
+4,7.899998495001555,3.8137503083847353,6.431665856452589,2.064695849106231,Iris-virginica
+5,6.391727113854961,3.2867957617924524,4.713100459806839,1.5893170051635954,Iris-versicolor
+6,4.402791811591154,2.902665267296939,1.4094372834773887,0.19760876671590838,Iris-setosa
+7,4.79397171026254,3.385316303692793,1.5829083457015494,0.19845037457054718,Iris-setosa
+8,6.157569326395394,3.318208551027345,5.908984697724368,2.5,Iris-virginica
+9,5.760374597564902,2.8816808910454292,4.485289653618789,1.4309367177550771,Iris-versicolor
+10,5.588084634326253,4.199998741657701,1.3600335369393097,0.21588672307850046,Iris-setosa
+11,6.316230809999193,2.753472675163665,4.873087177563921,1.7815736483917464,Iris-virginica
+12,5.716867352674368,2.984862631566657,4.030588819785862,1.286725803671132,Iris-versicolor
+13,6.323456899462611,2.6516417023591172,4.886780014878614,1.7915342743194018,Iris-virginica
+14,6.0323442159261145,3.3406459769476053,5.8105448192036855,2.5,Iris-virginica
+15,5.740453816144899,2.8735051332985853,4.28120649179776,1.3071492540224179,Iris-versicolor
+16,7.70374755903741,2.5251383274507213,6.9,2.2707320466169976,Iris-virginica
+17,4.89601585310947,3.0827577331914435,1.4687856408152926,0.1,Iris-setosa
+18,7.744467607265042,2.5527810514617535,6.9,2.3007994087286043,Iris-virginica
+19,5.496012529381799,4.2,1.3553601519856113,0.21012947844885724,Iris-setosa
+20,7.755693621220267,2.5475041467044917,6.9,2.304029994044038,Iris-virginica
+21,6.1517989384686365,3.330131562490191,5.901773113917941,2.5,Iris-virginica
+22,6.038989959171337,2.2221835455725043,4.977795287365424,1.555172490041587,Iris-virginica
+23,5.770250369720099,2.785255393655655,5.112257059111998,2.4094774266287526,Iris-virginica
+24,5.511664644724967,2.5617196372654316,3.991830269514004,1.2524569654828495,Iris-versicolor
+25,5.49762310805763,4.2,1.37156939008962,0.2049163396201935,Iris-setosa
+26,6.161140640591676,3.3285802890016725,5.971909623194388,2.5,Iris-virginica
+27,5.071182053918741,3.7628643919596243,1.6100691874005375,0.20144691188724684,Iris-setosa
+28,4.805868221871056,3.400580632754848,1.8655572857872436,0.20311308690875074,Iris-setosa
+29,5.7058319475668124,3.110995816646168,4.685368247420944,1.6322577365023936,Iris-versicolor
+30,4.416589872007522,3.2183207272815917,1.3120903754414868,0.1852055496482022,Iris-setosa
+31,4.402921880774089,3.2052539351395817,1.289238746548516,0.20058884225920143,Iris-setosa
+32,6.01059359264398,2.203851732636128,4.044630574579504,0.9429202002629729,Iris-versicolor
+33,5.159143834722338,2.7142834191401475,3.9482237393096646,1.4114238982443958,Iris-versicolor
+34,6.154887753465773,3.319445311884382,6.037364191913442,2.499999798542756,Iris-virginica
+35,5.708625759090362,3.0,4.104705598591887,1.2827954398878996,Iris-versicolor
+36,5.524923445272719,2.4151086315762105,3.7835354653030766,1.0158722454440674,Iris-versicolor
+37,6.248180307146754,2.7937589275704307,4.8057960744950226,1.8368554736089835,Iris-virginica
+38,6.707075508474058,3.1176189990478007,4.6928802570437655,1.4842501743461676,Iris-versicolor
+39,5.06836100694225,3.3656296036000133,1.5941774274755032,0.4161630959764991,Iris-setosa
+40,5.547601552983791,3.0,4.514976037945934,1.4959689905041322,Iris-versicolor
+41,5.494866324701365,4.2,1.3653843956973817,0.20782568089084394,Iris-setosa
+42,6.17861376671315,3.3209050746048474,5.8529556581310205,2.5,Iris-virginica
+43,6.299666791801613,3.3006794227461023,4.708122010659197,1.5893273086329303,Iris-versicolor
+44,5.772574664430347,2.728941062242228,4.137708871731452,1.0910903780900691,Iris-versicolor
+45,5.151821870962961,2.5129447749251095,3.4355630735787335,1.1542919485769663,Iris-versicolor
+46,4.955030226744531,2.0,3.588155649342858,0.9724031270189605,Iris-versicolor
+47,6.020031974851928,3.4066066919359765,4.510967931680538,1.6316764805119903,Iris-versicolor
+48,6.292802781918446,3.3943320865283,5.636609808877598,2.3893667399869987,Iris-virginica
+49,4.78038332483121,3.0,1.4052221286538726,0.2769274498769481,Iris-setosa
+50,4.979869880033782,2.0000004906993953,2.9304088215744803,1.0308810472400685,Iris-versicolor
+51,5.529543319246921,4.2,1.314156049122873,0.20641631849907752,Iris-setosa
+52,4.594022490103824,3.74720372216,1.0000004379097402,0.1937530110635201,Iris-setosa
+53,5.016772124328237,2.0000010037398597,3.5668367106978494,1.0369233630524055,Iris-versicolor
+54,4.632598180849695,3.6545608249330233,1.0000006087590108,0.18601026479333704,Iris-setosa
+55,6.515341015116893,3.0,5.842445765129469,2.2000326469292943,Iris-virginica
+56,4.846434412876743,3.3917351276703225,1.6152863110406397,0.19954974202894066,Iris-setosa
+57,5.804355397617576,2.6979673884056012,4.191454794869293,1.0447080294680369,Iris-versicolor
+58,5.204840942863374,2.7237471496839336,3.945655827025342,1.4057542549594337,Iris-versicolor
+59,6.715216941336209,3.256962562586122,5.786308179401534,2.3286198578468538,Iris-virginica
+60,6.726446481687657,3.1661935378956265,5.882884842121342,2.2807748296465578,Iris-virginica
+61,5.0226509783278,2.0000009610433205,3.547175227562694,1.0496535073066966,Iris-versicolor
+62,6.098492095233168,3.3731579284612585,4.566696517110292,1.6005461186965755,Iris-versicolor
+63,6.712015838408403,3.0,5.001058399304998,1.6940638477033068,Iris-versicolor
+64,4.651953667600916,3.670340273900368,1.0000006308740101,0.2071695366076359,Iris-setosa
+65,4.765758984122705,3.0,1.4048477130634636,0.28047769772320785,Iris-setosa
+66,5.7853777261112995,3.1779520210242524,4.772086657950948,1.7476690769040806,Iris-versicolor
+67,5.685018182037574,2.8554752001647725,4.4599434847100845,1.3899101273963412,Iris-versicolor
+68,5.990314966585849,3.307938660738726,4.7106469113084275,1.6753799298007268,Iris-versicolor
+69,6.1151897482104145,3.3401618707154825,5.892439235595929,2.5,Iris-virginica
+70,4.6107281776300715,3.626948396066609,1.0000004080815645,0.1901828128871475,Iris-setosa
+71,5.978851648266424,3.402757069728509,4.485291943024232,1.6158575815792886,Iris-versicolor
+72,6.8683470460594,3.0601318931702086,5.0650135068942195,2.2756940388317335,Iris-virginica
+73,5.589927362198867,2.8592998646270833,3.6699245981063,1.3010411206984325,Iris-versicolor
+74,6.303286674348386,2.7260101239106254,4.815712009146072,1.8128117888358561,Iris-virginica
+75,7.7166227782184125,2.532479337248155,6.899999003646364,2.3005521747867643,Iris-virginica
+76,5.112860141850554,2.523213676443033,3.3812549204836095,1.13945413233383,Iris-versicolor
+77,5.238360165984424,2.5087867715770464,3.590056708265634,1.1916418225935344,Iris-versicolor
+78,4.601588592623305,3.1635553548784063,1.4392238216234112,0.1953302063854754,Iris-setosa
+79,6.248793793510839,2.4370032034876967,4.977844516559698,1.799148164509994,Iris-virginica
+80,5.124816502032121,2.520802015645643,3.1603653872827033,1.106405734985368,Iris-versicolor
+81,6.684818467764016,3.0,5.0053087140886685,1.6939749374895603,Iris-versicolor
+82,4.408929264791795,2.9262036523405652,1.4051311132073891,0.20318924331127666,Iris-setosa
+83,6.005582038666308,2.1906186302642285,3.982282364617036,1.0261589285281856,Iris-versicolor
+84,4.422038410834631,3.192291685199023,1.2985523543475594,0.19764422302018075,Iris-setosa
+85,5.769388365485133,2.6787256570576474,5.085044308235802,1.9230446022771814,Iris-virginica
+86,5.362178018187353,3.0,4.4888603972382155,1.5061069410890822,Iris-versicolor
+87,5.276942851445579,2.7538057104322116,4.070120423712354,1.4235811845392214,Iris-versicolor
+88,6.705493900537504,2.7477017889267055,4.663528102422143,1.4290176879353353,Iris-versicolor
+89,6.8537511986128825,3.1742451610868985,5.589384205902019,2.289114549512042,Iris-virginica
+90,4.9538146956279006,2.0000010682449805,3.218304610361926,1.0074649805372258,Iris-versicolor
+91,5.449863242486824,2.465889877523079,3.9044949258211257,1.193207282572988,Iris-versicolor
+92,5.236709563981653,3.394294327946576,1.3819116837134333,0.20138619793640244,Iris-setosa
+93,5.688800471422635,2.7910219768699758,4.482910395150422,1.2716275193592486,Iris-versicolor
+94,6.124335855628779,2.8064884382252373,4.662725223443675,1.1954704728672993,Iris-versicolor
+95,6.4994079172228725,2.796387070620042,4.588047888251967,1.4901511590860896,Iris-versicolor
+96,4.952700919889539,2.0000007018545114,3.2841197368071535,1.0329863543136943,Iris-versicolor
+97,6.126093762142338,3.3291256857944433,6.025749172076199,2.5,Iris-virginica
+98,4.592659744309986,3.6809347884380945,1.0000004658696358,0.17685467668653082,Iris-setosa
+99,4.983355004676934,2.0,3.511690764427688,0.9047955156019263,Iris-versicolor
+100,5.733623320612796,2.8571210619674066,4.381952350471544,1.318577329271598,Iris-versicolor
+101,5.591243688177277,2.5000055757796704,4.018244283584798,1.130281035380447,Iris-versicolor
+102,5.9756278133567315,3.381666095928228,4.559207636110095,1.6246464349256908,Iris-versicolor
+103,6.519721717740471,2.795845889984547,4.60058836651641,1.4945242938548269,Iris-versicolor
+104,5.785209264385992,2.777286383889859,4.414498349095626,1.1962828973045891,Iris-versicolor
+105,5.750424115775684,2.8205796432965013,5.11666814144375,2.398817427877688,Iris-virginica
+106,4.300000621129393,3.1996164618675658,1.0994059536426435,0.10000015545124268,Iris-setosa
+107,4.780589276565552,3.4065846866625047,1.664949881633232,0.20003440604830589,Iris-setosa
+108,5.578736024507437,2.45147612737237,3.8078180128096903,1.1226315484520746,Iris-versicolor
+109,5.465944938029348,3.4063422893902673,1.5021995731039566,0.43733363856406215,Iris-setosa
+110,5.731127561638462,3.830894131317954,1.5908963352000667,0.34105438483545175,Iris-setosa
+111,7.731255834341381,2.552517269454821,6.9,2.3008208183707652,Iris-virginica
+112,6.025815617968185,2.9107840531038707,4.499381290994684,1.482878989603774,Iris-versicolor
+113,5.700325688346272,2.7926774335462907,4.509091216674333,1.310367138823939,Iris-versicolor
+114,4.777557581759472,3.0,1.4087083010750163,0.3269837861085265,Iris-setosa
+115,4.40325703850121,2.91065798166913,1.4071180316692222,0.20091421553439848,Iris-setosa
+116,5.216779361013388,3.4038757743021715,1.390338290158169,0.20339147509277117,Iris-setosa
+117,6.709747616003132,2.500798397159389,5.724728577881536,1.7692605951965537,Iris-virginica
+118,6.14265273117227,3.3310260739477306,5.940666010229613,2.5,Iris-virginica
+119,5.137128258160536,3.799307557157842,1.5888175865830891,0.2012737787230956,Iris-setosa
diff --git a/iris/tab_ddpm/0/2/test.csv b/iris/tab_ddpm/0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/2/train.csv b/iris/tab_ddpm/0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/2/val.csv b/iris/tab_ddpm/0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/20/synth.csv b/iris/tab_ddpm/0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4afb38b25069ac92ebb81a79802c880e289e8e0a
--- /dev/null
+++ b/iris/tab_ddpm/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.019150011233712,3.3970340989384726,4.542173887325986,1.6377408220706084,Iris-versicolor
+1,5.537425739423501,3.0,4.502835713071167,1.502695370935443,Iris-versicolor
+2,5.772342508234765,2.7008612768602918,5.109147097293758,1.9005449889612906,Iris-virginica
+3,6.51939142851668,3.0,5.772848915585932,2.2004106814493523,Iris-virginica
+4,5.308314943634478,2.624387846650071,4.035499143221516,1.3743830498241623,Iris-versicolor
+5,7.712242804200206,3.0,6.184070686928029,2.2955532481156906,Iris-virginica
+6,5.687110730488824,3.0,4.2394048144398555,1.256705705442578,Iris-versicolor
+7,6.125976888702713,3.3404555075400104,5.94155501586922,2.5,Iris-virginica
+8,5.699914108365329,3.0,4.228050276340091,1.2276003310731118,Iris-versicolor
+9,5.1241918561508415,3.314974525067528,1.6659238468860715,0.5278784340138207,Iris-setosa
+10,6.12817796831363,3.3376623158792174,5.902215281842828,2.5,Iris-virginica
+11,6.178625849474274,3.3461906591273918,5.992336383982163,2.5,Iris-virginica
+12,4.949244775720245,2.0000007389027052,3.201956241699074,1.0585165790917457,Iris-versicolor
+13,5.71121779585279,2.836006028221401,4.441014074072288,1.3385687710204135,Iris-versicolor
+14,6.091036781499594,3.3643120358496406,5.997135483196718,2.5,Iris-virginica
+15,5.511813257640589,4.2,1.3316253958769548,0.2130916043856521,Iris-setosa
+16,6.19361503658543,3.327937814498001,5.9006537033852124,2.5,Iris-virginica
+17,5.828652713759896,3.223602165452526,4.789909556901247,1.8121301212417427,Iris-versicolor
+18,6.790641642240566,3.208024330333949,5.904552889552513,2.2937972721490962,Iris-virginica
+19,6.284251189174598,3.4023100974798264,5.631615781618453,2.401891604158555,Iris-virginica
+20,5.72456081331209,2.8827834994758446,4.213807489860439,1.2972656891736352,Iris-versicolor
+21,5.515559030073033,4.2,1.3370773935419091,0.21762074204461324,Iris-setosa
+22,6.050418305425869,2.198978395214218,4.037420348224751,0.9196386098556858,Iris-versicolor
+23,4.878473239098441,3.088944559854431,1.4553788165858523,0.1,Iris-setosa
+24,5.4289721272996045,2.4498825180280273,3.727604622977973,1.0034978481564951,Iris-versicolor
+25,6.084252668780491,2.8392783994507673,4.673028126731771,1.2976994633734544,Iris-versicolor
+26,6.109660440013139,3.336076001642693,5.92658791258808,2.5,Iris-virginica
+27,5.036509585570875,3.58451235448135,1.3987248504880974,0.19985028122273393,Iris-setosa
+28,5.126325499637457,3.452633037285563,1.4002882632327485,0.20282569122546676,Iris-setosa
+29,6.085231238113603,3.3299926165135356,5.963724038583987,2.5,Iris-virginica
+30,5.868434613775376,3.1842863556746575,4.795667374843362,1.784555996628173,Iris-versicolor
+31,6.2172900180587565,2.8060257435045135,4.733171141914079,1.7951750532350543,Iris-virginica
+32,6.214431864088208,2.185591001157003,4.497442374908218,1.4935334647013343,Iris-versicolor
+33,7.899997219233839,3.861446649089697,6.329140207004836,2.0933298574675008,Iris-virginica
+34,7.9,3.7490429433227814,6.376099377306385,2.1152831696686136,Iris-virginica
+35,5.094235466877057,3.839515536371386,1.5835515445807442,0.20182166066817003,Iris-setosa
+36,5.509203451402086,4.2,1.3350031389968413,0.203250456594667,Iris-setosa
+37,7.707442289555279,2.512873951730309,6.899998719115255,2.29216534219311,Iris-virginica
+38,6.299747677221977,2.722476668952979,4.774430335696548,1.7427105881730949,Iris-virginica
+39,6.3069278908847215,3.398464005645367,5.549648599283412,2.3967737451718722,Iris-virginica
+40,6.124250558815005,3.33253625402813,6.050899377560407,2.5,Iris-virginica
+41,4.991901789823737,2.0000006354446542,3.321359128284862,0.9858551401858441,Iris-versicolor
+42,6.018774909429168,2.889633499555246,4.580787812151552,1.4258911792798836,Iris-versicolor
+43,5.7418306123357326,2.881853932446351,4.298084268464441,1.3351132279692781,Iris-versicolor
+44,6.095346580549381,2.738784393419095,4.566717410156946,1.162992730633756,Iris-versicolor
+45,5.987056645360248,3.442842837156438,4.513155411913581,1.6141241813854597,Iris-versicolor
+46,4.761910008510995,3.0,1.4151356521343519,0.1,Iris-setosa
+47,7.899998661835506,3.776481157970128,6.325178985982509,2.070259224937596,Iris-virginica
+48,4.3,3.2471188406255047,1.0803789761458809,0.1,Iris-setosa
+49,4.802934401141637,3.0,1.4026057987850946,0.2966908501748264,Iris-setosa
+50,6.251347375154066,2.76533755597269,4.866397594666287,1.8050573720919556,Iris-virginica
+51,6.0969930657826135,3.3468570787397143,6.010276417583415,2.5,Iris-virginica
+52,7.899998908858574,3.766377204951771,6.395422459308694,2.157282498392024,Iris-virginica
+53,5.869360166986051,3.2171246776704785,4.784669684174938,1.8000291609108476,Iris-versicolor
+54,5.763435845866356,2.697181676070693,5.104947756717189,1.908433735003684,Iris-virginica
+55,4.772944847683839,3.402518236535246,1.7619993935156266,0.19739168387205952,Iris-setosa
+56,6.160494238628242,3.3372470143336264,6.039629715299122,2.5,Iris-virginica
+57,5.117221652795487,3.7263252432969245,1.5807905464511194,0.20050606549437067,Iris-setosa
+58,6.20192295472516,3.3175387401043825,5.913562131542168,2.499999727743815,Iris-virginica
+59,7.724976545165192,2.5535639076748895,6.9,2.2989944024970552,Iris-virginica
+60,6.603735628973643,3.0,4.408975584286465,1.3835783759835447,Iris-versicolor
+61,6.088980990004354,3.336908839948291,6.003223828605819,2.5,Iris-virginica
+62,5.064321212073636,3.387107817273646,1.5975179469459857,0.45446510561111103,Iris-setosa
+63,6.036399578145495,3.3949175239959235,4.5711638777088,1.620155355853702,Iris-versicolor
+64,6.126031432053972,2.6115223071173084,5.5202703053528825,1.441824761708188,Iris-virginica
+65,6.096884321793621,2.587411479564704,5.583213492327392,1.3894706069486555,Iris-virginica
+66,7.899998674805789,3.762956481980501,6.364056746366278,2.057966284245038,Iris-virginica
+67,6.790382850719934,3.0613838618726152,5.106099285116112,2.2893079180017177,Iris-virginica
+68,4.595443486911961,3.149088557778692,1.4144216955955957,0.20197332376315158,Iris-setosa
+69,5.522945152834059,2.396948612054488,3.7908449486632976,1.036287099845729,Iris-versicolor
+70,7.714161478942572,2.4836254899842687,6.9,2.286751232942832,Iris-virginica
+71,5.705055344134548,2.9445462514897214,4.20350815441292,1.240910947142272,Iris-versicolor
+72,4.857675033950479,3.1066411738868966,1.4433557279462517,0.1,Iris-setosa
+73,5.954797368804911,2.853477719116617,4.58260890516353,1.3224886209826554,Iris-versicolor
+74,5.020166173399737,3.0,1.5877777536675066,0.199928909208092,Iris-setosa
+75,7.666891137036668,2.56330998352408,6.9,2.304350287778165,Iris-virginica
+76,6.12750539260954,3.313166008758507,6.072045390069374,2.5,Iris-virginica
+77,4.3,3.1084396551036204,1.0650757170140757,0.1,Iris-setosa
+78,5.509545827971809,3.0,4.491216994762359,1.504945648655618,Iris-versicolor
+79,6.154680572023006,3.336945812011518,5.894225195478839,2.5,Iris-virginica
+80,6.6787030931645335,3.1100087420983087,4.670987513975699,1.4876822292145089,Iris-versicolor
+81,5.985434415249175,3.3995966794595107,4.486647145729067,1.6047149687038973,Iris-versicolor
+82,6.280341972819379,2.4856678865161372,4.96879333799004,1.9471057108832335,Iris-virginica
+83,5.7209976531971884,3.7944735405300474,1.587713358663111,0.32205806998790076,Iris-setosa
+84,5.8554922804849845,2.7801114282960127,4.56188754122016,1.2331015587384826,Iris-versicolor
+85,7.6632833212884215,2.761775959213449,6.646721017231107,1.964995926528151,Iris-virginica
+86,4.863777536889863,3.070066003055242,1.463988446899439,0.10000010920234552,Iris-setosa
+87,5.788799208918124,2.697001341841349,5.058960417080077,1.9316076758142569,Iris-virginica
+88,5.099149973934303,2.5293041431216667,3.5692042380403564,1.1317290980115309,Iris-versicolor
+89,5.564735798221515,2.472226160635222,3.869978231355404,1.0751737872046536,Iris-versicolor
+90,6.669117325295851,2.7866626221188278,4.666704221440462,1.475730930751783,Iris-versicolor
+91,5.157651605279579,3.804166024763871,1.5826221159780398,0.19579505428772687,Iris-setosa
+92,6.084827712915955,3.306844352122629,5.967575661444082,2.5,Iris-virginica
+93,7.6770661117876005,2.8582325214032256,6.638578937009001,1.9985128380953716,Iris-virginica
+94,7.042236371912978,3.1040558249227512,5.193961003869014,2.2927636649643537,Iris-virginica
+95,6.5836491071625725,3.1838721182268213,5.219616615148244,2.253611114664865,Iris-virginica
+96,5.1161808286178685,3.4418734114337273,1.3673415040468808,0.19605896831925723,Iris-setosa
+97,4.9953586406199175,2.0000011921091327,3.5259720452223107,1.0351939402758379,Iris-versicolor
+98,5.592732967064558,2.4983172036709242,3.9310273149592216,1.1283807918816706,Iris-versicolor
+99,6.056699358699276,3.3643915499606645,4.5332494357676865,1.6079080815443634,Iris-versicolor
+100,5.687218169639197,3.0,4.206257338517303,1.2539844768430894,Iris-versicolor
+101,5.864312409474956,3.216400732509497,4.7961874953559995,1.8218686893685074,Iris-versicolor
+102,5.792292945329679,2.6911383903865835,5.084560029483931,1.9292466729258795,Iris-virginica
+103,7.74061152835089,2.5093197994728436,6.899998600676845,2.289766002273143,Iris-virginica
+104,4.789669896081289,3.0,1.4079133688952996,0.2741179841921344,Iris-setosa
+105,6.1282404045488335,2.5670556787219097,5.604130298334277,1.4046647797881489,Iris-virginica
+106,4.96941030024468,2.000000550227025,3.5756640282083016,1.0020229821918156,Iris-versicolor
+107,6.061532039806674,3.343897827711061,5.86363424705145,2.5,Iris-virginica
+108,6.021701931289519,3.3757163120544433,5.85158271353613,2.5,Iris-virginica
+109,6.012185661679778,2.188636774889495,3.947663966905978,0.8758929945408174,Iris-versicolor
+110,5.028802910213308,2.0000011670363285,3.6281944287102523,1.0345480388226596,Iris-versicolor
+111,5.377467351460551,2.536456779356328,3.9694485752531627,1.3283425290032789,Iris-versicolor
+112,5.465912707779657,2.5236596477075257,4.0382019402960845,1.3087147085030986,Iris-versicolor
+113,5.178175804494676,2.6784936295161352,3.927704285892179,1.3781812858068445,Iris-versicolor
+114,5.479717617707316,2.551068193432903,4.004043803220838,1.3520992930646996,Iris-versicolor
+115,6.196682279650333,3.432601205224779,5.4418084080078115,2.267182221166914,Iris-virginica
+116,5.526763736436277,2.363238860562555,3.700361692719532,0.920924422948366,Iris-versicolor
+117,5.466685202279491,3.902568444947386,1.3339554223043562,0.4433361383314033,Iris-setosa
+118,5.830179572423886,2.7967699200363283,4.555155222903371,1.238261097928993,Iris-versicolor
+119,5.69860278894259,3.0,4.246095710104499,1.2074153187084864,Iris-versicolor
diff --git a/iris/tab_ddpm/0/20/test.csv b/iris/tab_ddpm/0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/20/train.csv b/iris/tab_ddpm/0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/20/val.csv b/iris/tab_ddpm/0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/21/synth.csv b/iris/tab_ddpm/0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef2ba0fd65d59bd837401df688fecf813e677afd
--- /dev/null
+++ b/iris/tab_ddpm/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.249974246554899,2.7997085990021757,4.788757245303769,1.8491557110652799,Iris-virginica
+1,4.680932535168919,3.6618881184790273,1.0000004999643008,0.19709028772942933,Iris-setosa
+2,6.705405959559928,3.0,4.982958151255117,1.6871377301997557,Iris-versicolor
+3,4.569763989607269,3.171377430628672,1.4411199073155256,0.20020717873478802,Iris-setosa
+4,7.698774530787318,2.777617086554336,6.702055467212588,2.0463247964157367,Iris-virginica
+5,6.65793660017648,2.5047358190746896,5.740752446852451,1.7925649854544505,Iris-virginica
+6,4.413718816948698,2.888108189475641,1.408876699902729,0.2009066366737544,Iris-setosa
+7,6.688735786298313,2.4448943606409212,5.780271785123529,1.8123071833149618,Iris-virginica
+8,4.615495148752587,3.209069202243373,1.3721017910038815,0.2001444798814459,Iris-setosa
+9,5.113488837189597,3.3269695837854525,1.814798654928829,0.4916247688454123,Iris-setosa
+10,5.716755749660918,2.8080180086459885,4.44094347556333,1.24367305612071,Iris-versicolor
+11,6.031575379185422,2.8992712939341954,4.565533440690435,1.4283628463970932,Iris-versicolor
+12,7.024789693463621,3.213100546839811,5.869239313460657,2.0829372694408397,Iris-virginica
+13,6.216330451393955,2.7753368695038265,4.84048185253661,1.7861552221545007,Iris-virginica
+14,6.571705623891648,3.0,4.396656061991669,1.379246561382449,Iris-versicolor
+15,6.333151473914319,2.710543794304083,4.905434844801544,1.7962564121257443,Iris-virginica
+16,6.596689637121428,2.7792204489834806,4.62156658982761,1.455699049410429,Iris-versicolor
+17,5.389099215158562,2.409402212289224,3.6975329762351,0.9924875882158375,Iris-versicolor
+18,4.577328404677785,3.1609439824450623,1.4055417309839147,0.19901681247125552,Iris-setosa
+19,7.679048979152723,3.0,6.175301282549523,2.240843348727808,Iris-virginica
+20,4.830108294949866,3.008596465462377,1.4431212831033162,0.10000011988266527,Iris-setosa
+21,6.367514823200036,3.199832571177368,5.316249352548478,2.2838464546712522,Iris-virginica
+22,5.90699892532309,2.8952681982313595,4.475891494267613,1.4955625569578734,Iris-versicolor
+23,4.595006493821613,3.15244231179395,1.4237672847398226,0.20203920916348111,Iris-setosa
+24,5.535913802701429,4.2,1.3392626313083562,0.209533808788908,Iris-setosa
+25,4.62667071459397,3.664025881403677,1.0000007991464315,0.2064120810442997,Iris-setosa
+26,4.858809037082505,3.1608391436018892,1.4624953904696645,0.1,Iris-setosa
+27,5.925407971616905,2.6645488253188976,5.097819130276653,1.6999546610143177,Iris-virginica
+28,6.24116867074624,3.4015189754089388,5.504538469562484,2.316945481372363,Iris-virginica
+29,5.843575924976427,3.2464409825939984,4.77294539780671,1.826211363369002,Iris-versicolor
+30,4.619068202014149,3.6884758332341536,1.0000004027815466,0.19386587117756587,Iris-setosa
+31,5.394730908369766,3.0,4.5218497341387405,1.516011409437178,Iris-versicolor
+32,6.284755429707602,3.3856264870641306,5.548554741881025,2.387368893329335,Iris-virginica
+33,4.7662524854433315,3.394785950694881,1.9134037953019671,0.18502477725286764,Iris-setosa
+34,4.966086590127896,3.445418394889267,1.4839277204874395,0.19997900947016245,Iris-setosa
+35,5.105964619107567,3.4402743601447603,1.356199445350319,0.19951815104100226,Iris-setosa
+36,6.055889483235184,2.759412037782128,4.60656348974872,1.1023740133542537,Iris-versicolor
+37,5.771864605863855,2.6886045669351484,5.068220335577753,1.927854469733186,Iris-virginica
+38,5.119214071573552,3.797321069834923,1.5476560991836643,0.20176222406976746,Iris-setosa
+39,6.921894918654257,3.200753433172571,5.785446985108647,2.28849171189009,Iris-virginica
+40,4.857542823770217,3.0724803046252886,1.4552628010400162,0.10000011700098785,Iris-setosa
+41,5.9464839242931715,2.7680703385266514,4.547717671094815,1.1479585917104533,Iris-versicolor
+42,5.664912560291346,3.8482839391167447,1.533082925769143,0.3038504047849367,Iris-setosa
+43,5.547134905248247,2.477832182248779,3.9271384320010108,1.2182947119314445,Iris-versicolor
+44,6.300301927327957,2.497915137493284,4.993412944928876,1.8899066052956202,Iris-virginica
+45,6.595892242708074,3.0,4.371009053356848,1.4077687961067278,Iris-versicolor
+46,5.347284006284561,2.4217404071380955,3.572184661798575,1.007727231635744,Iris-versicolor
+47,5.1128238839561275,3.7978013472533303,1.6199990223670335,0.20239325063604158,Iris-setosa
+48,7.684987571178956,2.8064034222466576,6.675262919521109,2.045988784279521,Iris-virginica
+49,6.265323904681242,2.4972078085501357,4.971593856437962,1.9396454109773755,Iris-virginica
+50,4.54791326647599,3.1679774001062997,1.4100068024380537,0.20262545896261042,Iris-setosa
+51,5.590201612846643,3.0,4.49164172736678,1.468502308657002,Iris-versicolor
+52,5.520560539278428,3.0,4.467886251058458,1.4496682133516137,Iris-versicolor
+53,6.018443514267075,3.394508192108654,4.509225578385443,1.589015602473212,Iris-versicolor
+54,4.610615396505486,3.56498003650211,1.000000591947899,0.1997384006243812,Iris-setosa
+55,6.717335304398494,2.4772945878314663,5.796053822118554,1.7459945872951361,Iris-virginica
+56,5.537706226749157,2.3954483427166746,3.758879733401443,1.0162886037768657,Iris-versicolor
+57,4.410716801301431,2.9122471422532117,1.4105720185635315,0.20545994338022766,Iris-setosa
+58,4.392781891789542,2.9568748135974867,1.397811820618268,0.19934842539136408,Iris-setosa
+59,5.494926705699957,4.2,1.3050724592918452,0.21470689416497046,Iris-setosa
+60,6.2757195433155735,2.504044448876624,4.973996932135889,1.9383665855740102,Iris-virginica
+61,4.804132232453138,3.0,1.413706448933569,0.27748966279566223,Iris-setosa
+62,5.200437353009753,2.7223078030571695,4.017203106625262,1.3946781910478776,Iris-versicolor
+63,6.32592154098852,2.5788405771742187,4.879281235812321,1.8301327311464137,Iris-virginica
+64,5.545589827070158,4.2,1.3468495156368083,0.21505536873484507,Iris-setosa
+65,5.539828691831119,2.3828601977874397,3.725054999699173,1.000749462535775,Iris-versicolor
+66,6.1617385743085,3.316962959032191,6.00932783074673,2.5,Iris-virginica
+67,5.874511884365508,3.231225230079478,4.7659242551721,1.7814077912691615,Iris-versicolor
+68,5.8897544216218485,3.244889409801624,4.792035721040496,1.8189175327678104,Iris-versicolor
+69,5.532162434237227,4.2,1.3604012293975865,0.20440903722753145,Iris-setosa
+70,4.63335570132845,3.659413799236457,1.0000004643676288,0.20711738199288157,Iris-setosa
+71,5.528285747966059,4.2,1.4143709579233281,0.20421401240931408,Iris-setosa
+72,4.934512733535825,2.0,3.4898994343399847,1.0444035537707594,Iris-versicolor
+73,6.363040813657064,3.180482881459427,5.296567585541184,2.2692303555843925,Iris-virginica
+74,6.012019256665538,3.3989330319674136,4.519173099063179,1.614183862833424,Iris-versicolor
+75,4.921848391531347,2.0000005201504534,3.4813204473722426,0.9537947839193104,Iris-versicolor
+76,7.672534618084285,3.0,6.172772469090026,2.265852541469573,Iris-virginica
+77,7.726366072381064,3.0,6.071725986800832,2.302253204312318,Iris-virginica
+78,6.2931075025510905,2.726991915978297,4.839178866661081,1.7935660832979534,Iris-virginica
+79,7.899998934859373,3.852541552663456,6.3239190414749125,2.139222389832918,Iris-virginica
+80,7.6010489650293245,3.0,6.5566983009592095,2.049236170207153,Iris-virginica
+81,7.899998441020478,3.7880459666063837,6.3349636095948,2.182937006141603,Iris-virginica
+82,7.8999985202977605,3.8191721554505498,6.390838761643515,2.057264726038513,Iris-virginica
+83,7.723753298545887,2.560130062568768,6.9,2.3017868463455002,Iris-virginica
+84,7.8999972019827105,3.79644886425876,6.286152721782154,2.1170990166815407,Iris-virginica
+85,5.798615284845705,2.788050312904463,5.091697136219779,2.4026304477950147,Iris-virginica
+86,5.810617986275276,3.1631297826745564,4.660238124046038,1.620873206091758,Iris-versicolor
+87,6.000464116138273,2.209423397634589,3.9952747616797804,0.9347660448628042,Iris-versicolor
+88,5.723186693112326,2.989840458460789,4.196598913813584,1.2689522163272748,Iris-versicolor
+89,6.123922175309516,3.3365830732778834,6.018002338536735,2.5,Iris-virginica
+90,4.992856995469725,2.0000005765371816,3.4595897917353917,0.9395166702152913,Iris-versicolor
+91,4.81104410866593,3.0,1.4068718966253404,0.2774513835634147,Iris-setosa
+92,5.4565918052288245,2.5195636956241034,4.024432182171852,1.31660547047031,Iris-versicolor
+93,4.874159830592031,3.162924662453415,1.471676821277661,0.1,Iris-setosa
+94,5.467619585664882,2.4760194449231205,3.7597773628833635,1.0386745653820135,Iris-versicolor
+95,4.895738290860955,3.138710904519925,1.5139036521250695,0.10000012673247306,Iris-setosa
+96,5.53067938222506,4.2,1.3420364353478196,0.2116619521281584,Iris-setosa
+97,6.077915608764205,3.3251357218502426,6.108049876733324,2.5,Iris-virginica
+98,4.915328812389794,2.0,3.4131528688311192,0.7800510681633546,Iris-versicolor
+99,6.257795757756169,3.3081556228369386,4.691450726253746,1.6043498697397294,Iris-versicolor
+100,4.600301781092864,3.184067630550577,1.3812093352911172,0.2044274615632565,Iris-setosa
+101,7.730633860074616,2.5389192469927346,6.9,2.2827298892317387,Iris-virginica
+102,6.100925411596432,3.3151660268506196,5.898849732789372,2.5,Iris-virginica
+103,6.128858136191761,3.3543069107449037,5.788432183259323,2.5,Iris-virginica
+104,6.3058920449650095,2.7774954877706524,4.882100125644414,1.8207717003411976,Iris-virginica
+105,7.737190246095347,2.564524576290437,6.899998491184448,2.2419892289939054,Iris-virginica
+106,7.700194091194573,3.0,6.169484723736782,2.2931997787373266,Iris-virginica
+107,4.3,3.218691766266832,1.0923792008729512,0.10000009842283344,Iris-setosa
+108,7.183951824545407,3.2006489945898196,5.9976621552880856,1.8033610412684489,Iris-virginica
+109,5.598420020538901,2.4828998203568617,3.957226848566542,1.1457113419526948,Iris-versicolor
+110,6.094933630917787,2.899322971644763,4.650285453375517,1.4185451047232416,Iris-versicolor
+111,6.509011630743126,2.755500288800669,4.626584471002291,1.4777475219893361,Iris-versicolor
+112,5.499580053973078,4.2,1.3624099597765995,0.20920980975365472,Iris-setosa
+113,5.7923218127329,2.7059194812046057,5.092294386677906,1.8956314281672115,Iris-virginica
+114,5.720174843770672,2.9262083659070237,4.278437795680909,1.3004387194162157,Iris-versicolor
+115,5.0865085520967845,3.4576197231930625,1.419878281728456,0.20187969814303652,Iris-setosa
+116,4.624090858161255,3.20790326379674,1.4014917146080452,0.19996648684441218,Iris-setosa
+117,4.586391362959514,3.6458261628794633,1.0000004451227666,0.20233836556564022,Iris-setosa
+118,4.595862774185603,3.2110734582315246,1.4031754581114606,0.20301538117683995,Iris-setosa
+119,4.588697456661156,3.7347208297026335,1.0,0.19477634271375455,Iris-setosa
diff --git a/iris/tab_ddpm/0/21/test.csv b/iris/tab_ddpm/0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/21/train.csv b/iris/tab_ddpm/0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/21/val.csv b/iris/tab_ddpm/0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/22/synth.csv b/iris/tab_ddpm/0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a97aaa5eeebd9bcbc53f2866a445da4831a67e51
--- /dev/null
+++ b/iris/tab_ddpm/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.279831007655541,2.698195632686216,4.864266750624573,1.7948085911189944,Iris-virginica
+1,5.913275445768767,2.874952009074695,4.51214952329772,1.4277029897418343,Iris-versicolor
+2,5.515138190741679,4.199999115644646,1.3464621789440934,0.22366014835162001,Iris-setosa
+3,5.8272450471747215,3.228100540953618,4.830261753944605,1.7946207953515716,Iris-versicolor
+4,4.918696640904304,2.0,2.942978407414892,0.8324875034432797,Iris-versicolor
+5,6.691575617466859,2.4671873205511714,5.754814558240231,1.7885446564835277,Iris-virginica
+6,5.485818727371357,3.9400501544189805,1.336784851823107,0.47866077607986,Iris-setosa
+7,5.508092328372731,4.2,1.3733335836541691,0.2116961748175947,Iris-setosa
+8,6.079740634607589,2.789509823750209,4.626016277930429,1.1500883745507031,Iris-versicolor
+9,6.735620143143201,3.2086462676507166,5.763768620603456,2.290467486446094,Iris-virginica
+10,6.0118750273670924,2.880654519913105,4.516081615354133,1.4589208079421347,Iris-versicolor
+11,5.839111661785554,3.230562056688862,4.800832362793564,1.8150711001186783,Iris-versicolor
+12,5.5308307396404075,3.0,4.49486855763182,1.4966184304879522,Iris-versicolor
+13,6.113465777774474,2.593924878509038,5.605908816391878,1.3874074408112362,Iris-virginica
+14,4.615063871940421,3.702291498425865,1.0,0.20041106544907497,Iris-setosa
+15,6.078893144636219,2.808195567209957,4.735607653564927,1.2127925251718004,Iris-versicolor
+16,4.840253011665631,3.0474029890303513,1.4441519554585964,0.1,Iris-setosa
+17,6.225565196414871,3.32986910607297,4.644237278421722,1.615478230111479,Iris-versicolor
+18,6.606266278550634,3.0,4.393222464579581,1.3868859608115416,Iris-versicolor
+19,5.782158079512471,2.6876000796410593,4.122875607060145,1.0227595343245879,Iris-versicolor
+20,6.483271997849894,3.1088530491825797,5.112061526500117,1.9691870473095965,Iris-virginica
+21,5.206924938643866,2.698991271832243,4.002119140182745,1.4193002905693546,Iris-versicolor
+22,7.591502634268195,3.0,6.557298491535894,2.1417352974463144,Iris-virginica
+23,6.397052866237602,3.194838273196277,5.2830537533049675,2.273252529498567,Iris-virginica
+24,5.549512693181977,2.467884034032169,3.9245743012776617,1.1968591566417008,Iris-versicolor
+25,6.021550941772616,3.1208877692349537,4.759896859264101,1.626152397564014,Iris-versicolor
+26,7.670268597915309,3.0,6.3561240932404575,2.2164873335799316,Iris-virginica
+27,5.502385608892771,4.199999242876713,1.3109944224017889,0.2231372196389228,Iris-setosa
+28,6.130252274010844,3.3345830474873606,6.156769927657484,2.5,Iris-virginica
+29,5.481841261132442,4.2,1.3070377758379736,0.2079625146324178,Iris-setosa
+30,6.679425537084667,3.1026102127773107,4.679400923065796,1.507797920256099,Iris-versicolor
+31,5.551651949423669,3.0,4.525298332102361,1.5364452149523997,Iris-versicolor
+32,6.479045979596555,2.779503143420862,4.6116085370976645,1.5029195519396363,Iris-versicolor
+33,4.642514993231662,3.1011519172126105,1.5099984953555154,0.20205413320025908,Iris-setosa
+34,7.9,3.82672815244338,6.448409407978878,2.037321607955902,Iris-virginica
+35,5.676092227204814,3.0,4.231647567179443,1.1793638344148756,Iris-versicolor
+36,4.943915583014401,2.000000538429947,2.92484911202605,1.0493963939982904,Iris-versicolor
+37,6.549290035556225,2.5070175482444212,5.3981214030882505,1.8685763527981727,Iris-virginica
+38,6.181289066019093,3.3258578173835716,5.929114592127337,2.5,Iris-virginica
+39,4.605722224770946,3.7066995226274218,1.0,0.19080358545686385,Iris-setosa
+40,5.583507157684043,2.4718777562086256,3.904339564356733,1.0777162170101577,Iris-versicolor
+41,5.5660706899628645,3.0,4.48792954950329,1.4900478343640766,Iris-versicolor
+42,6.237420862420271,3.3160949497816694,4.689450441941928,1.6194690231464337,Iris-versicolor
+43,6.001333021228356,2.9116842865436317,4.499269930918036,1.4763639289042976,Iris-versicolor
+44,5.713453481921096,2.8043543221742735,4.509527569395771,1.288360903442903,Iris-versicolor
+45,5.520970125699125,3.0,4.504371318926121,1.5032449401840426,Iris-versicolor
+46,5.526317014800725,4.2,1.3440700876895404,0.2122311978768575,Iris-setosa
+47,5.520800835021453,2.4149356852315123,3.7832310435449332,0.94284742656583,Iris-versicolor
+48,6.566643853719524,2.785289764963785,4.62714273066976,1.4917797973774005,Iris-versicolor
+49,6.112291738814992,2.591400923318094,5.535957790690766,1.3735427099792217,Iris-virginica
+50,5.977653419565884,3.4050234434757556,4.5218455373801545,1.6084618147545129,Iris-versicolor
+51,6.181867237441284,3.3991059905086707,5.526060675629893,2.3090344474588136,Iris-virginica
+52,5.784037812562327,2.697001118984266,5.133623276834144,1.903472127319534,Iris-virginica
+53,4.8775522741635955,3.4003302418755212,2.0298044395361954,0.2369610302344427,Iris-setosa
+54,4.618739278811358,3.203079000939812,1.381900648598118,0.1986447931146233,Iris-setosa
+55,6.0135507982654754,2.2115482496320937,4.9930871051564525,1.5227806498960115,Iris-virginica
+56,6.213153753819945,3.3982286216055773,5.4425894662679,2.3117308780955845,Iris-virginica
+57,4.412100365482549,2.9231733153600183,1.407413459712541,0.20121185072851733,Iris-setosa
+58,6.058424909419905,2.8233968612905875,4.6214313876189275,1.3285666802551053,Iris-versicolor
+59,6.066153416008365,3.3536807752670916,5.868803242695006,2.5,Iris-virginica
+60,6.353651094101609,2.556904116022489,4.940380402452183,1.8540507337880603,Iris-virginica
+61,5.663333492159516,2.9603603291050895,3.9826138729458544,1.3088320506166473,Iris-versicolor
+62,4.800943675199686,3.4040091766463503,1.6574994141547057,0.20141260228162597,Iris-setosa
+63,7.692484474597119,2.5436836010249984,6.899998856866671,2.280772449180868,Iris-virginica
+64,6.872168233631198,3.1826679915326257,5.581378017333947,2.2445802549264764,Iris-virginica
+65,6.259080878551039,2.4343725479348537,4.945897232195125,1.925831056191578,Iris-virginica
+66,6.279605882658322,2.418356503946794,5.005813287152498,1.7836604933892763,Iris-virginica
+67,4.979232762586442,2.0000007161301805,3.5723874826409925,1.0307791743823131,Iris-versicolor
+68,5.117531084755988,3.522872559649392,1.4119396485840965,0.20533858060636015,Iris-setosa
+69,5.120257403732135,3.8100215163178555,1.5891457225714638,0.19990735225952466,Iris-setosa
+70,5.4882402068570135,2.520748639606613,4.071319851000112,1.2714350330823336,Iris-versicolor
+71,5.567785802077687,4.2,1.3401300575664068,0.21111837104383777,Iris-setosa
+72,5.759874345925332,2.805112074488036,5.220420903171218,2.3982552035497187,Iris-virginica
+73,4.590844658258232,3.214958947342393,1.3763614926197163,0.1998452708729907,Iris-setosa
+74,5.521845040043797,2.4240084581681347,3.74354743084243,1.006057166427476,Iris-versicolor
+75,4.802434482634937,3.0,1.3984753293969328,0.10000010876557892,Iris-setosa
+76,6.493591148258761,2.7851003504705494,4.60961289012321,1.4866060657499731,Iris-versicolor
+77,7.9,3.8341379577245833,6.384768676908505,2.115207184403547,Iris-virginica
+78,5.294369380526113,3.39228091475614,1.5280977544603387,0.3817591722052434,Iris-setosa
+79,4.3,3.0884598488364237,1.0709831349541334,0.1,Iris-setosa
+80,5.0577803044343925,3.589225343412553,1.3969332904049212,0.19973116607198996,Iris-setosa
+81,5.615720722204832,2.9426840550166555,4.414232513841191,1.386788739401715,Iris-versicolor
+82,6.1228006135843085,3.332194876910504,5.9992767824621716,2.5,Iris-virginica
+83,4.721174268519921,3.0,1.4001767632682496,0.1,Iris-setosa
+84,6.504804411855824,2.720243551458454,4.5674733468628,1.4640275352112568,Iris-versicolor
+85,6.08876341520221,3.323099676723066,5.960689803030876,2.5,Iris-virginica
+86,5.024649413032055,2.000000940834538,3.4419865294680534,0.9541742570147197,Iris-versicolor
+87,6.959020152926806,3.119309779577258,5.201392488482396,2.2953038349427777,Iris-virginica
+88,6.70598578805862,2.460625555592731,5.7566284352227495,1.7766920000225062,Iris-virginica
+89,5.6867666641771315,2.894089375979166,4.128201552911254,1.2977150866666456,Iris-versicolor
+90,4.821511043362047,3.0,1.3651969180096184,0.1,Iris-setosa
+91,6.004776450566102,3.4047216686489152,4.499201356014153,1.6030273437151554,Iris-versicolor
+92,5.844821347336843,3.150924812442055,4.724496439302722,1.7296337464082645,Iris-versicolor
+93,4.621249748666551,3.711306289832436,1.0000004087649494,0.20765892688968426,Iris-setosa
+94,6.256948224896222,2.7700292643289135,4.8503499010927555,1.8249602513608487,Iris-virginica
+95,5.55974282753101,2.4193740280110996,3.7961610724682457,0.9917793296066547,Iris-versicolor
+96,4.4674061470937705,3.1831504981384495,1.3680387313602058,0.20072477489974969,Iris-setosa
+97,5.047931689303048,3.5731142334523134,1.400511728886694,0.2016397074321596,Iris-setosa
+98,6.27135498747857,2.70094946380241,4.881100107771223,1.7995375011796688,Iris-virginica
+99,6.305186284651992,3.2983046663377533,4.699172193289377,1.5983586008101927,Iris-versicolor
+100,6.364456212846977,2.5421398939458673,4.9683721717662275,1.8661015085641264,Iris-virginica
+101,4.812662193336098,3.0,1.4069090647336056,0.1,Iris-setosa
+102,4.603090063259268,3.5711496884701344,1.000000586695005,0.20217371458028355,Iris-setosa
+103,5.6266605599515955,3.0,4.47141742228504,1.4578037762397082,Iris-versicolor
+104,5.510225303624369,4.2,1.376441226674486,0.19772883733152843,Iris-setosa
+105,5.769343154855033,2.8415015250140843,4.53153208456732,1.333303321842505,Iris-versicolor
+106,6.669255263157983,2.7475454199331066,4.680772829071255,1.4462661949448816,Iris-versicolor
+107,6.114027179869402,3.2897963567371526,5.9971730489359,2.5,Iris-virginica
+108,4.954456691672024,2.0000010915806152,3.3987819107166803,0.9898203816093321,Iris-versicolor
+109,5.502616715495719,2.3665024455613066,3.7090867852585077,1.0022983737721503,Iris-versicolor
+110,6.508679191421158,3.0,5.792950319811184,2.2072142381503634,Iris-virginica
+111,5.509246387377728,4.2,1.3484299173865912,0.2102898602096314,Iris-setosa
+112,6.297506032459673,2.517398860846488,5.006346141028882,1.8957333899030249,Iris-virginica
+113,6.132847620547119,3.3471500367549067,6.036563751596221,2.5,Iris-virginica
+114,7.899995754439522,3.818665556995301,6.292596207060466,2.191200212290094,Iris-virginica
+115,6.173625256623844,3.319607813060681,5.912960606378413,2.5,Iris-virginica
+116,6.758622356357523,3.226433035245385,5.881433139683681,2.293271171231234,Iris-virginica
+117,5.490305919858563,2.517205204113957,4.050920652873326,1.3073466921367558,Iris-versicolor
+118,5.754253849716335,2.6880559597900877,5.0948872128148786,1.9104314156912325,Iris-virginica
+119,4.855320433124086,3.0640014006813945,1.4525433556741723,0.1000001030275841,Iris-setosa
diff --git a/iris/tab_ddpm/0/22/test.csv b/iris/tab_ddpm/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/22/train.csv b/iris/tab_ddpm/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/22/val.csv b/iris/tab_ddpm/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/23/synth.csv b/iris/tab_ddpm/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..719f2a63d0d5a8fff2cd8307ff3fcc07920f3c9f
--- /dev/null
+++ b/iris/tab_ddpm/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.73924096812759,2.798966413834576,4.5027008940436275,1.3014670121066512,Iris-versicolor
+1,4.989471048008817,2.000000827708999,3.1903597536335857,0.9919248048914292,Iris-versicolor
+2,6.03307543799255,3.400770895999543,4.513738142837547,1.6177251900243865,Iris-versicolor
+3,5.708069710798134,2.8278706697300646,4.430898334958112,1.3415810599794544,Iris-versicolor
+4,7.7416146953286535,2.5417814307318674,6.9,2.273649753678002,Iris-virginica
+5,5.900725224576474,3.251502589324429,4.7846872312529705,1.8211435907281652,Iris-versicolor
+6,5.467117434135824,3.948527509048744,1.272632391448631,0.4108530762481414,Iris-setosa
+7,6.295022403173693,3.3925007869149995,5.576522772647011,2.3857466135770777,Iris-virginica
+8,6.248579186953906,2.4299158967856567,5.002660592789279,1.8744963764187792,Iris-virginica
+9,5.501281718576593,2.428182119827274,3.829470323194609,1.047852143887589,Iris-versicolor
+10,5.362447172251596,3.379355964955912,1.5076998772626262,0.42751824521244364,Iris-setosa
+11,5.500525889111892,3.0,4.55420288743955,1.490421329924385,Iris-versicolor
+12,4.984477671283118,2.0000005520963575,3.3334960766577435,0.9393645561719199,Iris-versicolor
+13,4.816911114034458,3.4017265634864478,2.0221906575130517,0.1990381664968972,Iris-setosa
+14,6.760389826365719,2.768194587776348,4.760638318115514,1.395399671923699,Iris-versicolor
+15,6.371677422042955,2.4972766900249566,5.030178719331533,1.8848934762629481,Iris-virginica
+16,6.153543639611593,3.3200204955551205,5.979061837050471,2.499999764456971,Iris-virginica
+17,4.544089636603512,3.224190269618265,1.3645576620401045,0.1980449141838479,Iris-setosa
+18,6.7066371650203065,3.0,4.991059640606856,1.7244555481052521,Iris-versicolor
+19,6.1962050218685905,3.3364910942177697,5.889833790715649,2.5,Iris-virginica
+20,6.512082569900899,2.7873892470324546,4.594495199079856,1.4927355537385412,Iris-versicolor
+21,5.8725132477967055,2.8599929043855647,4.451001455728351,1.4428597854778449,Iris-versicolor
+22,4.300000472581345,3.014604937422768,1.102955403312131,0.10000010858218165,Iris-setosa
+23,4.300000552303401,3.1876120192881263,1.0775170320692462,0.1,Iris-setosa
+24,5.153364574428788,2.4990210061918177,3.279194444229714,1.120975783574019,Iris-versicolor
+25,6.18382506870043,3.396001938447864,5.440723999998076,2.308107885153179,Iris-virginica
+26,6.680185397295801,3.1390757281357833,4.668879527429096,1.5005731925025296,Iris-versicolor
+27,4.959035218771384,2.000000679192884,3.2130759085376117,0.8499668408300829,Iris-versicolor
+28,6.473092650728466,2.7820633913948565,4.546190418357177,1.4927903070623327,Iris-versicolor
+29,6.077504331254082,3.3413292378120647,5.949847060488519,2.5,Iris-virginica
+30,4.393206285619703,3.2098013081223464,1.2982574646833855,0.20368575307051884,Iris-setosa
+31,4.598278662254427,3.6850328241931005,1.0,0.19882678441071575,Iris-setosa
+32,4.400169452079928,3.227070659994588,1.3317538982181663,0.20315352254049773,Iris-setosa
+33,6.719685977642008,3.085750298982189,4.656988579323287,1.4780539547614457,Iris-versicolor
+34,6.309433912915777,3.3998532004540163,5.628218160985675,2.3982421068454562,Iris-virginica
+35,6.904458198049686,3.1118169901886543,5.0960647218963055,2.3033394563866456,Iris-virginica
+36,5.526513220314281,3.0,4.5174765624833695,1.5138417072702022,Iris-versicolor
+37,4.399144203157818,2.925217514871415,1.4083673472182132,0.2006131282981923,Iris-setosa
+38,7.704892327448366,3.0,6.042890314880614,2.2975039930400323,Iris-virginica
+39,4.835559498799039,3.0100992368846713,1.438766551907466,0.10000009203689494,Iris-setosa
+40,4.592856682621997,3.706331390643196,1.0,0.18639612825063645,Iris-setosa
+41,5.717349634265363,2.805514336406955,4.4904394303643445,1.3082320240246468,Iris-versicolor
+42,5.512868812166549,4.2,1.3342059757476126,0.2170648749492402,Iris-setosa
+43,4.80130165801126,3.3991344663814056,1.7695313355867393,0.19804778025314365,Iris-setosa
+44,4.8009837279011345,3.4006262282456228,1.8297501208559304,0.19736793450656928,Iris-setosa
+45,6.12644515669349,3.3175111083449984,6.023781960663893,2.5,Iris-virginica
+46,5.840080354833587,3.2229245552051085,4.785381845065188,1.808261222219395,Iris-versicolor
+47,5.595743204755442,2.7826933127612556,3.8236740155462026,1.1818661602242773,Iris-versicolor
+48,5.522279080371347,4.2,1.344579784803096,0.21097858208769202,Iris-setosa
+49,6.70263175040378,3.0743451586885784,4.6566714041375565,1.4683875848540568,Iris-versicolor
+50,5.762025936472919,2.856832236307618,4.271873627808342,1.2967522186083706,Iris-versicolor
+51,6.241134749352315,3.3976271172154733,5.445406014823444,2.3251773072237176,Iris-virginica
+52,6.149824205458633,3.3405398322308297,5.9375453683034305,2.5,Iris-virginica
+53,4.570993975660792,3.156804648112881,1.428115350427945,0.19932177274945917,Iris-setosa
+54,7.729065038962849,2.4533569971048905,6.9,2.2854887715422354,Iris-virginica
+55,6.155098301735973,3.395102585216957,5.374144599703391,2.2933746208726107,Iris-virginica
+56,6.000776024849765,2.211647639760537,5.023046119886592,1.4845121815019466,Iris-virginica
+57,4.403373591694824,3.210085916659083,1.298360608634861,0.2022970759013896,Iris-setosa
+58,4.3,3.096470343468767,1.0829185176119558,0.1,Iris-setosa
+59,6.138654038155838,2.2145624853083263,4.421143636959765,1.4932008114663313,Iris-versicolor
+60,7.899997691530755,3.753376381364394,6.28983479630926,2.0907106938213715,Iris-virginica
+61,6.515956176957483,2.8084163243261084,4.626956955470959,1.5073881985228736,Iris-versicolor
+62,6.20673796845376,3.3516871282488014,5.81004366664107,2.4999997138852073,Iris-virginica
+63,7.732469381985898,2.51973433783973,6.899998393996364,2.280991659812632,Iris-virginica
+64,6.256222834320053,2.242701665546627,4.451990940074427,1.507028923238099,Iris-versicolor
+65,6.268552694773309,2.74194299239271,4.803633651484422,1.8017781285587913,Iris-virginica
+66,5.284538314233978,2.4365354405623525,3.36800596766386,1.0294532156872178,Iris-versicolor
+67,5.057304585397368,3.785909146142675,1.5994445492615503,0.20138001095601263,Iris-setosa
+68,7.71099170893486,2.5756115566472495,6.8999988701201715,2.2743093448769445,Iris-virginica
+69,4.3,3.2615121938167797,1.0729050566404559,0.10000011358911735,Iris-setosa
+70,6.754091506434521,2.430600255512935,5.898866992913435,1.812728266462982,Iris-virginica
+71,6.050290756518911,3.3516222206746167,5.938025059338671,2.5,Iris-virginica
+72,6.041677455012274,2.8853125414543115,4.563314347448338,1.4849885010943453,Iris-versicolor
+73,5.760834853057794,2.980446042450951,4.275408212711989,1.2903415628294115,Iris-versicolor
+74,5.102180871598505,2.4569875843529214,3.2336232779943406,1.1129550918920295,Iris-versicolor
+75,6.0279741719284425,2.8150846187550007,4.639569946718501,1.3111668702873363,Iris-versicolor
+76,7.714085191566884,2.532233444373112,6.9,2.3125987044300063,Iris-virginica
+77,5.539437759815183,4.199999173739103,1.319547073247159,0.21691786719103712,Iris-setosa
+78,6.6082964254535606,3.0,4.393348195047579,1.3920094689756501,Iris-versicolor
+79,5.599518482395892,3.0,4.530418638716339,1.4694178520864254,Iris-versicolor
+80,5.940946897008978,3.2317990612846006,4.81503233221534,1.8042082686939447,Iris-versicolor
+81,6.097233904347666,2.592169151630873,5.572740600394289,1.400626352860699,Iris-virginica
+82,6.077214028359818,3.345022286599003,6.019584383806865,2.5,Iris-virginica
+83,5.502585304983273,2.504836085965785,4.059966933953188,1.3207726225643392,Iris-versicolor
+84,5.492749764656077,3.0,4.511626197026087,1.482796899972176,Iris-versicolor
+85,6.127485495928995,3.3357928811065114,5.808845742974656,2.5,Iris-virginica
+86,4.400218807929539,2.9000379126379747,1.408356011064719,0.19750769203336413,Iris-setosa
+87,4.5310188244721985,3.0557385866934093,1.4454203763037534,0.1966576397010602,Iris-setosa
+88,5.874968697111565,3.2101115516741707,4.826837555624829,1.8074649907999791,Iris-versicolor
+89,7.737581779520749,2.530302421351246,6.9,2.27603159036055,Iris-virginica
+90,6.3067474248746205,2.49111284714029,4.9904899491445835,1.8960071373278133,Iris-virginica
+91,6.154517923573646,3.328666862587148,5.956921776976525,2.499999711019294,Iris-virginica
+92,5.7951171827525965,2.891023688536311,4.369156517918101,1.3990734636388884,Iris-versicolor
+93,6.004251630597063,2.2059813722701027,5.042774980235616,1.498309494463348,Iris-virginica
+94,5.38966287913731,3.7848258322588224,1.484058842095584,0.4304977033924907,Iris-setosa
+95,4.398640389014106,3.1822198819782317,1.2970321747607807,0.1979385034867694,Iris-setosa
+96,5.697862328324999,3.0,4.261160212869019,1.1880684664645893,Iris-versicolor
+97,5.026830253592688,2.0000006744783465,3.60121639529326,1.0213620227818656,Iris-versicolor
+98,6.195318181044721,2.7724084012507357,4.77717970108718,1.8174386614846714,Iris-virginica
+99,6.367799205373723,2.587753431425113,4.930557236327548,1.8029145428162368,Iris-virginica
+100,5.851496743184037,2.7166392476072607,5.092947696437609,1.8923840340899134,Iris-virginica
+101,6.243236905543879,3.323860874857176,6.0265281039912,2.5,Iris-virginica
+102,6.125843139089267,3.3276221241362003,5.803903622894851,2.5,Iris-virginica
+103,4.989028186270205,2.000000900781297,3.572732603874829,1.022871219372938,Iris-versicolor
+104,5.469647375138728,3.8927041953868544,1.3283279607454008,0.29551642868372646,Iris-setosa
+105,6.122913115593316,3.324528722439634,6.000548198106409,2.5,Iris-virginica
+106,6.212055925560298,3.363173844902009,5.961164384786963,2.5,Iris-virginica
+107,4.300000603561863,3.2946931683877576,1.098317130298952,0.10000019082773484,Iris-setosa
+108,7.7301262299548705,2.7837181525976944,6.69070777652861,2.002328249603681,Iris-virginica
+109,6.338685673207097,2.6453137790332635,4.9083972382285275,1.7981522265268544,Iris-virginica
+110,4.616307667204487,3.2082742123878605,1.4030266804354656,0.2036704603037526,Iris-setosa
+111,6.014316914470812,3.4022168732756706,4.509748805797385,1.6114255316448565,Iris-versicolor
+112,5.236648152355453,3.407344223294775,1.3974161177877913,0.2032854243678365,Iris-setosa
+113,6.0978845611193435,2.8470396138756735,4.697273730755957,1.310756556194286,Iris-versicolor
+114,6.107464998978042,3.3529431751926886,5.929605532819584,2.5,Iris-virginica
+115,4.999371803716155,3.5486696248349205,1.4074183199228196,0.19909906690048063,Iris-setosa
+116,6.048030372564088,3.3476733030881576,5.703417917932131,2.5,Iris-virginica
+117,5.747629918056829,3.770332544989298,1.6478899062128132,0.26806679790888827,Iris-setosa
+118,4.967819369630055,2.000000876480549,3.3427746915755847,1.0535817502902503,Iris-versicolor
+119,5.565517614653041,3.0,4.486339058905924,1.485331577958398,Iris-versicolor
diff --git a/iris/tab_ddpm/0/23/test.csv b/iris/tab_ddpm/0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/23/train.csv b/iris/tab_ddpm/0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/23/val.csv b/iris/tab_ddpm/0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/24/synth.csv b/iris/tab_ddpm/0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28df8790e87fb47db31c8b9a0e0953ac6abfb7fd
--- /dev/null
+++ b/iris/tab_ddpm/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.90672860197491,3.5641621931278387,1.4768694547998975,0.19823236238171066,Iris-setosa
+1,5.473916625552502,3.0,4.515021031675048,1.4952108811083493,Iris-versicolor
+2,6.10370858165745,3.314550798300002,5.936710595008103,2.5,Iris-virginica
+3,6.273880209531554,2.430704427546905,4.925043971354216,1.8804405228596852,Iris-virginica
+4,5.827507666431376,3.2171352345133872,4.784615092402741,1.8078117403320895,Iris-versicolor
+5,4.565338665216113,3.1731159975948176,1.389573548120298,0.19980648257654515,Iris-setosa
+6,6.030691399341479,2.2242706320007324,5.008027179548694,1.5133351355746039,Iris-virginica
+7,7.899998624850262,3.832199863047339,6.40479663546409,2.1196595158554556,Iris-virginica
+8,6.655720643892498,2.787845312704165,4.613465644426226,1.4713229030026445,Iris-versicolor
+9,5.812347061967809,2.8934753606875883,4.37773839753402,1.380000540299653,Iris-versicolor
+10,5.556759884419501,2.486430609599585,3.873616810015772,1.0868249443658395,Iris-versicolor
+11,5.690064320478961,3.0,4.201409825515986,1.209621057569017,Iris-versicolor
+12,6.09442676893983,2.776068719006551,4.693171224193334,1.1936836102799737,Iris-versicolor
+13,5.7484757048936554,3.0,4.220264104835817,1.2526163315426104,Iris-versicolor
+14,7.695913883401658,2.5692461973731455,6.9,2.254682664740969,Iris-virginica
+15,5.698163316829284,2.911702062149637,4.287660427220048,1.3075573185147702,Iris-versicolor
+16,7.8999975294813805,3.76790761127369,6.343214412813826,2.0067394095153652,Iris-virginica
+17,5.525094590633891,2.443715626476553,3.820421236381642,1.034125769630419,Iris-versicolor
+18,4.9810892074376545,3.0,1.5983703829982028,0.20367343196013343,Iris-setosa
+19,6.126093908194053,3.318064658970276,5.935406535109438,2.5,Iris-virginica
+20,4.604846313150856,3.716067539737359,1.0,0.19669428701201758,Iris-setosa
+21,6.093171731009169,3.336400704926379,5.769647261452241,2.5,Iris-virginica
+22,6.325185125958675,3.3005785962187897,4.709932652419845,1.6020751446052819,Iris-versicolor
+23,4.402839500425541,2.8689509536381914,1.410246526872465,0.20333749272248625,Iris-setosa
+24,5.567966147539773,2.382425586833371,3.7588329860554692,1.00728555544212,Iris-versicolor
+25,5.349453054517763,3.7166566349206343,1.3422190140148005,0.2396628785255641,Iris-setosa
+26,4.653919034175984,3.0878194228164304,1.396645008332932,0.21655470584403466,Iris-setosa
+27,5.530698741089274,4.199999278808806,1.3679250837937564,0.202092814971015,Iris-setosa
+28,6.801852057059768,3.2062859372583796,5.852323928819745,2.27821776544115,Iris-virginica
+29,4.3,3.2169638507661813,1.079641113911779,0.10000024499239415,Iris-setosa
+30,5.196398265538591,2.7032180556818046,3.8851309478932614,1.3986674313232643,Iris-versicolor
+31,4.88206209777032,3.08809060485874,1.457274030131414,0.1,Iris-setosa
+32,7.741565691843883,2.562855470907349,6.9,2.296321477523208,Iris-virginica
+33,4.956267039582793,3.6453210191697085,1.409591494892135,0.20127936477252295,Iris-setosa
+34,6.18606910703626,3.3338269670290126,6.101743074029167,2.5,Iris-virginica
+35,5.6660310984113025,2.9874681546319257,4.217723394798374,1.2668280875930502,Iris-versicolor
+36,5.559572592563109,2.4348494345789087,3.784507768986659,1.0427709399087635,Iris-versicolor
+37,5.470049237515045,4.2,1.345716330571655,0.21292400328096311,Iris-setosa
+38,4.984309203842299,2.0000008063775545,3.223979015435055,1.084725901249421,Iris-versicolor
+39,5.978463338061359,2.8838198452340094,4.483973816898843,1.4892198070987235,Iris-versicolor
+40,6.160608237419327,3.341806592473635,6.011782695909702,2.5,Iris-virginica
+41,6.379941260464634,2.591095765537216,4.920546862587309,1.8398999014886113,Iris-virginica
+42,6.117350429979409,2.6009155571074025,5.529900670723997,1.4280669998390918,Iris-virginica
+43,5.53388117241454,2.4309190487317607,3.7612336044219217,0.9310101698380925,Iris-versicolor
+44,6.1714437705842595,3.3211325952850883,5.9528642593332375,2.5,Iris-virginica
+45,6.547896033030849,3.0,4.429187269414644,1.4356484468772583,Iris-versicolor
+46,4.815753960328388,3.0057648545311566,1.4374374392725724,0.1,Iris-setosa
+47,5.225334075889957,3.3976529680029546,1.4004866545475638,0.20273940115643624,Iris-setosa
+48,6.118866133405263,2.5908801793448424,5.5506675096851374,1.424351537143215,Iris-virginica
+49,7.8999985719880685,3.812271392600268,6.399664395747342,2.0349713828697586,Iris-virginica
+50,6.501455518712994,2.7917454232864736,4.624050635512958,1.4876940216406238,Iris-versicolor
+51,5.530303116504337,4.199999098544655,1.3549730882583502,0.21415398524712997,Iris-setosa
+52,4.76965178677249,3.399286836113326,1.5842672892394836,0.20203835001807216,Iris-setosa
+53,6.430349856063205,3.216859380628512,5.297191389399665,2.3069447903419396,Iris-virginica
+54,5.994695696010701,3.388435022961462,4.5262195808419765,1.6138837866177393,Iris-versicolor
+55,6.541044490759668,3.0,5.7922965617961015,2.201494175953716,Iris-virginica
+56,5.551885428605633,2.4221298419623807,3.832649010663057,1.0072189264209621,Iris-versicolor
+57,5.712729139442237,2.8348466301199418,4.389775160969183,1.2780212139867884,Iris-versicolor
+58,6.314942547696438,2.5203166451446193,4.958216614614605,1.8906442702522592,Iris-virginica
+59,5.743054793916808,3.0,4.590983782125543,1.5713202055048308,Iris-versicolor
+60,5.363835890060002,3.7291409943935756,1.3146309571356793,0.2552668436746733,Iris-setosa
+61,6.16011015446939,3.353382576724623,4.623180242892568,1.624738019523161,Iris-versicolor
+62,6.0079181927009815,2.6379895570281438,5.003273399328749,1.8755073496577044,Iris-virginica
+63,6.217402125161203,3.3393108750909075,4.689663755565059,1.618535274147674,Iris-versicolor
+64,5.065139364487889,2.5256017715872607,3.0748867821446755,1.1175972376222394,Iris-versicolor
+65,4.99857824601252,2.0000006660729372,3.567502414604112,0.9665965390953011,Iris-versicolor
+66,4.871103308283649,3.075193127077085,1.4605735698245257,0.10000011273486947,Iris-setosa
+67,5.524832707475093,2.4816096904144036,3.9993845394527177,1.30059132917118,Iris-versicolor
+68,6.718847758903016,3.111891069037235,4.704449929727596,1.5037259955454205,Iris-versicolor
+69,4.472832223956322,3.207638464283788,1.3414864153382702,0.19615487362807726,Iris-setosa
+70,5.558857174526356,2.4167724015102454,3.8192628608290153,0.9693790402829834,Iris-versicolor
+71,4.7871627010889295,3.0,1.4072813163773852,0.3142917249085375,Iris-setosa
+72,5.436106656996284,3.939136636723977,1.270232681817327,0.5494501770648914,Iris-setosa
+73,6.131438387704416,3.325986666981769,5.847916582724566,2.5,Iris-virginica
+74,7.899998576876397,3.7709583013390984,6.4345708259227585,2.0868162438717532,Iris-virginica
+75,7.678635616070239,2.5469071162662007,6.9,2.3038667778407724,Iris-virginica
+76,6.025372887223296,3.3590193002797064,5.934687685747504,2.5,Iris-virginica
+77,5.994286774692061,3.4041777796230823,4.492537177528453,1.6119883930524372,Iris-versicolor
+78,5.4193948328307675,3.7917128632684127,1.3888053573577106,0.4952458444537503,Iris-setosa
+79,5.8153603537022756,2.711064302963589,5.101543773923019,1.9297860440096943,Iris-virginica
+80,4.6514950060502045,3.100225797895413,1.5169860310553431,0.19695650409549095,Iris-setosa
+81,6.978083668942416,3.1842411422405,5.871334669326788,2.302087168325908,Iris-virginica
+82,4.993388606645679,3.4041697825351864,1.6150062734186386,0.3940530297923021,Iris-setosa
+83,5.540335740088308,2.5047014938391636,3.8775096536085205,1.2220352289327592,Iris-versicolor
+84,6.120204732167557,3.3246505118023073,5.936321612518605,2.5,Iris-virginica
+85,4.985285866269382,2.000000677009341,3.293694377344746,1.0460301280783884,Iris-versicolor
+86,4.783574934434373,3.4034546433245225,1.588341202173359,0.19510785158938992,Iris-setosa
+87,5.201024790331844,2.7184567390220598,4.029547773045143,1.415378209004759,Iris-versicolor
+88,5.476178511767386,3.0,4.4777189941910915,1.501664758105516,Iris-versicolor
+89,6.1957149099354725,2.202615808133233,4.455466812362662,1.4822670360892956,Iris-versicolor
+90,6.159184371930352,2.8487089702157258,4.723167616325053,1.294963244846111,Iris-versicolor
+91,5.4704827294158695,3.884846369048241,1.3145505074364077,0.37082266576242084,Iris-setosa
+92,6.382826525810816,2.882942508609917,4.880033949974224,1.8421045928069675,Iris-virginica
+93,5.1466440211444535,3.3764166006076937,1.5573245828041615,0.2826157137698798,Iris-setosa
+94,6.4684090165374695,3.0,5.67888445712957,2.2023158109260317,Iris-virginica
+95,5.2169631658949065,2.6345256765999734,3.7234395099547744,1.3663494018846492,Iris-versicolor
+96,6.379298361839179,3.192288584755018,5.312564512200161,2.3013311966937184,Iris-virginica
+97,4.644579455052189,3.091529068929969,1.4984712370386737,0.1990876770088729,Iris-setosa
+98,5.69737536849129,2.976671243035627,4.24036089083033,1.2811233213362538,Iris-versicolor
+99,7.899997860387527,3.7176620680370407,6.3228235416411875,2.0997032596156733,Iris-virginica
+100,4.856690058764131,3.072620351054098,1.4767509423087373,0.10000009466163111,Iris-setosa
+101,6.672787758506382,2.4987520173448745,5.870774155109278,1.7806762467077815,Iris-virginica
+102,4.588826541776478,3.098554793372748,1.4922928861434597,0.1991525548772896,Iris-setosa
+103,6.156277660646257,3.304218570443957,5.839067343258853,2.5,Iris-virginica
+104,7.737566582783889,2.538466045842017,6.9,2.291772492216192,Iris-virginica
+105,6.568243156387308,3.0,4.36829432306764,1.365147013611076,Iris-versicolor
+106,7.899998174935396,3.782974863372272,6.3736408826297515,2.090878562797911,Iris-virginica
+107,5.983837593796186,2.2056209381350262,4.013246989970676,0.9438707647045935,Iris-versicolor
+108,7.9,3.7763759508001904,6.374999319525335,2.1747082121962964,Iris-virginica
+109,4.802635106335742,3.405106836913357,1.8779888026400355,0.2013599417291498,Iris-setosa
+110,4.990477267957295,2.0000006854419516,3.2941931060224747,0.789778977252709,Iris-versicolor
+111,5.609677517969619,3.0,4.470794266838147,1.4777543586042625,Iris-versicolor
+112,7.711307359531812,2.556662967499935,6.899998584601734,2.2606516913750356,Iris-virginica
+113,5.168127482829418,2.6193454717436566,3.842334110432472,1.369274692164611,Iris-versicolor
+114,4.402670379692836,2.9185147604292245,1.419249093683288,0.2009600267352544,Iris-setosa
+115,5.710175299378105,2.7920916497114656,4.505744126094219,1.2747691718269925,Iris-versicolor
+116,5.984954751405158,3.4080413789659962,4.486957151197069,1.5981714411061514,Iris-versicolor
+117,4.394933356614722,3.2147573898237054,1.3174725733471047,0.20141382667324603,Iris-setosa
+118,5.464489711553457,2.414125951705824,3.712266248108651,1.0876894349336994,Iris-versicolor
+119,5.784066221435295,2.8017590052181163,4.44403835642059,1.2390272678608316,Iris-versicolor
diff --git a/iris/tab_ddpm/0/24/test.csv b/iris/tab_ddpm/0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/24/train.csv b/iris/tab_ddpm/0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/24/val.csv b/iris/tab_ddpm/0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/synth.csv b/iris/tab_ddpm/0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64edfa3f602392d617dcde8b33ee5a1da24cefa8
--- /dev/null
+++ b/iris/tab_ddpm/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.122995106401072,3.7778234050826636,1.5858033899432669,0.1941040431304379,Iris-setosa
+1,6.0558191003536805,2.147670514267855,4.109069946082823,1.0393554923779151,Iris-versicolor
+2,4.5777297724972,3.702871443396311,1.0,0.1934059070067249,Iris-setosa
+3,7.01596998417092,3.1550947669296114,5.620322313654815,2.295793177450435,Iris-virginica
+4,6.14464198576842,3.3252280872447155,5.957518622856603,2.5,Iris-virginica
+5,6.496404496631648,2.9539637349899763,4.528816600092219,1.4229988229096568,Iris-versicolor
+6,7.68693676671732,2.56759145439228,6.8999982340328305,2.2759613001567303,Iris-virginica
+7,4.994180380624947,3.0,1.5502636411564752,0.20223846958198635,Iris-setosa
+8,5.114159718862142,3.554711784180801,1.5942738639988299,0.38697021315764396,Iris-setosa
+9,7.899998790057626,3.791133771942784,6.341282462815789,2.1238711672952424,Iris-virginica
+10,5.17210333873509,3.409632861375836,1.3998738027001787,0.19990053115076067,Iris-setosa
+11,6.0017759685251635,2.1983164878515673,4.023015737021442,0.9157279191843624,Iris-versicolor
+12,6.613979274690426,3.0,4.40518349447076,1.3902483964812709,Iris-versicolor
+13,7.725269939651272,2.5220695600475334,6.9,2.309259164997842,Iris-virginica
+14,6.30142164877673,3.3979710150660725,5.630848549910171,2.3982175281592846,Iris-virginica
+15,6.270678375862672,3.3023679634101106,4.677941007437453,1.6046948433337018,Iris-versicolor
+16,6.126540522983871,3.347960384034994,5.946213886253646,2.5,Iris-virginica
+17,7.706673081888789,3.0,6.164053140218344,2.3001929928661258,Iris-virginica
+18,6.806570439531835,2.798882534650525,4.762029209904519,1.3691189174693768,Iris-versicolor
+19,6.173532017503315,3.3358067064839885,5.952280163993143,2.5,Iris-virginica
+20,7.16580414394538,3.1926332498273458,6.010151991762279,1.826826736097382,Iris-virginica
+21,6.160793745592871,3.339127063065968,5.9967917466708505,2.5,Iris-virginica
+22,5.663837402420017,2.8302219390166012,4.351692299605739,1.2939284028849314,Iris-versicolor
+23,5.76788311679229,2.6836282036685093,5.165182858009062,1.9102847664552618,Iris-virginica
+24,4.3,3.091766702121877,1.0825982480074112,0.10000010826892228,Iris-setosa
+25,7.747072885463223,2.561009111952235,6.899999003271491,2.2980757022235885,Iris-virginica
+26,5.485793519984153,3.0,4.545589273276334,1.534637236466765,Iris-versicolor
+27,5.532307241738198,2.4328302609966657,3.840181217239854,1.0485458536737637,Iris-versicolor
+28,4.649062486123718,3.637743667885179,1.0000128512319466,0.18914728110107712,Iris-setosa
+29,7.729667768166608,2.5593914104902655,6.899998524772612,2.293510970952707,Iris-virginica
+30,7.695189555234469,2.7834934308577384,6.644487838929408,1.991449312086875,Iris-virginica
+31,5.770202436505915,2.6895228506905866,5.079277172226152,1.9102893479402883,Iris-virginica
+32,6.47729628066855,2.804669713035548,4.589778031967722,1.4946044996783068,Iris-versicolor
+33,4.794077445925323,3.391100883499495,1.7313980735446801,0.20301314207731921,Iris-setosa
+34,6.002550312126629,2.2030901510529795,4.070895042431794,1.0362995196828988,Iris-versicolor
+35,6.513183177993737,3.0,5.773285732682572,2.222228829727725,Iris-virginica
+36,6.238912962902008,3.3186145482861327,4.689888745172443,1.5986713804990382,Iris-versicolor
+37,6.1371843703905,2.812708888231965,4.713206157871213,1.2282455648171937,Iris-versicolor
+38,6.240580725414303,2.2005732435703744,4.48583212396959,1.4796619657623888,Iris-versicolor
+39,5.786151563814201,2.701183193665159,5.0729153565750185,1.891758904348281,Iris-virginica
+40,6.650242543022371,2.458937121194153,5.7349066640647255,1.8181751397881785,Iris-virginica
+41,7.715534468692961,2.5644633934550063,6.899998357670886,2.292984806190274,Iris-virginica
+42,5.736904207662398,2.834713890762982,4.463080507729418,1.2790077066978789,Iris-versicolor
+43,7.708691861690808,2.8202757043116744,6.679293659366597,2.033971279906007,Iris-virginica
+44,5.177544270250645,3.5079724111486583,1.3975856343230701,0.19945642610937642,Iris-setosa
+45,6.118357131357053,3.3325186727222595,5.900065366059399,2.5,Iris-virginica
+46,4.836559245616917,3.1106448205459163,1.5206063891296768,0.10000013669076696,Iris-setosa
+47,5.818870877687888,2.6563252780425244,4.129062367785382,0.9938502689896028,Iris-versicolor
+48,5.195256831891818,2.714842568251135,3.973667677441286,1.402902864818129,Iris-versicolor
+49,4.617655876246652,3.6779025988382568,1.0000005196382507,0.20377169687757307,Iris-setosa
+50,4.787859428535688,3.4044955982889857,1.683600637036576,0.19680994265819668,Iris-setosa
+51,6.688526210875332,2.4786154859498235,5.7748772291069015,1.8253886608095988,Iris-virginica
+52,4.8595442684727885,3.0917719691719787,1.4731123294711987,0.10000011309518263,Iris-setosa
+53,6.7734007064496895,3.180750736142274,5.674135678537376,2.292971915794827,Iris-virginica
+54,5.58450746092385,2.462206263973091,3.865635509194079,1.0724589221659522,Iris-versicolor
+55,7.723339501095482,2.5380657795073023,6.899998822559241,2.272068590142317,Iris-virginica
+56,6.289981538539158,2.6703865123543244,4.890302915223365,1.8149151193097561,Iris-virginica
+57,5.472075953017181,3.9845826058232454,1.2581839613149166,0.4234786890468065,Iris-setosa
+58,6.619392104625419,3.0,4.444495089323798,1.4149452660769863,Iris-versicolor
+59,6.69675930445994,3.0984382360805345,4.684303303776913,1.4810873186092428,Iris-versicolor
+60,4.614432244636179,3.6655568453477523,1.0000003710577927,0.20180725609910743,Iris-setosa
+61,7.899998582918702,3.7947008441055194,6.3524715898392055,2.0269196099727167,Iris-virginica
+62,6.424224138018755,3.2470417424741087,4.653551966903053,1.5642537337665137,Iris-versicolor
+63,6.029643887985334,3.200636470477086,4.8217864808356765,1.784848144644381,Iris-versicolor
+64,6.109859677236243,3.3191160654970115,5.871056137667181,2.5,Iris-virginica
+65,7.899998850947086,3.8314044054669245,6.450108964399901,2.0346522703576895,Iris-virginica
+66,7.899998592233858,3.8057364047485245,6.403504524072592,2.0946326591708706,Iris-virginica
+67,4.824680894928697,3.0,1.4065338446814233,0.10000010813954441,Iris-setosa
+68,6.217566552506624,3.320480850504093,5.9728084035440805,2.5,Iris-virginica
+69,6.2703779508030255,2.4616028748019003,4.9678357042979,1.8799822700799078,Iris-virginica
+70,5.458221068212031,3.916672892399284,1.3000572652165419,0.41843651600414605,Iris-setosa
+71,6.436224538206061,3.2513084288197867,4.699951933466929,1.5772804367944355,Iris-versicolor
+72,4.894840441115074,3.039140532450034,1.480536447318868,0.10000015475975614,Iris-setosa
+73,5.441223589291569,3.4038575462887515,1.507216949742289,0.4154963161889708,Iris-setosa
+74,4.795897312238354,3.0,1.401298835616845,0.10000012702045051,Iris-setosa
+75,6.458660948342603,2.763900558775787,4.583075624096901,1.4830455028457759,Iris-versicolor
+76,5.487774985087642,3.9379329793919675,1.2762095985583044,0.35995502195865114,Iris-setosa
+77,6.15453990868676,3.3332345348162273,6.01924908044788,2.4999997804766676,Iris-virginica
+78,6.163092348230801,3.3542459834609364,6.005827536284856,2.5,Iris-virginica
+79,6.312668179747037,3.300299253674799,4.710283012468969,1.5986982514224692,Iris-versicolor
+80,6.184915760461109,2.804164269559021,4.654357511400206,1.3907835451332036,Iris-versicolor
+81,6.111491846912535,3.3339584289855235,5.967521543770321,2.5,Iris-virginica
+82,6.245547056168831,2.389229366393523,4.936960626250619,1.8725903828531738,Iris-virginica
+83,5.537198097110711,2.366937071491324,3.73476172630239,0.9664835406206949,Iris-versicolor
+84,6.106764299615534,2.590356718340042,5.629705500914051,1.3666663311281633,Iris-virginica
+85,6.577103052362097,3.0,4.3821497890888494,1.3966999053656277,Iris-versicolor
+86,5.965904909808259,3.405087096183991,4.51452496519727,1.6195901943868787,Iris-versicolor
+87,4.619252385048723,3.151084595979272,1.4230692152823052,0.19649916667734352,Iris-setosa
+88,6.243380906657459,2.7111194302846404,4.905871876987548,1.844200815268688,Iris-virginica
+89,6.198385653625569,3.34224654842588,5.870796517054078,2.5,Iris-virginica
+90,5.993545028474262,3.3925749541838863,4.545109477410317,1.6122313315175822,Iris-versicolor
+91,4.80563044877714,3.3992790108764934,1.876047511361275,0.20477287310042272,Iris-setosa
+92,6.156665804223678,3.3263174957904136,6.030025344562341,2.5,Iris-virginica
+93,5.682803087137668,3.751110458772274,1.5833291182311442,0.29179630153406744,Iris-setosa
+94,7.722986828546135,2.56136211243605,6.899998829430609,2.2803468498942854,Iris-virginica
+95,5.556324755750435,4.2,1.299784816794351,0.19835138855199153,Iris-setosa
+96,6.722530791313717,3.0,5.015117060419387,1.6724375085945629,Iris-versicolor
+97,4.417904350070237,2.9438905451811035,1.4076862062177165,0.20216356197849172,Iris-setosa
+98,5.746937309232455,2.686017353855313,5.094993418049431,1.9329631521765624,Iris-virginica
+99,5.771315360588586,3.0163396130267555,4.604946972463026,1.5844023393020183,Iris-versicolor
+100,6.29749827166205,2.706088511578052,4.849520524591572,1.780729385397804,Iris-virginica
+101,4.944881100236067,2.000000812127033,3.356600147243549,1.048576894068181,Iris-versicolor
+102,5.582262369710562,2.5087778933179203,3.939524223657396,1.1487042955262956,Iris-versicolor
+103,6.691327666343977,3.0,4.982836803134644,1.678742935750958,Iris-versicolor
+104,5.653715077714849,3.792633867364053,1.5531954813417643,0.2977560461320809,Iris-setosa
+105,7.684058798614705,2.5650586648094333,6.899998829409462,2.271472165857623,Iris-virginica
+106,4.848910005312001,3.0619639398604566,1.460257020605877,0.1,Iris-setosa
+107,5.468509502617834,4.199998739345782,1.3346114013542443,0.20611039241698695,Iris-setosa
+108,5.0130823654445775,3.0,1.6088168469202886,0.19474533797972357,Iris-setosa
+109,5.546227772202819,4.2,1.3007274489407998,0.2139530840816821,Iris-setosa
+110,6.008311140651488,2.216262262462389,4.030037435550549,1.0314144223137125,Iris-versicolor
+111,5.258760534341339,3.4080594419593577,1.3958943504215438,0.20327428582365573,Iris-setosa
+112,5.7395395753062255,3.111495202128942,4.705532202384541,1.655873549949195,Iris-versicolor
+113,6.270040926103948,2.475307817052837,4.962066864529735,1.9044220883833263,Iris-virginica
+114,7.704302651272682,2.5261916796057498,6.9,2.2883877531471795,Iris-virginica
+115,4.940590452203052,2.0,3.4977204679080396,1.0485648705519532,Iris-versicolor
+116,5.813424197695887,2.6769903008834786,5.089611168919392,1.895223028506475,Iris-virginica
+117,5.001453072523187,2.000001089934564,3.584666479513266,0.9509564998646898,Iris-versicolor
+118,5.566095383534113,3.0,4.493792971272505,1.4959127362584683,Iris-versicolor
+119,5.776922850621792,2.7067880041235406,5.070381512104811,1.9261227622557864,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/test.csv b/iris/tab_ddpm/0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/train.csv b/iris/tab_ddpm/0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/25/val.csv b/iris/tab_ddpm/0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/26/synth.csv b/iris/tab_ddpm/0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b3e47b020c3fb7e18e09e8d2a16996357142565
--- /dev/null
+++ b/iris/tab_ddpm/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.964470772336351,2.00000051067668,2.9914336892584226,1.001620175610829,Iris-versicolor
+1,6.091228305351771,3.3436002381606054,5.965323574704725,2.5,Iris-virginica
+2,5.493212346857854,3.0,4.500240791568156,1.5033110685521691,Iris-versicolor
+3,5.500703962672953,2.4816303967918003,4.024035679121705,1.294287542523619,Iris-versicolor
+4,6.246141647093435,3.315323162910056,5.99036579170999,2.5,Iris-virginica
+5,6.116513190893331,3.3404295519362344,5.9517746622095276,2.5,Iris-virginica
+6,6.176410496163831,3.331585511785009,5.975530197179456,2.5,Iris-virginica
+7,4.300000498817047,3.2239236801094617,1.1161649581536703,0.10000016999928174,Iris-setosa
+8,6.2805979379153305,3.402476346860331,5.664415766907875,2.388790158899905,Iris-virginica
+9,5.029653582651227,3.3971688899409656,1.6628708767507392,0.3863007897568916,Iris-setosa
+10,4.300000614510492,3.0741333543645455,1.0945681094088056,0.1000001769722078,Iris-setosa
+11,6.179309093155308,2.1933591840813778,4.461918644727242,1.5071701694906017,Iris-versicolor
+12,4.94426680103669,3.4040657426334606,1.6926227471958581,0.26594158086816977,Iris-setosa
+13,5.415155295015577,2.3938806046949845,3.6749342928125186,1.0185625969303924,Iris-versicolor
+14,5.967913491408036,2.867740489008849,4.48155218254973,1.463754042240947,Iris-versicolor
+15,5.4955826714384965,3.8484997701734267,1.2894949715840989,0.2710389712672776,Iris-setosa
+16,5.336923390926545,3.376920507069688,1.507240406663592,0.4191651933905429,Iris-setosa
+17,4.603947077815006,3.630170758861264,1.0000005416907631,0.20355602590294328,Iris-setosa
+18,5.5821643816208075,2.912079707328669,3.643142715859684,1.3262384805168492,Iris-versicolor
+19,4.606186516977822,3.1073098167708717,1.520588100572819,0.20392743293023755,Iris-setosa
+20,6.506071513446854,3.1919669051992705,5.06543034132562,2.0563892010734257,Iris-virginica
+21,4.774202753157012,3.4012597052679108,1.847326782785841,0.2033278452115248,Iris-setosa
+22,5.128750072698786,3.407904334654803,1.3626427240189207,0.19775659170259774,Iris-setosa
+23,6.223595253838194,3.3952169731244397,5.389860539327828,2.3037554326586562,Iris-virginica
+24,5.834985843394237,2.975897558914798,4.432189731926279,1.2817251538004493,Iris-versicolor
+25,6.142346720269683,3.36110874323135,5.867083017979886,2.5,Iris-virginica
+26,5.561252315848134,2.431454004224887,3.8594510845873886,1.123181196688344,Iris-versicolor
+27,4.3,3.0713979656297483,1.0977881995206171,0.1,Iris-setosa
+28,5.585076696578966,4.2,1.3037670455655932,0.20285716396483092,Iris-setosa
+29,4.611188918132248,3.674143739235963,1.0000003915342992,0.19663226910699688,Iris-setosa
+30,5.034766653062031,2.0,3.308124635881031,0.81429469056417,Iris-versicolor
+31,6.559963817950744,3.0,5.800660435851979,2.211067216875426,Iris-virginica
+32,5.546895544510013,4.2,1.338781018808269,0.22598565426180567,Iris-setosa
+33,4.300000762481296,3.089964548167674,1.0873733230976723,0.10000016089795309,Iris-setosa
+34,6.640391726914021,3.0034392128205365,4.575270622879381,1.4354902969103942,Iris-versicolor
+35,7.690953345879476,2.5163036256358637,6.9,2.2890073437187293,Iris-virginica
+36,4.634864999767667,3.178891355708118,1.4025972503349795,0.20541979782142994,Iris-setosa
+37,5.816893837640849,2.8174031536856288,5.113770639253995,2.4107097861216573,Iris-virginica
+38,5.469963132459267,3.919866079823983,1.226167561536555,0.40164850276044695,Iris-setosa
+39,6.246601102712808,3.401197452575181,5.474250951707928,2.350999803474852,Iris-virginica
+40,7.723228184894477,2.5458280707543666,6.899998774920527,2.3000504589960835,Iris-virginica
+41,6.270321064194923,2.493488167820354,4.972540607746397,1.871994696254309,Iris-virginica
+42,4.87791213513929,3.1291837622666785,1.4755367956369505,0.10000013365941927,Iris-setosa
+43,6.350468813813295,2.44708733696708,4.98096315762417,1.758333606306625,Iris-virginica
+44,7.899998307160312,3.7880077531770295,6.344475089868299,2.056722114912291,Iris-virginica
+45,5.010374080981819,3.7361300626533813,1.555095044710743,0.20236782424017766,Iris-setosa
+46,6.123350456148437,3.3253470865084647,5.987508580372765,2.5,Iris-virginica
+47,4.988462497208771,2.0000008751643383,3.405305357376192,1.006836543244528,Iris-versicolor
+48,6.002283788627339,3.406240650919159,4.523134795380193,1.6252291872772284,Iris-versicolor
+49,5.755395459964898,2.7035598490305697,5.153265041544522,1.9116110420155668,Iris-virginica
+50,6.1873335166643555,3.3401265376879614,6.031466831486701,2.5,Iris-virginica
+51,5.528682398787458,2.443028199489583,3.821064002036296,1.0612382373416682,Iris-versicolor
+52,6.182226868131629,2.1975709584345466,4.478788271619173,1.4815063044574082,Iris-versicolor
+53,6.604812895686003,3.0,4.387299501121478,1.3512590019661306,Iris-versicolor
+54,5.156376145437644,2.43176369484002,3.4173728283331894,1.1063642308643529,Iris-versicolor
+55,4.752520613268448,3.4065002336077126,1.647856780449206,0.19806119271093797,Iris-setosa
+56,4.3,3.0629627105523456,1.0949478361035974,0.10000011598296639,Iris-setosa
+57,6.1202701747528545,3.3422106528330757,5.872091486047466,2.5,Iris-virginica
+58,6.8319988904976805,3.1465677100596103,5.767087096125027,2.304648704336397,Iris-virginica
+59,4.9307701020644545,2.0,3.028705975204315,0.6760029843247375,Iris-versicolor
+60,4.770443933020229,3.0,1.3828134737706497,0.1,Iris-setosa
+61,6.170639517247182,3.322442014977129,5.896658928836017,2.5,Iris-virginica
+62,6.652775146219669,3.02003656856035,4.598786711855854,1.471905126311922,Iris-versicolor
+63,7.7024061965764306,2.8458445124146756,6.600900132317102,2.070442584285239,Iris-virginica
+64,5.11753471658357,2.5043001376110214,3.1900047658304835,1.051174380939612,Iris-versicolor
+65,6.970200363053989,3.166907304430655,5.552440598847082,2.2969605900243724,Iris-virginica
+66,7.695298455885889,2.560483526743922,6.899998326334702,2.304981037292831,Iris-virginica
+67,4.3,3.186904643147538,1.0792089381885783,0.10000009848306313,Iris-setosa
+68,5.0482624287624,2.4773014768337593,3.1343389957717127,1.0783378123590355,Iris-versicolor
+69,6.489434811695666,3.0,5.753351108308781,2.213440467874831,Iris-virginica
+70,6.1673822890111305,3.3325331549811317,5.9629101600449195,2.5,Iris-virginica
+71,5.083907661767991,3.3426011047718975,1.591930340440445,0.6136314529697576,Iris-setosa
+72,6.645709807468713,2.7927045954486345,4.692306613938471,1.5023225460073477,Iris-versicolor
+73,5.993049868137254,3.4068154832516533,4.506452646922163,1.6011037517366078,Iris-versicolor
+74,4.612666996149828,3.695448657985847,1.000000707629443,0.1934659208071009,Iris-setosa
+75,4.608329505973398,3.649156134604333,1.0000004039250208,0.1879048833249472,Iris-setosa
+76,4.588706095682719,3.1309574561821067,1.5097696050836584,0.19783433592709004,Iris-setosa
+77,5.70852113801211,2.86027575040637,4.216619653031733,1.3117132943737089,Iris-versicolor
+78,4.5560724956835745,3.6215616213816,1.0000003853504351,0.1924910145686985,Iris-setosa
+79,4.873883866422951,3.147490830476584,1.4905978316996304,0.10000010535654472,Iris-setosa
+80,7.692554280561422,3.0,6.295061202741442,2.274937286155883,Iris-virginica
+81,4.605325493449462,3.6926022074524445,1.0000006177759693,0.1946531298036452,Iris-setosa
+82,4.871401008805219,3.0787612044657533,1.4588004152152863,0.10000014211807559,Iris-setosa
+83,5.87211166451336,3.218886390896728,4.787130380275884,1.7914037795276605,Iris-versicolor
+84,5.729528682412303,3.789570627498735,1.5830353492648432,0.30668443244366395,Iris-setosa
+85,6.097381907647289,2.589485764599865,5.578601109756843,1.419241838632312,Iris-virginica
+86,7.9,3.8080493841492276,6.37189238584522,2.0317705525974805,Iris-virginica
+87,6.021136602927309,2.2099714856736563,4.083888624352157,1.0087726925606624,Iris-versicolor
+88,5.893615822595147,3.2182702355749777,4.823737155242678,1.8154395840530622,Iris-versicolor
+89,5.750329810008418,2.7004941212972846,5.08779622875934,1.8977536208308408,Iris-virginica
+90,5.731793994119999,2.729764303838929,5.1138753361679194,2.2536981527629916,Iris-virginica
+91,4.778183501644534,3.0,1.3578808090082324,0.1,Iris-setosa
+92,7.753106382291355,2.510489056641098,6.899998802136054,2.299749968294584,Iris-virginica
+93,5.197183902618153,2.4926230196750607,3.3085551956981316,1.0989025962611327,Iris-versicolor
+94,6.51320424720579,3.0,5.794456082001492,2.196608360927523,Iris-virginica
+95,6.053588064762482,3.3268901178468226,5.915275444307471,2.5,Iris-virginica
+96,6.296849607196574,2.6970626877827035,4.890212557751028,1.8141892936122948,Iris-virginica
+97,5.7192620914859775,3.0,4.273073613560734,1.2449918077605509,Iris-versicolor
+98,5.616353472506133,2.886740665634915,3.809288385328302,1.28439858235694,Iris-versicolor
+99,5.761902372784579,2.675979048509524,5.110090304859417,1.922380489539446,Iris-virginica
+100,6.283295947398893,2.6478137083710256,4.899926440818503,1.7795129329931472,Iris-virginica
+101,6.005756812566527,2.208251755621116,4.0391118752591115,1.0095791256466289,Iris-versicolor
+102,7.6595867925173735,2.531326978138953,6.9,2.2724118753618696,Iris-virginica
+103,6.170022509545262,3.3246790639354975,5.8528700285492015,2.5,Iris-virginica
+104,5.595370538461342,2.4847074459616603,3.9692073148177003,1.1356746565066798,Iris-versicolor
+105,7.701619263028328,2.5787202788912813,6.899998633617538,2.2769114064444205,Iris-virginica
+106,6.156107248785289,2.8633708539483163,4.7027706321777325,1.3583523911259574,Iris-versicolor
+107,4.97899874307697,2.0000005813809087,3.3043113735848726,0.9082502084686555,Iris-versicolor
+108,6.099117098094351,3.343953124776542,5.837133088016272,2.5,Iris-virginica
+109,4.604865822598301,3.6602610494125325,1.0000008423389422,0.19014971395886127,Iris-setosa
+110,4.626986681993583,3.619956985485243,1.0000007545343106,0.20073073708393593,Iris-setosa
+111,5.090762496448834,2.0000029577134524,3.582020945993456,1.0200537427252134,Iris-versicolor
+112,5.989989478473082,2.2141013957843683,4.061123611503986,0.9524932101539672,Iris-versicolor
+113,5.9942247225473215,3.40115518901132,4.473219834926091,1.606148872013437,Iris-versicolor
+114,6.150933427986835,3.331323956399133,6.103140143135156,2.5,Iris-virginica
+115,5.526973168236234,2.409857353255973,3.781951091213618,1.0155197463570003,Iris-versicolor
+116,7.679708728869896,2.5642996756407186,6.899998939878715,2.2707139405084953,Iris-virginica
+117,5.5189372415882225,2.4473161508771906,3.8581825714523226,1.1294691984796146,Iris-versicolor
+118,5.124703898810913,2.4999282169596158,3.052226519899966,1.0645540281249268,Iris-versicolor
+119,4.785274975652964,3.398480631522036,1.917927625069098,0.2036105656352764,Iris-setosa
diff --git a/iris/tab_ddpm/0/26/test.csv b/iris/tab_ddpm/0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/26/train.csv b/iris/tab_ddpm/0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/26/val.csv b/iris/tab_ddpm/0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/27/synth.csv b/iris/tab_ddpm/0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f5a1520f1d9f6a6250f6428b515783628cfb73c
--- /dev/null
+++ b/iris/tab_ddpm/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.066428493310196,3.1927942280515134,6.028178089723635,1.8098315078502807,Iris-virginica
+1,4.401364276270635,2.9169015567837446,1.4177774268331391,0.19435294822803242,Iris-setosa
+2,5.506148545028177,4.2,1.3715434829304736,0.20138151813097266,Iris-setosa
+3,6.5221815787865935,3.1846382769562713,5.121454572250659,2.0520375263908925,Iris-virginica
+4,4.919041865423776,3.097323780779196,1.481939288407315,0.1,Iris-setosa
+5,7.682193810609002,2.869929424870646,6.65126316879273,2.0165181103538052,Iris-virginica
+6,4.57529737409222,3.0,1.4175447869719278,0.21728755504578895,Iris-setosa
+7,6.185036946426443,2.20185416939931,4.511204165826808,1.4912441022539027,Iris-versicolor
+8,5.008017385281261,3.5830930999869426,1.4384708729123914,0.19794972872909605,Iris-setosa
+9,4.300000710363999,3.183554211574284,1.103750403599143,0.10000018730342217,Iris-setosa
+10,4.594811415724012,3.1799953977546096,1.418774647177005,0.2028972664124832,Iris-setosa
+11,4.61008273579617,3.7149887831278323,1.0000005383164612,0.19350151227647466,Iris-setosa
+12,5.978195550304218,3.402022854060483,4.525820010222954,1.5920814680573823,Iris-versicolor
+13,5.519274130404547,4.2,1.3485795585715847,0.20722965466077917,Iris-setosa
+14,5.999439473796722,2.6566972023248403,4.188008389511316,1.0076305480848562,Iris-versicolor
+15,7.684055567703362,2.529188048934056,6.9,2.300128878466519,Iris-virginica
+16,6.332132133802726,2.5163817390298764,4.908166871891932,1.908972518527902,Iris-virginica
+17,6.006555807829515,3.4032271434147834,4.499126927176163,1.6244796724751938,Iris-versicolor
+18,5.146458646450388,2.596098396011546,3.844319993129438,1.344208137715121,Iris-versicolor
+19,4.3,3.0715815725733373,1.072556884853559,0.10000009315837398,Iris-setosa
+20,5.08238319677772,3.8360925936830363,1.630557025424408,0.2000657367391957,Iris-setosa
+21,6.3114176617176705,2.4581093724726624,5.002354327894899,1.9125622491758982,Iris-virginica
+22,4.6507149824071226,3.1339470727288927,1.510586000375482,0.20065725162017037,Iris-setosa
+23,5.9795041965603035,3.401766485120326,4.4863609843941274,1.5982978666348882,Iris-versicolor
+24,6.050708648355576,3.3651517798471215,5.8047492046961,2.5,Iris-virginica
+25,6.710094231165994,2.478702363595844,5.791351330577444,1.772361272036485,Iris-virginica
+26,5.779756273547624,2.887347169400224,4.304942403853095,1.3332335758972371,Iris-versicolor
+27,5.169089525054767,2.7512932779730472,4.031900271802497,1.4319401051452019,Iris-versicolor
+28,6.015537371728844,3.4016236176765595,4.517219778807291,1.5815786916846133,Iris-versicolor
+29,6.175141989752171,3.3272939140242244,5.979060814282126,2.5,Iris-virginica
+30,6.269899571743564,3.4053620521137486,5.551540288756833,2.3929116491753795,Iris-virginica
+31,6.3172972146903525,2.6537965654209357,4.889401872423505,1.831202034833377,Iris-virginica
+32,5.60560858016489,2.8953675117380677,3.6291588228377223,1.2882745792087182,Iris-versicolor
+33,5.444044480199402,3.0,4.525621031954691,1.5186626672069585,Iris-versicolor
+34,4.801800865089632,3.405131197224496,1.8361598827202936,0.1990112955704467,Iris-setosa
+35,5.540484620726263,4.2,1.3358178193755688,0.20881721258413244,Iris-setosa
+36,5.547114504143981,2.998572033882843,4.461979669425079,1.4661432855967103,Iris-versicolor
+37,5.5856389954754135,2.4534542434896407,3.8972709492248017,1.0425647559672737,Iris-versicolor
+38,6.293460712203518,3.393670076875554,5.474191269741459,2.318785967576174,Iris-virginica
+39,4.913886042299937,2.0,2.9379930116740067,0.9711620246029679,Iris-versicolor
+40,5.8041736713868755,2.714056454789182,4.205891097467766,1.0341898149774584,Iris-versicolor
+41,5.89935004527318,3.2250326406799315,4.797261793700771,1.798105212833557,Iris-versicolor
+42,5.472747737711931,4.2,1.3528386890615631,0.21321113766029884,Iris-setosa
+43,6.2612517774623075,2.515324687454151,4.979859502264043,1.8910714031943354,Iris-virginica
+44,4.388523243338833,3.1706731791149503,1.2787002853043223,0.1986551605785148,Iris-setosa
+45,4.987387652959162,2.0000009697619463,3.237860401528044,0.9801597238920001,Iris-versicolor
+46,6.3831462733844075,3.1936110179339074,5.3109525536448245,2.3011911222754127,Iris-virginica
+47,6.189794744312878,2.2096977591490656,4.494862353494052,1.4863720285402882,Iris-versicolor
+48,5.031007170624676,3.57619035576363,1.3767469740984213,0.20194285642089396,Iris-setosa
+49,6.149356980181929,3.317110362007284,5.937328417156077,2.5,Iris-virginica
+50,4.813698302637661,3.0,1.3871883682716948,0.1,Iris-setosa
+51,7.742543320326138,2.538358475339087,6.9,2.2982997786372996,Iris-virginica
+52,5.187449826940811,2.71035623608173,3.8921147213541034,1.41197561652433,Iris-versicolor
+53,6.662316707850179,2.508984580864529,5.762236576173017,1.7940610998668318,Iris-virginica
+54,4.465469008889293,3.2095822817822643,1.3523961778276987,0.20444017566699735,Iris-setosa
+55,6.0253545004246485,3.350301260112859,5.912523027707038,2.5,Iris-virginica
+56,4.843142986925638,3.0,1.4440683299233772,0.1,Iris-setosa
+57,4.8349750620194945,3.0,1.4203600186441516,0.10000017915939774,Iris-setosa
+58,4.598365876030897,3.714679395135328,1.0000003701384248,0.19988700035538084,Iris-setosa
+59,5.8240577982991395,2.7148658040162936,5.093991937239346,1.9339702755202888,Iris-virginica
+60,7.724903148433524,2.535389225029924,6.9,2.3074560935110378,Iris-virginica
+61,7.8999980310072,3.6909016683676565,6.436290479244783,2.0491715092506957,Iris-virginica
+62,6.149587308849703,3.338555438407521,5.906556129383154,2.5,Iris-virginica
+63,5.468413512748301,4.2,1.3450159936395936,0.2058971597833202,Iris-setosa
+64,5.148275878215562,3.268900189652181,1.7912688890489337,0.4068091347506194,Iris-setosa
+65,7.708570608464938,2.5523952326998445,6.899998761728777,2.3090036143258104,Iris-virginica
+66,6.689971308081728,2.49355946056947,5.708474451001685,1.801930668814115,Iris-virginica
+67,7.714951537659682,2.5377309276198794,6.899998977516168,2.2891058890003664,Iris-virginica
+68,4.609172473818148,3.198490400395527,1.4016114778282582,0.2024234929915122,Iris-setosa
+69,5.388147272519801,3.8209367960489633,1.3537757295178812,0.273195263220815,Iris-setosa
+70,6.605788663554716,3.1927684282667483,4.722309225640358,1.5259213333750372,Iris-versicolor
+71,5.87279851307575,3.22262115897188,4.766116570497255,1.779167107866531,Iris-versicolor
+72,5.445911989364768,2.504058109736359,3.9821766847817406,1.3069955803521793,Iris-versicolor
+73,6.110391410071193,3.3364697183228706,5.961691130339913,2.5,Iris-virginica
+74,6.105032220734565,2.5728204392635448,5.614060206128166,1.4038785334328223,Iris-virginica
+75,6.266428527848388,3.4018674542539893,5.593088177692305,2.36850729767412,Iris-virginica
+76,6.500535657998344,3.0,5.821907416605146,2.186680584338175,Iris-virginica
+77,5.701812047063359,3.830765062958349,1.7830711759408655,0.37197057845696707,Iris-setosa
+78,6.186918729529438,3.34118993096016,5.942160434051698,2.5,Iris-virginica
+79,4.423422725696262,2.9235082997560995,1.4182367169100167,0.2046196080255586,Iris-setosa
+80,5.606928149989633,4.2,1.359476626304885,0.2018751850208604,Iris-setosa
+81,5.688264255956419,2.806420721624974,4.4865618652401205,1.250527343427839,Iris-versicolor
+82,5.5339460816905905,2.4440223205988456,3.964942717314849,1.2391891273218185,Iris-versicolor
+83,5.504279510750935,4.1999992772305585,1.3405112991335688,0.2084271480472878,Iris-setosa
+84,6.491879040407632,2.796279453190275,4.590078961716091,1.4944628229946784,Iris-versicolor
+85,5.934631955069051,2.8077264499555206,4.557787803180069,1.2299543362530145,Iris-versicolor
+86,6.086675360534728,3.3370801685670037,6.142663391001452,2.5,Iris-virginica
+87,4.601741209483628,3.166394750244755,1.419358291544587,0.20235563458765582,Iris-setosa
+88,4.3,3.238326434942204,1.095882779498364,0.1,Iris-setosa
+89,5.8210393835452,2.7056734664796407,4.154981185481321,1.0244695279598273,Iris-versicolor
+90,7.049637685107181,3.1683617578455494,5.799708639440917,2.3017268773884467,Iris-virginica
+91,6.186082549049376,3.315187372710306,5.9780051887369865,2.4999991853581034,Iris-virginica
+92,6.431330985372358,2.7449617941681552,4.608422259332999,1.4797217341313031,Iris-versicolor
+93,6.188180243805697,3.4024003021000144,5.393260331830735,2.304519163138594,Iris-virginica
+94,5.549939610003532,2.4145719597966417,4.007346324385509,1.150651132961267,Iris-versicolor
+95,4.449346078718968,3.2030036018868664,1.3483558723269875,0.20049526984977123,Iris-setosa
+96,6.027424139831282,2.1986375381798986,4.039250192845821,1.0653239416849156,Iris-versicolor
+97,6.687330210852816,2.4651724579706653,5.725263527671885,1.7680280930420382,Iris-virginica
+98,6.19893700556666,2.1905240443348957,4.49477749798846,1.5075675970931404,Iris-versicolor
+99,6.57197242005141,2.823973420543357,4.6231724781864125,1.5045749654866591,Iris-versicolor
+100,7.742950847050987,2.521610212059849,6.8999989845571665,2.2739272856869417,Iris-virginica
+101,5.6866155036393184,3.0,4.077195191438434,1.2052171290692,Iris-versicolor
+102,4.940574744250418,2.000000570195955,3.2689968578425552,1.0026396829519388,Iris-versicolor
+103,5.079827896436366,3.530228036800503,1.39487171542572,0.1974949391428118,Iris-setosa
+104,6.3213379336172375,2.467843531207205,4.972114294654298,1.8798142160350806,Iris-virginica
+105,5.796303371209986,2.7092268420643357,5.099556816987858,1.9493651475621305,Iris-virginica
+106,5.44473067198896,3.9491947910670087,1.319211130614855,0.4607563631968765,Iris-setosa
+107,5.956638207333304,3.2234484781072648,4.75216674058014,1.740651157122908,Iris-versicolor
+108,6.240156519829779,2.2176042781051803,4.486025267090451,1.4706783274431372,Iris-versicolor
+109,6.111124622093741,2.8659666230699425,4.694296906487639,1.3926185663217814,Iris-versicolor
+110,6.109719042355123,3.3163613149589968,6.015886898859876,2.5,Iris-virginica
+111,6.682078510961257,3.1644171706723636,4.698116490599525,1.515407607667653,Iris-versicolor
+112,6.805204845199912,3.200611351676734,5.861312243276296,2.2826946504297663,Iris-virginica
+113,6.07274050483934,3.3344389623455966,4.657716456571877,1.6548060398812519,Iris-versicolor
+114,4.407140597017328,2.909552586486901,1.4186191592597999,0.19991534739628875,Iris-setosa
+115,4.9895340123694165,2.000000637886667,3.5278100763093416,1.0335706502029651,Iris-versicolor
+116,4.960017087424349,2.0000004811919445,3.5144497141224056,0.9590059841238068,Iris-versicolor
+117,6.233412498751126,2.2005998073674182,4.504608284797859,1.5013980246484464,Iris-versicolor
+118,6.52174318357395,2.780844608376629,4.581809269782086,1.5070832558693583,Iris-versicolor
+119,4.965930198017852,2.000000578856047,3.5716765694688806,1.0449256867481143,Iris-versicolor
diff --git a/iris/tab_ddpm/0/27/test.csv b/iris/tab_ddpm/0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/27/train.csv b/iris/tab_ddpm/0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/27/val.csv b/iris/tab_ddpm/0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/synth.csv b/iris/tab_ddpm/0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d3e434c274be2cf645ff089a3fffa20b80c92084
--- /dev/null
+++ b/iris/tab_ddpm/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.487665897230653,3.9610239304263386,1.2754552859153137,0.4544786038474814,Iris-setosa
+1,6.126682643641014,2.9027462156669976,4.635128817165506,1.4485434081910924,Iris-versicolor
+2,6.232226024932799,2.7546139493893795,4.812656737153597,1.782457276358947,Iris-virginica
+3,4.3,3.063853859675696,1.091734776236645,0.10000010148709433,Iris-setosa
+4,5.490130143210428,3.52092051153047,1.475247280249777,0.43347858607728706,Iris-setosa
+5,6.031306752700246,2.2188161381157125,3.9575987300192295,1.0028779773099246,Iris-versicolor
+6,5.228937570518316,3.3883878378814365,1.4056365672949669,0.19871410121496008,Iris-setosa
+7,6.1364438211425245,2.597033824063141,5.579079014146423,1.393417456011721,Iris-virginica
+8,6.01073124523498,3.3950831435516675,4.534229757790595,1.6102314651058327,Iris-versicolor
+9,6.149267042422173,3.3149425751962056,5.940680123415488,2.5,Iris-virginica
+10,6.020973139607665,3.3912428406211723,4.559324848195756,1.611633541679282,Iris-versicolor
+11,5.71328539615277,3.823695200020003,1.59794943835304,0.3025132853746834,Iris-setosa
+12,5.860000723237611,2.6992920404883196,5.078383646587604,1.8991611603519196,Iris-virginica
+13,7.8999988157993535,3.8479067492159684,6.355223100042553,2.117000702011211,Iris-virginica
+14,5.022045029290432,2.0000009026005703,3.577249017755745,1.057664910481174,Iris-versicolor
+15,6.257792756917647,2.7501649314834506,4.824907213068029,1.7787636774628255,Iris-virginica
+16,4.90405100778604,3.146490319588576,1.4897829643952145,0.1,Iris-setosa
+17,5.494486609834799,2.5032638869827326,4.090618408074444,1.3132034751722876,Iris-versicolor
+18,6.157558454195336,3.3343027363797764,5.891652314577549,2.49999981669581,Iris-virginica
+19,7.899998989107126,3.8549514497663155,6.399884723354192,2.0967532162418387,Iris-virginica
+20,6.0534092786274,2.2286921381395173,4.988071130338662,1.4767180730031564,Iris-virginica
+21,7.714946055594107,2.807919632445815,6.67010491674499,1.966122765073068,Iris-virginica
+22,7.698983406002519,2.8397759388416737,6.663793527137314,2.0364095956039825,Iris-virginica
+23,7.899998857836028,3.7633920902058144,6.4258388526386145,2.0769883427185585,Iris-virginica
+24,5.69561593985262,2.799304927585544,4.524846100133468,1.298341697275829,Iris-versicolor
+25,7.678698452814553,3.0,6.023712903006126,2.287391016420125,Iris-virginica
+26,4.592218232441171,3.1953624889559595,1.4012320453013718,0.2029503042432313,Iris-setosa
+27,4.962972792698056,2.000000598563451,3.4907898304059426,0.8573035620832892,Iris-versicolor
+28,6.335669096422201,2.475507688619308,4.9710753299037105,1.8887724601001568,Iris-virginica
+29,6.098835516912517,3.347655462354954,6.004894984480318,2.5,Iris-virginica
+30,6.203119325498246,2.2135157698361154,4.475315141032182,1.4690109636771842,Iris-versicolor
+31,5.556730368421217,4.199999153993817,1.4146069386548834,0.20935402702950598,Iris-setosa
+32,7.9,3.770998999808545,6.465009620427132,2.0813715205258827,Iris-virginica
+33,6.111333052821471,2.6160080566228534,5.534402901157936,1.3710142545120914,Iris-virginica
+34,6.246858502640796,2.2137361327538794,4.436453894624314,1.4524737821505844,Iris-versicolor
+35,5.598679700029349,3.8003066209524494,1.5557962657940672,0.35457126332906336,Iris-setosa
+36,4.81608620288039,3.4077146822925255,1.7532053974248725,0.20285072324436124,Iris-setosa
+37,5.147645806964628,3.475299619192191,1.4037462830605796,0.20211913924390543,Iris-setosa
+38,5.657106754905862,2.9988268817928345,4.309380559359328,1.3106894267436717,Iris-versicolor
+39,7.9,3.8365014610086794,6.369281297108023,2.0999736520853594,Iris-virginica
+40,4.945532091005972,2.0000005262337837,3.6180400940659396,1.0687863159699011,Iris-versicolor
+41,5.620921970755401,2.8162024970000856,4.195664407037227,1.2988133934253239,Iris-versicolor
+42,5.702091309435071,2.8619728140903113,4.128076463823008,1.343682360704928,Iris-versicolor
+43,4.859202325621327,3.0878494031293977,1.442415480849954,0.10000012917925809,Iris-setosa
+44,5.8259626965291815,2.678797521423554,4.162512750940244,0.815636007217733,Iris-versicolor
+45,4.644441426982641,3.708378186795963,1.0000006333068485,0.18586080212721245,Iris-setosa
+46,5.430030834816743,3.8827242292410933,1.3109780778423161,0.4285354850176901,Iris-setosa
+47,5.524344927832748,2.4519436727261934,3.78560417495211,1.023622215452154,Iris-versicolor
+48,4.92177245508057,2.000000577169746,3.308128053836427,0.9117218900998617,Iris-versicolor
+49,5.956631300497659,3.3713005082817964,4.550315238717848,1.6859960544549661,Iris-versicolor
+50,4.803404681368894,3.3960069808242133,1.5965250037832874,0.20049339118251458,Iris-setosa
+51,4.399081243077574,3.195495011781973,1.3112482868223105,0.19856073218056075,Iris-setosa
+52,4.868203607784478,3.027606343750075,1.455708498996691,0.1,Iris-setosa
+53,4.777938129982701,3.0,1.4020812227904242,0.32051156263688574,Iris-setosa
+54,6.060544482137358,2.1847336531675277,4.113506151133161,1.0567601908332778,Iris-versicolor
+55,6.592196553998767,3.0,4.412525337606175,1.372029225234018,Iris-versicolor
+56,5.51715145575236,3.0,4.472623179410276,1.502159075196314,Iris-versicolor
+57,6.518631921474766,3.0,5.78876172505875,2.1909987387223566,Iris-virginica
+58,6.262116721679878,2.452695342726137,4.944195123385402,1.8912147770258427,Iris-virginica
+59,6.199650163567775,3.397381242386091,5.395817265711088,2.2829194257068517,Iris-virginica
+60,6.299681800331931,3.405126451533532,5.624531258385684,2.4025419792692353,Iris-virginica
+61,6.1480839443668165,3.3291422245133795,5.93120642663994,2.5,Iris-virginica
+62,5.462223625100716,3.9405923399400486,1.2712057953992617,0.3763983986543609,Iris-setosa
+63,6.1690144794191255,3.3392872052395393,5.99950847821227,2.5,Iris-virginica
+64,6.111821512326533,3.3510572395078952,5.9217537972035625,2.5,Iris-virginica
+65,5.570599954040168,4.2,1.3037460715080529,0.21216139177372317,Iris-setosa
+66,5.014782104048446,2.00000157414724,3.4180149891644613,1.0593430511785897,Iris-versicolor
+67,6.144573175040024,3.3184172055304066,5.886759119019916,2.5,Iris-virginica
+68,7.6967439587543405,2.80741682992785,6.677914677189065,2.021621999745453,Iris-virginica
+69,5.8074649159444025,2.6863746864799958,4.049369991940282,1.0110110808523038,Iris-versicolor
+70,4.391403322644073,3.2163888104431533,1.3083557091834743,0.19997294396401727,Iris-setosa
+71,5.510536547021016,4.199998985287742,1.3752198087788623,0.2063133010395425,Iris-setosa
+72,7.7092850191899105,2.5514980195291175,6.9,2.301302790679508,Iris-virginica
+73,5.461433844453422,3.931415174219817,1.2660556751643286,0.5929884372915453,Iris-setosa
+74,5.252788028613879,3.416573611126434,1.363219795574591,0.21601230057118997,Iris-setosa
+75,4.781127314599401,3.0,1.405623134290636,0.34756683371505737,Iris-setosa
+76,5.086627935805148,3.4886346582855645,1.373905442246836,0.19180451072698912,Iris-setosa
+77,5.72964610467288,2.942309859828053,4.264417176738563,1.2778136529013926,Iris-versicolor
+78,5.819883712499704,2.9956686711852853,4.29271646037549,1.3595784977752876,Iris-versicolor
+79,5.116978277908817,3.4087493984061936,1.4008585369697042,0.1999125244308808,Iris-setosa
+80,4.961626449105853,2.0000008644996994,3.533160411120755,1.0042596369158083,Iris-versicolor
+81,4.5892082054381165,3.0923695452389874,1.4995308566740322,0.2012022346792016,Iris-setosa
+82,5.7903368374605755,2.6851311920641923,5.086411262519305,1.8821899785824057,Iris-virginica
+83,5.575352988227708,3.0,4.468001565024137,1.4463100887620066,Iris-versicolor
+84,5.436451550986573,2.3471527874965004,3.656701301863844,0.8885118446659448,Iris-versicolor
+85,5.770235686627585,2.7764045777892643,4.235952982013123,1.0588456796878143,Iris-versicolor
+86,5.460794986965359,3.8750128677496356,1.2818026871909796,0.3749334812654708,Iris-setosa
+87,4.300000630213259,3.1467408008280238,1.0789752444194074,0.10000014852371478,Iris-setosa
+88,4.901413921238281,3.4050012272825327,1.7474873068571144,0.22590638293377457,Iris-setosa
+89,4.777694535820148,3.3931142956428695,1.8878118325763396,0.19290572534151756,Iris-setosa
+90,6.0023334893606295,3.396738230383929,4.505522319779288,1.5813317609121604,Iris-versicolor
+91,6.276695525237511,3.400991865760953,5.5853710745304115,2.393582470904728,Iris-virginica
+92,5.007465103971615,2.000000770686648,3.4192697908737335,1.0193394987569708,Iris-versicolor
+93,4.3000005908290575,3.0502145734730157,1.1038813411400346,0.10000012099499651,Iris-setosa
+94,6.1110864024800176,3.3219998305323193,5.808290126979946,2.5,Iris-virginica
+95,7.662723265579265,2.5198671135304136,6.899998711941073,2.257642814412034,Iris-virginica
+96,5.520960829965252,3.0,4.470553760054922,1.5079926237501569,Iris-versicolor
+97,4.3,3.183771521742046,1.077036451268854,0.10000012754809996,Iris-setosa
+98,6.02388807152388,3.3506798689777915,5.866618603774788,2.5,Iris-virginica
+99,5.85740101780512,3.1747135047216135,4.792083995311168,1.8299871587488774,Iris-versicolor
+100,4.6262485279494925,3.1768474978786023,1.420140799762787,0.20281067644121664,Iris-setosa
+101,6.016394435353657,2.820844889153879,4.662214544829985,1.242820416238872,Iris-versicolor
+102,6.236031175627813,3.4004493776333655,5.458622137686881,2.3249592163776236,Iris-virginica
+103,4.831106584318672,3.0,1.4109149676078985,0.29412520589857255,Iris-setosa
+104,6.604530946286128,2.752405898157881,4.647679393684143,1.5047816761546575,Iris-versicolor
+105,6.013707560052476,3.350899944440445,5.752655090192708,2.5,Iris-virginica
+106,5.471642663897043,3.895637515762993,1.314905803285035,0.30503719136927754,Iris-setosa
+107,5.007027762696721,3.0,1.657023811597045,0.19818223709380728,Iris-setosa
+108,4.625866775568127,3.717982361864617,1.000000617872308,0.18639561511567238,Iris-setosa
+109,6.631616854043456,3.0,4.367558504051343,1.3942971041122652,Iris-versicolor
+110,5.036848202962777,3.5532577928484548,1.382451700093688,0.1997824252001102,Iris-setosa
+111,5.430576305078834,2.348526000397701,3.620948783276948,0.9333950792420767,Iris-versicolor
+112,4.86104603942085,3.0399848157367892,1.4477831255060667,0.1,Iris-setosa
+113,6.107593185799326,3.329977599014477,5.905519986170846,2.5,Iris-virginica
+114,6.084675742655639,3.3377317204573234,6.109550050713249,2.5,Iris-virginica
+115,7.9,3.815270996382775,6.3823407416877025,2.1218605191517894,Iris-virginica
+116,6.811708000556845,3.2074103001374747,5.853056281939521,2.294993662064117,Iris-virginica
+117,5.023655202873365,2.000000647120218,3.4050024151505607,0.9136317218214861,Iris-versicolor
+118,6.12530412773635,3.305990250737718,6.009010835851526,2.5,Iris-virginica
+119,7.707385879443833,2.5591342711919736,6.9,2.2652959366144882,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/test.csv b/iris/tab_ddpm/0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/train.csv b/iris/tab_ddpm/0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/28/val.csv b/iris/tab_ddpm/0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/29/synth.csv b/iris/tab_ddpm/0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..37ebc736558145256ec9c4f0e990c50fc458c811
--- /dev/null
+++ b/iris/tab_ddpm/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.0346744719856185,3.065287562733712,5.267284282218011,2.302390739512069,Iris-virginica
+1,5.511569378349524,2.5035565399693716,4.061542989684675,1.3061590032135573,Iris-versicolor
+2,4.996504414385267,3.0,1.567111966162561,0.20095398263964553,Iris-setosa
+3,5.180986739768129,3.428815295221687,1.4018545713967605,0.2018753588014199,Iris-setosa
+4,5.571651070288124,4.2,1.3217511904407035,0.2155719387034365,Iris-setosa
+5,5.7947296683951155,2.7030709090972445,4.1853441593345515,1.0099253710720832,Iris-versicolor
+6,4.987542550808297,3.0,1.6121444658061612,0.19405095236864175,Iris-setosa
+7,4.938373441902294,2.0,3.393879375459203,1.0243598499402984,Iris-versicolor
+8,4.595111105291784,3.7255427095717137,1.0000004014133148,0.19070012130227293,Iris-setosa
+9,4.991206281362235,2.000000592639145,3.4971599283162087,0.9109991019763306,Iris-versicolor
+10,5.706352436118304,3.0,4.218383011160835,1.1703930521145045,Iris-versicolor
+11,4.989068597451935,3.5418922175393424,1.4182436470756195,0.19985986379284598,Iris-setosa
+12,5.541482522074789,3.0,4.5028852907697186,1.46655133335294,Iris-versicolor
+13,5.590203541262015,4.2,1.399031127019486,0.20352231756567596,Iris-setosa
+14,6.231731329906813,2.204558703867564,4.514295161466947,1.5074134399769665,Iris-versicolor
+15,5.4190253378069375,3.897644469404835,1.3073192911533842,0.4488865794124149,Iris-setosa
+16,4.792203890058222,3.0,1.3525746254222868,0.1,Iris-setosa
+17,7.709010872264787,3.0,6.072219338067891,2.2963262816394425,Iris-virginica
+18,4.612467197543676,3.633471979264821,1.0000006548951652,0.18750332729042407,Iris-setosa
+19,4.805507913788122,3.396025368045718,2.035048464024178,0.1992960663302263,Iris-setosa
+20,4.807889615559295,3.0,1.3917921087346425,0.1,Iris-setosa
+21,5.858683233452061,3.2272386997798232,4.790944687535555,1.82729727738361,Iris-versicolor
+22,4.978666709519223,2.0000007016640455,3.6088083318094335,1.0127881686256117,Iris-versicolor
+23,5.791042934976478,2.7893299175235513,5.093668618823404,2.3713512899088127,Iris-virginica
+24,5.779082659974125,2.7887151204920215,5.139565332189918,2.4057389095818738,Iris-virginica
+25,6.33874266088248,2.5240592664411725,4.976161297999243,1.9604069879131751,Iris-virginica
+26,6.289223643529821,2.578617138496374,4.867558021084584,1.7989652184430964,Iris-virginica
+27,5.5149135802200755,3.0,4.442864342787454,1.4783553905198945,Iris-versicolor
+28,6.035689371740471,2.1824944711125513,4.040629764524813,1.0188910459220644,Iris-versicolor
+29,6.869937315893269,3.1839576413664163,5.783660929135259,2.2781553103421803,Iris-virginica
+30,4.3,3.0457323544590906,1.0744954732637757,0.1,Iris-setosa
+31,4.63913532884064,3.7510798576051485,1.0000005933403446,0.19790627498412744,Iris-setosa
+32,5.134751590114031,3.4053646069118257,1.335838894018227,0.1959081805827999,Iris-setosa
+33,7.67370997061975,2.8319881840757115,6.6732837168051,2.0051370170064864,Iris-virginica
+34,7.60706316411885,3.0,6.536311235426514,2.1287806646780747,Iris-virginica
+35,4.825114348640492,3.0127052771960026,1.4395973757341591,0.1,Iris-setosa
+36,5.995567662364992,3.3942071051063367,4.541689946821176,1.6282290626161324,Iris-versicolor
+37,7.715419121770624,2.530882562035529,6.9,2.280338845167414,Iris-virginica
+38,4.7533673485199435,3.0,1.405103222419076,0.3088977864421583,Iris-setosa
+39,6.019079101998003,2.194140427616555,3.9948325242711893,1.01480838119029,Iris-versicolor
+40,5.962309384069772,3.397982534161924,4.453131618734669,1.5877027364636096,Iris-versicolor
+41,4.7950448025987535,3.0,1.368605510054579,0.10000011868503156,Iris-setosa
+42,6.161535840976965,3.3332897960188133,5.904853659690337,2.5,Iris-virginica
+43,5.47055417663538,3.950662314764575,1.2419922028389103,0.4450072486609252,Iris-setosa
+44,6.11526350104079,3.32767049348823,6.008032888952291,2.5,Iris-virginica
+45,6.643257720741108,3.138443995151183,4.706552322704916,1.5165633501432632,Iris-versicolor
+46,5.584025190854543,3.0,4.482107653484134,1.5026852945250389,Iris-versicolor
+47,7.727466341288861,3.0,6.190927304406389,2.2577806205272837,Iris-virginica
+48,5.639943894243394,3.0,4.115498421790532,1.219687512299894,Iris-versicolor
+49,5.580851097247202,4.2,1.3226177481845591,0.2084256791602851,Iris-setosa
+50,5.896046298805975,3.2140400824768016,4.790502637734861,1.7920137618206156,Iris-versicolor
+51,5.781256045480934,2.6799608512383912,5.170178432687628,1.817148331392949,Iris-virginica
+52,4.790710443559492,3.4071609572599715,1.786386327859853,0.19790579781862255,Iris-setosa
+53,5.8045894446505955,2.7909814185410022,4.380022268384966,1.2139711576544214,Iris-versicolor
+54,6.0362922268249655,3.3389620482542615,5.8986085685656375,2.5,Iris-virginica
+55,6.027420121360594,2.1849191143642996,4.016094745322935,1.0215883349027344,Iris-versicolor
+56,6.218409047311266,2.1933828143148513,4.483136049131679,1.487405459085879,Iris-versicolor
+57,6.703628885951929,3.0,5.001469105933032,1.6863915620115073,Iris-versicolor
+58,4.948951972476222,2.0,3.671291557070929,1.049674262981899,Iris-versicolor
+59,5.417156315625086,3.771766073383709,1.395857849463889,0.33702616802309976,Iris-setosa
+60,5.800466280452835,2.7166283800804516,4.142679579724393,1.0312324953693506,Iris-versicolor
+61,4.790024760332221,3.3989863853106392,1.598569215618114,0.20087786239836564,Iris-setosa
+62,4.725740781882933,3.0,1.3618119413066145,0.1,Iris-setosa
+63,4.914019573111831,2.0,3.2583447331731596,0.8755575544134533,Iris-versicolor
+64,6.5309246114034805,2.762204385012805,4.571070441321116,1.4719558603607987,Iris-versicolor
+65,5.809231482838552,2.8053753985510803,5.09439017228041,2.4085493167909617,Iris-virginica
+66,6.227477137559306,3.322076597865627,5.900689645364865,2.5,Iris-virginica
+67,5.147064718494931,3.3155771869902586,1.7585324912462947,0.6048681622444938,Iris-setosa
+68,4.997390016912169,3.0,1.6670868473395406,0.20259375792967887,Iris-setosa
+69,6.112203138374587,2.830942188642653,4.695061764914098,1.2493990990825996,Iris-versicolor
+70,6.090847365103903,2.8399681477822134,4.659767650925651,1.3352950771171919,Iris-versicolor
+71,5.478281327252805,3.904116447129951,1.335126559020967,0.46669940297792994,Iris-setosa
+72,6.931559990462854,3.1873391943849474,5.543276474821325,2.309120444011174,Iris-virginica
+73,6.477452668420865,2.7812963227573264,4.599531091737132,1.4852270999474493,Iris-versicolor
+74,7.89999893462873,3.790784148675509,6.4489485792111605,2.158035902084846,Iris-virginica
+75,6.187629472949565,2.763847990064922,4.872953170372361,1.814961304559189,Iris-virginica
+76,5.8622054352106305,3.209881234635475,4.803838790307177,1.8010358040098975,Iris-versicolor
+77,5.159797296760588,3.8510271974741874,1.588210776262154,0.20417958547983778,Iris-setosa
+78,6.013742701202705,3.381841725829734,4.532578190928968,1.6108745458700062,Iris-versicolor
+79,5.783919660049587,2.718964411734801,4.139221467442669,1.0351389849580759,Iris-versicolor
+80,5.673225313771476,3.0,4.349608239949463,1.3609648846743811,Iris-versicolor
+81,6.032924643807584,2.1780097527837947,4.036448580578418,1.0296468375557457,Iris-versicolor
+82,6.921123924942291,3.101088792854963,5.104015735648824,2.2845170195788613,Iris-virginica
+83,4.8084509710832934,3.4023856268540924,2.020843919687171,0.19957651289923534,Iris-setosa
+84,5.340500916079187,2.5705881010142337,4.002481457821069,1.3273421360867856,Iris-versicolor
+85,6.60072597755881,3.0,4.384094104081304,1.3845345896328327,Iris-versicolor
+86,4.966011472500019,2.0000005002731664,3.16286338484887,0.9703036877156334,Iris-versicolor
+87,6.197133702949808,2.1952940324455064,4.443221659247818,1.48285844599152,Iris-versicolor
+88,5.966978267360812,3.40318740808321,4.515651025687423,1.6151920672905131,Iris-versicolor
+89,6.314421236452106,2.5037227871555277,4.990530802917616,1.895685361052905,Iris-virginica
+90,6.215873648124901,2.196775260122461,4.517783439107512,1.4750711537118188,Iris-versicolor
+91,6.176236465630016,3.3146708561213645,6.012502442770466,2.5,Iris-virginica
+92,5.401465653592345,2.4561065856322344,3.7954912394970424,1.137231886614356,Iris-versicolor
+93,4.797076633698868,3.399073510954502,1.7774167326694925,0.1991608250215653,Iris-setosa
+94,6.305641399630192,2.754108081867745,4.873999277622145,1.8117458141692195,Iris-virginica
+95,6.260968428630951,3.4004280753817238,5.447913116202387,2.2885874807488897,Iris-virginica
+96,5.709834337239723,3.844809015338694,1.7466404105227593,0.29000718204166576,Iris-setosa
+97,6.269345746842736,2.4975910331951083,4.974823339063432,1.8870225602952853,Iris-virginica
+98,5.200271463077469,2.6414800240230782,3.9429984001680696,1.3707640488215085,Iris-versicolor
+99,6.798698111662703,3.2051196418530807,5.810312790605628,2.3003120527091543,Iris-virginica
+100,4.47588521863463,3.20700173586994,1.3375780300424758,0.20009047348878622,Iris-setosa
+101,5.015972854433255,3.0,1.5933169246026957,0.2001272290168225,Iris-setosa
+102,5.494665388137323,2.5317187239292593,4.037955488390301,1.3048976860110242,Iris-versicolor
+103,6.1269418117369465,3.3253494111330646,5.850102609933887,2.5,Iris-virginica
+104,5.697888689809961,3.0,4.104230914342621,1.2272437944922918,Iris-versicolor
+105,7.5865321263855465,3.0,6.513782555591332,2.103279303617459,Iris-virginica
+106,6.220831890036668,2.212308084486163,4.548928174085141,1.5038899752191663,Iris-versicolor
+107,6.801574546084784,3.1681512451541276,5.9641666929248505,2.288904091826653,Iris-virginica
+108,4.948670888646249,2.0,3.2872292944346855,0.9329561758318899,Iris-versicolor
+109,5.787356374424652,2.7229830163307494,5.142856602762691,2.158197692657677,Iris-virginica
+110,5.1589778979920595,3.4100839853325393,1.408468872669824,0.19667664439090246,Iris-setosa
+111,6.705137325383451,2.4444252682781684,5.7643593780288835,1.7952061276036413,Iris-virginica
+112,5.499069217833104,3.0,4.490707785252268,1.4859969797402408,Iris-versicolor
+113,4.895913659008079,3.4320095048369774,1.4307627359583817,0.20413275279043536,Iris-setosa
+114,6.178475760172079,3.32056778877558,5.938067773660964,2.5,Iris-virginica
+115,5.988696479332525,2.2014436735351675,3.961771144195582,0.9632574041490717,Iris-versicolor
+116,6.154012751096487,3.3145113055574775,6.0316272895670835,2.5,Iris-virginica
+117,6.226987147825734,2.768284958799387,4.803192738874567,1.7933644341621306,Iris-virginica
+118,5.936421205504897,2.8765606276087676,4.396556264004275,1.47119235923116,Iris-versicolor
+119,4.834654990989017,3.0,1.4265784028194335,0.10000010797786062,Iris-setosa
diff --git a/iris/tab_ddpm/0/29/test.csv b/iris/tab_ddpm/0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/29/train.csv b/iris/tab_ddpm/0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/29/val.csv b/iris/tab_ddpm/0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/3/synth.csv b/iris/tab_ddpm/0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5395051ffbc50b64998283c3a4b67f162cea1080
--- /dev/null
+++ b/iris/tab_ddpm/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.860969643194967,3.0564769641266687,1.4656372092772083,0.1,Iris-setosa
+1,4.3,3.1132504317481415,1.0850433800033463,0.1,Iris-setosa
+2,6.62537410157694,3.206134573510248,5.138932906478626,2.158808893133808,Iris-virginica
+3,4.633997498158851,3.136463296383962,1.4531689171609186,0.19841329740316643,Iris-setosa
+4,6.261992588690106,2.716251533827858,4.919082492488461,1.79910869077356,Iris-virginica
+5,5.521823929451087,2.5125157382358614,3.8856306726516494,1.1865696575518079,Iris-versicolor
+6,4.401057575853435,3.2110260680000775,1.3016888066829122,0.2001736293927957,Iris-setosa
+7,5.892346365554883,3.2037402024085884,4.78878882451096,1.774411467551479,Iris-versicolor
+8,4.9753860195099495,2.0,3.595095153527236,0.8955087897404332,Iris-versicolor
+9,6.093945885810789,3.3360848836490127,5.918948957799367,2.5,Iris-virginica
+10,5.508502874496521,4.199999070583195,1.3398490952843383,0.2133702276378489,Iris-setosa
+11,5.003186334173262,2.0000007656630943,3.2667776966271793,1.0180401929106013,Iris-versicolor
+12,5.781685210516665,2.6155546178690567,4.094810792482926,0.9878893176865458,Iris-versicolor
+13,5.353671254976865,3.0,4.4727402351078105,1.4977363181753711,Iris-versicolor
+14,5.98715378497057,2.2000208550874394,5.024306988774224,1.5090966051049,Iris-virginica
+15,5.395504470446347,3.9743677245710414,1.1766898599913647,0.5150860086484348,Iris-setosa
+16,4.593242359497211,3.1689476588737104,1.4046332006187494,0.20300436021421325,Iris-setosa
+17,5.676962118125508,2.8984434023875125,3.9835009349611235,1.3052349052550454,Iris-versicolor
+18,6.4086910779714,3.210410120078255,5.396364936944071,2.305100727275321,Iris-virginica
+19,5.04402856006212,3.7095757715338715,1.4290608851689897,0.2014196673827961,Iris-setosa
+20,6.0990151810206745,2.9035496937083525,4.669785782513574,1.349234439468084,Iris-versicolor
+21,6.212838661451376,2.1921858995388686,4.525526006236777,1.5152036209604751,Iris-versicolor
+22,5.450297860810958,3.942776066855383,1.2248402552712638,0.5542897625805916,Iris-setosa
+23,5.613749491283068,4.2,1.3569783469697283,0.20871558197069953,Iris-setosa
+24,5.168080935203889,2.692163443539535,3.858104455776385,1.3903320143754034,Iris-versicolor
+25,5.730282360840456,3.8092797002875214,1.8197556283767944,0.3560060767349465,Iris-setosa
+26,6.6685316137667305,2.7830623017266496,4.664613835596732,1.444256315458222,Iris-versicolor
+27,5.892235873293221,3.2756728278853777,4.724276327892283,1.75939739633364,Iris-versicolor
+28,5.847669822960278,3.200165354758023,4.786427329106091,1.815210494198319,Iris-versicolor
+29,6.400078211432212,3.2104897697215553,5.290756172241291,2.2926678136744973,Iris-virginica
+30,7.69857401356842,3.0,6.135196813798605,2.316407224302263,Iris-virginica
+31,4.570910737780161,3.186138246732657,1.413103935151656,0.20022709737975086,Iris-setosa
+32,5.496725051731255,4.2,1.3461336950734133,0.21399288562243862,Iris-setosa
+33,4.635051258271255,3.0678079192218104,1.4996033847494201,0.1995623025403888,Iris-setosa
+34,5.427175150297745,3.4542378318493143,1.4790008252582123,0.3967854090125518,Iris-setosa
+35,6.129281049420813,3.3547748156423007,5.993399974549258,2.5,Iris-virginica
+36,4.638388027234088,3.729304924649976,1.00000057318891,0.18875308679488156,Iris-setosa
+37,5.897397120249257,2.8787026158235776,4.324654240441921,1.357663523682444,Iris-versicolor
+38,5.5344562277386045,2.494308208699508,3.9986890144488925,1.2241366590124998,Iris-versicolor
+39,6.809912230885137,3.2084432989513436,5.903193668307759,2.2875142335773795,Iris-virginica
+40,5.870269665952045,3.2105901537837935,4.803003666309178,1.8247689961104785,Iris-versicolor
+41,6.004270149871652,2.898156956976247,4.524006512506882,1.483989291504281,Iris-versicolor
+42,4.970513923527022,2.0000007176627665,3.192506193619881,0.975146128433282,Iris-versicolor
+43,6.004818979083285,3.393652728380412,4.507213724994496,1.5966559475974536,Iris-versicolor
+44,4.962028829016503,2.0000005781042383,3.3123738382782855,1.0277137004057904,Iris-versicolor
+45,5.756059937317267,2.797994600507717,4.468605148235876,1.3286765117356385,Iris-versicolor
+46,5.800301318432761,2.685057366505909,4.168204633167223,1.0134512285674135,Iris-versicolor
+47,5.846273743683104,3.3105734009194565,4.727150936593831,1.7466553003020164,Iris-versicolor
+48,5.394888803103058,3.4053310334697944,1.4848518490296718,0.42232435120974876,Iris-setosa
+49,5.510735006518541,4.2,1.3090908640872665,0.21257814052644278,Iris-setosa
+50,7.733454983171786,2.560130493577534,6.9,2.3038610353332962,Iris-virginica
+51,4.991334036206613,2.000000734613068,3.3823454923015825,0.867889569681199,Iris-versicolor
+52,6.315155945941614,2.5491417853038634,4.965391040647399,1.8799733859827508,Iris-virginica
+53,6.698208547342344,3.1232822519347216,4.696572191971098,1.4887853664890236,Iris-versicolor
+54,5.8270230171920145,2.6913760503810575,4.201126378701081,1.0212337965698361,Iris-versicolor
+55,6.154151004381953,3.3141154743239394,5.961149570377817,2.5,Iris-virginica
+56,6.267051397676787,3.290255953227654,4.664580003593265,1.5787778715915857,Iris-versicolor
+57,5.796143591928226,2.714652847024519,4.2180323168221925,1.0293408682438845,Iris-versicolor
+58,5.5646197754352835,3.0,4.488734047875119,1.4948589629917628,Iris-versicolor
+59,6.5807714860965465,3.0,4.400745979120272,1.3618055794166062,Iris-versicolor
+60,4.808771373614196,3.3966918800344867,1.6401770813862437,0.19714441667527333,Iris-setosa
+61,4.979496236243201,2.0000004750549882,3.306519988893445,1.08664540321432,Iris-versicolor
+62,4.791560244826005,3.0,1.4023795946197477,0.1,Iris-setosa
+63,4.594822184784572,3.6814056094361427,1.0000003987209194,0.2000524881216766,Iris-setosa
+64,4.3,3.2537857667234444,1.101651394218347,0.1000001002731624,Iris-setosa
+65,5.7231416112048255,2.81884239548075,4.500681219427665,1.313560014812903,Iris-versicolor
+66,5.504217604722441,4.1999991122373155,1.3337873628162582,0.2111841327338203,Iris-setosa
+67,6.279832070102067,3.3623942761996406,5.309693782101058,2.2747333361448034,Iris-virginica
+68,6.996947149600192,3.077655002126122,5.225997518238625,2.2842581297527227,Iris-virginica
+69,5.116827883508999,3.6051976764904143,1.4007399510860072,0.20140000202964756,Iris-setosa
+70,4.54580430772715,3.601218628021838,1.0000004650055785,0.2020570626632963,Iris-setosa
+71,5.008048367866322,3.40484327388704,1.5983159699301175,0.3957387621297565,Iris-setosa
+72,6.0271860005169655,2.216509312790616,3.9660644523010147,1.0388760966127955,Iris-versicolor
+73,5.767135804643881,2.7806225058077763,5.144788479840006,2.404890452964029,Iris-virginica
+74,6.672609992783825,2.436995232711417,5.748992923650125,1.745781424320835,Iris-virginica
+75,5.516083321859972,4.2,1.3239402951954502,0.2175097996670068,Iris-setosa
+76,4.9759195762964,2.0000004848197253,3.590789696075614,0.9486937361070059,Iris-versicolor
+77,6.188371829087283,3.3402110873549264,4.620627977871246,1.6251711033429181,Iris-versicolor
+78,4.785778182555085,3.4015333882756567,1.645494229816912,0.2009672666200441,Iris-setosa
+79,4.4562791079301505,3.235720772796607,1.3522431756944289,0.1992940055096711,Iris-setosa
+80,6.5132426752360235,3.1650801793247902,5.101288084154578,1.9673012151801208,Iris-virginica
+81,4.40724633753439,2.8963374558061146,1.4032728861871822,0.20012554169492006,Iris-setosa
+82,6.004744860970768,3.4021663804800064,4.498755246047757,1.6035959561356976,Iris-versicolor
+83,6.376605059729926,2.5502309415477966,5.025979035264344,1.855953810362543,Iris-virginica
+84,6.710895612527506,2.4933563553314504,5.689747476295049,1.8220774312154113,Iris-virginica
+85,4.873245646585026,3.0841176861612767,1.4513146346592343,0.100000123899258,Iris-setosa
+86,5.8833678064341095,3.2072752795794965,4.785777027762725,1.8022979483447972,Iris-versicolor
+87,4.958420734556506,2.0,3.1634463819260397,0.8785828956622174,Iris-versicolor
+88,7.715132741030068,2.573549940123374,6.899997532965749,2.3113348250924632,Iris-virginica
+89,6.714842948908311,2.470818566997393,5.835912042885516,1.7612263697712849,Iris-virginica
+90,6.193926982113665,2.188066001387543,4.4552335603392965,1.448108639264737,Iris-versicolor
+91,5.496712244574724,2.494088168550393,3.9570289396407508,1.2372962533528171,Iris-versicolor
+92,4.969730726595616,2.0,3.1420547608996925,1.0266508538616925,Iris-versicolor
+93,4.722628510337048,3.0,1.3526979614598003,0.1,Iris-setosa
+94,6.728330299749579,3.104665927652764,4.712683612117763,1.5138367188838093,Iris-versicolor
+95,6.121310203522358,2.5661640777180734,5.552172778038226,1.4019610680215302,Iris-virginica
+96,6.798683286477048,3.218789761421792,5.630516617688894,2.3022388808714624,Iris-virginica
+97,6.309802243265498,3.2674419929542546,4.683798140386404,1.5798833069163924,Iris-versicolor
+98,4.587376412040756,3.1269967954452564,1.4120899504881248,0.20038974401656162,Iris-setosa
+99,5.020022795210041,3.0,1.5906115427663878,0.19898783267562636,Iris-setosa
+100,4.990965341829275,2.0000008453255074,3.5710287291162586,0.8739288955063335,Iris-versicolor
+101,5.02014258568393,3.4010904920402933,1.5900818080140793,0.46725984684058375,Iris-setosa
+102,6.189894458540294,2.1984298123781114,4.4986714889453925,1.4973556966016435,Iris-versicolor
+103,6.232646344328917,3.3391413745869487,5.997297364174757,2.4999998176965117,Iris-virginica
+104,6.869101683772064,3.0850170365909504,5.063346823207942,2.2761310030777384,Iris-virginica
+105,4.399756319782248,2.9068105688442887,1.4093920677125866,0.20414739053614675,Iris-setosa
+106,5.813575312232054,2.6831061570679653,5.158268956618745,1.8855656562874699,Iris-virginica
+107,4.621348893345642,3.1683002267009748,1.411689374512263,0.20099945474776038,Iris-setosa
+108,5.538024305995265,2.481063012774532,3.9402507572018046,1.2879722800095257,Iris-versicolor
+109,4.3,3.043339079320918,1.0883611072682682,0.1,Iris-setosa
+110,5.481144809797227,2.4070881547640117,3.770864517875585,0.9569701098870647,Iris-versicolor
+111,6.185626217162831,2.1847671067104297,4.49095151367607,1.4785883024905695,Iris-versicolor
+112,6.138934743357066,2.9208448895843775,4.60270982562533,1.4142769129477855,Iris-versicolor
+113,6.1982113544312725,3.4017959957628414,5.424560911137363,2.3411765375773106,Iris-virginica
+114,7.707588766459112,3.0,6.1649518516292705,2.29170183673904,Iris-virginica
+115,4.952132884414472,2.0000006709534572,2.820823894279119,0.7859355140062033,Iris-versicolor
+116,4.3,3.1211142736761963,1.0767165194654051,0.1,Iris-setosa
+117,5.100072756551708,2.504438410617198,3.008634898179167,1.0821163884523382,Iris-versicolor
+118,4.414980735565495,3.235601401308064,1.306700661235647,0.20549644077253135,Iris-setosa
+119,5.994539488981264,2.198673432677019,3.95181084398078,0.9215812593884487,Iris-versicolor
diff --git a/iris/tab_ddpm/0/3/test.csv b/iris/tab_ddpm/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/3/train.csv b/iris/tab_ddpm/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/3/val.csv b/iris/tab_ddpm/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/4/synth.csv b/iris/tab_ddpm/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67cefd6056b4b4938063c996d8842da89303cd13
--- /dev/null
+++ b/iris/tab_ddpm/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.004536127494219,2.000001137398618,3.618452818519038,0.9112105213768473,Iris-versicolor
+1,6.198359731619106,3.3273401857377056,6.012415044698374,2.4999996726995244,Iris-virginica
+2,4.653777012560554,3.659016822629608,1.0000009042763653,0.20148015425087856,Iris-setosa
+3,7.667106851522626,3.0,6.04755008679695,2.289674045292701,Iris-virginica
+4,6.125310772392814,3.3450404570668355,5.99355838115298,2.5,Iris-virginica
+5,4.958840440243933,2.00000059033972,3.425879995181861,1.0115079446842157,Iris-versicolor
+6,6.564653903968625,2.706829392473175,4.573622411009744,1.4957678041361524,Iris-versicolor
+7,6.006408729635547,3.347496137599451,5.787664039821424,2.5,Iris-virginica
+8,4.934593108322172,3.5277670310123455,1.3666547103133615,0.2034997562737334,Iris-setosa
+9,5.001576955202492,2.0000009066003326,3.3770430641756866,0.9703676268030563,Iris-versicolor
+10,5.488364979081435,3.9446898914094852,1.3103200006851745,0.4248246442575198,Iris-setosa
+11,6.213949015805084,3.3100927199084014,6.044055141603787,2.4999996879888036,Iris-virginica
+12,6.319254900884605,3.3100459996990867,4.713167214082852,1.5993786368298644,Iris-versicolor
+13,4.805472463250266,3.0,1.4038206031282499,0.2739175441535559,Iris-setosa
+14,6.019922269160772,3.387801240374939,4.5177100228992355,1.5866573675670503,Iris-versicolor
+15,5.651616458461253,2.8652511329277432,4.305969047107495,1.3582778423093016,Iris-versicolor
+16,5.8139761933455665,2.8485707475432673,4.443519960607495,1.4187714614005564,Iris-versicolor
+17,6.436498293926917,3.1714639744382063,5.354594619124404,2.209454172138501,Iris-virginica
+18,5.8173136536426755,2.7241854382654083,4.157335383127581,1.0736147136695735,Iris-versicolor
+19,4.61259754554841,3.692355776108567,1.0000003888078632,0.19392063204293286,Iris-setosa
+20,4.602910213905367,3.7608963249333023,1.0,0.18602873462073355,Iris-setosa
+21,4.97989763834672,2.0000007016791934,3.4539604183196047,1.0186593493762395,Iris-versicolor
+22,6.500110127954127,2.7933675793822093,4.595747163754761,1.4871502459010768,Iris-versicolor
+23,5.099296798660264,3.3102645152680172,1.7315858742715229,0.4962570338806793,Iris-setosa
+24,4.9390954293038645,2.0000012612332774,3.449242503143613,1.094724764563701,Iris-versicolor
+25,5.972203396722982,3.404269858700709,4.478567744102768,1.5967771077406594,Iris-versicolor
+26,5.866830717027336,2.6689972686592007,4.188648990164127,1.048609554133004,Iris-versicolor
+27,5.086442996626481,3.5337765928608857,1.4019950742974536,0.19851338604789906,Iris-setosa
+28,7.7263283970700485,2.5215096063402482,6.9,2.3104691102177912,Iris-virginica
+29,6.258778616977968,2.201755484210311,4.505647760625438,1.4852622617494424,Iris-versicolor
+30,4.801806336563852,3.0,1.404490875263543,0.1,Iris-setosa
+31,4.794745667028208,3.0,1.4167276450652295,0.27523855911448597,Iris-setosa
+32,6.484168051925991,2.7891165349925986,4.571864177699321,1.4916327725903875,Iris-versicolor
+33,4.984829835816307,2.000000638751844,3.4598793496498574,0.8954593982073525,Iris-versicolor
+34,4.586389669852542,3.1788876277941296,1.4206339468562943,0.20135208682502972,Iris-setosa
+35,5.97650990413329,2.264425823435677,3.972805990260225,1.0309971262787794,Iris-versicolor
+36,6.328284318903758,3.391923521546645,5.595060245019486,2.387030998595729,Iris-virginica
+37,6.333327082272303,3.409831362913862,5.621480696951414,2.403558368555778,Iris-virginica
+38,4.400412573788933,3.2003640368973296,1.309621472925219,0.1941742404945456,Iris-setosa
+39,6.308141620825567,2.645721858559362,4.944036467185673,1.7808862527037472,Iris-virginica
+40,6.1762221406500935,3.3190820026113235,6.049360724113333,2.5,Iris-virginica
+41,6.129557546914072,3.338112298105708,5.8928284036673455,2.5,Iris-virginica
+42,5.5600352256640715,2.4890717199370798,3.978993532581707,1.2185153923325616,Iris-versicolor
+43,5.707114738635266,2.925765701823681,4.249467137286916,1.2851167877759977,Iris-versicolor
+44,5.216866650863224,3.8420341375390263,1.369673897256805,0.23530343856516606,Iris-setosa
+45,4.605841891706593,3.6872763730375158,1.0,0.195622350527058,Iris-setosa
+46,4.402962881685558,2.938914433730614,1.414882392894041,0.20243713718181122,Iris-setosa
+47,4.9919207328740685,2.0000007124877595,3.325146200457919,0.697583141914552,Iris-versicolor
+48,5.005307626490848,3.0,1.584116462930245,0.196100210109813,Iris-setosa
+49,6.11524547108222,3.329442239412934,6.055420427301647,2.5,Iris-virginica
+50,6.341853539740659,2.517833890321643,4.956637782115595,1.9305296683773268,Iris-virginica
+51,5.471516729002535,3.9219292809669284,1.3023240715000333,0.5095534762315478,Iris-setosa
+52,6.224858020568935,2.7918285805588443,4.768401883215845,1.8246812553299936,Iris-virginica
+53,5.546314898399577,4.2,1.3697555912807418,0.21071429912246295,Iris-setosa
+54,6.204398517754292,2.1990958226559147,4.4878967201946685,1.4817390504011134,Iris-versicolor
+55,4.992120664186422,2.000000789312251,3.3190979285174045,1.0378702558987247,Iris-versicolor
+56,6.233588207122736,3.397860048024825,5.426565841186594,2.3082156799828004,Iris-virginica
+57,4.947302643622996,2.0,3.2152517146093977,0.9975956368548199,Iris-versicolor
+58,4.300000957786681,3.09376690394201,1.098116001828702,0.10000022760662926,Iris-setosa
+59,6.021644749722376,2.2063142580144377,3.8877686199742243,1.0205858621190356,Iris-versicolor
+60,6.0029511186518105,2.2135799729047974,5.005273244989295,1.5211059993667446,Iris-virginica
+61,5.524334547810325,4.2,1.3380421637457949,0.20453533747479574,Iris-setosa
+62,4.429688566898434,3.203973513280302,1.2981641005345033,0.20082460105351593,Iris-setosa
+63,5.778546426465436,2.6754762654017044,5.127909263938345,1.966665979392522,Iris-virginica
+64,5.564712722295225,2.478802661919822,3.8693528472802488,1.0970059194277726,Iris-versicolor
+65,6.781820051436739,2.765077648098093,4.803433705635552,1.4187903908261235,Iris-versicolor
+66,6.201977279996021,2.7518823262590044,4.803735780755652,1.7901969189120859,Iris-virginica
+67,6.195611128362491,2.204895319144178,4.4966817234436105,1.484836785963881,Iris-versicolor
+68,5.576705221415111,3.586386872110273,1.5611444104182308,0.37506585165893447,Iris-setosa
+69,5.781003921051194,2.810104307242992,5.080276524634637,2.3970051125120895,Iris-virginica
+70,6.381800405891875,3.2669807036757117,4.741494279025964,1.5815421814365338,Iris-versicolor
+71,5.537837256450616,3.919360395329031,1.2907890094056826,0.3843277546433145,Iris-setosa
+72,4.632093540136121,3.192148028874427,1.4104749935614307,0.20135571949593933,Iris-setosa
+73,4.4050606652968,3.20459587325423,1.3007480034152679,0.19615781506596786,Iris-setosa
+74,5.002389129798234,3.0,1.594060983606231,0.19900574189023856,Iris-setosa
+75,5.457585531643909,3.912396987039669,1.341488178441677,0.44957907254411383,Iris-setosa
+76,5.020344708013921,2.000000637152195,3.2430165765015744,1.0136025184562303,Iris-versicolor
+77,5.322243687379848,2.4735699747420297,3.6975641886411585,1.1468817389657122,Iris-versicolor
+78,6.397826753086422,3.3382071581993227,5.408506263526616,2.218720376269532,Iris-virginica
+79,5.979355754078038,2.2161520344279455,4.051979094628495,1.0217211480254478,Iris-versicolor
+80,5.747128477682533,2.7886203268853067,4.518211100259242,1.277241057867437,Iris-versicolor
+81,7.691257111213361,3.0,6.143854721301732,2.28677192433676,Iris-virginica
+82,6.286424681821409,3.402256255403153,5.564205795297911,2.3916744626500948,Iris-virginica
+83,5.231199087305735,3.3974600936384687,1.3889696297708425,0.20079707601630187,Iris-setosa
+84,6.806011178708937,3.2094977485205316,5.908495195766606,2.310831927898841,Iris-virginica
+85,7.9,3.839285041330297,6.39192088655282,2.0522689856697163,Iris-virginica
+86,6.803046368484736,3.190985501151962,5.869750066500442,2.3050999035440376,Iris-virginica
+87,5.05970974901777,3.7951935933264433,1.5536664377400204,0.19175178091172057,Iris-setosa
+88,6.791736300933777,3.208552583973394,5.903013427451036,2.312545478325781,Iris-virginica
+89,6.650722742473477,2.4588438016916627,5.714604999775257,1.81683855334669,Iris-virginica
+90,5.779449755714511,2.6974916968796103,5.136179883853785,1.910257825028194,Iris-virginica
+91,5.490428503045213,2.3977096215108866,3.9634718056432736,1.1844027144474696,Iris-versicolor
+92,6.011517323133713,2.795905744276276,4.564544235619205,1.1067396621098518,Iris-versicolor
+93,5.316777796321795,3.8302250636446553,1.3568252227553323,0.2460337452432242,Iris-setosa
+94,5.524767989268902,2.5075990697313917,4.0298580824603585,1.275131017637141,Iris-versicolor
+95,5.3801171840260045,3.4080414399358396,1.4556925351010752,0.4965938314403782,Iris-setosa
+96,7.638803968216072,3.0,6.582280910321576,2.0767925295597456,Iris-virginica
+97,5.585269914579108,3.0,4.494333069203533,1.5057495859418089,Iris-versicolor
+98,5.49822103324311,2.51971954836436,4.085027369580228,1.3234051059633138,Iris-versicolor
+99,5.597410902893421,2.505536971810397,3.908415336006738,1.0872224088401006,Iris-versicolor
+100,5.265924703241797,2.688187896590427,4.028808145505971,1.3875996415161234,Iris-versicolor
+101,6.64085949852388,2.4617499404478513,5.712348100306327,1.8057806628783142,Iris-virginica
+102,4.401344619425887,3.202101015202772,1.3072442022246364,0.20006510044799275,Iris-setosa
+103,4.3,3.126338645445473,1.0962575642881796,0.1,Iris-setosa
+104,5.470773124466628,3.9604804052471474,1.2633345031053098,0.4521682514344269,Iris-setosa
+105,4.398403981539357,3.190002779669524,1.3255969981055498,0.19973404047142998,Iris-setosa
+106,5.776197721874276,2.872743530597887,4.257573344735992,1.358033337761949,Iris-versicolor
+107,4.790855089139459,3.0,1.4229523067302308,0.10000011355631717,Iris-setosa
+108,6.261918614671414,2.4376973527812003,4.959569701247491,1.8977546894997404,Iris-virginica
+109,6.272544260040021,3.4010995244315443,5.585046195043044,2.392565903825682,Iris-virginica
+110,5.994327784532936,2.2186487040954512,4.026453200189739,0.9418000056333057,Iris-versicolor
+111,6.52035264236353,2.8179874606998,4.6276844948397144,1.5145590648782765,Iris-versicolor
+112,4.793376332995497,3.3990270736429893,1.8015849489321454,0.19803778046375647,Iris-setosa
+113,5.801031870987002,2.6976334157495945,5.0894282008335745,1.900125469725669,Iris-virginica
+114,6.686034170169176,3.0,4.99010522344943,1.73288250390768,Iris-versicolor
+115,5.824399654656625,2.6852244694751035,5.132279789005064,1.9242371962515654,Iris-virginica
+116,6.251000048238256,2.487039149168989,4.990937119601029,1.8722199613382728,Iris-virginica
+117,6.1409029247305815,3.3141311709780856,5.955590325939712,2.5,Iris-virginica
+118,5.775474631535612,2.8059246695007842,5.128465383511485,2.407573628688715,Iris-virginica
+119,5.522149178544838,2.4216964137675707,3.7837847277130363,1.0167230827970657,Iris-versicolor
diff --git a/iris/tab_ddpm/0/4/test.csv b/iris/tab_ddpm/0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/4/train.csv b/iris/tab_ddpm/0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/4/val.csv b/iris/tab_ddpm/0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/5/synth.csv b/iris/tab_ddpm/0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6a16a3fcedf127f55ee69f2180fcb486e3d3b133
--- /dev/null
+++ b/iris/tab_ddpm/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.617479581773898,2.943304073243916,3.733931659030715,1.314392047331092,Iris-versicolor
+1,4.835801061112032,3.0,1.4478215777375323,0.10000009853117527,Iris-setosa
+2,4.992427937041623,2.000000562905025,3.598899689203016,1.0112752560289384,Iris-versicolor
+3,5.502755742870456,2.9780604170748273,4.419954200726302,1.4547743491777008,Iris-versicolor
+4,4.589790991043867,3.099666694609652,1.498867775421416,0.2017738354891341,Iris-setosa
+5,6.711071566441252,2.4600271006278174,5.773386196638691,1.8025882354200156,Iris-virginica
+6,5.557531110493244,2.543801925761688,4.160584303656165,1.2644613852605902,Iris-versicolor
+7,6.914244774396078,3.0893574417958725,5.13678357651406,2.305461128578739,Iris-virginica
+8,7.580713329438275,3.0,6.534332015895469,2.107571404037181,Iris-virginica
+9,5.947592155925713,3.4524049757130264,4.477659211571818,1.6114141743064796,Iris-versicolor
+10,5.628966336172054,2.3679328733857212,3.907529788862315,1.0439580735034502,Iris-versicolor
+11,5.2059597427445246,2.7024717827014073,3.897240965464722,1.4049878946086762,Iris-versicolor
+12,6.006131314993691,2.173591706120263,5.019594808052836,1.488669161224236,Iris-virginica
+13,5.0474535358958885,3.794910041291825,1.5941202682672828,0.1993749428993854,Iris-setosa
+14,5.036435394002283,3.720558482523513,1.4580243541796312,0.20556513294291331,Iris-setosa
+15,5.832634397016226,3.18487089496266,4.760324778949877,1.775140872411792,Iris-versicolor
+16,5.962734042728364,3.4068306717083163,4.474856200438725,1.6017873096578026,Iris-versicolor
+17,5.567817051670251,3.0,4.518003829809808,1.486090114662065,Iris-versicolor
+18,7.699166660580744,2.548011352917452,6.899999002111375,2.2721303418760304,Iris-virginica
+19,5.0367559466482,2.000001550147976,3.5874348392908377,0.9342833221924411,Iris-versicolor
+20,6.701550847547071,3.0,4.992921944505883,1.7077186234992074,Iris-versicolor
+21,5.607131111452643,2.520310110207828,3.9301590054144158,1.112593675663726,Iris-versicolor
+22,4.591580912340693,3.6479757312273478,1.0000005187754122,0.1955320268406983,Iris-setosa
+23,5.947881225250776,2.886621529310419,4.4650274043272535,1.46569442877846,Iris-versicolor
+24,6.280030105557196,2.7769581815295235,4.79173167878774,1.7916472308347628,Iris-virginica
+25,4.492001176888124,3.223540996695952,1.3354726041272147,0.20174460294410276,Iris-setosa
+26,5.4802398163052,3.9118405057397183,1.3090033956485425,0.33685076724300284,Iris-setosa
+27,4.855933394953304,3.547270717770876,1.4514350371627347,0.1919713464572982,Iris-setosa
+28,6.104368458229659,3.359944100715531,4.559862856201915,1.609020229686958,Iris-versicolor
+29,5.778001438392297,2.789387073452295,5.094517975661087,2.396626880524915,Iris-virginica
+30,6.12547681004309,3.3480229532026646,5.898785790453489,2.5,Iris-virginica
+31,6.1561631745578635,3.338328986290092,5.8785398294433096,2.5,Iris-virginica
+32,4.429738486402555,3.2085165699931997,1.3391342773121067,0.20071950858037435,Iris-setosa
+33,5.990080212676421,3.3997806703253346,4.4431649564897455,1.5968965677252607,Iris-versicolor
+34,5.797550930373876,2.680079789447502,5.074815100236906,1.9116215159129408,Iris-virginica
+35,4.401338938954451,2.952135612001563,1.408851941685184,0.19900073983267447,Iris-setosa
+36,5.165757924320546,2.589020440014871,3.85057002980278,1.3442507399006833,Iris-versicolor
+37,6.359631929391548,3.2022886777358366,5.379572101356102,2.2814531684178263,Iris-virginica
+38,4.622765620006104,3.6513524688598746,1.0000007013840115,0.1968676061335925,Iris-setosa
+39,5.539673308713378,2.3624685577906077,3.7744128598404796,1.0271836459542723,Iris-versicolor
+40,5.621862206025676,2.5409569886377192,3.9270137242267844,1.0944477806657908,Iris-versicolor
+41,4.999827790956973,2.0000007231138737,3.58101520670725,1.0009647493491183,Iris-versicolor
+42,6.672133679408161,2.49909378379966,5.743455535306617,1.7911246781325605,Iris-virginica
+43,6.365895981844999,3.2136600290780235,5.465146116204195,2.3227936221384193,Iris-virginica
+44,4.9565020192930955,2.000000563569382,3.6065771695622506,0.9865998316458074,Iris-versicolor
+45,6.174802851357909,2.875859501170532,4.579124295925185,1.504547269382641,Iris-versicolor
+46,4.894847231247551,3.068489604231506,1.502721220107964,0.1,Iris-setosa
+47,4.662384056299551,3.1099120220529155,1.4737592792204106,0.19415053990186437,Iris-setosa
+48,5.514224416606319,2.501438795331184,3.915494716572886,1.225319678955111,Iris-versicolor
+49,4.571018216712825,3.623964277972989,1.0000004026305842,0.1927112339565025,Iris-setosa
+50,5.99177026145385,2.194849456763002,4.978683051887179,1.479638600110984,Iris-virginica
+51,5.495392160280596,3.9336209473960517,1.2940275475135345,0.47750097344206205,Iris-setosa
+52,5.500692019477346,3.0,4.419422272890657,1.5098987497278091,Iris-versicolor
+53,5.6743534930572865,3.8579603414017765,1.526764218188093,0.4507477908458973,Iris-setosa
+54,5.739270697221897,3.833635089671205,1.599088998206647,0.28124224328542263,Iris-setosa
+55,6.715051491076419,3.0,5.016632313180015,1.7184080864753857,Iris-versicolor
+56,4.797284430512455,3.401840157312795,1.889054244370744,0.19574306873878666,Iris-setosa
+57,7.116211475941931,3.110986681791488,5.212938539115028,2.309524493625837,Iris-virginica
+58,6.667486040281448,2.7828914450159594,4.694737305390528,1.455262772291198,Iris-versicolor
+59,5.517009672871598,2.385890778286071,3.652108720115958,0.9208461179452343,Iris-versicolor
+60,4.811628498002995,3.0,1.4100817297645,0.29533092647760995,Iris-setosa
+61,6.680652863309615,2.486567968911493,5.804329799453881,1.7773668976907633,Iris-virginica
+62,6.155510230825729,3.342717521504859,5.929832341344549,2.5,Iris-virginica
+63,4.895085562740525,3.154373309955365,1.5038868641648298,0.10000013479362957,Iris-setosa
+64,4.6125977320009275,3.535342854411189,1.0000008558264624,0.19995838396085042,Iris-setosa
+65,6.342184598230852,2.5289225059674454,4.9543043118792145,1.8388371338203109,Iris-virginica
+66,6.157959986906662,2.8760181330707706,4.719028676987668,1.379628576511458,Iris-versicolor
+67,7.899998944040939,3.791998306781853,6.450403296413016,2.0498890438275996,Iris-virginica
+68,6.115621812773785,2.6038121750050016,5.499504867607397,1.4324406497572109,Iris-virginica
+69,6.109140133831734,2.8011230266794978,4.666072990070308,1.1903497014330295,Iris-versicolor
+70,5.788493196552411,2.8121826503771032,5.119961849073449,2.4060410089756465,Iris-virginica
+71,5.933430472851687,3.409493805713916,4.488021715421618,1.61397913673444,Iris-versicolor
+72,5.984751119107401,2.176952523621427,4.036490753863986,1.0290984238587457,Iris-versicolor
+73,5.550955228772435,2.4386781021707438,3.7483317075706593,1.0144604399636639,Iris-versicolor
+74,6.62524206210049,3.0,4.404858065222377,1.3923498448889429,Iris-versicolor
+75,4.3000007660717205,3.133128323786428,1.087872545229927,0.10000011589605368,Iris-setosa
+76,5.691205275991093,2.880331201933558,4.393423101813685,1.3495970464569838,Iris-versicolor
+77,6.705886277781283,3.1121681285945946,4.695111033717878,1.4926444934111798,Iris-versicolor
+78,4.775851991961338,3.4015992387469463,1.818727029590953,0.20075156921754525,Iris-setosa
+79,6.309026475243859,2.50897922686451,4.984636733739817,1.8654649375680994,Iris-virginica
+80,5.860759239584026,2.6417177676829198,3.9958128408330387,0.9718293375674587,Iris-versicolor
+81,5.709165951031989,2.674386867353666,5.084283778088828,1.9062371478136346,Iris-virginica
+82,4.966868461439118,2.000000482763326,3.588145410946962,1.026925794715617,Iris-versicolor
+83,5.478178523098297,3.0,4.467667376749629,1.505925837535631,Iris-versicolor
+84,5.723189817373199,2.994605344869371,4.294819127274733,1.2466002813884338,Iris-versicolor
+85,4.617795003325739,3.097072253983595,1.514465505265177,0.1961287096845586,Iris-setosa
+86,5.1083424563061675,3.3080148686215636,1.7891554007369483,0.47628190641411816,Iris-setosa
+87,5.718131840209818,2.903912057957746,4.223106158407095,1.284042831669671,Iris-versicolor
+88,7.688925347258345,3.0,6.06263444528131,2.3001895452175023,Iris-virginica
+89,5.72713757496464,2.92216903551794,4.229237770183387,1.264461364769114,Iris-versicolor
+90,6.091578684166215,3.3263770974067994,5.964708593440735,2.5,Iris-virginica
+91,6.5937050383168065,3.0,4.370311356454996,1.3998908334614484,Iris-versicolor
+92,6.37686177104206,2.798959977957505,4.609934444431784,1.4666700163138704,Iris-versicolor
+93,7.666788057694392,2.536120834301323,6.899998536716119,2.2771144718983236,Iris-virginica
+94,4.804577761552604,3.0,1.4091615024772448,0.3306249036861338,Iris-setosa
+95,5.501065409544511,2.47322938332474,4.017106751716594,1.2926982238306362,Iris-versicolor
+96,5.773792365812184,2.8420838276788625,4.4114982127944,1.3709898902694935,Iris-versicolor
+97,6.107355414077226,3.345011744063276,5.876558764155986,2.5,Iris-virginica
+98,7.229797379980085,3.198614040351664,5.995994648918983,1.798771378630469,Iris-virginica
+99,5.982788165150781,2.774692507488544,4.578740733711695,1.1793835411611395,Iris-versicolor
+100,5.671336791483814,2.869060643054347,4.055748856137748,1.2773903585576791,Iris-versicolor
+101,5.424289032621395,3.9575390596828273,1.2429848030768569,0.46505578567965844,Iris-setosa
+102,5.556160497439442,2.44992828640183,3.8170821649795643,1.0298252760827378,Iris-versicolor
+103,4.605187919025069,3.129725590044785,1.5175530589087163,0.19719208084349543,Iris-setosa
+104,6.220782626467481,2.188985904381772,4.470348396111547,1.492021649753459,Iris-versicolor
+105,4.994420456415133,2.000000525982328,3.3838649116655546,0.9752870063731817,Iris-versicolor
+106,4.652943538814029,3.7851564347548123,1.0000004368068172,0.1961054653797053,Iris-setosa
+107,5.542955066759244,4.2,1.3039090764325296,0.20301429976669833,Iris-setosa
+108,4.802441162797685,3.397907699231546,1.8303805488356537,0.2030889325148378,Iris-setosa
+109,4.3,3.0053277444707116,1.0812691082352095,0.1,Iris-setosa
+110,7.899998109034056,3.7813590355684776,6.34729927126976,2.1435956160744234,Iris-virginica
+111,4.992359735221023,3.3974612165808398,1.6349346710823953,0.3891508256723213,Iris-setosa
+112,6.581505008232762,3.0,4.399600608143368,1.3799735308028749,Iris-versicolor
+113,6.020645897716223,2.216052696563432,4.046403696525034,1.0545492902675642,Iris-versicolor
+114,5.783444144410252,2.6963320402190227,5.093022238068366,1.9185700208453107,Iris-virginica
+115,4.985676499765086,2.0000006147673637,3.4463613097706274,1.0439776375547083,Iris-versicolor
+116,7.719550425598599,2.545838182167829,6.9,2.294584628355712,Iris-virginica
+117,6.010551685850201,3.4104559668179344,4.464560575121169,1.5889494608806738,Iris-versicolor
+118,7.726504718001021,2.508938939911057,6.8999988909844685,2.2705404357858807,Iris-virginica
+119,5.840100515448008,3.2262535015198797,4.761606869014952,1.7771900212446703,Iris-versicolor
diff --git a/iris/tab_ddpm/0/5/test.csv b/iris/tab_ddpm/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/5/train.csv b/iris/tab_ddpm/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/5/val.csv b/iris/tab_ddpm/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/6/synth.csv b/iris/tab_ddpm/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d57edf7ab205525da2aefa869fd7dda7f6f25d8
--- /dev/null
+++ b/iris/tab_ddpm/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.817258806808151,2.6738536315548975,4.203930878181213,1.0369090896955129,Iris-versicolor
+1,6.811857415149222,3.188852718398297,5.639420640683788,2.305797103798844,Iris-virginica
+2,6.0881056698168985,3.3320798591328793,5.900048273870684,2.4999997490248878,Iris-virginica
+3,5.877723801712964,3.214100834314669,4.7837770504035575,1.7806225165036156,Iris-versicolor
+4,5.792082314511908,2.679889095283062,4.14218411877188,0.9382418875083351,Iris-versicolor
+5,6.7363956582317615,2.777294733922188,4.713562372140424,1.440343291382073,Iris-versicolor
+6,5.077508908481202,3.5532028563970917,1.393621811214214,0.19850692770375367,Iris-setosa
+7,7.725011395999751,2.55165062191779,6.899999009779744,2.3025201939670534,Iris-virginica
+8,6.280654895343639,2.6700349741311817,4.901057122365245,1.7962594747366702,Iris-virginica
+9,7.733224723220262,2.553100576117787,6.8999988781362145,2.300509803505546,Iris-virginica
+10,6.637596283943159,3.0,4.520665838896877,1.4466076643477654,Iris-versicolor
+11,4.730780731571935,3.0,1.3658096783631963,0.1,Iris-setosa
+12,7.710576066285083,2.5669369744200194,6.899998667058575,2.2978696196168813,Iris-virginica
+13,6.294291959383475,3.316412999045043,4.738701197125328,1.5947310948862892,Iris-versicolor
+14,6.8363460370118325,3.207366415250553,5.815458251042392,2.2959208893831464,Iris-virginica
+15,5.870192830344663,2.6868971999460816,5.091811397163537,1.9197767750280592,Iris-virginica
+16,5.132769632890025,3.3286539498855108,1.5918199685264776,0.5600809740136856,Iris-setosa
+17,4.915395750160293,3.158468997433609,1.4875987989158141,0.10000010823996348,Iris-setosa
+18,6.189812811166334,2.1945961602625714,4.487832285590716,1.4870115240363924,Iris-versicolor
+19,5.7549967743784025,3.8471387233985492,1.7452601602492073,0.30749886313116837,Iris-setosa
+20,6.67909864571802,3.118142531792662,4.695931195305602,1.50938041569277,Iris-versicolor
+21,5.7713106130111695,2.781616118533967,5.1027207214934975,2.4011272805400674,Iris-virginica
+22,6.143716334333526,3.329804469016707,6.038897486470717,2.5,Iris-virginica
+23,4.772685005360802,3.0,1.410958064337167,0.2686905007370889,Iris-setosa
+24,4.775067534949187,3.0,1.3975016067376091,0.2754750836107762,Iris-setosa
+25,7.574459847533944,3.0,6.512615369102916,1.9230190080808676,Iris-virginica
+26,6.496331650362988,2.7830014831897327,4.6006658427360705,1.4978897724292335,Iris-versicolor
+27,4.80194824306251,3.0,1.3752712920269945,0.10000012476457845,Iris-setosa
+28,6.267172956147033,2.738690859821795,4.803122114456682,1.782989894088368,Iris-virginica
+29,5.6990580600132645,2.8166635691771447,4.488532047399872,1.3230341074175989,Iris-versicolor
+30,6.082055748043931,2.6022302986898773,5.635078304248882,1.4104623460458972,Iris-virginica
+31,5.513543844333326,4.2,1.3606877052982893,0.20832863287395845,Iris-setosa
+32,5.64066112695562,3.0,4.504461998077705,1.5303020669394114,Iris-versicolor
+33,7.707797798744176,2.5494065395763554,6.899998900888566,2.2779617830866754,Iris-virginica
+34,5.771006988751325,2.7874883168619524,5.105446500621518,2.4116168650962564,Iris-virginica
+35,4.801993887944191,3.0,1.4028718057224558,0.2712031079729219,Iris-setosa
+36,6.197893381836236,3.395073191310992,5.4105729100505435,2.327832615805997,Iris-virginica
+37,6.575715362741343,2.7719055174628418,4.628505932332552,1.4763437324936046,Iris-versicolor
+38,6.5899094373851534,3.0,4.385949590769243,1.3909031161187175,Iris-versicolor
+39,4.505049791150276,3.2152255264345193,1.3564904609128992,0.20080645551330878,Iris-setosa
+40,7.152771495593758,3.1822364770130958,5.918095842215818,1.8031341345363334,Iris-virginica
+41,6.174471690421627,3.342348900932939,5.948771369647444,2.5,Iris-virginica
+42,7.899998828990167,3.721084271582271,6.412648410904932,2.104246786490498,Iris-virginica
+43,4.3,3.258542588456134,1.0790815772814055,0.10000013134683645,Iris-setosa
+44,4.974683735501625,2.000000701202373,3.303788986947784,1.0554718935234337,Iris-versicolor
+45,5.6866056534935385,2.8439119754759217,4.416713500663876,1.3569443608706622,Iris-versicolor
+46,6.0765097515388975,2.833090957536972,4.663970566734651,1.3181956813124518,Iris-versicolor
+47,7.7365008482155195,2.541712370859522,6.899998567108704,2.3103123747584315,Iris-virginica
+48,6.155347552353841,3.340068944313917,5.964241264542258,2.4999997892989776,Iris-virginica
+49,6.288219125140179,3.4034203442957542,5.606741282856799,2.395592029374964,Iris-virginica
+50,4.3,3.2359728350924186,1.0922523472203904,0.10000011843446224,Iris-setosa
+51,6.077064723621158,3.0,4.494974185312749,1.4256421993827875,Iris-versicolor
+52,5.0561961029442894,3.7051924232203057,1.6986472191104727,0.20217699772950576,Iris-setosa
+53,5.081657870696634,3.547507943564688,1.4031016424650546,0.19958566387402188,Iris-setosa
+54,5.74374427987431,2.7916726143425086,5.137490240391984,2.3945697114300084,Iris-virginica
+55,7.899998599880768,3.727039444943044,6.372971829792194,2.057077384030242,Iris-virginica
+56,5.508143459055305,4.2,1.3200484652217872,0.21492338482859313,Iris-setosa
+57,4.8066300814967295,3.4361028523794745,1.6681455065708835,0.19822375434384049,Iris-setosa
+58,6.329654480530933,2.553798132350904,4.94529056610351,1.8322281594367336,Iris-virginica
+59,5.695439593382744,2.881862998752895,4.11273307292902,1.2974252953342253,Iris-versicolor
+60,4.61978441628525,3.5768361173560344,1.0000006862198394,0.19019641124324574,Iris-setosa
+61,6.1653601093035375,3.3344343254502027,5.898507357468752,2.5,Iris-virginica
+62,6.793492264849249,3.1956439825906733,5.829044137528287,2.3001288967897175,Iris-virginica
+63,5.899105889595431,2.788580654572628,4.55753787204898,1.2494923353330138,Iris-versicolor
+64,5.993560158558594,3.3934421957902177,4.527638353801527,1.6147114770034476,Iris-versicolor
+65,4.3,3.0980190752739722,1.1000516772191429,0.1,Iris-setosa
+66,6.055374386013494,3.3645137354622996,5.820551432659233,2.5,Iris-virginica
+67,5.645030794009272,3.0,4.181444533202439,1.203911698192875,Iris-versicolor
+68,4.980935838752368,2.0000004929307655,3.3841864332722236,0.9324768814146988,Iris-versicolor
+69,5.495356856954981,4.2,1.3638180867562983,0.2107512343054764,Iris-setosa
+70,4.413432387584858,2.943453321730737,1.3974995776896009,0.19444237359690988,Iris-setosa
+71,5.937382485400345,3.22721382714744,4.791299343538365,1.814508046553794,Iris-versicolor
+72,5.98191542920764,3.3948860085850328,4.5335396670987675,1.6019114409734645,Iris-versicolor
+73,4.984306948783818,2.000001161239315,3.3428051800588214,0.9637068554406555,Iris-versicolor
+74,7.750210198880373,2.533769657433764,6.9,2.3087641910361993,Iris-virginica
+75,5.426171538185694,2.4198799837503504,3.603000536729433,0.995477224001017,Iris-versicolor
+76,6.33825419287996,2.685024975293428,4.8902888310476795,1.8272269136964372,Iris-virginica
+77,5.920829494682901,3.2693918133682827,4.824073451064828,1.8373694047546838,Iris-versicolor
+78,6.167455863205277,3.3273936753996156,5.882598706863892,2.5,Iris-virginica
+79,6.212532618336713,2.8459834779862248,4.554586917907786,1.4828829391971343,Iris-versicolor
+80,4.963338853586724,2.000000632736915,3.6760225174447014,1.0123463296251176,Iris-versicolor
+81,6.138108850508777,3.3354254840195594,5.99615938208313,2.5,Iris-virginica
+82,4.932667413292943,2.000000493739599,3.0733863018104213,1.0053908955058746,Iris-versicolor
+83,6.014539531189415,3.395007524863253,4.467110536002251,1.593677279880283,Iris-versicolor
+84,5.19907021388497,2.623466084530934,3.884898178737818,1.3477605019906762,Iris-versicolor
+85,5.773986811708432,2.71615376705936,5.124984123412738,1.9013540646732698,Iris-virginica
+86,7.20177698821223,3.2086097084738205,6.041076941280156,1.8848726072548319,Iris-virginica
+87,5.677625311506314,2.7881502260384505,4.4434566661655,1.302061787776014,Iris-versicolor
+88,6.1479936229839725,3.3311400133784264,5.965001533166268,2.5,Iris-virginica
+89,5.884593433217146,3.1802321047622244,4.736084532604912,1.7355624323429046,Iris-versicolor
+90,6.172174352722762,3.346096440865749,5.902206159307489,2.5,Iris-virginica
+91,5.744700940873171,3.8007820706328435,1.804270573921789,0.28040915327999494,Iris-setosa
+92,5.8225725223145055,2.80054760263377,5.153433400334396,2.4039782999950394,Iris-virginica
+93,4.794350111534654,3.0,1.4072149010489783,0.1000001018764746,Iris-setosa
+94,7.1919474615978105,3.202790958755539,6.015385185068193,1.776709366084535,Iris-virginica
+95,7.899998917346368,3.760423413461497,6.447519578008844,2.1458622750217744,Iris-virginica
+96,6.288621865091766,3.3051438903996964,4.684737425066021,1.6020182220482715,Iris-versicolor
+97,6.088310271449958,3.3492954316915275,5.956125341435442,2.5,Iris-virginica
+98,6.193805591901781,2.18886338644816,4.476266281495434,1.461650409572753,Iris-versicolor
+99,5.011032109281074,3.0,1.807409266891201,0.2009447969156404,Iris-setosa
+100,4.656095013293143,3.1192169973630803,1.5181997622086665,0.2027442898841631,Iris-setosa
+101,6.700390291997942,2.44857656680117,5.860039465854075,1.792231780755167,Iris-virginica
+102,6.154735299024745,2.181013336614842,4.449879540364178,1.4707599837311964,Iris-versicolor
+103,5.842165757299602,2.928844997955388,4.428493931840789,1.3472461970798044,Iris-versicolor
+104,5.8106803445012165,3.0488558926191094,4.6590423709042845,1.6408502365248714,Iris-versicolor
+105,5.5038444395296695,4.2,1.3182762756518196,0.20589557246578136,Iris-setosa
+106,5.589385664693556,2.5044230046219833,3.9572603941678004,1.09314778863851,Iris-versicolor
+107,4.823066109103725,3.0,1.4306815060107563,0.26177658602023646,Iris-setosa
+108,5.09133191372865,3.575140674074103,1.3900902997174187,0.20274942475540753,Iris-setosa
+109,4.904620782368636,2.0,2.8570018240841764,0.8425116213622953,Iris-versicolor
+110,5.489616277375542,3.0,4.475246065780248,1.484304265269251,Iris-versicolor
+111,6.766608553863578,2.7870441116987794,4.749315851697499,1.4350219038846985,Iris-versicolor
+112,7.718570693147341,2.5476598377952415,6.899998953422037,2.2955998674569686,Iris-virginica
+113,7.732795631301793,2.5290110911703394,6.9,2.2861269364148513,Iris-virginica
+114,7.726207986283011,2.5399747259694094,6.899998789960622,2.2897152385907913,Iris-virginica
+115,6.521604433817036,3.202170277556917,5.114982743159616,1.9944445421645898,Iris-virginica
+116,5.02709519084598,2.0000008391832074,3.496965522969015,1.0542490179663597,Iris-versicolor
+117,6.9978724382042605,3.1949180166749063,5.685441575463905,2.271303949419447,Iris-virginica
+118,6.756621781600876,3.1049790624564375,5.56930120181572,2.229435102816405,Iris-virginica
+119,6.685201694725464,3.0,4.948026922701565,1.6266574578214434,Iris-versicolor
diff --git a/iris/tab_ddpm/0/6/test.csv b/iris/tab_ddpm/0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/6/train.csv b/iris/tab_ddpm/0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/6/val.csv b/iris/tab_ddpm/0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/7/synth.csv b/iris/tab_ddpm/0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a528d61fff3763d013a08733326cb1f3b9d5eb28
--- /dev/null
+++ b/iris/tab_ddpm/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.410357367061053,2.9063319840471524,1.4054827508000918,0.1977276045227389,Iris-setosa
+1,5.486429309790024,4.199999153264183,1.3710190809466507,0.21270329077773587,Iris-setosa
+2,6.893471517816088,3.1058715971835507,5.087525012214236,2.3003822262015117,Iris-virginica
+3,5.617518633593357,2.9119655799822155,3.7476006848150694,1.27974686616532,Iris-versicolor
+4,5.95704560264226,2.635834080763322,5.0786301516555,2.0485276328894777,Iris-virginica
+5,6.83463431558916,3.198656282937339,5.808887830579788,2.302816279444571,Iris-virginica
+6,4.596603241085761,3.667410624408072,1.0,0.2001159638411354,Iris-setosa
+7,5.787056039871845,2.7639035857063288,4.249491371544755,1.137251183958413,Iris-versicolor
+8,6.26460883211413,3.4073476767095268,5.579162220723793,2.397869818780343,Iris-virginica
+9,5.778155396799912,2.7024403689986447,5.121494042072692,1.8962371625405243,Iris-virginica
+10,4.616049404718309,3.1159875661080765,1.4919197595602118,0.20503165497894427,Iris-setosa
+11,4.847069690044623,3.103840930211237,1.438745430958188,0.1,Iris-setosa
+12,5.02839528653181,3.768422522369831,1.587382962963775,0.20059003602054462,Iris-setosa
+13,4.629377744612272,3.732791076467678,1.0000003825638788,0.19069136380208473,Iris-setosa
+14,4.8029661527903205,3.400880908958098,1.6070463935782595,0.20393880326609198,Iris-setosa
+15,6.130386258222939,3.3195813727597674,6.015061462591784,2.5,Iris-virginica
+16,4.418009823663764,2.9551183370525007,1.4150253846240077,0.201001014869373,Iris-setosa
+17,6.658757612405695,2.432937961073354,5.739524456882249,1.7719462274495563,Iris-virginica
+18,4.618741621202144,3.732233066569774,1.0,0.1911404633822962,Iris-setosa
+19,5.808872376929974,2.695704907171112,5.105648655139673,1.8980230124809514,Iris-virginica
+20,7.9,3.805315161131467,6.38961716656792,1.9803512413548432,Iris-virginica
+21,6.97531343434559,3.0936812712564032,5.17882326069828,2.310415103644527,Iris-virginica
+22,6.090018534251823,2.8843733623832613,4.705298975256094,1.3644433761352786,Iris-versicolor
+23,6.002575324907953,2.1940151330038486,3.9685412072696544,1.0068479162242394,Iris-versicolor
+24,7.716049020503217,2.813872804905208,6.6611249665148575,2.0099141627235615,Iris-virginica
+25,5.7949661110699555,2.703576107031911,5.140008111818504,1.8965769408976225,Iris-virginica
+26,6.724220296819434,2.473540098555017,5.906794656289581,1.7880821778519793,Iris-virginica
+27,7.899998847751996,3.777531694764055,6.362939327022051,2.078197446784996,Iris-virginica
+28,5.517362610167528,4.2,1.3565653242470954,0.2186895933592069,Iris-setosa
+29,5.770863745948061,2.701444639030113,5.078436122084399,1.9349693471799458,Iris-virginica
+30,6.301756032793663,3.2761242098249097,4.7168605057308195,1.583890865698021,Iris-versicolor
+31,5.516360256318215,4.2,1.3143153903400888,0.2062129064824672,Iris-setosa
+32,4.984879568348639,2.000000497561639,3.3664379725078044,0.96525626626371,Iris-versicolor
+33,6.152787073896706,3.3243669102100615,5.9054088054808656,2.5,Iris-virginica
+34,6.221422134409983,3.3208467602262686,4.627006813855587,1.6093626386468463,Iris-versicolor
+35,4.610975588023371,3.7600588614667556,1.000000582259367,0.1960507466931134,Iris-setosa
+36,4.399255221457584,2.906395767852805,1.4094514300492191,0.19646668642410214,Iris-setosa
+37,4.7879070385433105,3.3985672923846435,1.8579835355996253,0.20015292189904385,Iris-setosa
+38,6.1895127820396505,2.7649318866357233,4.816425333135246,1.816269550500844,Iris-virginica
+39,5.94201040087607,2.201359409883631,3.970125067010015,0.9170115538356479,Iris-versicolor
+40,6.710063693059174,3.087706715160082,4.706164577364871,1.5063970524104693,Iris-versicolor
+41,6.198074248212225,3.3364670243750765,5.976242085893738,2.5,Iris-virginica
+42,6.038649389181585,2.2300295107224257,4.00687716430087,1.0228257344945244,Iris-versicolor
+43,5.602510104867543,3.0,4.4816348105258355,1.4699819611529676,Iris-versicolor
+44,5.38680609481926,3.627505842038676,1.3970025235877388,0.35861276767064687,Iris-setosa
+45,4.916242017276218,3.1778094603469684,1.486402866735157,0.10000009980182396,Iris-setosa
+46,6.159033595791998,3.3289998846971467,5.811565244729232,2.5,Iris-virginica
+47,6.6221462972755205,2.787856516242052,4.6445485062039715,1.5213083680281365,Iris-versicolor
+48,4.959179563670366,2.0000011860252815,3.5036633915582414,1.0070578522148375,Iris-versicolor
+49,6.411701802041095,3.1763612449564875,5.388784865228538,2.308917728876148,Iris-virginica
+50,4.571505880652585,3.7136390649955633,1.0000005009460895,0.20535838064260778,Iris-setosa
+51,6.140403656615635,2.8188238637791385,4.705444893107584,1.193423300434049,Iris-versicolor
+52,4.424896099922949,3.2101724891606813,1.3327301028313785,0.20109065681128635,Iris-setosa
+53,6.326001242376829,2.460793878658217,4.962252313465521,1.9078705249405965,Iris-virginica
+54,6.713867464362794,2.4990293883159262,5.754117459857749,1.7399738706489314,Iris-virginica
+55,6.036601271236235,3.3507210087518433,5.834496010350968,2.5,Iris-virginica
+56,6.1265794151692035,3.3324863138813865,5.885919697884315,2.499999817312245,Iris-virginica
+57,6.104400070088522,2.5890619716142607,5.58147221786584,1.3735251169593206,Iris-virginica
+58,6.291916496461438,2.445338072484494,5.011663281638243,1.9281651654343184,Iris-virginica
+59,5.747964333998287,2.7038429072202597,5.111108162672074,1.9121002345040403,Iris-virginica
+60,7.633308116027381,3.0,6.413681089409409,2.184342351006125,Iris-virginica
+61,6.004554242476242,2.1881925518118552,4.051243411022837,1.0033269770437179,Iris-versicolor
+62,5.820683615440841,2.7179489348005292,5.0988229588888,1.9172629661965304,Iris-virginica
+63,5.572659341369333,2.437892657702844,3.9238860086748115,1.0472131043260102,Iris-versicolor
+64,4.9630700976987665,2.0,3.260002868624041,0.8579721548102721,Iris-versicolor
+65,5.136456256330521,2.5270125913730115,3.177737552606737,1.1460505966315495,Iris-versicolor
+66,4.897690410232837,3.1021499464559694,1.4908323013525104,0.10000009421490075,Iris-setosa
+67,6.519417305463762,2.7851231371324006,4.618225290404552,1.4978458965118118,Iris-versicolor
+68,5.644632499896893,2.841975175129379,4.476956375503708,1.3391134830544569,Iris-versicolor
+69,4.961950548136079,2.000000610126458,3.4537898999101424,1.002196805931524,Iris-versicolor
+70,5.6999810323193305,3.0,4.241772268441557,1.2625895146971098,Iris-versicolor
+71,5.65957985400033,3.0,4.558600684522706,1.5578138435771882,Iris-versicolor
+72,5.654404137697346,3.807554202431684,1.840038229429415,0.30449098587733325,Iris-setosa
+73,5.535559773387609,4.2,1.3736297813044023,0.22132085182692515,Iris-setosa
+74,5.5002572235851535,4.2,1.3147088973290253,0.21190299913797297,Iris-setosa
+75,5.970299365406225,2.202837692633508,5.004268524253468,1.4666381131268478,Iris-virginica
+76,5.510978169709992,2.3954386474496165,3.7213844358089085,0.9268532189630018,Iris-versicolor
+77,5.998775511718891,2.1970051894805307,4.021602813313919,0.9786506232049352,Iris-versicolor
+78,6.0278488912239485,3.3871789533977696,4.512178380851478,1.6098075707540318,Iris-versicolor
+79,4.817971912545791,3.007080662684126,1.4330417006017557,0.1,Iris-setosa
+80,7.899998576206716,3.7937014968320018,6.305489056473631,2.047165834832008,Iris-virginica
+81,6.137560542718373,3.324844267713684,5.986652773071599,2.5,Iris-virginica
+82,6.12755121898675,3.3259524566197376,5.959294901233912,2.5,Iris-virginica
+83,7.899997812199068,3.701184939200606,6.451354024975709,1.9891280221966574,Iris-virginica
+84,5.759843007373558,3.7653072711322193,1.6269457198735056,0.2898357726956712,Iris-setosa
+85,5.761589825329223,2.7055934048673045,5.122869615703105,1.8807291401179236,Iris-virginica
+86,5.561034889950012,3.0,4.529593782243934,1.5047284336744922,Iris-versicolor
+87,7.9,3.7472289133004177,6.408808352978385,2.1128925522557025,Iris-virginica
+88,5.522713508904444,4.2,1.325026492380794,0.2018153957534521,Iris-setosa
+89,5.477062985696547,4.2,1.390431034439477,0.20876110078865137,Iris-setosa
+90,5.893167036029407,3.214142511786433,4.810061606099406,1.8024722337357975,Iris-versicolor
+91,5.510122227271498,4.2,1.3092203955130377,0.20667123679561675,Iris-setosa
+92,5.423448970975975,3.9105930138408933,1.2991113094498155,0.3621427885722014,Iris-setosa
+93,6.09849306103157,2.775162382038755,4.697504787068416,1.192427655240011,Iris-versicolor
+94,5.706022870834499,2.852902371409382,4.26175144137452,1.28231410414331,Iris-versicolor
+95,6.020326446459476,3.4016699382674385,4.508475618337761,1.5953769172839913,Iris-versicolor
+96,5.723574781042882,2.8063396647064907,5.097295739139533,2.4241035459138227,Iris-virginica
+97,6.135903781907552,3.345533529869426,5.897886277309756,2.5,Iris-virginica
+98,6.048167306217332,2.892078368863749,4.533059295190042,1.5021477293871492,Iris-versicolor
+99,4.599035786829404,3.670974366197385,1.0000003941118574,0.19922371821325302,Iris-setosa
+100,6.169621831260342,3.2742090937625807,5.845081102469134,2.499999776123836,Iris-virginica
+101,4.824010416767409,3.0,1.4131384012097703,0.2770432286524944,Iris-setosa
+102,6.31217401086736,3.3963242924938055,5.546596694499324,2.3872517324182945,Iris-virginica
+103,6.1907106044123745,3.328470193078516,5.971788217580183,2.5,Iris-virginica
+104,6.435442307559626,2.760478851313524,4.58131248665567,1.482074576037143,Iris-versicolor
+105,4.783291304205707,3.406637628539586,1.5908984980280798,0.20199319747647032,Iris-setosa
+106,6.27987915279681,2.701433709824628,4.884971881837017,1.765428693953126,Iris-virginica
+107,5.966496418401837,3.4074520018213623,4.494698621778134,1.6116984251725277,Iris-versicolor
+108,6.206000729530429,2.1950347650604094,4.503095508813737,1.5071434022172885,Iris-versicolor
+109,6.674702111483331,2.510993449558914,5.696926614011993,1.8084988349069635,Iris-virginica
+110,5.969574606907134,3.4037146186196052,4.49899264295566,1.6039114118564224,Iris-versicolor
+111,5.605447983262421,2.5400680259994743,4.024531002850818,1.1527486867488372,Iris-versicolor
+112,6.2136730043688715,3.4003735036803886,5.421653739978706,2.2844261833640243,Iris-virginica
+113,6.190262103876731,3.3179721299910603,5.9639999280660945,2.5,Iris-virginica
+114,6.04560437710368,3.3391581403245927,5.858194545067216,2.5,Iris-virginica
+115,7.727068281783518,2.54091361914674,6.9,2.316419039851411,Iris-virginica
+116,5.015993840699789,2.000002648287722,3.4416182427595823,1.0613788774092323,Iris-versicolor
+117,5.780552603587822,2.694673550678618,5.097512617157642,1.9179205721825987,Iris-virginica
+118,7.732152160567189,2.562967986683688,6.899998720351064,2.303979287138165,Iris-virginica
+119,5.820192833968034,2.700368018333102,4.196957933960465,1.006130494180906,Iris-versicolor
diff --git a/iris/tab_ddpm/0/7/test.csv b/iris/tab_ddpm/0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/7/train.csv b/iris/tab_ddpm/0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/7/val.csv b/iris/tab_ddpm/0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/8/synth.csv b/iris/tab_ddpm/0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8821c9cd6d0f1db6a26ae5b830866858527333e1
--- /dev/null
+++ b/iris/tab_ddpm/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.283307061229131,2.7177214480372314,4.846266770144194,1.7887100620047023,Iris-virginica
+1,5.572716936116652,2.993952119487404,4.522805111411151,1.4566699308780169,Iris-versicolor
+2,5.169412627358485,3.4029210912894063,1.404297215583425,0.2009117563076051,Iris-setosa
+3,5.119837588431946,3.8064615010915666,1.5993621149753863,0.20023157239287412,Iris-setosa
+4,6.08248620788831,2.785837981764272,4.665708925369093,1.1972236131804999,Iris-versicolor
+5,5.591743277295747,2.5030833482880706,3.8871098621525277,1.0858000479123202,Iris-versicolor
+6,6.000556226169217,2.1963931038460394,4.05218734902534,1.0054593584935205,Iris-versicolor
+7,5.717741709095095,3.817417128487169,1.60005622668012,0.4032645762558017,Iris-setosa
+8,5.906631183625458,2.798593979171844,4.565398333900855,1.2845982129534397,Iris-versicolor
+9,6.297209229541006,2.7236240387983788,4.896480811284954,1.7682784097935382,Iris-virginica
+10,5.082419615191676,2.5018191264295027,3.1094946843670845,1.0690818472512005,Iris-versicolor
+11,7.717265588268773,2.82762349859717,6.70147499714948,2.008530158364726,Iris-virginica
+12,6.038882465116931,2.198951868836726,4.029160868057445,0.9888626963092342,Iris-versicolor
+13,6.084754143731282,3.342386026031108,5.939674139100652,2.5,Iris-virginica
+14,5.0704144672477005,3.570880456468335,1.383770400664781,0.20026600084988072,Iris-setosa
+15,6.1923187198026675,2.1875679553959624,4.4814524158453475,1.4790819581930914,Iris-versicolor
+16,5.52494094447237,4.2,1.341482653341356,0.21120382957656794,Iris-setosa
+17,5.471595603826164,2.402519747482559,3.728490658285669,1.0061116522042115,Iris-versicolor
+18,5.953626628430179,3.407222862000945,4.467085736562699,1.6188550751369006,Iris-versicolor
+19,4.57465736058144,3.7782393055862293,1.0,0.1897887917961004,Iris-setosa
+20,6.3182833937039575,2.503178372871369,4.931625507613182,1.9357551323692694,Iris-virginica
+21,6.133572646258453,2.5845569864304037,5.613914346546875,1.4186343913507737,Iris-virginica
+22,6.245077953536198,2.4348137593248604,4.960968505186856,1.8675472539224753,Iris-virginica
+23,6.160947496501744,3.3959122757663383,5.537377576138288,2.3120109462812044,Iris-virginica
+24,4.613209961745944,3.7528367369082787,1.0000004108157057,0.19046012402314202,Iris-setosa
+25,5.556871407074989,2.4907885260856704,4.061614632066165,1.1495518213362659,Iris-versicolor
+26,4.613408889221738,3.7107835404828875,1.0000005294112402,0.20058039360556262,Iris-setosa
+27,4.555013616822601,3.221253679512484,1.4022725483405145,0.20064772507713893,Iris-setosa
+28,6.580506447666325,2.7778842962197516,4.610017815148723,1.4910684260443856,Iris-versicolor
+29,6.278337774817932,2.478446641767928,4.95899369440655,1.8869034120327848,Iris-virginica
+30,7.710609531758391,2.5566465433441556,6.9,2.304129793252182,Iris-virginica
+31,4.593469790081391,3.2013538375005335,1.39952978115466,0.20052815750275105,Iris-setosa
+32,4.300000690653905,3.1401468238243226,1.0964800470076297,0.10000010544961634,Iris-setosa
+33,5.781447175895245,2.719707191196595,5.08070702356789,2.1957583617187297,Iris-virginica
+34,6.133383728018457,2.604339403434017,5.489207710837101,1.5006550624435258,Iris-virginica
+35,5.788581943437959,2.700652078055679,5.174958187591963,1.926286832740073,Iris-virginica
+36,7.762986517833616,2.521836540070755,6.9,2.2814784511031294,Iris-virginica
+37,5.15003384478362,3.4107076475247675,1.3683888552383578,0.20005927364464537,Iris-setosa
+38,6.594937268077591,2.767420017900012,4.675895510295239,1.4822995666934928,Iris-versicolor
+39,4.606142314150897,3.662609434053691,1.000000551998681,0.20211277864602917,Iris-setosa
+40,6.301059168865373,2.5952350546548093,4.961480293026818,1.837932639246887,Iris-virginica
+41,5.486971861105929,3.943601531222518,1.3019431811881197,0.46878338041803086,Iris-setosa
+42,5.79452257798987,3.2667843398630625,4.755252264723673,1.820953278447196,Iris-versicolor
+43,6.676282961255568,3.0,4.991750567028127,1.6994094621630318,Iris-versicolor
+44,6.360394250438739,3.1957577757780444,5.265513813931148,2.288981866627648,Iris-virginica
+45,4.612772392760817,3.599037876152188,1.0000005387243196,0.1839755044341354,Iris-setosa
+46,5.492586312076571,2.494264650036666,4.016218146030601,1.2394280418091796,Iris-versicolor
+47,6.150591274361632,3.316064915194606,6.00762482204219,2.5,Iris-virginica
+48,6.122694161875679,3.344181274793895,5.945525420502522,2.5,Iris-virginica
+49,4.464881752359501,3.2189042479881347,1.3867103277322976,0.20237089603024574,Iris-setosa
+50,5.942670629687854,3.401582406340118,4.499312846399368,1.6244814148590074,Iris-versicolor
+51,5.519369956303019,4.2,1.347340531807295,0.21512913758782962,Iris-setosa
+52,6.255222171409169,3.4008207892183355,5.594269195802603,2.3466802289209965,Iris-virginica
+53,4.600031067442536,3.213024837555188,1.3932490233836488,0.20156840179891472,Iris-setosa
+54,5.577644842102904,3.6584736296200977,1.5663366758994475,0.334646561308271,Iris-setosa
+55,4.9786791940514465,2.000000575758654,3.398942578468861,0.8037435938161077,Iris-versicolor
+56,4.976156937052824,2.0000007850051307,3.440660769560532,1.0008590938483721,Iris-versicolor
+57,5.70093207480371,2.8046089235698823,4.448760260861185,1.302256586551711,Iris-versicolor
+58,7.7225080021549575,2.5735686786731913,6.9,2.3193847740638103,Iris-virginica
+59,5.00616555703154,2.0000014117926153,3.536082968868377,1.0628986048366875,Iris-versicolor
+60,5.007572814539468,3.0,1.6561494275772457,0.20062570656832862,Iris-setosa
+61,7.899997939973925,3.8135996048103564,6.41704138037752,2.1289781197525475,Iris-virginica
+62,7.7348916245639305,2.5728271442263697,6.899998186349396,2.307807838391379,Iris-virginica
+63,6.689924043682854,3.063548267923301,4.639743963673686,1.4697704440996489,Iris-versicolor
+64,4.914073702890372,3.388134304219479,1.4040500883822893,0.20115639206247699,Iris-setosa
+65,5.095641966353715,3.296238463963893,1.7172678910195018,0.44307257144854584,Iris-setosa
+66,5.519197049117609,3.0,4.4314059492066535,1.5028031293732713,Iris-versicolor
+67,6.173860783340102,2.7773713395397035,4.765041094972753,1.790936878475451,Iris-virginica
+68,6.724418152199826,2.4482925343221047,5.759231115003855,1.8071860194600953,Iris-virginica
+69,7.703438593859423,2.5278247862249112,6.899998931069458,2.2546051229687483,Iris-virginica
+70,6.190830668738633,3.3601352457370512,5.7664858791686555,2.5,Iris-virginica
+71,5.984159710192158,3.4004786972355783,4.52619088708635,1.6202616423369807,Iris-versicolor
+72,5.974386239700419,3.4036666662676707,4.524873621885955,1.598767100334066,Iris-versicolor
+73,4.886016473088005,3.067217453065678,1.4967632542119618,0.10000010367812984,Iris-setosa
+74,4.608513032547376,3.0853351495965615,1.5023292591046535,0.20289002740935974,Iris-setosa
+75,5.545774532293372,2.4977574180147633,3.985723075138245,1.242176966099008,Iris-versicolor
+76,6.183599131814125,3.3974481117279582,5.357155456772442,2.275724738614499,Iris-virginica
+77,5.760091588446177,2.6857625565433065,5.0935641946515435,1.9401336811459837,Iris-virginica
+78,6.289833997617176,2.492398416448131,4.98386040854272,1.8851711014574588,Iris-virginica
+79,6.323696901109633,2.521392969934493,4.967296124247639,1.9177412517553276,Iris-virginica
+80,4.560754915425196,3.160048347420524,1.461512558716188,0.19947955787628935,Iris-setosa
+81,5.934800576550574,2.77285755092912,4.579793743521086,1.1312958237873725,Iris-versicolor
+82,5.943883841164069,3.3897786121681674,4.563361102406289,1.629373674710067,Iris-versicolor
+83,5.218313510067613,2.7110583402773036,4.030611742336862,1.3855883827677462,Iris-versicolor
+84,6.12206104325025,3.344075661315852,6.042672516714366,2.5,Iris-virginica
+85,4.968873047751608,2.000001291872648,3.590390388598612,0.9491659760375025,Iris-versicolor
+86,4.575265555949694,3.1554623651768714,1.4465473847848291,0.19919446761872828,Iris-setosa
+87,7.692334534695593,2.822539830278508,6.674142881220021,2.0317617451747134,Iris-virginica
+88,5.8974430718064825,2.8950637524311333,4.451774680182167,1.4677179195530554,Iris-versicolor
+89,4.971898352857521,2.000000742451584,3.5381987144348166,0.9136344044503241,Iris-versicolor
+90,5.119759814884834,3.304298967223206,1.6490141404175127,0.4622627597811131,Iris-setosa
+91,4.300000471016194,3.2492283429764077,1.0724676641905146,0.10000026483529575,Iris-setosa
+92,5.881134578976267,3.2133074572611773,4.7997966980448,1.7968296783346989,Iris-versicolor
+93,6.375110541455795,3.2759773903574967,4.701325010100266,1.5683310930521566,Iris-versicolor
+94,4.602136205109208,3.2109068461774233,1.3910760748391287,0.20143308562455803,Iris-setosa
+95,6.002918899998082,2.2157579510621015,3.9692960770134884,1.0017401439707674,Iris-versicolor
+96,6.057237151176262,3.375596524501065,4.568893245150376,1.6245879146661983,Iris-versicolor
+97,4.884213060659854,3.115463871097838,1.4839670068429878,0.10000010139072059,Iris-setosa
+98,4.836124666904189,3.0791071149293363,1.488222702169501,0.10000010181099012,Iris-setosa
+99,4.78658549036801,3.3970138349210943,1.7007006394981732,0.19861668386334635,Iris-setosa
+100,4.39886189562387,3.175785480995061,1.3069657211650574,0.19997540809599296,Iris-setosa
+101,5.480078501862012,3.537825308294215,1.51413960203927,0.4708530615990454,Iris-setosa
+102,6.173138422286827,2.2135982638074436,4.479136033862836,1.484503554291659,Iris-versicolor
+103,5.479288826346845,4.2,1.366988856173371,0.20171271352059164,Iris-setosa
+104,5.7786032954018784,2.7811106422512153,5.070789223046355,2.3835196839123287,Iris-virginica
+105,6.657637497279136,3.112738855514637,4.69188144982645,1.5263057071177135,Iris-versicolor
+106,6.705281689499759,3.0,4.99554005701164,1.715832595198626,Iris-versicolor
+107,4.76687387306988,3.403898448327248,1.7631997564679878,0.1945312718373643,Iris-setosa
+108,4.46222558935926,3.2184904977354036,1.3679239398261949,0.19515583097027658,Iris-setosa
+109,4.799697415885209,3.0,1.4012361114432714,0.1,Iris-setosa
+110,5.808227706578151,2.685473017641295,5.109531540025253,1.9091073599795654,Iris-virginica
+111,5.052658459956676,3.561630795655498,1.3843580357536975,0.19436485799641406,Iris-setosa
+112,7.610195890782811,3.0,6.588555323697531,2.0354214229542325,Iris-virginica
+113,6.579341581413933,3.0,4.443827352757188,1.3894465482266676,Iris-versicolor
+114,5.704307895737977,2.8393728209735176,4.3581474376535905,1.3441588679608985,Iris-versicolor
+115,6.216579402702324,2.1950002645448015,4.5230330820341695,1.4834078061272984,Iris-versicolor
+116,7.701508850606799,2.5706433489574696,6.899998764339144,2.3033217734866867,Iris-virginica
+117,6.672830989515727,3.0,5.000822569778417,2.1751088008782506,Iris-virginica
+118,6.218041652962318,2.198768272294126,4.513541486368305,1.5072564960621213,Iris-versicolor
+119,6.089048964460302,2.812645645179334,4.690320302898621,1.24106400314403,Iris-versicolor
diff --git a/iris/tab_ddpm/0/8/test.csv b/iris/tab_ddpm/0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/8/train.csv b/iris/tab_ddpm/0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/8/val.csv b/iris/tab_ddpm/0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/9/synth.csv b/iris/tab_ddpm/0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3705d1c6e9708a9fe89c0ebf8b5cb7cdf0cf4838
--- /dev/null
+++ b/iris/tab_ddpm/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.61093835222137,3.1329652776241694,1.431019300155166,0.2043034593739724,Iris-setosa
+1,6.283516098124265,2.4521880294363156,4.946269386492924,1.883003330694119,Iris-virginica
+2,5.537015506779727,2.5125050533006568,4.057811658068474,1.2997303770337338,Iris-versicolor
+3,4.977090140247437,3.006668524535727,1.5713949160435314,0.2234772957088626,Iris-setosa
+4,5.094194591226147,3.7732513921608533,1.6184647071638845,0.19907809800500878,Iris-setosa
+5,5.680068085251019,3.0,4.2143781210924285,1.2008141159390786,Iris-versicolor
+6,4.888423072446063,3.151988905228212,1.4867333809159693,0.10000010095623592,Iris-setosa
+7,5.4605960237624585,3.9271483330512633,1.3187437646506694,0.41735596065282354,Iris-setosa
+8,5.476704776986815,3.8984709787181213,1.4285254626313428,0.26326534108043675,Iris-setosa
+9,5.1798270870156715,2.7414198108724492,4.058568973196337,1.4241828996222679,Iris-versicolor
+10,5.972108222422355,2.2007358459313506,4.040970297129148,0.9130156544895969,Iris-versicolor
+11,4.604919489638145,3.2035384430735068,1.40737243854063,0.20104814356926173,Iris-setosa
+12,6.00190019191005,3.3849065947086925,4.5719075505969835,1.6282519461839478,Iris-versicolor
+13,5.978369563332151,3.41046452326811,4.5083061424908015,1.6122688942330647,Iris-versicolor
+14,6.1841975612835345,3.3222653121122874,5.94515286486153,2.4999996801880675,Iris-virginica
+15,5.475241413934702,3.9514698529307313,1.2756040101327657,0.5139150408933097,Iris-setosa
+16,4.78016876758815,3.4041987781235616,1.584074021857853,0.19650449025369987,Iris-setosa
+17,6.665656749556019,3.225096289234208,5.764010230150375,2.313367296587626,Iris-virginica
+18,6.380644007496494,3.2119206235396534,5.265382821174999,2.2834497632687034,Iris-virginica
+19,5.923923887718817,2.868643984766759,4.459964519280495,1.4477698049152685,Iris-versicolor
+20,5.7073336547241835,2.8107748828971193,4.508844527639713,1.3159710800497084,Iris-versicolor
+21,4.800350228172011,3.4000281476358203,1.8919960729954388,0.20372547662172455,Iris-setosa
+22,6.486731432049272,2.781054953669577,4.5816783503573815,1.497526459520409,Iris-versicolor
+23,6.21172190576659,2.77180317014839,4.786758371798796,1.7936964848911252,Iris-virginica
+24,4.581627557069304,3.677858927404916,1.0000003644511684,0.19942240361740757,Iris-setosa
+25,4.882454143651051,3.125640158146219,1.489125242564796,0.10000011722100884,Iris-setosa
+26,6.752833560751351,2.4758618519824105,5.913898002775998,1.7802112855614896,Iris-virginica
+27,6.715510704186656,3.0,5.030615971900535,1.7081731485583018,Iris-versicolor
+28,4.605574044753437,3.70767025188697,1.0000005618814782,0.20167595568733848,Iris-setosa
+29,6.090715661582501,2.891014709026899,4.545400861906554,1.4854978959237934,Iris-versicolor
+30,4.402900245596266,3.1588225883104197,1.3116640342416654,0.19587777555403396,Iris-setosa
+31,7.9,3.815695573823372,6.350115831935439,2.1642578615585446,Iris-virginica
+32,4.808336357922433,3.0,1.416430483726702,0.10000010849959118,Iris-setosa
+33,6.192996440150119,3.3993661128999224,5.480822854666135,2.3175602837793785,Iris-virginica
+34,7.89999785881572,3.829290586472868,6.355236886269884,2.147903881507336,Iris-virginica
+35,5.997583290126449,3.3534265864840003,5.860940146840443,2.5,Iris-virginica
+36,5.522361083062792,4.2,1.294276142118918,0.204076677378876,Iris-setosa
+37,6.332713219964665,2.623303213655196,4.889898408001519,1.8163163668417028,Iris-virginica
+38,4.907620081293454,2.0,2.92792849225778,0.9973725593523355,Iris-versicolor
+39,6.034662831573882,3.397966090157551,4.5373582028746595,1.602454331694513,Iris-versicolor
+40,6.132268527041555,2.7497661801014566,4.728681485997519,1.1555575790872386,Iris-versicolor
+41,5.925841110189004,3.2465747006492895,4.812151936456135,1.7785768725337152,Iris-versicolor
+42,7.744794312010133,2.524200330804365,6.8999987789131785,2.2953311137240693,Iris-virginica
+43,4.806856531750693,3.0,1.406688201493844,0.28226241783753,Iris-setosa
+44,5.343482546186926,2.85442132219677,4.189111485214434,1.4188409157887907,Iris-versicolor
+45,6.2634400025133585,2.7006486657843247,4.8892993065803285,1.8002125997781806,Iris-virginica
+46,5.889857578411815,3.2070469973140026,4.816816711113901,1.8141535101086816,Iris-versicolor
+47,6.6297208219545904,2.481618423053933,5.645482774514958,1.845798854389147,Iris-virginica
+48,6.070183435020903,3.3508991449639267,5.822376879473855,2.5,Iris-virginica
+49,6.114170910840741,3.3313906970515585,6.008572292398126,2.5,Iris-virginica
+50,5.021881496646846,3.689923460253868,1.4071390272502295,0.2025150813786932,Iris-setosa
+51,6.952907625419408,3.2084267314362918,5.7156495325828445,2.3075919914353022,Iris-virginica
+52,6.242828017679417,2.1916441018714075,4.495811171659477,1.5097391950589754,Iris-versicolor
+53,5.818022587594315,2.713045458701925,4.120937557137586,1.0010802843543134,Iris-versicolor
+54,6.286457738203619,3.4036587465031056,5.560906488078532,2.403836520521794,Iris-virginica
+55,5.516141978161991,4.2,1.3890556988337437,0.20500996391626047,Iris-setosa
+56,5.269205238204604,3.455455558836109,1.3496505811883264,0.20384981248328912,Iris-setosa
+57,4.59240335751099,3.679958077241832,1.0000006564532038,0.19702367285487554,Iris-setosa
+58,4.593721202737112,3.7336190019107818,1.0000004100886188,0.19135512391464077,Iris-setosa
+59,7.8999976821261315,3.7464431362619752,6.43242072072215,2.1031661634373586,Iris-virginica
+60,5.137115388832352,3.7975589676265677,1.5824821181151982,0.19589906927089223,Iris-setosa
+61,6.100503767636291,2.577770056473897,5.608345136369028,1.3971932611970894,Iris-virginica
+62,5.756426158766192,2.707533272979035,5.08844825133507,2.117580129092188,Iris-virginica
+63,5.52962720409353,2.3967979458101345,3.736264811202345,0.9365217115514968,Iris-versicolor
+64,5.515583251030106,2.485357135837376,3.980502060126188,1.2223161486058267,Iris-versicolor
+65,7.899998608644164,3.8042462416546043,6.334650155309656,2.074192900232953,Iris-virginica
+66,4.636514082202304,3.700892720958939,1.0000005658291051,0.20774295127156817,Iris-setosa
+67,5.8178845243967015,2.682583467086658,5.099654046841445,1.9266499413273295,Iris-virginica
+68,4.579379219940428,3.1040850966988196,1.5036066384590983,0.20161281000000772,Iris-setosa
+69,5.1878224966932995,2.694086612295007,3.925421381943182,1.4319019596921247,Iris-versicolor
+70,4.5988685013101565,3.6604112522043732,1.0000004466975319,0.18389244395195736,Iris-setosa
+71,5.622958857599659,2.510142453065854,3.9293050469576216,1.065962088206705,Iris-versicolor
+72,6.527901948118096,3.0,5.878646929198259,2.19020464354395,Iris-virginica
+73,7.213226152943149,3.204385901506276,5.977716499940713,1.7594985413064295,Iris-virginica
+74,7.899998843297147,3.794247127233605,6.382475063088269,1.9846764925793359,Iris-virginica
+75,5.425509901810664,3.978729255013896,1.2621155129264543,0.46574350026416556,Iris-setosa
+76,6.225913359292099,2.7703133597106047,4.789965472464117,1.817759816000743,Iris-virginica
+77,5.786164816388492,2.681761858346861,5.090828164207812,1.909843261443112,Iris-virginica
+78,4.97681409997034,2.0000008124578184,3.417711567729086,0.9613748670537016,Iris-versicolor
+79,6.291188291322036,3.400165108234552,5.620685703344265,2.398572246419863,Iris-virginica
+80,7.023473441695298,3.1702255533451464,5.953919158177849,2.2820604614509175,Iris-virginica
+81,4.818375945313019,3.406275926656101,2.0027676085405575,0.20303790506054475,Iris-setosa
+82,6.38213836904664,2.4740296094281256,5.08907415237909,1.8787841670085417,Iris-virginica
+83,4.896464993995666,3.1524099025904007,1.4843908810121884,0.1,Iris-setosa
+84,5.709656609002717,2.8502691034921805,4.122723456765405,1.2478599902320644,Iris-versicolor
+85,5.235352746927751,3.7287944262313584,1.3429456871858554,0.23532888214757616,Iris-setosa
+86,4.9868041597418955,2.0000010751565043,3.263310656253413,0.9353928184626316,Iris-versicolor
+87,4.9590831951027,2.0000005894726223,3.5758431297341855,0.8845644754391955,Iris-versicolor
+88,4.755982447965888,3.0,1.4077287027546106,0.1,Iris-setosa
+89,7.7304308259654375,2.577381341322049,6.899997916730827,2.300867943898716,Iris-virginica
+90,5.471791106467879,4.2,1.3222918472944207,0.2110967465189489,Iris-setosa
+91,5.740115060627891,3.0702631743824647,4.640127479471453,1.6229087382939618,Iris-versicolor
+92,4.59926371753735,3.680740080136916,1.0000003829304465,0.20054676193449272,Iris-setosa
+93,5.810894052677489,2.689488126947351,5.110147248295574,1.8968298263109498,Iris-virginica
+94,6.49781770787486,2.7858130317858496,4.562507344632979,1.5004729950393596,Iris-versicolor
+95,6.1738490443357135,3.3337346094164793,5.923524713185858,2.5,Iris-virginica
+96,5.008096862846107,3.615370407055014,1.3957143214719006,0.19827079884188592,Iris-setosa
+97,4.3,3.3072384309011134,1.0841603849174402,0.10000015502390064,Iris-setosa
+98,5.546080034136205,2.4672962792541373,4.040875055575184,1.2461031134154827,Iris-versicolor
+99,6.048589075163563,3.3861035479283617,4.529635776148262,1.6276851172584046,Iris-versicolor
+100,5.151880462828958,3.3092929272915703,1.81311523285082,0.5047412650182099,Iris-setosa
+101,5.898833465828872,3.195033164169412,4.779520171524538,1.8199883865528383,Iris-versicolor
+102,6.0755165563389575,2.7831549381324936,4.6434123991740135,1.1443484398817412,Iris-versicolor
+103,6.2487143088653685,3.3966845621170276,5.450442225370419,2.359350153569547,Iris-virginica
+104,6.452245666266128,2.7970107860164535,4.642870390625972,1.501888976007591,Iris-versicolor
+105,4.9651638733958245,2.000000888956206,3.472610632971964,0.9517028712641968,Iris-versicolor
+106,7.693926898964005,3.0,6.125573425031938,2.300872313897036,Iris-virginica
+107,5.774406437707131,2.7428068884884853,4.246800465140676,1.0961934791607117,Iris-versicolor
+108,6.636796783586712,2.9090337248592153,4.8282213906306755,1.5776189976156618,Iris-versicolor
+109,4.432167571892052,2.9340291475736113,1.3931132362567533,0.20646752460195505,Iris-setosa
+110,6.2694380686872675,2.4255217169286647,4.966036547472614,1.9230371681151588,Iris-virginica
+111,4.915881612096114,3.3698041816090125,1.882792360052271,0.23526762713404842,Iris-setosa
+112,6.7846132858383355,3.2052451986366197,5.897875882809609,2.2874483693259635,Iris-virginica
+113,5.5534204686137585,2.4848071092091266,3.914216481145461,1.1894302023033596,Iris-versicolor
+114,6.791766330835914,2.7997138908058528,4.773659867356852,1.398776876470101,Iris-versicolor
+115,5.004120100224457,2.0000005917078547,3.128790725792841,1.0202332479553573,Iris-versicolor
+116,6.607181577243516,3.0,4.401440071008289,1.4017293020932873,Iris-versicolor
+117,5.030112995914076,3.6622206142725835,1.4030801358924627,0.20162534285692327,Iris-setosa
+118,6.181595089379234,2.352723940302697,4.9434114379359375,1.738661361810224,Iris-virginica
+119,5.509485901129247,4.2,1.3683728370438437,0.21111470674091012,Iris-setosa
diff --git a/iris/tab_ddpm/0/9/test.csv b/iris/tab_ddpm/0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/9/train.csv b/iris/tab_ddpm/0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/9/val.csv b/iris/tab_ddpm/0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/diffusion.pt b/iris/tab_ddpm/0/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f5df33fd83ddec92f08816abcc1716e8bcf93208
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:528cabc6bcfd888fc9b555f7ce83f3e722eb04e180bd8a97f7b10be6816e2ad7
+size 6499269
diff --git a/iris/tab_ddpm/0/diffusion_state.json b/iris/tab_ddpm/0/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2c7b83c17106810b07d52509b980e5bffebf450
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2080afdf96700d56d4a64d96d1e282eb47d28bdcd0c6070af5bda53c7ee6c964
+size 6480710
diff --git a/iris/tab_ddpm/0/mlu_log.csv b/iris/tab_ddpm/0/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7b5e531a20e5604b17923682a76ba365c001e653
--- /dev/null
+++ b/iris/tab_ddpm/0/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,1.0662046670913696,,,,,,
+tab_ddpm,1,0.9054123759269714,,,,,,
+tab_ddpm,2,0.9383501410484314,,,,,,
+tab_ddpm,3,0.9735673069953918,,,,,,
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+tab_ddpm,5,0.8169991374015808,,,,,,
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diff --git a/iris/tab_ddpm/0/model.pt b/iris/tab_ddpm/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..10dc63a8e737cb88e8a34b2757d882a7c7bdcb0e
--- /dev/null
+++ b/iris/tab_ddpm/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20481371229958e6e28804767f10ffcb6cd12a58333576b8ade7fbbd2c73dabe
+size 6456342
diff --git a/iris/tab_ddpm/0/model_state.json b/iris/tab_ddpm/0/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa8fd003ce561352757874ae6282bff88d718461
--- /dev/null
+++ b/iris/tab_ddpm/0/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:267ffb1a3999865f19a714f3cd7591c9e255786287844ab3f77e1b9bda9819d3
+size 6453564
diff --git a/iris/tab_ddpm/0/params.json b/iris/tab_ddpm/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..5aacd8352ad75e4ad254781c793e4f30de0b10cb
--- /dev/null
+++ b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
@@ -0,0 +1,2690 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d4fabee9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:08.991412Z",
+     "iopub.status.busy": "2024-07-29T07:46:08.990496Z",
+     "iopub.status.idle": "2024-07-29T07:46:20.171717Z",
+     "shell.execute_reply": "2024-07-29T07:46:20.170714Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.193361,
+     "end_time": "2024-07-29T07:46:20.174211",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:08.980850",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 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": "94af4f17",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:20.197158Z",
+     "iopub.status.busy": "2024-07-29T07:46:20.196819Z",
+     "iopub.status.idle": "2024-07-29T07:46:20.204637Z",
+     "shell.execute_reply": "2024-07-29T07:46:20.203787Z"
+    },
+    "papermill": {
+     "duration": 0.021616,
+     "end_time": "2024-07-29T07:46:20.206546",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.184930",
+     "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": "459b5dd6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009498,
+     "end_time": "2024-07-29T07:46:20.225671",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.216173",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0f2bc926",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:20.247150Z",
+     "iopub.status.busy": "2024-07-29T07:46:20.246660Z",
+     "iopub.status.idle": "2024-07-29T07:46:20.253799Z",
+     "shell.execute_reply": "2024-07-29T07:46:20.252971Z"
+    },
+    "papermill": {
+     "duration": 0.020013,
+     "end_time": "2024-07-29T07:46:20.255703",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.235690",
+     "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": "a92bf37f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:20.276482Z",
+     "iopub.status.busy": "2024-07-29T07:46:20.276225Z",
+     "iopub.status.idle": "2024-07-29T07:46:20.280964Z",
+     "shell.execute_reply": "2024-07-29T07:46:20.280156Z"
+    },
+    "papermill": {
+     "duration": 0.017255,
+     "end_time": "2024-07-29T07:46:20.282898",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.265643",
+     "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 = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "57fbdbd9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:20.305469Z",
+     "iopub.status.busy": "2024-07-29T07:46:20.304719Z",
+     "iopub.status.idle": "2024-07-29T07:46:20.310787Z",
+     "shell.execute_reply": "2024-07-29T07:46:20.309978Z"
+    },
+    "papermill": {
+     "duration": 0.019365,
+     "end_time": "2024-07-29T07:46:20.312700",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.293335",
+     "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": "6f7b249e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:20.334238Z",
+     "iopub.status.busy": "2024-07-29T07:46:20.333652Z",
+     "iopub.status.idle": "2024-07-29T07:46:21.327480Z",
+     "shell.execute_reply": "2024-07-29T07:46:21.326523Z"
+    },
+    "papermill": {
+     "duration": 1.00721,
+     "end_time": "2024-07-29T07:46:21.329749",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:20.322539",
+     "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": "fd8588ff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:21.352047Z",
+     "iopub.status.busy": "2024-07-29T07:46:21.351495Z",
+     "iopub.status.idle": "2024-07-29T07:46:22.354649Z",
+     "shell.execute_reply": "2024-07-29T07:46:22.353513Z"
+    },
+    "papermill": {
+     "duration": 1.016609,
+     "end_time": "2024-07-29T07:46:22.356709",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:21.340100",
+     "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": "f57fdbea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:22.379426Z",
+     "iopub.status.busy": "2024-07-29T07:46:22.379090Z",
+     "iopub.status.idle": "2024-07-29T07:46:22.388404Z",
+     "shell.execute_reply": "2024-07-29T07:46:22.387624Z"
+    },
+    "papermill": {
+     "duration": 0.022963,
+     "end_time": "2024-07-29T07:46:22.390265",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:22.367302",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "74711a58",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:22.414403Z",
+     "iopub.status.busy": "2024-07-29T07:46:22.414131Z",
+     "iopub.status.idle": "2024-07-29T07:46:22.773829Z",
+     "shell.execute_reply": "2024-07-29T07:46:22.773054Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.374206,
+     "end_time": "2024-07-29T07:46:22.776144",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:22.401938",
+     "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": "b25dbbc9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:22.799003Z",
+     "iopub.status.busy": "2024-07-29T07:46:22.798723Z",
+     "iopub.status.idle": "2024-07-29T07:46:24.410025Z",
+     "shell.execute_reply": "2024-07-29T07:46:24.409077Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.625511,
+     "end_time": "2024-07-29T07:46:24.412443",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:22.786932",
+     "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": "cb705c0d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:24.437631Z",
+     "iopub.status.busy": "2024-07-29T07:46:24.437235Z",
+     "iopub.status.idle": "2024-07-29T07:46:24.445097Z",
+     "shell.execute_reply": "2024-07-29T07:46:24.444399Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022434,
+     "end_time": "2024-07-29T07:46:24.447000",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:24.424566",
+     "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": "d31116d5",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:24.469237Z",
+     "iopub.status.busy": "2024-07-29T07:46:24.468942Z",
+     "iopub.status.idle": "2024-07-29T07:46:24.473006Z",
+     "shell.execute_reply": "2024-07-29T07:46:24.472188Z"
+    },
+    "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": 0.017546,
+     "end_time": "2024-07-29T07:46:24.475048",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:24.457502",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "0e4c16ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:24.497392Z",
+     "iopub.status.busy": "2024-07-29T07:46:24.497125Z",
+     "iopub.status.idle": "2024-07-29T07:46:24.610892Z",
+     "shell.execute_reply": "2024-07-29T07:46:24.609972Z"
+    },
+    "papermill": {
+     "duration": 0.127639,
+     "end_time": "2024-07-29T07:46:24.613217",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:24.485578",
+     "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": "ea72887a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:24.638532Z",
+     "iopub.status.busy": "2024-07-29T07:46:24.638239Z",
+     "iopub.status.idle": "2024-07-29T07:46:28.935661Z",
+     "shell.execute_reply": "2024-07-29T07:46:28.934539Z"
+    },
+    "papermill": {
+     "duration": 4.313136,
+     "end_time": "2024-07-29T07:46:28.938554",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:24.625418",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 07:46:26.374821: 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 07:46:26.374878: 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 07:46:26.376582: 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": "7d1bafe0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:28.969562Z",
+     "iopub.status.busy": "2024-07-29T07:46:28.968613Z",
+     "iopub.status.idle": "2024-07-29T07:46:28.975979Z",
+     "shell.execute_reply": "2024-07-29T07:46:28.975270Z"
+    },
+    "papermill": {
+     "duration": 0.02571,
+     "end_time": "2024-07-29T07:46:28.977834",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:28.952124",
+     "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": "f175dd02",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:29.003626Z",
+     "iopub.status.busy": "2024-07-29T07:46:29.003312Z",
+     "iopub.status.idle": "2024-07-29T07:46:31.792975Z",
+     "shell.execute_reply": "2024-07-29T07:46:31.792161Z"
+    },
+    "papermill": {
+     "duration": 2.805529,
+     "end_time": "2024-07-29T07:46:31.795291",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:28.989762",
+     "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": "4d4b8448",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:31.823417Z",
+     "iopub.status.busy": "2024-07-29T07:46:31.823097Z",
+     "iopub.status.idle": "2024-07-29T07:46:31.829160Z",
+     "shell.execute_reply": "2024-07-29T07:46:31.828200Z"
+    },
+    "papermill": {
+     "duration": 0.021907,
+     "end_time": "2024-07-29T07:46:31.831175",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:31.809268",
+     "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": "4ceae2e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:31.855027Z",
+     "iopub.status.busy": "2024-07-29T07:46:31.854734Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.356078Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.355342Z"
+    },
+    "papermill": {
+     "duration": 0.515959,
+     "end_time": "2024-07-29T07:46:32.358495",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:31.842536",
+     "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": "c0c51b65",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.384807Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.384492Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.404682Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.403875Z"
+    },
+    "papermill": {
+     "duration": 0.035486,
+     "end_time": "2024-07-29T07:46:32.406598",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.371112",
+     "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": "60a68068",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.431259Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.430766Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.479416Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.478574Z"
+    },
+    "papermill": {
+     "duration": 0.06324,
+     "end_time": "2024-07-29T07:46:32.481433",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.418193",
+     "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 0x7a40e2190c10>, '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": "f0bade47",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.508026Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.507715Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.523825Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.523142Z"
+    },
+    "papermill": {
+     "duration": 0.03172,
+     "end_time": "2024-07-29T07:46:32.525691",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.493971",
+     "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": "6a551d52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.550625Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.550166Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.554104Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.553263Z"
+    },
+    "papermill": {
+     "duration": 0.018561,
+     "end_time": "2024-07-29T07:46:32.555954",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.537393",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "2bca4728",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.580915Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.580633Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.675139Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.674236Z"
+    },
+    "papermill": {
+     "duration": 0.109457,
+     "end_time": "2024-07-29T07:46:32.677272",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.567815",
+     "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": "16866026",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.705180Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.704878Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.713906Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.713077Z"
+    },
+    "papermill": {
+     "duration": 0.02496,
+     "end_time": "2024-07-29T07:46:32.715827",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.690867",
+     "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": "8a976eac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.741401Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.741104Z",
+     "iopub.status.idle": "2024-07-29T07:46:32.749365Z",
+     "shell.execute_reply": "2024-07-29T07:46:32.748535Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023338,
+     "end_time": "2024-07-29T07:46:32.751221",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.727883",
+     "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": "b203e91d",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:46:32.776658Z",
+     "iopub.status.busy": "2024-07-29T07:46:32.776375Z",
+     "iopub.status.idle": "2024-07-29T07:58:19.735990Z",
+     "shell.execute_reply": "2024-07-29T07:58:19.735080Z"
+    },
+    "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": 706.974884,
+     "end_time": "2024-07-29T07:58:19.738349",
+     "exception": false,
+     "start_time": "2024-07-29T07:46:32.763465",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.3512 Sum: 0.3512\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3031 Sum: 0.3031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2896 Sum: 0.2896\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2793 Sum: 0.2793\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2695 Sum: 0.2695\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.263 Sum: 0.263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2583 Sum: 0.2583\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2507 Sum: 0.2507\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2433 Sum: 0.2433\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2453 Sum: 0.2453\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2392 Sum: 0.2392\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2397 Sum: 0.2397\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2366 Sum: 0.2366\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2334 Sum: 0.2334\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2326 Sum: 0.2326\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2303 Sum: 0.2303\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2279 Sum: 0.2279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2269 Sum: 0.2269\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2259 Sum: 0.2259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2251 Sum: 0.2251\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2221 Sum: 0.2221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2221 Sum: 0.2221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2216 Sum: 0.2216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2209 Sum: 0.2209\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2201 Sum: 0.2201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.218 Sum: 0.218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2167 Sum: 0.2167\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2146 Sum: 0.2146\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2147 Sum: 0.2147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011419899761676788\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.032701898366212845\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2159 Sum: 0.2159\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016268491744995117\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2122 Sum: 0.2122\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10165378823876381\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2149 Sum: 0.2149\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08512255176901817\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2142 Sum: 0.2142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02458469197154045\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.21 Sum: 0.21\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01270991563796997\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2113 Sum: 0.2113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01509874314069748\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2085 Sum: 0.2085\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08916081488132477\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2105 Sum: 0.2105\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08249610662460327\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2111 Sum: 0.2111\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.028353910893201828\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2083 Sum: 0.2083\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01644328236579895\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2092 Sum: 0.2092\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2041 Sum: 0.2041\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03179390728473663\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2049 Sum: 0.2049\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08030106499791145\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08913573622703552\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.023929189890623093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.032045647501945496\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2044 Sum: 0.2044\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.033302973955869675\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2043 Sum: 0.2043\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08805330470204353\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2052 Sum: 0.2052\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0828171856701374\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.024368777871131897\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.022336963564157486\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2017 Sum: 0.2017\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05024535208940506\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0954580046236515\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 0.11131932213902473\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.013430479913949966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01618741825222969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2009 Sum: 0.2009\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016606558114290237\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.06591657549142838\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09552919119596481\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.1984 Sum: 0.1984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02378929778933525\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1999 Sum: 0.1999\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.009917166084051132\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03125748038291931\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1998 Sum: 0.1998\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08297071233391762\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1991 Sum: 0.1991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09190940856933594\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.028558634221553802\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011195991188287735\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04867502301931381\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09507936239242554\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09009824693202972\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.013292793184518814\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014229945838451385\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1955 Sum: 0.1955\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.022871777415275574\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1982 Sum: 0.1982\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07999896630644798\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1968 Sum: 0.1968\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11092915013432503\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1975 Sum: 0.1975\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.025336503982543945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.022412512451410294\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03452377766370773\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1969 Sum: 0.1969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07062370330095291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07884871959686279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1989 Sum: 0.1989\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.027113333344459534\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.199 Sum: 0.199\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.024688486009836197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02779596671462059\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\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": "54d577ce",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025295,
+     "end_time": "2024-07-29T07:58:19.787833",
+     "exception": false,
+     "start_time": "2024-07-29T07:58:19.762538",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "1fb9d004",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:58:19.836130Z",
+     "iopub.status.busy": "2024-07-29T07:58:19.835746Z",
+     "iopub.status.idle": "2024-07-29T07:58:19.895619Z",
+     "shell.execute_reply": "2024-07-29T07:58:19.894846Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.086548,
+     "end_time": "2024-07-29T07:58:19.897870",
+     "exception": false,
+     "start_time": "2024-07-29T07:58:19.811322",
+     "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": "a5a06934",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T07:58:19.949794Z",
+     "iopub.status.busy": "2024-07-29T07:58:19.949433Z",
+     "iopub.status.idle": "2024-07-29T07:58:35.802653Z",
+     "shell.execute_reply": "2024-07-29T07:58:35.801810Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.882278,
+     "end_time": "2024-07-29T07:58:35.805068",
+     "exception": false,
+     "start_time": "2024-07-29T07:58:19.922790",
+     "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": "60ad59e1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023765,
+     "end_time": "2024-07-29T07:58:35.853210",
+     "exception": false,
+     "start_time": "2024-07-29T07:58:35.829445",
+     "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": 750.12456,
+   "end_time": "2024-07-29T07:58:37.703582",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T07:46:07.579022",
+   "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