diff --git a/iris/tab_ddpm/4/0/synth.csv b/iris/tab_ddpm/4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eaa960cc4643488e575b7de0f581e291e0459d2f
--- /dev/null
+++ b/iris/tab_ddpm/4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.709687607155773,2.677306075920573,6.899997915645121,2.2807062411533896,Iris-virginica
+1,5.797570596184659,2.686571891054368,5.096204818792437,1.8783606951647327,Iris-virginica
+2,6.114994995026034,2.7820100775244927,4.54724167509894,1.2775918664018504,Iris-versicolor
+3,6.540637905537533,3.0,5.809392675823729,2.1974484924918345,Iris-virginica
+4,5.419776980753478,3.0,4.517496999979221,1.4989854839095467,Iris-versicolor
+5,7.6900005118494885,2.625075905433452,6.8999981771035195,2.2899514687501012,Iris-virginica
+6,5.1504182198431065,3.5589979930007765,1.433420977011862,0.19971046062545983,Iris-setosa
+7,6.002485098265954,2.209022688142844,4.0088823957659185,1.01381483676794,Iris-versicolor
+8,6.953593918844319,2.8033123578133283,4.816215102134134,1.412096633506556,Iris-versicolor
+9,5.048183555572349,3.4985769838668017,1.3882307102015339,0.19594914357121423,Iris-setosa
+10,5.358313774900128,3.0,4.501180738725851,1.5278639937989211,Iris-versicolor
+11,5.333014255872094,3.728661417100055,1.502610275112131,0.19899082904832244,Iris-setosa
+12,5.635749373930442,2.6628155230197854,4.465395166532063,1.2414268239773323,Iris-versicolor
+13,5.790703569356474,2.7148191435432674,4.167723420622485,1.0121008922830335,Iris-versicolor
+14,5.531151846921276,2.3862391800179763,3.639212284537939,0.9799202006664001,Iris-versicolor
+15,6.527754347653833,3.0,4.390294096502419,1.3817617163103968,Iris-versicolor
+16,5.552273861729053,2.678320717481524,4.441022131364728,1.2466289051965385,Iris-versicolor
+17,5.496291613750283,4.199999362873403,1.422487320091187,0.19728770737470708,Iris-setosa
+18,4.938715766476973,2.3889602146480264,3.4831869749399686,0.9818361557329345,Iris-versicolor
+19,7.654189792209515,2.824237102473952,6.656189129925271,1.9968249670362728,Iris-virginica
+20,5.2938965827039866,3.376443549439924,1.488349524761134,0.2981775536060174,Iris-setosa
+21,5.617593787202401,2.7030622289912074,4.452689748379866,1.2597165650903788,Iris-versicolor
+22,4.98994812110756,3.4132161309865303,1.5684494549769044,0.3333948192255209,Iris-setosa
+23,4.989663939797104,2.0000020897830884,3.549322836219977,1.014984250445568,Iris-versicolor
+24,5.028149588178856,3.0,1.7680404719881033,0.19935741182053746,Iris-setosa
+25,5.583928795554195,3.0,4.510036633407884,1.4945443158165692,Iris-versicolor
+26,5.8879658732012485,3.1848646399399847,4.756337807942682,1.7599632208991922,Iris-versicolor
+27,5.709509465748707,2.9071805733566527,4.1952073167969495,1.2966553093499462,Iris-versicolor
+28,6.136498030049983,3.4005778748819337,5.339934119661157,2.314849439636593,Iris-virginica
+29,5.1360104712452195,3.292802332965943,1.7327680040993616,0.4989956801879676,Iris-setosa
+30,6.691229034731238,3.346605290007138,5.702623491027099,2.5,Iris-virginica
+31,6.079060731637566,2.799706973600227,4.6836387363733705,1.2044004727480855,Iris-versicolor
+32,4.7812222804914235,3.0,1.382236827529638,0.369207872856345,Iris-setosa
+33,5.38968040370052,3.4011090926511645,1.5166727596838396,0.2996017111729624,Iris-setosa
+34,5.025238718292355,2.0,3.6338907110385947,0.7795394701251372,Iris-versicolor
+35,7.899998584368562,3.784430328218467,6.368615360759399,1.9764012000914302,Iris-virginica
+36,6.822872638246788,2.7988648574648236,4.784731805113432,1.4004098928142277,Iris-versicolor
+37,5.028200068759795,2.000000474432893,3.686139454402572,1.0049923923112818,Iris-versicolor
+38,6.505113621475048,3.2081465387701082,5.06726366837255,2.0142805362126666,Iris-virginica
+39,5.745457879066017,3.1420929158580564,4.427510482033035,1.5178186930358062,Iris-versicolor
+40,4.817223936970732,3.411163592007852,1.6658370791329868,0.202176974433904,Iris-setosa
+41,5.0774143424344444,3.282086951462034,1.6041838313720873,0.4065359275538144,Iris-setosa
+42,6.694898023486911,3.267297069489614,5.696883743897226,2.5,Iris-virginica
+43,6.0208431723313645,3.4135423577450004,4.470594074154734,1.5890862968639223,Iris-versicolor
+44,6.307977729695922,3.275670015953395,4.708725112941544,1.59068377201364,Iris-versicolor
+45,5.702497343028337,2.835724485529128,4.297269649347528,1.2767462485002066,Iris-versicolor
+46,6.289007800757522,2.6830444377909695,4.911306418836996,1.795878931668145,Iris-virginica
+47,4.499376213085472,2.3590097987891285,1.2963580239580783,0.32310802887863177,Iris-setosa
+48,5.956209568252453,3.0,5.095569389754093,1.8036152309184192,Iris-virginica
+49,6.650807930375148,3.3101386147077294,5.59975130589564,2.0779428983339323,Iris-virginica
+50,7.699255398224154,2.568990608799912,6.9,2.29224453887415,Iris-virginica
+51,4.995698542346008,3.389606693572958,1.6293675646323573,0.4073409264676742,Iris-setosa
+52,4.818284396987259,3.0,1.3967551162565037,0.2899137038241524,Iris-setosa
+53,6.4972355723696165,3.0,5.788314795522357,2.19054417691622,Iris-virginica
+54,7.612768768642739,3.0,6.601718111569735,2.096033333024032,Iris-virginica
+55,5.486522194498675,3.0,4.511218095952789,1.4801415701811618,Iris-versicolor
+56,4.975845851262018,2.0,3.519167307783307,0.9503563861555435,Iris-versicolor
+57,7.212695191798687,3.0,5.991665943201683,2.095122518174771,Iris-virginica
+58,5.179557242035952,3.767838081577532,1.4363220271713835,0.4310566587554664,Iris-setosa
+59,5.7512385598343325,2.825827673519412,4.533496494438882,1.3284914470582687,Iris-versicolor
+60,5.024710922702049,2.3847733537602442,3.471507241894415,1.012463637843011,Iris-versicolor
+61,4.810617548984442,3.405745954534789,1.7843310146186628,0.20016214624740922,Iris-setosa
+62,5.068692548913212,3.342785223250237,1.64921541415233,0.40927194297854685,Iris-setosa
+63,6.206945509823769,3.4022807631167953,5.390932480022076,2.3094340720607898,Iris-virginica
+64,6.0067476408939235,2.8587391303514518,4.476241336627737,1.474371582733358,Iris-versicolor
+65,4.795388772416211,3.4019282281448513,1.5840806297902121,0.19856340710309434,Iris-setosa
+66,5.509636626551795,2.386726151561033,3.762811550189619,0.9732668010285821,Iris-versicolor
+67,6.217363655249598,3.3982780866612545,5.37548186618776,2.295163092516233,Iris-virginica
+68,4.99632368640403,3.0,1.571411111539058,0.2015865019820938,Iris-setosa
+69,6.308721603060643,2.4709040535034648,5.0080473276771835,1.8955327345781836,Iris-virginica
+70,6.2093246897082395,3.4004060679124435,5.445266818302718,2.307419626767959,Iris-virginica
+71,6.727084134123791,3.2711535170586297,5.733799841740441,2.1563922544938205,Iris-virginica
+72,5.859018654494229,3.215316643646144,4.826445745127923,1.8361017315476675,Iris-versicolor
+73,6.517875589632703,3.0,5.464346314797407,1.795748922241681,Iris-virginica
+74,4.586049531505158,3.5495413352581835,1.0000005474682998,0.19612842187486407,Iris-setosa
+75,4.994675574867639,3.3792760683196725,1.5727923095508203,0.4064895105052156,Iris-setosa
+76,5.096495468973791,3.5113120602899075,1.3897093788645463,0.19821474292877939,Iris-setosa
+77,4.491017390632465,2.2927330722449053,1.2942931010044942,0.2960609885858168,Iris-setosa
+78,4.97358110415445,2.0,3.542752898381688,0.798673695898336,Iris-versicolor
+79,4.999732088003343,3.0,1.601310137027758,0.20390895765052905,Iris-setosa
+80,4.499541869272177,2.278168183725798,1.3271787227969618,0.30946980644108507,Iris-setosa
+81,5.882519834909072,3.2277793806702872,4.812767909475514,1.815086873383238,Iris-versicolor
+82,4.991620559883134,2.0,3.5808667128272793,1.0034833561816952,Iris-versicolor
+83,5.24353470248036,3.4113532143268515,1.4561056884920196,0.20542805349936968,Iris-setosa
+84,5.950837548065549,3.192050542035292,4.792109077955535,1.7802836141287592,Iris-versicolor
+85,5.701413062464085,3.0,4.204883088521505,1.2015610390219418,Iris-versicolor
+86,5.481819263436922,2.3891866431972733,3.6853463697824993,1.016467826168139,Iris-versicolor
+87,6.69899419478581,3.0,5.026752945086559,1.7154273276021101,Iris-versicolor
+88,6.714624702922445,3.0983721618982374,4.74911452990372,1.52354926479428,Iris-versicolor
+89,5.4291463585237185,3.4265594344799397,1.6759117237970225,0.19924978898753984,Iris-setosa
+90,6.233873336920868,3.3141592521320256,4.6360349931720926,1.5851802176405003,Iris-versicolor
+91,6.192265548834308,3.3774976002661594,5.4352659833672625,2.3042283427396093,Iris-virginica
+92,7.058237810316364,3.0,5.900931348676091,2.1115990771451916,Iris-virginica
+93,5.364207327725381,3.386257951401215,1.6957174578629488,0.2042406994584902,Iris-setosa
+94,6.49802492059793,3.0,5.8186095811804055,2.1731040031535045,Iris-virginica
+95,4.400000622177105,3.2207583531634274,1.2945790049078154,0.1998790099533114,Iris-setosa
+96,4.826673222188924,3.0,1.4410938841790766,0.10000010126895491,Iris-setosa
+97,4.883176722506985,3.0559365569471875,1.4659916504166333,0.10000009127741614,Iris-setosa
+98,5.7511159791554185,2.890227988097145,4.284336372698251,1.3128735433126886,Iris-versicolor
+99,6.017283113143583,2.9031560327151533,4.490570291868433,1.4515739992571803,Iris-versicolor
+100,5.094113486438271,3.726107214488311,1.4928401012497476,0.4032493002562867,Iris-setosa
+101,6.210943905648793,2.5726880740868663,5.0178884763979115,1.846190228010725,Iris-virginica
+102,5.554167340133215,3.0,4.455936730542054,1.4881736289142233,Iris-versicolor
+103,4.912509379459287,2.4175972350144996,3.3415409683092157,1.0184484557179247,Iris-versicolor
+104,6.176213359173398,3.162840003347054,4.640244605334933,1.5241611355614617,Iris-versicolor
+105,7.333764678175415,2.8791403825382624,6.319730326794054,1.8073992297297843,Iris-virginica
+106,5.007765417658969,2.0000007086136327,3.488411072299872,0.8902049287919591,Iris-versicolor
+107,7.166653884927366,3.0,5.975667453350874,2.0998949399722804,Iris-virginica
+108,6.471051296778074,3.0,5.511702160217713,1.7981080327939476,Iris-virginica
+109,4.400000643947587,3.1762877060002044,1.3287028056278816,0.20215187131058848,Iris-setosa
+110,6.263844679925221,2.6892342733750834,4.895003371061506,1.7982860210865657,Iris-virginica
+111,6.1076000513279345,2.8075074715236026,4.72937097979809,1.1923915773293483,Iris-versicolor
+112,6.603712882165758,3.1563383787451507,4.753547668331649,1.5609994381692,Iris-versicolor
+113,4.909654133822456,3.1173872039105732,1.5090557751482423,0.10000009002039145,Iris-setosa
+114,4.992364509225,2.000000453184772,3.5491816327223265,0.9224244906231971,Iris-versicolor
+115,4.82383643773684,3.3786355820406255,1.8663107595933521,0.19698591057385206,Iris-setosa
+116,5.698421506661273,2.93478354500901,4.255957900703447,1.3202312050032436,Iris-versicolor
+117,6.711491042693534,3.0,4.988469018400912,1.7231217345358998,Iris-versicolor
+118,6.469104549049261,3.0,5.821659823357071,2.1671573441114873,Iris-virginica
+119,4.998262622876763,3.615231588453577,1.3585064999250231,0.20239463130394963,Iris-setosa
diff --git a/iris/tab_ddpm/4/0/test.csv b/iris/tab_ddpm/4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/0/train.csv b/iris/tab_ddpm/4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/0/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
+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/4/0/val.csv b/iris/tab_ddpm/4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/1/synth.csv b/iris/tab_ddpm/4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..07473b7dafa16b9c3b82e24f66f4c4a675eeac6d
--- /dev/null
+++ b/iris/tab_ddpm/4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.93528806171397,3.0,1.4112813140412903,0.20015734489218265,Iris-setosa
+1,4.816004565783631,3.0,1.402535309750775,0.29820426692225166,Iris-setosa
+2,5.424169412967314,3.86930043785952,1.4030537057938237,0.4165691051543998,Iris-setosa
+3,5.4968190582005745,4.199999145605164,1.3991729782249558,0.2000797244544228,Iris-setosa
+4,5.703130198507865,2.895599708823284,4.202927907913305,1.3005119171712787,Iris-versicolor
+5,4.897484351186049,3.0,1.3745932112246364,0.20459337149170104,Iris-setosa
+6,5.61309843870431,2.6845146721158923,4.459051665462164,1.2705392679450556,Iris-versicolor
+7,5.806713213214902,2.7034352173136282,5.121964994839131,1.8940068518271884,Iris-virginica
+8,6.059952648903263,3.40382494701331,4.50014210298001,1.6014379295590677,Iris-versicolor
+9,4.864131699904451,2.414427881258026,3.2528341680669515,0.9441851763998308,Iris-versicolor
+10,6.642340933315788,3.081202212824279,4.7009263115280095,1.4802272856678773,Iris-versicolor
+11,5.567621630232176,2.9056884958922478,3.54339212279479,1.2944779199653689,Iris-versicolor
+12,7.350303665972009,2.8964284761235537,6.310712560599898,1.8063783600639876,Iris-virginica
+13,6.692603954949707,3.0,5.004588235618665,1.7207816798077908,Iris-versicolor
+14,4.8857591182806335,3.0,1.3836621563504434,0.20245626309182124,Iris-setosa
+15,4.400000554299149,3.185270738596324,1.294492202826638,0.18751689612950923,Iris-setosa
+16,5.012418778160743,2.0000005209368137,3.4573338502971374,1.0027256067891652,Iris-versicolor
+17,5.028976211200173,3.0,1.7205175368606898,0.2015900124180848,Iris-setosa
+18,6.338808562907491,2.352140312523311,4.45311822105519,1.3184798424186357,Iris-versicolor
+19,6.4603517541009285,3.1878046544173335,5.1662335190962905,1.9851494373036218,Iris-virginica
+20,6.90280018088305,3.172931237494255,5.964000943558126,2.258091100638454,Iris-virginica
+21,6.709281080036642,3.2756758506147903,5.686292557030911,2.5,Iris-virginica
+22,7.710762143666489,2.5898301202483327,6.899998779822521,2.3120068193646715,Iris-virginica
+23,6.542751725698437,3.0,5.559959397452441,1.8006105997791595,Iris-virginica
+24,6.497899130972703,3.0,5.7821523018781384,2.192771953055386,Iris-virginica
+25,4.90613129413137,3.0,1.415301542502772,0.20059949690964207,Iris-setosa
+26,5.070636077302224,3.5107296624599993,1.4026048399939546,0.20663208960972437,Iris-setosa
+27,6.864394561182233,3.1892905983126014,5.867727130809064,2.229434667422856,Iris-virginica
+28,7.7014297392493045,2.6196930253378174,6.9,2.2937067918434955,Iris-virginica
+29,5.583272677972635,3.0,4.517066655909217,1.5401669629685955,Iris-versicolor
+30,6.108671377128928,2.8038589950646444,4.67722204290362,1.1813072801873763,Iris-versicolor
+31,5.80829798270366,2.7559793781830146,4.232423596267099,1.0719176036960856,Iris-versicolor
+32,6.727567393644707,2.5156716463669433,5.818448320940935,1.8065036180540568,Iris-virginica
+33,7.589529614058777,3.0,6.603853685866541,2.0843473619379993,Iris-virginica
+34,6.72253490078513,3.305178786117091,5.74926777265562,2.125522158836503,Iris-virginica
+35,5.402887048103436,3.876376159606081,1.3133389791435308,0.3810764333588015,Iris-setosa
+36,5.923567956773418,3.0,5.070663519507062,1.7969804688964435,Iris-virginica
+37,5.397755589140099,3.922582267999761,1.2685194742829085,0.48293494791304303,Iris-setosa
+38,5.986312496815798,3.4003205684121287,4.51081172705225,1.597282261945205,Iris-versicolor
+39,4.583876898729132,3.6057886920934274,1.0,0.19621257656438676,Iris-setosa
+40,5.108675698694871,3.498092670830794,1.3750802371247184,0.19306135210114386,Iris-setosa
+41,4.787526582989004,3.0,1.4077734514988052,0.10000011692210227,Iris-setosa
+42,5.942971128259698,2.8720798774114153,4.520125810319589,1.4227632253682205,Iris-versicolor
+43,6.785407203754517,2.7816548693865024,4.791130285760964,1.3976331147548529,Iris-versicolor
+44,5.805937101014468,2.6906836756661208,4.048143000579917,0.9113975869074571,Iris-versicolor
+45,5.684379876470222,3.781722665912539,1.7874728262557233,0.30061776787012107,Iris-setosa
+46,6.24316456576826,3.385860628109862,5.421853375207333,2.3053078153574518,Iris-virginica
+47,6.261751033334767,2.220380700040417,4.44834657770452,1.3854708271208211,Iris-versicolor
+48,4.980776780416171,2.0000007141931495,3.4740037811663207,0.9774114457930252,Iris-versicolor
+49,4.807202326905235,3.397279295654472,1.5702917335638367,0.19991482061128132,Iris-setosa
+50,5.887160371994396,3.196508902214772,4.827226812116674,1.8029194306363874,Iris-versicolor
+51,5.002236167739843,3.0,1.5831604073473118,0.19871616554361654,Iris-setosa
+52,5.743976601201805,2.870958876125182,4.327339556931676,1.3154611530158395,Iris-versicolor
+53,6.499964950956848,3.0,5.492815734730846,1.8080424419503272,Iris-virginica
+54,7.69162923995165,2.572222404211527,6.9,2.324965842553661,Iris-virginica
+55,4.999555600013698,3.4049946934512585,1.5946901110804186,0.3834739133098688,Iris-setosa
+56,6.598484267931562,3.2752908531339906,5.459554263709456,2.0743929383007784,Iris-virginica
+57,5.674762026193333,3.0,4.216255768941324,1.210848231713762,Iris-versicolor
+58,6.419836664166884,3.0,5.511998086712018,1.8129463471442437,Iris-virginica
+59,5.38054144379041,3.397125552441194,1.6828719317951777,0.19986051962846035,Iris-setosa
+60,6.065346559970588,2.830726151431819,4.635223123937145,1.2408060022972613,Iris-versicolor
+61,6.8864495939876305,3.0771503079688074,5.106630868384659,2.2986942173133063,Iris-virginica
+62,4.807107077779125,3.3951771288158383,1.834150209492535,0.19846186234991944,Iris-setosa
+63,4.79099251022584,3.390030081943121,2.083757754184256,0.20253249915756655,Iris-setosa
+64,4.602297523192135,3.1992099790899213,1.4080011339825438,0.19552703072699978,Iris-setosa
+65,5.497554005163813,3.0,4.521702562412418,1.4974855315596143,Iris-versicolor
+66,6.026311376946325,2.204916399064673,4.132542962008226,1.0401798097150252,Iris-versicolor
+67,4.894258727611248,2.3735101257589406,3.3107387005864344,1.0020348230487395,Iris-versicolor
+68,4.925087242989429,2.3774594499598587,3.4087346364898665,0.8825961702850047,Iris-versicolor
+69,4.890741267371018,3.0,1.4023682372626467,0.201609008485037,Iris-setosa
+70,5.370652160641093,3.366081531514629,1.9076918021398193,0.201579233768892,Iris-setosa
+71,5.7165866866003965,2.621194126853247,4.085564908424654,1.048779466927228,Iris-versicolor
+72,4.827664301904285,3.0,1.3968840627885049,0.30515318560170024,Iris-setosa
+73,5.499635467047877,3.0,4.516680197879052,1.5035688871715243,Iris-versicolor
+74,5.545541372654334,2.4102102119711057,3.7485272201365185,0.9989516052369878,Iris-versicolor
+75,5.5798311823006586,3.0,4.0340791570223296,1.3051017457467518,Iris-versicolor
+76,4.916164912271557,2.416139309003133,3.372376805227772,1.0092780507037364,Iris-versicolor
+77,4.4,3.194544619896996,1.310208192911282,0.19850984478067318,Iris-setosa
+78,4.897225315190895,2.40539016818466,3.259585480649327,0.992315693543993,Iris-versicolor
+79,6.1836639247527545,2.8825428006985923,5.504100268307598,1.8206913456676237,Iris-virginica
+80,5.079260885421456,3.531324078077624,1.4137633004836574,0.20642373279741014,Iris-setosa
+81,5.187101233419868,3.385103643775442,1.3902208169886845,0.19977663357697073,Iris-setosa
+82,5.802278072968313,2.704203737483362,5.082569603109177,1.8940560061489824,Iris-virginica
+83,5.989217014982381,3.384347521592521,4.477734541659537,1.5679573623283387,Iris-versicolor
+84,6.698246034820141,3.28064271346907,5.706559743218831,2.5,Iris-virginica
+85,7.899998600853614,3.830576030055907,6.319898463516235,1.9789005969645836,Iris-virginica
+86,7.899998868164863,3.812287128456656,6.362557374679373,1.9946990785084144,Iris-virginica
+87,7.693545698260593,2.793857281100097,6.716561056148803,2.0002326160094808,Iris-virginica
+88,7.9,3.8161256010030145,6.419518721433403,1.9950861291078794,Iris-virginica
+89,4.4,3.2215623500784725,1.2840229952150835,0.19760895965076375,Iris-setosa
+90,6.296735983690442,2.4985158679559296,5.000643730475967,1.9020611176845934,Iris-virginica
+91,6.042606379214505,3.390420711513351,4.527342745266359,1.6066539662951616,Iris-versicolor
+92,6.613159071441656,2.7914721798076885,4.704873704968531,1.3491884321042833,Iris-versicolor
+93,6.419916093704194,2.888094509071475,4.28145091931662,1.2927716533320661,Iris-versicolor
+94,6.683028728769573,2.5099582936043774,5.770733036957544,1.8039357673280683,Iris-virginica
+95,5.460910543303024,3.0,4.4945146509651765,1.4949564723651274,Iris-versicolor
+96,5.118728174995819,3.4954082667506117,1.3872549114236283,0.1963783266910617,Iris-setosa
+97,6.236973154903428,3.389249129460506,5.435173950762457,2.3096113750968357,Iris-virginica
+98,7.698703251469264,2.6040565586115956,6.9,2.298894661569467,Iris-virginica
+99,7.6413700542462335,2.8105731358402926,6.650993082542979,1.9603646681702818,Iris-virginica
+100,7.724996616159908,2.605622534591468,6.899998959663514,2.299129793859987,Iris-virginica
+101,5.978347918097763,3.3889852177017774,4.549369946036097,1.6061271784606912,Iris-versicolor
+102,5.534585165523107,3.0,4.497825773267512,1.487548794228022,Iris-versicolor
+103,5.585092119560171,2.9186289571473254,3.623800121435544,1.29396999190374,Iris-versicolor
+104,6.4537309344926514,2.919125222209042,4.309452925881932,1.3218687982116644,Iris-versicolor
+105,5.665821481297679,3.0,4.161692567071707,1.251166877517687,Iris-versicolor
+106,5.642331343861739,2.7857608857579894,4.4585303588470895,1.2754444868286592,Iris-versicolor
+107,5.680292342256631,2.9102841335944016,4.036750919766638,1.293873888911827,Iris-versicolor
+108,6.524364359288302,3.0,5.4807726967880175,1.817328824131977,Iris-virginica
+109,5.772031771862561,2.697734431681464,4.199244423705443,1.0190296798024467,Iris-versicolor
+110,5.7922940406930135,2.6964031426812864,5.098046827598922,1.8988199318358583,Iris-virginica
+111,6.8051567906033865,3.1991408067241,5.869356015825546,2.2915077441407066,Iris-virginica
+112,6.296457356289084,2.5009544193018987,4.990539431934148,1.8795090250448816,Iris-virginica
+113,4.76260923414437,3.0,1.3441892386357022,0.1,Iris-setosa
+114,4.7375659845526865,3.3219129175395405,1.5272216975234656,0.2006955290268133,Iris-setosa
+115,4.889310538704849,3.0951455595842754,1.5041727234860662,0.1,Iris-setosa
+116,6.5654402490170725,3.0009089941948295,5.718016731829903,2.110641664231077,Iris-virginica
+117,6.31367971825784,2.3519886678130164,4.414758630913855,1.2776212460172043,Iris-versicolor
+118,5.482193256074204,3.8637918747688533,1.3397825719714813,0.41890410087974306,Iris-setosa
+119,6.268615347147643,3.3075131866365877,4.657684336044492,1.5823984175745043,Iris-versicolor
diff --git a/iris/tab_ddpm/4/1/test.csv b/iris/tab_ddpm/4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/1/train.csv b/iris/tab_ddpm/4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/1/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
+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/4/1/val.csv b/iris/tab_ddpm/4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/10/synth.csv b/iris/tab_ddpm/4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc72cb7f75f36190482ae6ec742cd051d16ba6d8
--- /dev/null
+++ b/iris/tab_ddpm/4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.551861021191408,2.614982683933619,4.390660641773597,1.211983300495598,Iris-versicolor
+1,5.01341160700105,2.000000549086939,3.7209488128328743,1.0098514490413157,Iris-versicolor
+2,5.897870201427649,3.0,5.1179124436175,1.8172316673179008,Iris-virginica
+3,6.007768929072937,3.404350844177622,4.478711347993855,1.5888159327111007,Iris-versicolor
+4,6.713189102339614,3.2981616723446057,5.731115480030134,2.4999996238661315,Iris-virginica
+5,5.013099906687689,2.0,3.487108772829909,0.9584256290518933,Iris-versicolor
+6,4.874371957213262,2.409771439340129,3.21376367162168,0.8858082009613606,Iris-versicolor
+7,6.297181297585267,2.319616633365442,4.397056490134803,1.296484528656856,Iris-versicolor
+8,6.792925046302747,2.8172086562927974,4.751097191018328,1.3977006994639778,Iris-versicolor
+9,7.644720375441919,2.6082562015493624,6.899998085702757,2.287737755663373,Iris-virginica
+10,5.023413438174985,2.0,3.610972243589024,0.9392200835263431,Iris-versicolor
+11,5.930108923655972,3.1987482884022294,4.789429642221684,1.8262931925537813,Iris-versicolor
+12,5.071100124210221,3.271995842412877,1.6759885378539334,0.45828584409357065,Iris-setosa
+13,7.717893632456713,2.6193103125317463,6.9,2.3087406843658194,Iris-virginica
+14,5.128020344997522,3.72358174861827,1.4419783546506832,0.4159633435442072,Iris-setosa
+15,5.531422839568006,2.4023356594767984,3.7769975378605762,1.0491909944717965,Iris-versicolor
+16,4.880830901924338,3.4268021534838695,1.564878949618211,0.20465353430195354,Iris-setosa
+17,7.599312729696768,3.0,6.628910188541442,2.0826694671192847,Iris-virginica
+18,5.606814997233569,3.0,4.076629734517756,1.297831584919576,Iris-versicolor
+19,5.9629824128209235,3.4141420052088285,4.48427518958324,1.5835467602817543,Iris-versicolor
+20,5.035098893779255,3.352099734329188,1.5723483362380124,0.42705964159669646,Iris-setosa
+21,5.009060711502108,3.0,1.6621690549640702,0.20003360064435183,Iris-setosa
+22,5.926153310764317,3.0,4.539027617136178,1.4187426340385043,Iris-versicolor
+23,4.988031452181951,2.000000546960046,3.5429313114863494,0.9904797721102334,Iris-versicolor
+24,6.527554037062096,3.2377025321692803,5.139490700065199,2.0182813894266807,Iris-virginica
+25,6.21896524706112,3.3824111120033766,5.416671435163875,2.2992612907088135,Iris-virginica
+26,4.811894278730767,3.0,1.3996631186481698,0.10000010477230814,Iris-setosa
+27,7.9,3.757247145601427,6.33952007715754,1.943565210330946,Iris-virginica
+28,5.364359508770934,3.4100313240829445,1.4939003317879243,0.4723452396353991,Iris-setosa
+29,6.689391741859741,2.4887055140882675,5.724343778637702,1.8009049948134193,Iris-virginica
+30,4.492248691850842,2.2985220242814175,1.2991565196987913,0.2960177722083008,Iris-setosa
+31,6.701965194883707,3.0,4.913094193152672,1.646676533987498,Iris-versicolor
+32,6.309275734268463,2.699643075020143,4.897187380638864,1.7797680609084656,Iris-virginica
+33,7.699478290349687,2.8360036862864137,6.683453188608017,2.0344045724620146,Iris-virginica
+34,5.029832387728757,3.5787580672852517,1.4000533429218611,0.2010686672129487,Iris-setosa
+35,6.245613469992724,3.392900661499963,5.445790235691778,2.3139970399859084,Iris-virginica
+36,5.98380932483345,3.408189318233298,4.514911771182021,1.6319167573354934,Iris-versicolor
+37,5.374880082124485,3.389234965247771,1.5155430989082253,0.3881494359228688,Iris-setosa
+38,5.392838161965514,3.394149663770786,1.663371712583342,0.20098112871544174,Iris-setosa
+39,5.505891626547026,2.5982135812281664,4.385831081423635,1.1781862090874367,Iris-versicolor
+40,5.7361598591689145,3.0,4.252305599852021,1.2271608321395535,Iris-versicolor
+41,6.68493025088284,3.295151210035515,5.680910438678334,2.0980114819960822,Iris-virginica
+42,6.80456836943584,2.786519383878012,4.786769507022915,1.4164795508388934,Iris-versicolor
+43,5.791220074126854,2.800626500144997,5.08644676576357,2.402086624441023,Iris-virginica
+44,5.438900901653246,3.9139757356279197,1.337145748204159,0.388424284118791,Iris-setosa
+45,4.993426080770976,2.0000007266561135,3.4296226018399114,1.0001334283008712,Iris-versicolor
+46,5.643190550578843,3.7528765481627295,1.5748868607542108,0.3694953893824315,Iris-setosa
+47,5.313364096299646,3.7166977051378227,1.5091014113841181,0.2038635525978757,Iris-setosa
+48,5.789964917265324,2.664166609794693,4.105768893672947,0.9228031128761192,Iris-versicolor
+49,6.042541191131361,3.0,5.09259917263738,1.8118256544859854,Iris-virginica
+50,5.817333429730998,2.699546041916121,5.137993544738218,1.8912453564653247,Iris-virginica
+51,6.262657790134794,2.175273379244148,4.447167625593531,1.4978506542792096,Iris-versicolor
+52,5.515580289366592,3.0,4.467067705937791,1.4698143521392113,Iris-versicolor
+53,6.3284048802775645,2.2868060669270305,4.404273639202675,1.3017312391212832,Iris-versicolor
+54,6.085961908213801,2.8011029077556353,4.704748106171194,1.1996323280586574,Iris-versicolor
+55,5.808688632043309,2.702329583050642,5.097830096333141,1.9061881249971777,Iris-virginica
+56,5.878838344734688,3.192971302192749,4.7885055429512375,1.7904732088493227,Iris-versicolor
+57,4.993439534396437,2.0000006007547264,3.4923775167927777,0.9163052511171939,Iris-versicolor
+58,5.803111212575349,2.799923676079665,5.137537687978926,2.393966197254319,Iris-virginica
+59,6.577502269686783,3.0074146508467097,5.794134800549049,2.2258397350878947,Iris-virginica
+60,4.984138181099152,2.0,3.4742498513866713,0.9939213130248234,Iris-versicolor
+61,6.322655901756327,2.4874362025807617,5.022222922133053,1.8885674779909378,Iris-virginica
+62,5.878110756454338,3.0,5.124134697695729,1.8100278806739372,Iris-virginica
+63,6.28955474640078,2.700910764430164,4.882520326738488,1.7961277016224542,Iris-virginica
+64,5.47460628956849,3.0,4.507890597358563,1.4900959586489855,Iris-versicolor
+65,5.5681338645727765,2.49435291653109,3.8313861380247016,1.1155398927023261,Iris-versicolor
+66,5.323858750167978,3.744784766200012,1.503689251098241,0.19983631329687934,Iris-setosa
+67,6.293614511096128,2.3157353188119427,4.438134502793661,1.3049404139300167,Iris-versicolor
+68,5.034369889484254,3.3498043542955815,1.6602345427251854,0.4449097304885999,Iris-setosa
+69,7.714357201830205,2.5997804578194654,6.9,2.300909185715324,Iris-virginica
+70,7.694990927611425,2.8007661748448447,6.694323409518882,2.0210309389912897,Iris-virginica
+71,6.539443182591563,3.0,4.389683879161545,1.379602856373513,Iris-versicolor
+72,6.490457927711,3.0,5.893056954289688,2.1820366314812865,Iris-virginica
+73,5.567959610549641,3.0,4.029822172940368,1.3009105095900357,Iris-versicolor
+74,4.807727592977715,3.4079789127686198,1.6869328358173594,0.19767976722869982,Iris-setosa
+75,4.803909070340081,3.0,1.4122612475804337,0.3204832065216871,Iris-setosa
+76,5.2191735862745485,3.4060667475098616,1.401143792206605,0.19959054075759763,Iris-setosa
+77,4.984672049329602,3.0,1.8882998869850889,0.19780564265511125,Iris-setosa
+78,6.514249035381651,2.9902883545071286,4.358565407713006,1.3577485847977246,Iris-versicolor
+79,4.400000575344625,3.19160346860836,1.2741611137622049,0.1984861771759976,Iris-setosa
+80,4.987919955314697,3.389588831818127,1.6098038492565234,0.45905408697506433,Iris-setosa
+81,5.686119842424394,3.0,4.098884590322628,1.2090714127554594,Iris-versicolor
+82,6.1367921913112715,3.0,4.598870527917872,1.4294273367584573,Iris-versicolor
+83,4.60169634826491,3.219160476187286,1.398877335458914,0.20467669742137737,Iris-setosa
+84,4.9031082296870805,3.0,1.3875904096515672,0.20105194586937242,Iris-setosa
+85,5.02266597084611,3.605807950096497,1.3779550585583298,0.19972942253803194,Iris-setosa
+86,6.4459486772188,2.8880141038544473,4.28838254256318,1.3102807835539318,Iris-versicolor
+87,6.196974657797705,3.420465888068323,5.440219197322446,2.3201106659941644,Iris-virginica
+88,6.365196475198604,2.9535975419068525,5.506063015348253,1.7851750401755166,Iris-virginica
+89,5.094988059423948,3.322165041185789,1.5732968886100247,0.5123922843924733,Iris-setosa
+90,4.600886464279557,3.209798319639384,1.406702834595297,0.20881686893608475,Iris-setosa
+91,6.19370377449075,2.2164943568901876,4.500330177482063,1.4295385005122765,Iris-versicolor
+92,5.9923473549740205,2.8844212247742345,4.494544759505693,1.509588979843754,Iris-versicolor
+93,5.455852485192706,3.0,4.5044319729806395,1.5080207455235843,Iris-versicolor
+94,6.474087932434264,3.0,5.855555066375022,2.1896725239685924,Iris-virginica
+95,7.634717645755931,3.0,6.628099081777635,2.11041931844509,Iris-virginica
+96,4.82645855846807,3.396012093083175,1.8367425424400863,0.20069921940765253,Iris-setosa
+97,7.89999896367962,3.861430196556638,6.416739620467212,2.0257291273206826,Iris-virginica
+98,7.037464424129336,3.0,5.8522773855806784,2.1092854953006084,Iris-virginica
+99,5.577465629272733,2.423120049895148,3.7881928430955942,1.035543701329394,Iris-versicolor
+100,5.4108142184352195,3.867372287776289,1.2886936334120878,0.36023336921093146,Iris-setosa
+101,7.59659601981432,3.0,6.583851510543299,2.092015917178807,Iris-virginica
+102,5.9856424494160585,3.41535871487267,4.467293476756151,1.5914342079328838,Iris-versicolor
+103,6.69187082299854,3.0,4.953302507298169,1.6971377234744844,Iris-versicolor
+104,5.467935860686369,2.4177736093635285,3.7918255139854002,1.0208892767731255,Iris-versicolor
+105,5.77296219942002,2.7958401969528603,5.180359437706705,2.4060130388860577,Iris-virginica
+106,4.816735794063732,3.397110927935272,1.7117786837938458,0.20201823773807648,Iris-setosa
+107,7.64477672466621,3.0,6.611265113798396,2.105017748600572,Iris-virginica
+108,4.582818710383126,3.630170032637461,1.0000003762086225,0.19902980915446783,Iris-setosa
+109,5.010434621045654,2.37959988124902,3.5240950068038486,0.9533825207017839,Iris-versicolor
+110,7.63655372751956,3.0,6.629934666759541,2.0843497573100347,Iris-virginica
+111,4.791505423077215,3.4046644272070163,1.750738084255488,0.1996938818896804,Iris-setosa
+112,5.379098046590934,3.397423250316493,1.641333920415162,0.20319197776286826,Iris-setosa
+113,4.901738208436979,3.0,1.4157891493578485,0.20212115718135265,Iris-setosa
+114,6.690647140355491,3.0,4.995484690484967,1.7018123505966138,Iris-versicolor
+115,5.790671953980545,2.703356929053697,5.101598612699853,1.9015045492328697,Iris-virginica
+116,4.817716117057261,3.3869153525462607,1.9709711542305746,0.19759609866633995,Iris-setosa
+117,6.7270336325244955,3.071775951589149,4.820932709775317,1.6098145593214317,Iris-versicolor
+118,4.896443483002837,3.0,1.4097577327402269,0.19871892191731622,Iris-setosa
+119,5.017737751568028,3.0,1.561024627594373,0.20215714382574762,Iris-setosa
diff --git a/iris/tab_ddpm/4/10/test.csv b/iris/tab_ddpm/4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/10/train.csv b/iris/tab_ddpm/4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/10/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
+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/4/10/val.csv b/iris/tab_ddpm/4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/11/synth.csv b/iris/tab_ddpm/4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..39fbc408f0ed88716eba42efe6122d804d43c92a
--- /dev/null
+++ b/iris/tab_ddpm/4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.104485253167415,3.2824883960869484,1.7971927023750065,0.5082307710945971,Iris-setosa
+1,6.194014550124452,3.3861442698840944,5.427607528053348,2.294904162661267,Iris-virginica
+2,6.785651190351342,2.7988468830145288,4.7949638971314315,1.4017803704624803,Iris-versicolor
+3,5.720820974363719,2.851198968275169,4.345482697601277,1.3051826647463856,Iris-versicolor
+4,5.469751437320038,2.3918430839362883,3.5882124201570553,1.0295791396945426,Iris-versicolor
+5,4.898293203172671,3.104846091197231,1.5075673677836336,0.10000012038472687,Iris-setosa
+6,4.787327899091601,3.0,1.4265695214482368,0.10000009792198936,Iris-setosa
+7,4.791663859635661,3.0,1.3847103156071032,0.1,Iris-setosa
+8,5.7945690815922575,2.7110212094438153,5.094027050649658,1.8828481140580062,Iris-virginica
+9,5.477138632258413,3.0,4.517166089884444,1.4981816906628445,Iris-versicolor
+10,6.888593752330122,3.1644834833702347,5.872105813498063,2.282830792582163,Iris-virginica
+11,4.950031223090447,2.4191672793867744,3.420061032019131,0.9673188510842787,Iris-versicolor
+12,6.674112922435537,3.0,5.855813503339477,2.1505161305680014,Iris-virginica
+13,5.048938007191352,2.418635749581819,3.6136019595560636,0.9872010899723993,Iris-versicolor
+14,5.131479154596887,3.3050966193139795,1.732481647668315,0.5145142349638885,Iris-setosa
+15,5.405416406849894,3.4121448079729855,1.7803592166556057,0.19884939221246156,Iris-setosa
+16,7.899998410293454,3.8040331300423587,6.3938013943010885,2.0100908288314674,Iris-virginica
+17,4.859790427990344,3.0414332135745528,1.45859973055064,0.1000001019892817,Iris-setosa
+18,5.799923051964324,2.694305787565736,5.097332129915454,1.8996678039700168,Iris-virginica
+19,5.963639863529829,3.389858453922197,4.489212412772875,1.5981502487361319,Iris-versicolor
+20,6.079946425376045,3.0,4.557245813558137,1.3981482477085703,Iris-versicolor
+21,7.707093872859854,2.623712460151499,6.899998613876981,2.305431979303957,Iris-virginica
+22,6.691892449768441,3.2973654271678594,5.67176246747908,2.4999995035665092,Iris-virginica
+23,6.6705638501538616,3.3170314147363746,5.709517936660374,2.1245932607135756,Iris-virginica
+24,5.543913239693493,3.0,4.507444234717265,1.5077591440981404,Iris-versicolor
+25,6.515039092867636,3.0,5.828266435039083,2.2048173195166307,Iris-virginica
+26,6.048255444560483,2.234454369595148,4.18325543148562,1.0867143749622588,Iris-versicolor
+27,7.9,3.833775766300505,6.404828354898744,2.0144608163721083,Iris-virginica
+28,4.798608454743725,3.0,1.4020711795223662,0.10000009241919264,Iris-setosa
+29,6.675926347379702,3.0026236522335608,4.62927466892653,1.430239650574449,Iris-versicolor
+30,4.987228437686004,2.000000568952616,3.528860005783438,0.9211821833851039,Iris-versicolor
+31,6.694661119561204,3.0,5.019671815856308,1.708439687794287,Iris-versicolor
+32,5.403404124181544,3.92559975464932,1.2552319113408785,0.4097899932382736,Iris-setosa
+33,5.383041532271399,3.4051734369975977,1.6217481403045004,0.200365986235141,Iris-setosa
+34,5.055588087745573,3.2984510159447344,1.6310238506287749,0.4975334204240993,Iris-setosa
+35,6.675565957518024,3.2910853648903373,5.617543643783074,2.5,Iris-virginica
+36,6.25077878627918,2.914343921271202,5.568037150550092,1.7949004461468783,Iris-virginica
+37,6.098121015494236,2.7998605128195333,4.691927327498156,1.2139733041492708,Iris-versicolor
+38,4.983022289435023,3.635921849469265,1.4060989944525715,0.20409264501971183,Iris-setosa
+39,4.785941049455112,3.3759815324278257,1.6764245441683665,0.2012730849052524,Iris-setosa
+40,5.576432587173886,2.711894319427482,4.45428129582327,1.2652743840616067,Iris-versicolor
+41,6.679257390910543,3.300910053245766,5.655781210584605,2.5,Iris-virginica
+42,6.041150378343021,2.217562503151411,4.069376989946863,1.0262155261701296,Iris-versicolor
+43,5.006971715754033,3.604193557112735,1.3984410971388206,0.1969873997573942,Iris-setosa
+44,5.165610778238303,3.562951376155841,1.4361719873289802,0.19572407228428254,Iris-setosa
+45,5.528038724871537,2.3577473794896653,3.748752155876044,0.8305793120483553,Iris-versicolor
+46,5.272098179004622,3.7141485911101877,1.4901676689917538,0.21150213752554772,Iris-setosa
+47,4.894548558760556,3.107436111740765,1.4930294854342683,0.1,Iris-setosa
+48,4.4,3.2086107124335252,1.3055225951718772,0.19906673411049153,Iris-setosa
+49,4.988999869267297,2.0,3.452533931670944,0.9296620213902307,Iris-versicolor
+50,6.019431443049789,3.3883716610766386,4.509733011833371,1.6057189206226896,Iris-versicolor
+51,5.0849507143151325,3.5059618644773822,1.4061517991303603,0.20643442347701624,Iris-setosa
+52,6.89718181845336,3.103030086599031,5.086520347769323,2.3000688310651913,Iris-virginica
+53,6.096305180747758,2.7879217616759857,4.688014542646487,1.1880715630007186,Iris-versicolor
+54,6.677640157848176,3.3035339719115346,5.722521806823525,2.4999996394860995,Iris-virginica
+55,6.700917430644445,2.500614719758303,5.838980777929493,1.8135002406796144,Iris-virginica
+56,6.286494841045213,3.328716741036992,4.692756563854305,1.6033335462066247,Iris-versicolor
+57,4.4,3.15913159974021,1.3107638428992237,0.18737665746757004,Iris-setosa
+58,4.813333514993899,3.41651709592511,1.9449703694735179,0.19805978532545432,Iris-setosa
+59,6.389453258521481,2.9442930589883654,5.568619623560914,1.7959615782086233,Iris-virginica
+60,6.000358712544044,3.4013311869894296,4.475086596391425,1.6001307477555455,Iris-versicolor
+61,6.272318358570217,2.271944147955539,4.440637643797607,1.3415835758024186,Iris-versicolor
+62,6.9850083581165565,3.0834201063224222,5.088134168147495,2.301142680623548,Iris-virginica
+63,4.605065939808176,3.18773791882707,1.4056612038805398,0.1965485580171038,Iris-setosa
+64,7.3210338190712685,2.9031952016059805,6.265549447704164,1.8142676148162131,Iris-virginica
+65,6.103602839831188,2.807660076114147,4.697578585959547,1.1840836228670564,Iris-versicolor
+66,6.705806043120456,3.0,5.023632409154494,1.7098479235991793,Iris-versicolor
+67,6.488579896398743,3.0,5.775727438745947,2.179120001156341,Iris-virginica
+68,5.019973276272037,3.3999327715802985,1.686691876758652,0.4214034003293933,Iris-setosa
+69,6.253728726357207,2.894376487377618,5.579263508369941,1.7882159850283457,Iris-virginica
+70,6.311901906689226,2.4824631370646038,4.993999006517862,1.9009699771377235,Iris-virginica
+71,6.302442145319712,2.6920934715164297,4.881193244138467,1.7750241176159918,Iris-virginica
+72,4.586300004756891,3.1754737488300186,1.3900257048478992,0.204706876544501,Iris-setosa
+73,7.8999988192175445,3.819719456657106,6.400303060774897,2.0040569777686374,Iris-virginica
+74,6.09266042604109,2.8062850125816294,4.7250592838352,1.2027054406799058,Iris-versicolor
+75,5.805149310910165,2.7850921200336525,5.082620062782485,2.4053233485438357,Iris-virginica
+76,5.504169591418277,4.2,1.3619376976441324,0.21099267155280935,Iris-setosa
+77,6.390934094469755,2.88746644708824,4.297169790235485,1.2894351877497199,Iris-versicolor
+78,5.89797029777925,3.1892900489208804,4.799229976494922,1.8050412206389517,Iris-versicolor
+79,5.784235374284009,2.6996128638202554,5.090093610184547,1.8867137693911946,Iris-virginica
+80,5.145823314296599,3.2668852019622032,1.7635768495681665,0.29382024996734124,Iris-setosa
+81,6.400086397429827,3.2222188161991325,4.797261115255692,1.5993202437265985,Iris-versicolor
+82,5.687959216250236,2.872813171798517,4.257892674975143,1.3149918307641586,Iris-versicolor
+83,5.726223307923533,2.8100773731677795,4.504228061954118,1.2960186448506197,Iris-versicolor
+84,5.792558310760089,2.704167615995151,5.09984358371379,1.9070506660434627,Iris-virginica
+85,4.907884681357674,3.0,1.3896644086332486,0.19619303300644247,Iris-setosa
+86,6.281272460556393,2.714543952393753,4.893054773640004,1.7881169639172803,Iris-virginica
+87,5.101580009700756,3.6438503843780783,1.5071414221848423,0.42148678915272936,Iris-setosa
+88,4.98592857628607,2.000000610933394,3.3512387074156917,0.9269419024273344,Iris-versicolor
+89,5.891402836002033,3.207880690253226,4.828598906911652,1.7911162973304773,Iris-versicolor
+90,5.498856530767234,4.2,1.4033528592000266,0.20833604288584998,Iris-setosa
+91,5.664687966108541,3.0,4.203674009680145,1.2101610190734895,Iris-versicolor
+92,4.7658629450657175,3.384259796399321,1.9018999610852745,0.20224500306614196,Iris-setosa
+93,5.489150152132731,4.199999359720684,1.402144177911499,0.1984308430933847,Iris-setosa
+94,4.603150364636514,3.6275682145929324,1.0,0.1932366566259927,Iris-setosa
+95,5.825387810291105,2.8056841955370664,5.192715165351078,2.396708021420091,Iris-virginica
+96,5.05196859307355,3.3415483614720194,1.6435156261611017,0.49370395500261577,Iris-setosa
+97,6.315452462086508,2.503580961804587,4.994986648381452,1.8938986579377992,Iris-virginica
+98,5.396193966818221,3.379323810501974,1.5904462443106109,0.19447193764239,Iris-setosa
+99,5.790840719258912,2.806021349156046,5.195216869149456,2.4033588848715635,Iris-virginica
+100,6.682885689622193,3.0,4.9858333944293465,1.6886501393202347,Iris-versicolor
+101,5.50744154345451,2.394891937007053,3.761524498053611,0.9986376413340479,Iris-versicolor
+102,5.47038482560607,2.6092839903405745,4.409473720221078,1.2179249528588705,Iris-versicolor
+103,5.812877891075216,2.712515749536527,5.126252979273397,1.8977635579015415,Iris-virginica
+104,5.765547265452595,2.7688627579315277,4.040510463505732,1.0706135936285714,Iris-versicolor
+105,5.079411370261156,3.2950555425304873,1.7379288876167953,0.4684652971637211,Iris-setosa
+106,5.693079122914128,3.0,4.210604623367061,1.2157269967051976,Iris-versicolor
+107,5.559430474228675,3.0,4.152984576046078,1.3371323542493405,Iris-versicolor
+108,6.723054044062908,2.5131589753534813,5.89357739695328,1.8155221401354988,Iris-virginica
+109,6.8200588304356335,2.7737502734767947,4.802513853809116,1.4022845948006386,Iris-versicolor
+110,5.756300341810933,2.868380981865485,4.508048932642462,1.340659979912442,Iris-versicolor
+111,6.817689355972931,2.7982089611492804,4.821190959716934,1.419918028217303,Iris-versicolor
+112,5.95399403708381,2.876116347657545,4.518268632277122,1.3504218458560775,Iris-versicolor
+113,7.9,3.766045366768101,6.406284239940804,2.016901305576431,Iris-virginica
+114,5.46533111796805,4.2,1.361391696183872,0.20107102809307445,Iris-setosa
+115,7.692070724756937,2.827903199609114,6.689795909829801,2.013995866995158,Iris-virginica
+116,5.378706196044422,3.385164803028797,1.502503105368193,0.4291122083248179,Iris-setosa
+117,6.702952084859476,2.500279771493051,5.797884606680108,1.8011717783039816,Iris-virginica
+118,6.272703504744213,2.52017711906421,4.9999209040449095,1.900146273680036,Iris-virginica
+119,7.9,3.83100942493549,6.360951529843661,2.0265786130511056,Iris-virginica
diff --git a/iris/tab_ddpm/4/11/test.csv b/iris/tab_ddpm/4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/11/train.csv b/iris/tab_ddpm/4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/11/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
+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/4/11/val.csv b/iris/tab_ddpm/4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/12/synth.csv b/iris/tab_ddpm/4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e2df027ba396a93ab5a76a282c39294b3106bc7
--- /dev/null
+++ b/iris/tab_ddpm/4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.52711152491031,3.189112301963229,5.095146831511399,2.0179006302188016,Iris-virginica
+1,5.0227606034008385,2.0000004525978303,3.5425116407953396,0.9716616613894629,Iris-versicolor
+2,5.428899094026222,4.2,1.3932264530767557,0.19883939654428295,Iris-setosa
+3,5.0015565482723865,3.0,1.6789323387828279,0.2028873269418803,Iris-setosa
+4,6.697280092840322,3.3397712794539136,5.686598119836711,2.5,Iris-virginica
+5,6.05979808731276,2.8016246767755337,4.67100465515586,1.1879737315309762,Iris-versicolor
+6,6.089478292649001,3.0,4.6099661154539175,1.4286918402627322,Iris-versicolor
+7,5.7877077222356785,2.6904709716232627,4.111288041060723,0.922558937723031,Iris-versicolor
+8,6.439149671428839,3.1647831479184645,5.123525906337641,2.0037485812753038,Iris-virginica
+9,4.894481824969352,3.07565261425446,1.4748504557826108,0.1,Iris-setosa
+10,4.78953451401962,3.3938466906761002,1.7602058910842937,0.20144538876895812,Iris-setosa
+11,5.379830975874861,3.8727940335682134,1.301697629428559,0.4185068277121572,Iris-setosa
+12,7.5633769281961705,2.9151358371633105,6.5736878863911725,1.9809828730137171,Iris-virginica
+13,6.078831994243736,2.223112630720958,4.178588000675931,1.0928991748586214,Iris-versicolor
+14,5.4579824549247355,3.0,4.492477202265806,1.49545856398564,Iris-versicolor
+15,5.793239696376616,2.6838962710047722,4.057348600411183,0.8956061032200169,Iris-versicolor
+16,5.914364018288111,3.2066228734675253,4.816143866014976,1.797223527221875,Iris-versicolor
+17,4.81481661738709,3.0,1.4019537868028518,0.33018215370869197,Iris-setosa
+18,5.283806513335473,3.6536482430237953,1.497652651206732,0.19870418528556927,Iris-setosa
+19,5.333878143734528,3.8538644915761386,1.3698172219577804,0.2865080964464589,Iris-setosa
+20,7.693948386001849,2.593491212127728,6.9,2.294790428033001,Iris-virginica
+21,6.109758032559823,3.0,4.606729851944844,1.401059624818972,Iris-versicolor
+22,6.318285439190651,2.476121527583472,5.005088705147365,1.8946337925414984,Iris-virginica
+23,4.809172452325461,3.0,1.3943745453732155,0.1,Iris-setosa
+24,5.446782377484893,3.0,4.4796299707685945,1.4821953453527779,Iris-versicolor
+25,4.607866376053556,3.2015097704232858,1.3962029190624197,0.20539724149401078,Iris-setosa
+26,4.782787395086027,3.4028427511340467,1.57058773891877,0.19695763173369885,Iris-setosa
+27,6.388820485556381,2.9981810779439284,4.410734846275567,1.3619066081601956,Iris-versicolor
+28,4.60190549370428,3.614888760633651,1.0000004079227973,0.19917663152903872,Iris-setosa
+29,6.320217820765487,2.322679224167303,4.4067776460642385,1.3057984060695431,Iris-versicolor
+30,5.819607687830422,2.825114781233777,5.080945664313947,2.3987016376315355,Iris-virginica
+31,6.666346034416778,2.4980362594245076,5.781349865034237,1.8078977817522826,Iris-virginica
+32,5.596965485922647,3.0,4.086765792821644,1.2964113110270323,Iris-versicolor
+33,5.112826085018382,3.297895334326096,1.571094043257987,0.4760102408951531,Iris-setosa
+34,5.14919452497644,3.494277602360947,1.3887443182292618,0.20086642512050734,Iris-setosa
+35,5.377004904342427,3.374451418867662,1.806586067806058,0.1953932176678564,Iris-setosa
+36,6.379170433632468,3.3204316834058534,5.230812998736844,2.1132907190962675,Iris-virginica
+37,6.430515713062903,2.886944967596155,4.288385791623381,1.2816078049517547,Iris-versicolor
+38,6.2185928819659075,3.365490520738451,5.5028668207809925,2.2895905493628494,Iris-virginica
+39,5.257960996468281,3.6294724785220867,1.4653291432462292,0.19965912372664552,Iris-setosa
+40,6.126449573200157,2.8463857127974292,4.586296509730833,1.3173595975786794,Iris-versicolor
+41,5.349518729866107,3.3864906440194993,1.5210859956187641,0.4209756942913554,Iris-setosa
+42,5.635203315531309,3.0,4.168047034459699,1.2842689214021985,Iris-versicolor
+43,5.322260554951342,3.0,4.46131389390034,1.5042883096582014,Iris-versicolor
+44,6.414855142014867,2.893688692335061,4.268989161743642,1.3120355453726478,Iris-versicolor
+45,5.216465079418817,2.3687569542094122,3.472289778754538,0.8937688361652285,Iris-versicolor
+46,6.49096810212253,2.9611714818497803,4.354256811846056,1.3547267197629318,Iris-versicolor
+47,5.509216192126768,2.4119083295675683,3.820587979310333,0.9698689089923489,Iris-versicolor
+48,5.805166928868575,2.7800338464510443,4.375746723895346,1.066959457345507,Iris-versicolor
+49,5.0771228586376775,3.7053325907288546,1.4924813419736966,0.3738010879651441,Iris-setosa
+50,5.556855868301159,2.4914483189681005,3.7684577902852094,1.043682994882312,Iris-versicolor
+51,5.250619795482649,3.357319621280405,1.5267811088786791,0.40928691729825173,Iris-setosa
+52,7.689446397769844,2.620333978526099,6.899998741970341,2.30301359316905,Iris-virginica
+53,4.791548980399812,3.39227455052737,1.761762646806168,0.19758605580881927,Iris-setosa
+54,5.874705752410657,3.0,5.124862630835646,1.7781526072238436,Iris-virginica
+55,5.721103877259826,3.816197711135044,1.7744130392812478,0.3021045026201061,Iris-setosa
+56,5.982527449295487,2.9189087504106985,4.505287721811853,1.4689215377574714,Iris-versicolor
+57,5.72698201833593,3.0,4.225182477415451,1.2026399455791288,Iris-versicolor
+58,6.195270686504383,3.4092212528524537,5.4197489683882525,2.304255755437644,Iris-virginica
+59,7.69404291448514,2.587116552724492,6.9,2.2858920600149624,Iris-virginica
+60,4.910968233589683,3.1055114436023277,1.4955628445551807,0.1,Iris-setosa
+61,5.51985222919646,2.6464406491583037,4.382770027307015,1.2002009421395199,Iris-versicolor
+62,6.399744130964778,2.8876076412880667,4.298873921549862,1.2836000573650261,Iris-versicolor
+63,5.4922511249500525,3.0,4.529726287234728,1.5058976472935124,Iris-versicolor
+64,4.806805723484429,3.40219330205305,1.7342303290624177,0.20026942736160638,Iris-setosa
+65,5.421196023726771,3.397993493770727,1.6403883429171604,0.20105951467948643,Iris-setosa
+66,6.185156312785745,2.2149976303962755,4.479357191313978,1.4189076851031472,Iris-versicolor
+67,5.102056817576107,3.5033164615241006,1.4005876024264627,0.20125514683010162,Iris-setosa
+68,6.0964953498891115,2.788416071139211,4.722139228124998,1.190515504698235,Iris-versicolor
+69,5.575736323582331,3.0,4.524128247077368,1.5104671701881864,Iris-versicolor
+70,6.719321990080823,3.0,5.024253853325147,1.711974968973506,Iris-versicolor
+71,5.448114552501346,4.199999307934708,1.4025108964525017,0.21528373273419726,Iris-setosa
+72,5.389812825412512,3.8921939608764533,1.2934599873447539,0.3760566173281601,Iris-setosa
+73,5.013315272876956,2.0000008162018577,3.5107398419497393,1.0046347358627958,Iris-versicolor
+74,5.41124250963259,3.403575290175261,1.4957263124549973,0.3947713819674047,Iris-setosa
+75,6.1619100532500815,2.8330039174422597,4.694694668330426,1.2426856301445959,Iris-versicolor
+76,4.98895472539694,2.0000005303402575,3.437280597177431,0.9836555001468914,Iris-versicolor
+77,6.711209656988516,2.5134197829277953,5.815720303395202,1.8136668882258917,Iris-virginica
+78,6.49574863160296,3.0,5.793110018037927,2.1700329223150785,Iris-virginica
+79,5.450456306436319,3.0,4.47396205670538,1.4921986275614751,Iris-versicolor
+80,6.834917336261424,2.804832208243122,4.813013686353659,1.406652654832581,Iris-versicolor
+81,6.238470784058586,2.2802451080922594,4.276875473869126,1.1999846139136288,Iris-versicolor
+82,4.91311043342056,2.3980063439935093,3.3619612088799817,1.012395636900747,Iris-versicolor
+83,5.726309866760092,2.5934903116279413,4.0130655589846995,0.9686864928358576,Iris-versicolor
+84,5.106387544804966,3.287420757514259,1.8605114856641864,0.5470420084919906,Iris-setosa
+85,4.786703750613255,3.0,1.3876652376981027,0.1,Iris-setosa
+86,6.015647627178112,3.193618472893271,4.7701643305609664,1.7285117280403324,Iris-versicolor
+87,6.030976787052127,2.208474215796833,4.019840892955835,1.0083799137286675,Iris-versicolor
+88,5.203395385021169,3.3969905522537376,1.3935934088887842,0.19957600394174613,Iris-setosa
+89,6.521282193875685,3.1163421399063105,5.293883388441576,1.96922289270838,Iris-virginica
+90,6.514990723704539,3.196054344369043,5.088463501402341,2.0159014485098656,Iris-virginica
+91,5.88630503278942,3.202191680369432,4.787823572928761,1.8068704788532317,Iris-versicolor
+92,5.528814306933209,2.6406460397960574,4.437577712956973,1.2181297394801154,Iris-versicolor
+93,4.898588027512827,2.4018115600300494,3.2538986986919203,1.004812581648386,Iris-versicolor
+94,7.710169439744702,2.8048769905174784,6.708489294543087,1.998058931322983,Iris-virginica
+95,6.874320486167199,3.1006888122660916,5.115450828799941,2.2948170921934734,Iris-virginica
+96,6.716578350417171,3.0,4.918759011866091,1.667157226656342,Iris-versicolor
+97,6.241093867718557,3.369966529893214,5.444049636655403,2.2979660979767664,Iris-virginica
+98,4.496573526374392,2.29319564349184,1.294836050742261,0.29882919611035874,Iris-setosa
+99,6.664873395280296,2.4603549359785744,5.717330513467317,1.7853467040014026,Iris-virginica
+100,7.187549746812406,3.0,6.118322468925614,2.1287962791443356,Iris-virginica
+101,5.094300978302772,3.2800536067791537,1.6778720635892783,0.42740136791939065,Iris-setosa
+102,5.79854483988342,2.786416659276908,5.166116781526497,2.3953684919189495,Iris-virginica
+103,5.12042292126626,3.505131178772612,1.402074676424919,0.20072696175518456,Iris-setosa
+104,5.575024186958671,2.4916277857927653,3.8801078615817266,1.0978362161715591,Iris-versicolor
+105,5.435504476009396,3.8977900732127884,1.313677586539733,0.42488812946468707,Iris-setosa
+106,6.517241165840697,3.184285196108081,5.1092705524943165,2.008763723127308,Iris-virginica
+107,5.546452964774812,3.0,4.5100345534930035,1.507433096854528,Iris-versicolor
+108,6.838489028363607,2.804826548795963,4.81847869423488,1.4147689809908426,Iris-versicolor
+109,6.027496147408546,2.1975552198835673,3.9407819724452082,0.9679419339617323,Iris-versicolor
+110,6.681765098995463,3.2856650789376998,5.689846511296712,2.4999996193691385,Iris-virginica
+111,5.141657577664095,3.5452597637928225,1.4128949020282657,0.20016619064544114,Iris-setosa
+112,6.466297042596155,3.0,5.781624104049117,2.2266419109423587,Iris-virginica
+113,5.004800798533726,3.0,1.5906423566873722,0.19202630011027727,Iris-setosa
+114,4.8197069154257415,3.0,1.4096698982575528,0.28780832561023095,Iris-setosa
+115,5.012536407884509,3.608371325669374,1.3900966614413046,0.19876416495942748,Iris-setosa
+116,7.689401833876668,2.7961177870657474,6.700693631905274,1.9845508598760293,Iris-virginica
+117,6.193272554701047,2.2712665080960326,4.324626406907169,1.2590711921682056,Iris-versicolor
+118,4.848920997433671,3.3392832682343374,1.8839103133068762,0.19667791494029185,Iris-setosa
+119,6.349306060554435,3.3032770357486534,4.723030809470076,1.5938100380122169,Iris-versicolor
diff --git a/iris/tab_ddpm/4/12/test.csv b/iris/tab_ddpm/4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/12/train.csv b/iris/tab_ddpm/4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/12/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
+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/4/12/val.csv b/iris/tab_ddpm/4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/13/synth.csv b/iris/tab_ddpm/4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e90c7c096046b46b452f073b94d28915304f6844
--- /dev/null
+++ b/iris/tab_ddpm/4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.80063772034505,2.675538592644893,5.077733460892841,1.8879025243648395,Iris-virginica
+1,4.997064026096067,2.000000515349936,3.5137595046092875,0.8591119029296042,Iris-versicolor
+2,5.014389801411658,3.0,1.575411661251552,0.1995199046748883,Iris-setosa
+3,6.048061955433008,2.846338679525083,5.355258685607115,1.8076893250151251,Iris-virginica
+4,6.283951227883514,2.4795487883284864,5.019178615972287,1.9233170956907548,Iris-virginica
+5,5.007144746437298,2.0000006018427223,3.473472765522502,0.951330008254138,Iris-versicolor
+6,4.995065115234275,3.6327288705329455,1.389116109289727,0.2018274022871169,Iris-setosa
+7,5.526631431128726,3.5094230833482323,1.5149233741096257,0.361952215728384,Iris-setosa
+8,4.5030178057373575,2.284222208794527,1.288895386083644,0.2931145653748236,Iris-setosa
+9,5.000588321848384,2.000000575437692,3.5952216134661175,0.9008140177508079,Iris-versicolor
+10,7.453341640751416,3.0,6.434468391970034,2.0732682938516316,Iris-virginica
+11,4.823077891879249,3.0,1.4069846800833927,0.1,Iris-setosa
+12,6.472775253303573,3.0,5.522279559948595,1.7940409050513617,Iris-virginica
+13,5.240799120490373,3.640865307532111,1.4742324000582485,0.19845166350616347,Iris-setosa
+14,6.3554536983516785,2.823345944287066,4.321618252293993,1.2623275480283898,Iris-versicolor
+15,6.096228616495772,2.7951900015605515,4.702965808843932,1.179762791277566,Iris-versicolor
+16,5.798887857416704,2.80352087783844,5.093807058336155,2.3993850696898193,Iris-virginica
+17,5.876497530397098,3.0,5.082478372288256,1.7926662430286242,Iris-virginica
+18,4.400000502856093,3.195736669386044,1.2817467431465817,0.197828575705554,Iris-setosa
+19,7.7001622762640665,2.603829780099438,6.899998392091597,2.283487232829555,Iris-virginica
+20,6.7842933891935235,3.210708208479854,5.840458297419332,2.278486440800933,Iris-virginica
+21,5.20741923967549,3.4065297175452374,1.3936643020364319,0.19916388430273527,Iris-setosa
+22,4.804872999149169,3.0,1.4012436221682742,0.1000000923436655,Iris-setosa
+23,6.694172215806803,3.1437538700585588,4.743893955817857,1.5161637244902892,Iris-versicolor
+24,6.33524253598717,2.3187719284237054,4.42061647988929,1.3157684418857722,Iris-versicolor
+25,5.0464818132609786,3.3543023302896295,1.6388263666191158,0.44753040701378877,Iris-setosa
+26,6.770063294711679,3.1658037132652317,5.866256086145629,2.284219529668286,Iris-virginica
+27,5.002822191772971,2.0000004792584924,3.3407874974240146,1.0374885300261303,Iris-versicolor
+28,5.800153387063909,2.7003421729342807,5.090711310124405,1.909351719387155,Iris-virginica
+29,7.737134805181256,2.5974386224085864,6.899998998045385,2.304241533376783,Iris-virginica
+30,6.457279448881003,3.0,5.5151183677984035,1.8099916321968856,Iris-virginica
+31,5.391978359401598,3.95109898668401,1.2831379836720713,0.4763261200654943,Iris-setosa
+32,6.71479919380082,3.0,5.017791966902039,1.7315494809415861,Iris-versicolor
+33,7.9,3.804115814431946,6.384936682100211,1.9796754924062403,Iris-virginica
+34,6.6590861532891115,3.324992954834472,5.724454843628639,2.4999996175669637,Iris-virginica
+35,4.810509904389048,3.0,1.389471734501416,0.24950732119390537,Iris-setosa
+36,4.906370835165941,3.1132484898516606,1.5008289635170384,0.1,Iris-setosa
+37,6.246758916791386,2.903664027413602,5.5627872576306325,1.7686170771482588,Iris-virginica
+38,6.0804670905980815,3.3674353386348965,4.544201573304987,1.62665719752638,Iris-versicolor
+39,5.790040038414983,2.719292627403791,5.0988103356865375,1.897719921225261,Iris-virginica
+40,4.809936661083598,3.0,1.3883501047496025,0.29372846161020544,Iris-setosa
+41,5.1384055777961315,3.714346786713528,1.4843548104327455,0.38082115783982284,Iris-setosa
+42,4.8967414833284915,3.0,1.4037365975508507,0.20124314307820715,Iris-setosa
+43,5.583615764447257,2.6772807946400876,4.474217172090213,1.2328112423370943,Iris-versicolor
+44,4.4949136710891695,2.313497461052458,1.291064386997546,0.31300515724573263,Iris-setosa
+45,4.400000563656389,3.1691593904595483,1.302234053757923,0.2062487995906214,Iris-setosa
+46,6.294074585363613,2.8935672708151183,5.595356169845854,1.7936860729896247,Iris-virginica
+47,5.207838999589304,3.3879752884513534,1.3932874007469864,0.2012683651982566,Iris-setosa
+48,6.649455199340961,3.298694935684684,5.589676507416591,2.097158601394022,Iris-virginica
+49,4.7900803874530125,3.4071460670154674,1.614949162900709,0.20063026597775796,Iris-setosa
+50,5.477600451810815,4.2,1.4075899520541726,0.2082219447173698,Iris-setosa
+51,6.484298055518557,3.2114468934250384,5.10018917630216,2.001115288177578,Iris-virginica
+52,4.968522681815821,2.0,3.5452363749364273,0.9165402293700697,Iris-versicolor
+53,5.668784406126094,3.7908736348546785,1.761817639497526,0.2989703564781455,Iris-setosa
+54,6.468479489479391,3.0,5.560235901744352,1.8169284958139578,Iris-virginica
+55,6.220700953737712,3.410217227153211,5.380128690542717,2.309297430934951,Iris-virginica
+56,5.897604360236483,2.877097234265034,4.494984996521757,1.4235905903413708,Iris-versicolor
+57,7.699070920132283,2.586984577706366,6.9,2.3040135320915374,Iris-virginica
+58,6.531044911888566,3.1616467405719617,5.209681673896783,1.9661770858042784,Iris-virginica
+59,5.013545087842676,3.0,1.6950754765647091,0.2010972284292706,Iris-setosa
+60,5.790207184411517,2.696824690733223,5.101309440529255,1.9009632708638788,Iris-virginica
+61,6.663361867797561,3.299372084485925,5.577919885366208,2.0878269484224576,Iris-virginica
+62,6.480074687824412,3.0,5.766292376103089,2.1846359255736987,Iris-virginica
+63,5.344095197357711,3.857106491682293,1.3494336234960802,0.3664141618735473,Iris-setosa
+64,7.674384245206084,2.7943608576205587,6.690796172424272,1.9809791090055615,Iris-virginica
+65,5.334743882906684,3.705739513069391,1.5106334702311912,0.20216746820453652,Iris-setosa
+66,6.799269886565416,3.183284384455769,5.9033427914442145,2.3094369455600723,Iris-virginica
+67,4.400000448880658,3.200431562826235,1.3020859947049535,0.1910699511196139,Iris-setosa
+68,5.507803158033127,4.2,1.4089238546782288,0.21299478598764493,Iris-setosa
+69,5.8668334699166,2.8710729380001343,4.469170504338065,1.4082438578750458,Iris-versicolor
+70,4.503020427013393,2.3344988187865607,1.304658578108039,0.3884469338690155,Iris-setosa
+71,4.902106807995131,2.394508369120551,3.245172846450201,0.9906259954814995,Iris-versicolor
+72,4.6132193837828215,3.1867282245795403,1.4075496095563134,0.19699761157807494,Iris-setosa
+73,6.115443376805548,3.0,4.588142163401055,1.386794165224269,Iris-versicolor
+74,4.7805950791213165,3.0,1.3859411605548368,0.10000010059917082,Iris-setosa
+75,7.723267396503204,2.591130569715138,6.899998458873263,2.2986928643374744,Iris-virginica
+76,4.730384288438417,3.0,1.3902981882643444,0.2848478623006744,Iris-setosa
+77,4.799441338727827,3.0,1.4062168259671097,0.3576297445668035,Iris-setosa
+78,6.80825296320353,2.7931925247352374,4.817102859905658,1.398551859756716,Iris-versicolor
+79,6.235947225744536,3.4168728597965643,5.381899800567735,2.297398929844745,Iris-virginica
+80,5.829128519240842,2.7050576502808874,5.0893724099293856,1.906678004077536,Iris-virginica
+81,4.99558333742017,3.0,1.6121957454942826,0.19842384626465281,Iris-setosa
+82,4.786455218914239,3.0,1.3906640775018733,0.295646093025157,Iris-setosa
+83,5.5298670286974305,2.4103380500422893,3.892380142951412,1.0372270478224959,Iris-versicolor
+84,6.691945572512457,3.2929083042185767,5.673509672081145,2.0991970984843458,Iris-virginica
+85,6.900784546088616,3.0837259314538614,5.134238658586804,2.299042269881057,Iris-virginica
+86,4.8761085437833085,3.0,1.40130314954522,0.20746595514977517,Iris-setosa
+87,7.282865640513084,2.9074754599394876,6.314075960450779,1.8018557030548452,Iris-virginica
+88,6.522400050301723,3.0,5.804298417961118,2.220324091866594,Iris-virginica
+89,5.823747181333577,2.804244411842143,5.122419808859192,2.4009682447679856,Iris-virginica
+90,6.104008543640146,2.7980632675203667,4.722437884938431,1.1862891084236389,Iris-versicolor
+91,6.302865986615338,2.6988784751994164,4.940259194089382,1.7970131750964435,Iris-virginica
+92,7.668459534743568,2.6217164315371075,6.899998555578655,2.2933359197455316,Iris-virginica
+93,5.809088500930206,2.818466120152661,5.090347452348785,2.3917673113629183,Iris-virginica
+94,4.897532798354454,3.1217168028858535,1.4910892980934654,0.1,Iris-setosa
+95,7.72060394330942,2.60576766249606,6.9,2.3084585495902057,Iris-virginica
+96,7.722123747028153,2.615571498208019,6.9,2.3248380211925728,Iris-virginica
+97,7.156574329048408,3.000877103368703,6.092791420524606,2.148880189203581,Iris-virginica
+98,4.991590330691806,2.0000004957104225,3.4229642472857513,0.9743737713820342,Iris-versicolor
+99,7.736807572689974,2.6459261568087165,6.9,2.3096847969693317,Iris-virginica
+100,5.805718098792387,2.8202267695709806,5.144599987499848,2.3952735755842895,Iris-virginica
+101,6.002641509345809,3.4058959351416696,4.52237464942012,1.6009220914706783,Iris-versicolor
+102,7.59724271915309,3.0,6.574416985878926,2.100691903221881,Iris-virginica
+103,5.991713117118806,3.4106327544792454,4.492303038974546,1.6034085682234869,Iris-versicolor
+104,7.622546920252989,3.0,6.588771944521615,2.099506304944408,Iris-virginica
+105,4.800200705377492,3.0,1.3984959003276356,0.33091857325807505,Iris-setosa
+106,7.083628244419928,3.0,5.859460669160577,2.136192559445051,Iris-virginica
+107,5.715054000657587,2.884772606675741,4.207511783609507,1.3010073580954948,Iris-versicolor
+108,7.7258051136069446,2.566760339040702,6.9,2.300506878538404,Iris-virginica
+109,6.035394940556504,2.905916648333536,4.482538787925091,1.53299914650196,Iris-versicolor
+110,6.491227859887,3.0,5.8719139078302325,2.2282124202133557,Iris-virginica
+111,5.845897196438517,2.819486832025299,5.118199732654421,2.3926710931645654,Iris-virginica
+112,5.650809299321591,3.0,4.113133100339074,1.280420192253723,Iris-versicolor
+113,5.7106801079607346,2.8662447863584126,4.076032379720223,1.152611075567465,Iris-versicolor
+114,5.867918809090415,2.918397355353471,4.52862247536656,1.3974634801114327,Iris-versicolor
+115,5.268889130586377,3.438692637863816,1.4240043981900128,0.23894411508061447,Iris-setosa
+116,5.446117496976946,3.408216019711907,1.8317230143867265,0.20184282791324765,Iris-setosa
+117,7.690406105451361,2.6047387868866743,6.9,2.2763958791450074,Iris-virginica
+118,4.996860110661237,3.404404446005567,1.679956789403341,0.4071547661842146,Iris-setosa
+119,6.544161360276332,3.0,5.510267929280564,1.8011462668160743,Iris-virginica
diff --git a/iris/tab_ddpm/4/13/test.csv b/iris/tab_ddpm/4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/13/train.csv b/iris/tab_ddpm/4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/13/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
+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/4/13/val.csv b/iris/tab_ddpm/4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/14/synth.csv b/iris/tab_ddpm/4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2008464874a58c7afd710b97400cde0a2b176a6a
--- /dev/null
+++ b/iris/tab_ddpm/4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5284692881419835,2.4303004670664916,3.7401439245751176,1.0092675304005734,Iris-versicolor
+1,6.385327594785994,2.8881563480684056,4.3137792273397775,1.2861924983454256,Iris-versicolor
+2,6.01205242111654,2.791496284742221,4.651960293598227,1.1729513998443204,Iris-versicolor
+3,4.984829806843526,2.0,3.293416936955718,0.9476839427267476,Iris-versicolor
+4,5.565831479262838,3.0,3.894184495573213,1.3233976305395525,Iris-versicolor
+5,4.600614263720152,3.629805114277177,1.0,0.1994972435486037,Iris-setosa
+6,6.50471260878367,3.0,5.527879072832051,1.8097002157517215,Iris-virginica
+7,6.518859119213309,3.0,5.505693566458086,1.814991660645233,Iris-virginica
+8,4.597519173436891,3.1773899653424356,1.4012448250392429,0.19615466875147008,Iris-setosa
+9,5.187873783589265,3.4065662503071015,1.3970786347745023,0.2000531731574951,Iris-setosa
+10,5.742328396949299,2.8168876944146795,4.512662878387095,1.3230970435301375,Iris-versicolor
+11,6.304980298106093,2.7134420615414276,4.9177021934867104,1.7803994633793172,Iris-virginica
+12,6.036682331993216,3.0,4.562266956193654,1.372831773544747,Iris-versicolor
+13,5.410794422584241,3.4034799395621627,1.7138198554986657,0.20258784080900014,Iris-setosa
+14,5.007686567703336,2.0000007689674986,3.5441967208021192,0.9206238507479616,Iris-versicolor
+15,4.896185893434299,3.0,1.4069657547450845,0.19375364222821023,Iris-setosa
+16,7.308847294443475,2.9093586196928167,6.274862574362693,1.7939881733718381,Iris-virginica
+17,5.606732232558436,3.0,4.0582012608011135,1.273675951051884,Iris-versicolor
+18,6.514310388524128,3.222835337714455,5.0744715915295275,2.003229509974227,Iris-virginica
+19,7.28747505189467,2.9080395836423776,6.318537973159704,1.7956235739539617,Iris-virginica
+20,6.695071824510823,3.3162124845806393,5.700169605934118,2.095761975391778,Iris-virginica
+21,5.487645010513267,2.5168085643200313,4.223333840608742,1.1258109805927852,Iris-versicolor
+22,5.004294277556487,2.0000007566573292,3.5182948401030325,0.9643483035190423,Iris-versicolor
+23,6.7682719943574785,3.1325607520367194,4.754569546173693,1.5362396099196978,Iris-versicolor
+24,5.408925922716019,3.412970390367232,1.527030932604148,0.41707469113519574,Iris-setosa
+25,6.292287637486191,2.320426270959228,4.410766136879698,1.299128345758022,Iris-versicolor
+26,6.691196640048583,3.2909203411739765,5.665091048755349,2.105994186747476,Iris-virginica
+27,5.887658160974786,2.864742633005607,4.535318478814755,1.3937297263697879,Iris-versicolor
+28,6.7369173603867045,3.2432477002435838,5.864633370603979,2.195880870745156,Iris-virginica
+29,6.096687733378378,2.802709171819411,4.710829117142575,1.201476829702518,Iris-versicolor
+30,5.97088304774509,2.902156808616451,4.513198456373381,1.4977013645946429,Iris-versicolor
+31,6.716398126417614,2.5112791243423724,5.838594834245584,1.8076411703580018,Iris-virginica
+32,6.294024455632875,2.560477618672292,4.982645448691731,1.8523913670481533,Iris-virginica
+33,5.776121242783044,2.887830422879381,3.9812116400977478,1.2928414347298398,Iris-versicolor
+34,4.589073359385171,3.21486199132683,1.3939131140333725,0.19755251170697335,Iris-setosa
+35,5.015608888564133,2.0,3.396320248566763,0.9857059468641367,Iris-versicolor
+36,6.301065404406088,3.302648930173545,4.698079034712253,1.6062789723625632,Iris-versicolor
+37,6.79096110012151,2.8162946315727204,4.799411570162042,1.4407023555396805,Iris-versicolor
+38,6.791600017074223,3.1933850941318154,5.851083115198418,2.2856084828855154,Iris-virginica
+39,6.793095934783498,3.0999312923483466,5.118478445467441,2.3188082615830856,Iris-virginica
+40,4.916213105610479,3.0,1.406726742289506,0.20047617928106762,Iris-setosa
+41,7.031763916248183,2.9127520744991924,6.175731503554125,1.7916463243993426,Iris-virginica
+42,5.467893693202451,4.1999989516532725,1.4275426653101457,0.2025872493032869,Iris-setosa
+43,6.272325616633236,2.50322788180583,5.01280182028797,1.8919591262818771,Iris-virginica
+44,5.548589580895681,3.760480949963664,1.5603006785745563,0.3214002144917159,Iris-setosa
+45,5.580782708658033,2.5378966272601757,4.188102401317557,1.1036345760169681,Iris-versicolor
+46,5.525758555618325,2.595858471462733,4.411643930761676,1.1804103301685032,Iris-versicolor
+47,6.983635143672632,3.0,5.799799458812922,2.097524967361405,Iris-virginica
+48,6.866631728340295,3.102471502252358,5.138453310484711,2.2926641922674507,Iris-virginica
+49,4.994722236183447,2.0000005865658763,3.46057974539695,1.0211586542058322,Iris-versicolor
+50,5.016241977865084,3.548678050211692,1.3962532713675833,0.20040530718261837,Iris-setosa
+51,4.959025348902169,3.636479349464581,1.4048324910114678,0.20003983358876049,Iris-setosa
+52,4.501566072049776,2.306935776336495,1.3333951614763107,0.29158981146660234,Iris-setosa
+53,5.94392025851243,2.7822807318694958,4.224604404672012,1.0475232918180515,Iris-versicolor
+54,4.999503557609829,3.6902255942712365,1.402710776180792,0.19706013298184608,Iris-setosa
+55,4.9886617747794615,3.61471680307897,1.4077716664071684,0.2003715344050369,Iris-setosa
+56,6.035724657758349,2.794735610462611,4.670770880995689,1.152996557604795,Iris-versicolor
+57,7.5215818690176715,3.0,6.517998510309869,2.0950427315863007,Iris-virginica
+58,5.144592311275952,3.402145638103551,1.4044196707156256,0.19836496423702066,Iris-setosa
+59,5.357246629040421,3.4005500892753253,1.5266577641327856,0.3735955540176933,Iris-setosa
+60,6.192581248333072,2.8317766657353234,4.273524997082032,1.1900627580559748,Iris-versicolor
+61,7.7101543378075785,2.605123342663091,6.899998851267542,2.310458819593687,Iris-virginica
+62,6.687676364307355,3.1103144505632287,4.724247417562774,1.5033612858371677,Iris-versicolor
+63,5.485962392300873,3.0,4.468567070969546,1.5124536719268549,Iris-versicolor
+64,5.897438354045462,3.215403358903255,4.783307346314513,1.80543623072593,Iris-versicolor
+65,5.774603372135642,2.6967271444536722,4.242258179440866,1.054315377302241,Iris-versicolor
+66,6.258533584421207,2.901826947535073,5.547078337161012,1.7981593677815821,Iris-virginica
+67,6.5252613836441045,3.219465454299454,5.202336470208103,2.0000552197809394,Iris-virginica
+68,5.560768167193627,2.4918473030002386,3.866977448388256,1.1116634007411157,Iris-versicolor
+69,6.132034217996889,2.7940335365364333,4.692517217613335,1.213717766539692,Iris-versicolor
+70,7.689142639825366,2.602438634588805,6.899998948495703,2.3010545325981666,Iris-virginica
+71,6.234468477334842,2.225827989790502,4.431721981382814,1.3732187448313953,Iris-versicolor
+72,4.980643562693558,2.0,3.4101294489925826,1.012326016552018,Iris-versicolor
+73,5.143712991444131,3.44389104619028,1.3981381240859667,0.20225784537560793,Iris-setosa
+74,7.651243806709424,3.0,6.613828885248683,2.131936427016654,Iris-virginica
+75,5.42629915280095,2.4078674394185007,3.5290670109102797,1.0012923841962065,Iris-versicolor
+76,4.488065504936469,2.2593241571851475,1.319601580659663,0.2868301185062456,Iris-setosa
+77,4.790025240459363,3.3975526513153205,1.6388519544819256,0.2010307156783564,Iris-setosa
+78,4.768890497721237,3.0,1.4047401026750155,0.1,Iris-setosa
+79,6.7930371071973825,3.1680478505373566,5.908197459639182,2.2776471015173265,Iris-virginica
+80,5.001615786319852,3.678789223440802,1.4000639348312143,0.2053651357612796,Iris-setosa
+81,4.590227091714045,3.609350264688974,1.0,0.20623443237227063,Iris-setosa
+82,5.633266854971445,2.8998584489390837,3.7786307246774693,1.2945427758760322,Iris-versicolor
+83,5.938519983922864,3.0,5.108395087862283,1.7979936776955048,Iris-virginica
+84,5.323370131999862,3.676518525923014,1.5157054956651341,0.20498484140490814,Iris-setosa
+85,5.996929350105887,3.4043149470598917,4.51151820166102,1.616141478920459,Iris-versicolor
+86,6.046924875547471,2.7999964244657343,4.660981145126514,1.2166202653792229,Iris-versicolor
+87,4.861952898792303,3.0,1.4084163449490366,0.1,Iris-setosa
+88,4.4,3.174789013486894,1.3134664610687694,0.20681100604905828,Iris-setosa
+89,5.6829295537784885,3.0,4.513087106784633,1.5347246611858016,Iris-versicolor
+90,6.315963751431021,2.677012088696912,4.861643038782846,1.8076223801755968,Iris-virginica
+91,6.652526456036791,3.320268313782854,5.709858319850369,2.4999995531859263,Iris-virginica
+92,5.55295808385737,2.581750174882323,4.276845935485695,1.1851651153232163,Iris-versicolor
+93,5.22725347371332,3.835341060748881,1.4008636492536473,0.3387926360137169,Iris-setosa
+94,5.936547990636343,3.2211417210503877,4.80715996359438,1.8062017385767397,Iris-versicolor
+95,5.0926047044174325,3.3714118687760166,1.8822829419828204,0.4138161454990861,Iris-setosa
+96,6.234993577360901,2.1846024689115584,4.511158257574579,1.4826264694861997,Iris-versicolor
+97,5.474644213330592,3.0,4.509159495670997,1.5114894156322543,Iris-versicolor
+98,6.092510378583623,2.796271122609252,4.723682423116182,1.2118148580218455,Iris-versicolor
+99,7.341149980701977,2.893199625465469,6.31879010367057,1.7918691836121812,Iris-virginica
+100,4.905329337154763,3.1223539558268785,1.5095237612741317,0.1,Iris-setosa
+101,5.13922599731096,3.706931243655033,1.505542068323252,0.39506598893361655,Iris-setosa
+102,5.189866944896885,3.38400113133926,1.4007771657560837,0.1950470249482401,Iris-setosa
+103,5.604092187404804,3.0,4.506864126086006,1.4980451316351202,Iris-versicolor
+104,6.471341996146843,3.214173836330359,5.081940782200551,2.0339232096260416,Iris-virginica
+105,6.494816820305989,3.0,5.7694921882026,2.199274542824767,Iris-virginica
+106,4.816883709007071,3.0,1.372476727619608,0.29486457576011543,Iris-setosa
+107,5.019526656439407,3.6059122721481462,1.3916513937409505,0.1984673944007059,Iris-setosa
+108,5.585706577089518,2.5701012755486166,4.315181919040416,1.1754062478499785,Iris-versicolor
+109,5.997872840511907,3.3730499435601606,4.511666453613703,1.6135360210664433,Iris-versicolor
+110,6.254075081299512,2.8683300161059924,4.25534151675314,1.2333399490691892,Iris-versicolor
+111,6.939262589977422,3.0,6.036115195543898,2.1375106234588928,Iris-virginica
+112,7.0915688388501605,3.0,5.8665746821580305,2.130720508562289,Iris-virginica
+113,4.775135502612067,3.4061718842248174,1.6797957662608571,0.19591804907408333,Iris-setosa
+114,5.017720874933004,3.6083775141853014,1.3935167195465312,0.20530272585586953,Iris-setosa
+115,5.402519302603176,2.6042032786934217,4.232954865448706,1.1906358676948194,Iris-versicolor
+116,4.825054166798958,3.3993640717822915,1.8814978856475135,0.2015039282660867,Iris-setosa
+117,4.964332129559756,3.600805084031427,1.3836371961940916,0.20161917691018064,Iris-setosa
+118,6.718118430346325,3.277539350598621,5.686557420836058,2.126080950531239,Iris-virginica
+119,5.807448221630269,2.805506226884392,5.083181099539872,2.4023126935341717,Iris-virginica
diff --git a/iris/tab_ddpm/4/14/test.csv b/iris/tab_ddpm/4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/14/train.csv b/iris/tab_ddpm/4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/14/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
+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/4/14/val.csv b/iris/tab_ddpm/4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/15/synth.csv b/iris/tab_ddpm/4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..84d4d29a19e7a19acae9b76bd224d13d3d7aa0ef
--- /dev/null
+++ b/iris/tab_ddpm/4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.667808879612107,2.7874214649123172,4.490681381757887,1.2885331391289145,Iris-versicolor
+1,6.234530406040879,2.884524250178835,4.29232148134755,1.30791708112251,Iris-versicolor
+2,5.556882638275975,3.0,4.492859136723933,1.517680650887961,Iris-versicolor
+3,4.998118006596188,2.00000046229005,3.574407267688742,0.8259772430650383,Iris-versicolor
+4,4.79722761578364,3.0,1.3738232454647543,0.10000009063912145,Iris-setosa
+5,5.631417948769539,2.757722652127964,4.486034277795432,1.2769703698550088,Iris-versicolor
+6,6.001848666653857,2.9601462166045422,4.5642943792870065,1.5208038947504106,Iris-versicolor
+7,6.185607525517127,2.2089042085026667,4.468795627856398,1.4682882006946592,Iris-versicolor
+8,6.854570881917133,3.0985862811870946,5.110935099541665,2.2808888376154526,Iris-virginica
+9,7.702325355078954,2.5928469235330076,6.9,2.299706141142934,Iris-virginica
+10,5.135013103346131,3.700537240697981,1.499492372753387,0.45505520880335804,Iris-setosa
+11,6.467486995723896,3.0,5.444472735912048,1.797975467725342,Iris-virginica
+12,4.87527752767538,3.059930805954693,1.4701432045631515,0.1,Iris-setosa
+13,6.853781044118026,3.119255204019921,5.929992843785517,2.1914192524961673,Iris-virginica
+14,7.899998688372154,3.7512878714617672,6.461118802904285,1.9698784407399088,Iris-virginica
+15,5.042936526307506,3.5684749344439277,1.3772634511483863,0.20100399176566472,Iris-setosa
+16,4.98869831679376,2.000000472931921,3.4689309856388317,0.8955891560834943,Iris-versicolor
+17,5.011235259172246,2.0,3.276949324619687,0.9714253778613582,Iris-versicolor
+18,6.347063774466216,2.5042230606762192,4.997793078916873,1.9023121264345677,Iris-virginica
+19,5.222409706533558,3.4006964705472362,1.4025036830954998,0.199753167077882,Iris-setosa
+20,5.660175160358187,3.78324578062269,1.7638347604050721,0.39314163931962004,Iris-setosa
+21,5.665057386265422,3.0,4.4958393003277735,1.4798328975224688,Iris-versicolor
+22,6.1385642860721905,2.2459631410943337,4.1717552957767206,1.1118325698496963,Iris-versicolor
+23,6.707786884764418,3.0,5.000979147148294,1.7010332218039124,Iris-versicolor
+24,6.286132146891223,2.6650641165636566,4.905064683457685,1.7916233123023841,Iris-virginica
+25,5.989474791654904,2.187702785391656,3.9216700442636285,1.0077013535369235,Iris-versicolor
+26,4.785702040923883,3.3938066105774642,1.8232504511759797,0.19477008046432992,Iris-setosa
+27,5.962854195617557,3.299997552747029,4.6487652654284375,1.6820196125935412,Iris-versicolor
+28,6.896337919912223,3.082351834257166,5.129385950830196,2.28515839993483,Iris-virginica
+29,5.867591336251703,3.2110661383201835,4.761909392676395,1.819731556822826,Iris-versicolor
+30,6.703612041281284,3.0,4.9925101022175795,1.6866954935987215,Iris-versicolor
+31,4.505591838840351,2.3022126610756626,1.313207026732436,0.3436571991286589,Iris-setosa
+32,5.416235319682763,3.9395266653680556,1.2639728447026428,0.4218028714322627,Iris-setosa
+33,4.892320337142591,3.10063159522238,1.480398982620737,0.10000014164187447,Iris-setosa
+34,6.710687074573143,2.4836904891880907,5.793157363158064,1.8104076957268829,Iris-virginica
+35,4.603041527174539,3.6105354356151,1.0000004584695805,0.19636371664921748,Iris-setosa
+36,5.111384047453124,3.489730489668666,1.384657521448178,0.1974885055334184,Iris-setosa
+37,7.253701537366152,3.0,6.130047208294816,2.0660864132409666,Iris-virginica
+38,5.500733479182872,2.605037313548821,4.416529716901392,1.2472292509096483,Iris-versicolor
+39,6.711851549629664,2.9931767956001445,5.736987058460405,1.8197489610411928,Iris-virginica
+40,4.9975796212783745,3.0,1.5649274228508308,0.20269584547729946,Iris-setosa
+41,4.904773971308877,2.3929651122814937,3.5606302027960197,0.9920571636728701,Iris-versicolor
+42,4.995275615159381,2.0,3.5659240111086157,0.9389125116146926,Iris-versicolor
+43,6.7171478545385055,3.3231001471769575,5.682399985944209,2.4999995839892724,Iris-virginica
+44,6.669961654950088,2.5197459713556603,5.777158618677708,1.8120747122495617,Iris-virginica
+45,6.676826140624699,3.276416106635077,5.674137443560566,2.102501242345265,Iris-virginica
+46,5.8177987327131815,2.721540540258877,4.130238315283482,1.0277491890946926,Iris-versicolor
+47,6.1946750834475734,3.404095937371324,5.422474076228854,2.3066392313915562,Iris-virginica
+48,6.032291732922129,3.3910839311432373,4.5174627565467995,1.606745484086727,Iris-versicolor
+49,4.983080740502967,2.0,3.503309873165316,0.9255724921646642,Iris-versicolor
+50,7.687841670118653,2.6298180908953017,6.8999989664700525,2.3039203992035313,Iris-virginica
+51,4.913191471747579,2.3988839452730835,3.48218722021469,1.0207630025998746,Iris-versicolor
+52,5.236148861009271,3.4047144811424443,1.4002029616319642,0.19897250901987773,Iris-setosa
+53,7.710171586297972,2.60603706017603,6.9,2.306000656808313,Iris-virginica
+54,5.469898225296262,4.2,1.3682571745540995,0.19777509728521092,Iris-setosa
+55,4.629481362072402,3.2075569912330595,1.4055088637542432,0.20056703620713712,Iris-setosa
+56,6.3388012215078575,3.3046023358910053,4.720629875831066,1.605172393916609,Iris-versicolor
+57,5.407374954102132,3.392058514955892,1.6993891424298753,0.2011010631591906,Iris-setosa
+58,4.966825858138909,2.000000602117113,3.501312947829442,0.96522218263091,Iris-versicolor
+59,6.859554045872814,3.093514473303038,5.114342652819831,2.308512897320584,Iris-virginica
+60,5.760215645390729,2.6732123588783536,4.088265110014414,1.0178241369061587,Iris-versicolor
+61,4.793786711794538,3.403559567158435,1.8005993516522263,0.20328958695149268,Iris-setosa
+62,5.79096702506424,2.7259935308761545,5.1550499087591195,1.9032059936839887,Iris-virginica
+63,6.723548105673804,3.2668628195062372,5.724847829362716,2.1283194227429294,Iris-virginica
+64,7.710340249741209,2.5802790194384673,6.9,2.304681931744107,Iris-virginica
+65,6.2608737901180715,2.6911143453599315,4.897364850330021,1.8134731783096742,Iris-virginica
+66,7.628392024649113,3.0,6.623429284153476,2.089101920731579,Iris-virginica
+67,6.414114745249199,3.2304142076593747,5.116496025846328,2.0479726232286035,Iris-virginica
+68,5.438537040440235,3.3831097792042133,1.8226061779822211,0.194933316707597,Iris-setosa
+69,5.987384159064368,3.0,4.595348996505605,1.4594896225099703,Iris-versicolor
+70,6.526450570994101,3.0,4.3668106769291235,1.3829309498177929,Iris-versicolor
+71,6.135412427817239,2.797234400089603,4.72683581374738,1.2091210083764974,Iris-versicolor
+72,6.720304173706404,3.2949477364885777,5.736796409947917,2.0956373819266663,Iris-virginica
+73,6.273215814825464,2.2787511999184016,4.377465867885094,1.2988483133962552,Iris-versicolor
+74,6.809293571860162,3.203198254963746,5.867235964976983,2.305713054691961,Iris-virginica
+75,6.715936269884324,3.0,4.987384727494837,1.7071691447235822,Iris-versicolor
+76,4.4,3.223913094680878,1.306607554173154,0.20623785042506637,Iris-setosa
+77,5.99639532743467,3.4011199318923975,4.508346614590151,1.6133795111162519,Iris-versicolor
+78,7.333147506055008,2.8846239068901687,6.377515466866092,1.8520237618078998,Iris-virginica
+79,6.695797166046292,3.0040871509025737,4.82678989182468,1.6295586128678106,Iris-versicolor
+80,5.293498868725281,3.715427334066124,1.4996174980838257,0.20056345275125423,Iris-setosa
+81,6.707103031578249,2.496105633682083,5.821984184275143,1.8080780929423295,Iris-virginica
+82,6.495210600179935,3.0,5.4213406273517535,1.8149067489250994,Iris-virginica
+83,6.395009778786556,2.8608060784629186,4.281427938044568,1.2885822457757379,Iris-versicolor
+84,5.493274203605559,3.0,4.515020028040616,1.5086879800621458,Iris-versicolor
+85,6.276273881734396,3.377653397747751,5.456306455740369,2.2711867686883243,Iris-virginica
+86,6.700098890241284,3.290056465207121,5.6671378053614365,2.099618785041817,Iris-virginica
+87,5.468333145583141,4.199999221832022,1.3617434546787501,0.1954044336789186,Iris-setosa
+88,7.33727543948022,2.90172894069712,6.313921762253529,1.8099625894976579,Iris-virginica
+89,6.0336708564405965,2.9177918838525754,4.541512119852163,1.520272955820813,Iris-versicolor
+90,6.699865505863865,3.0,4.9954758480819095,1.6951248740182632,Iris-versicolor
+91,6.495039921226084,3.0,5.782776249176751,2.173038102272625,Iris-virginica
+92,5.43087052383391,3.909640385189429,1.3075505615410674,0.410905182630488,Iris-setosa
+93,6.439722758132001,3.0,5.33781024559661,1.8615407439228646,Iris-virginica
+94,4.608068613392329,3.6740568700746805,1.0000005372643623,0.20148592180955568,Iris-setosa
+95,5.478998454833574,4.199999345267612,1.4086286913988082,0.1952688756244934,Iris-setosa
+96,4.6180574273424835,3.168067371965562,1.393719454021845,0.20605797431225295,Iris-setosa
+97,6.25120614283087,2.2677674490425335,4.4330661238447675,1.3775092990746904,Iris-versicolor
+98,5.495530774183027,4.199999298273142,1.392303433222639,0.204814797724648,Iris-setosa
+99,4.5984267896098,3.1512012109146554,1.4125851800367657,0.20177917047803087,Iris-setosa
+100,5.840480105233871,2.807047568842972,5.144584853264017,2.3711703910797075,Iris-virginica
+101,5.795071237463955,2.658290664413823,4.049919398226463,0.9894202847579361,Iris-versicolor
+102,6.267462759298395,2.2117721087213895,4.494793693969267,1.4411097247181608,Iris-versicolor
+103,5.425237596459347,3.0,4.478856801888685,1.4972727214166883,Iris-versicolor
+104,5.491931534825477,4.199999253853309,1.4007694485786688,0.19353044871539118,Iris-setosa
+105,6.67137664765943,2.9857395705047662,4.874461810669478,1.6198878310422462,Iris-versicolor
+106,6.770492894739544,3.1925666780202584,5.8377419538266215,2.3000887961943186,Iris-virginica
+107,4.582107792834421,3.682655521620645,1.0,0.20197445744911918,Iris-setosa
+108,5.490453106098252,4.2,1.4080006168462256,0.2081520581739133,Iris-setosa
+109,6.746902157594155,3.2191895346458788,5.879842628475207,2.2632204288688373,Iris-virginica
+110,6.370382616413576,2.8644336850409866,4.268195825060691,1.2765788006925118,Iris-versicolor
+111,5.797556495125001,2.8094012578935113,5.089980295777911,2.398039583682611,Iris-virginica
+112,6.175431629391657,2.19144263933499,4.5091477167262575,1.5189021965314586,Iris-versicolor
+113,6.113606682010207,3.3809889241429745,4.580403500334561,1.6104952063364069,Iris-versicolor
+114,5.012581827690995,2.0000004807108804,3.720672875065254,0.8420662727298114,Iris-versicolor
+115,5.978313105523148,2.170465359534411,3.972452122287197,0.9121667524288801,Iris-versicolor
+116,7.029596598756554,3.0,5.604427356395611,2.2226937191991065,Iris-virginica
+117,6.283748410206154,2.889634156663863,5.61659993700256,1.795442308158526,Iris-virginica
+118,5.13408943232421,3.311925607939166,1.670251870427647,0.5325204127877441,Iris-setosa
+119,4.5015478911784985,2.326270891515508,1.3092025107661642,0.3278307124878432,Iris-setosa
diff --git a/iris/tab_ddpm/4/15/test.csv b/iris/tab_ddpm/4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/15/train.csv b/iris/tab_ddpm/4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/15/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
+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/4/15/val.csv b/iris/tab_ddpm/4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/16/synth.csv b/iris/tab_ddpm/4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d685d2a1c400ca08346f891cca6dc5e4437c227
--- /dev/null
+++ b/iris/tab_ddpm/4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.895556329794574,3.0,1.3812324226592105,0.19397184576227244,Iris-setosa
+1,5.523825712202587,3.0,4.502379420289155,1.52628861261767,Iris-versicolor
+2,6.587330789256262,3.0,5.824325305608979,2.238537837914196,Iris-virginica
+3,6.421086116822228,3.271478252309043,4.697572203136351,1.5820541157021029,Iris-versicolor
+4,6.680233540963892,3.256151644582892,5.681293870599218,2.095888602407998,Iris-virginica
+5,5.790896061351187,2.700985467173515,5.116907604494812,1.899381607570008,Iris-virginica
+6,6.685107146385962,3.1209138249198602,4.7193252726971595,1.502569805065038,Iris-versicolor
+7,5.927695439837812,2.1813466829589867,4.01238013095465,1.0032473094702565,Iris-versicolor
+8,5.032738854143217,3.3172503099674704,1.5614987598789967,0.5097359684325073,Iris-setosa
+9,5.393512325308105,3.3912010655794074,1.5630879404949731,0.20306276620426134,Iris-setosa
+10,5.493989503162707,2.398545863887192,3.6277761557590806,0.9302633773753746,Iris-versicolor
+11,6.302543994427576,2.703197404701231,4.90057851862854,1.7873464836140136,Iris-virginica
+12,5.914276196481895,3.0,5.075457565370927,1.8034401573328476,Iris-virginica
+13,5.451536427260875,3.0,4.48840640852934,1.5008220454952441,Iris-versicolor
+14,5.264675467040808,2.3480919212352696,3.5408801243808066,0.8384429494856771,Iris-versicolor
+15,4.8733783227269925,3.3973224412385665,1.6223507120053104,0.19991878184838824,Iris-setosa
+16,5.595518604734228,3.0,4.058283057533448,1.2989329868130295,Iris-versicolor
+17,5.796102363569793,2.7087005149927146,5.13217521581616,1.8876926833226308,Iris-virginica
+18,5.6400664219376955,2.900503111367863,3.8374867561400476,1.2970213099504646,Iris-versicolor
+19,4.7577874614028834,3.392941169053139,1.572771208902875,0.19811179672141976,Iris-setosa
+20,6.278598003243178,2.279218443505789,4.340860569288785,1.2924861765959685,Iris-versicolor
+21,4.985161308929756,2.3899835095516293,3.548767295951717,0.9170249800714572,Iris-versicolor
+22,5.011209833005781,3.379703855151352,1.5946997315901517,0.45569066061212893,Iris-setosa
+23,5.801400218271981,2.6971475316549367,5.105512168852066,1.889494734208376,Iris-virginica
+24,5.322526231983035,3.708824394324995,1.5010592167127594,0.20058094303983878,Iris-setosa
+25,6.243960675795267,2.2640942507914184,4.405245806853048,1.3796663330799093,Iris-versicolor
+26,4.400000464466734,3.2136181425322903,1.2904714833505073,0.1985146279641624,Iris-setosa
+27,5.0105804524611575,2.000000651868051,3.4745693912615336,0.9726536336593448,Iris-versicolor
+28,4.944022751640936,3.0,1.4464143131499476,0.19247473807771226,Iris-setosa
+29,6.68027156892972,3.255223457034895,5.695116917498924,2.1068523491728577,Iris-virginica
+30,5.924368555425678,3.0,5.103142403553718,1.8165573476632537,Iris-virginica
+31,4.77875524276401,3.4009613508675125,1.8530349015518104,0.20773137324429036,Iris-setosa
+32,4.400000457104574,3.2190353326978927,1.2816985883491705,0.20183995109306552,Iris-setosa
+33,6.7738901807669185,3.198347745884427,5.87202709680979,2.2711008868637848,Iris-virginica
+34,6.442766007611217,3.1453755871286604,5.125417426029299,1.9591397373063022,Iris-virginica
+35,5.688948066544955,3.0,4.168836719254496,1.2070909356328356,Iris-versicolor
+36,7.9,3.755063862794976,6.4016897519802445,1.9517388590460716,Iris-virginica
+37,4.587810769917578,3.6217224677264523,1.0000004045599467,0.1984392130859488,Iris-setosa
+38,4.752642445631036,3.0,1.3768203847162113,0.10000009018655981,Iris-setosa
+39,5.026964450901128,2.38854559352507,3.774204558659852,1.0529720859237701,Iris-versicolor
+40,5.50344601091603,2.5956988213052687,4.397443612895503,1.1969254521044816,Iris-versicolor
+41,5.668369515412837,2.887890032737633,3.8789039515899066,1.2949444357872189,Iris-versicolor
+42,6.524557526459744,3.0,5.769508779527922,2.196280848713242,Iris-virginica
+43,6.228629685206543,3.3796721248178563,5.436231895569627,2.2983881027853763,Iris-virginica
+44,7.9,3.7062186658024707,6.440508461393861,2.046516092213641,Iris-virginica
+45,6.007318955302603,3.3421289824741254,4.631847425840356,1.672438469086129,Iris-versicolor
+46,7.899998529164521,3.8024114393906854,6.522970127265592,1.9565013599856849,Iris-virginica
+47,4.818032628026902,3.406338621742371,1.72542667113761,0.20146336323296846,Iris-setosa
+48,5.553220693948069,2.4491101704624363,3.9094504201299665,1.0676503253951495,Iris-versicolor
+49,5.125926227948464,3.282006175749928,1.7763657867381453,0.5178476142087169,Iris-setosa
+50,7.660469039069084,2.8122217911409257,6.682766911549826,1.9785448208844143,Iris-virginica
+51,4.995504211839072,2.000000604552753,3.4694725889601488,0.8935983305267237,Iris-versicolor
+52,4.958880942504242,3.0,1.4834392712304114,0.19613657958509906,Iris-setosa
+53,6.276103533166807,2.7117520829546784,4.906722645846788,1.7950020079411342,Iris-virginica
+54,5.54238529721539,2.454542118109845,3.7777301166021164,1.0265109949725002,Iris-versicolor
+55,6.712905075466948,3.0,5.02850880681541,1.7106464745302354,Iris-versicolor
+56,5.884728985787615,2.802818024179139,4.583083229907387,1.27642665851846,Iris-versicolor
+57,5.980363271404446,3.4131416901192626,4.525746357463267,1.5858955317206211,Iris-versicolor
+58,7.608430465581759,3.0,6.598967343175366,2.096755115033049,Iris-virginica
+59,5.873730212243773,3.0,5.106380386375727,1.8032293203526712,Iris-virginica
+60,6.715363938608936,3.247813228007613,5.732269406987425,2.4999995319481343,Iris-virginica
+61,5.488499933839647,2.4308011614015066,3.742582443957642,1.0094624156091112,Iris-versicolor
+62,5.915876685854589,3.0,5.09612941592909,1.797730470219253,Iris-virginica
+63,5.795333701730925,2.69851844727752,5.092295459239059,1.8768957781563305,Iris-virginica
+64,6.347262544798749,3.296806761512514,5.253935043071068,2.190391251293181,Iris-virginica
+65,4.590877193144604,3.6020686668317934,1.0000004516187841,0.19127641856797684,Iris-setosa
+66,5.192527941921831,3.412745565187231,1.3965522099029313,0.19864887195946684,Iris-setosa
+67,6.379679502053228,3.2532964801246034,4.741961268605686,1.559662594867319,Iris-versicolor
+68,6.312889194277188,2.7051581004159417,4.853749303189326,1.7881760081658797,Iris-virginica
+69,6.695863716250694,2.530133696131006,5.845515165059378,1.7937980428794087,Iris-virginica
+70,4.8005793697959565,3.4000421809536086,1.669155156800691,0.2031834032374561,Iris-setosa
+71,6.094516868518845,3.412030058534194,5.472165449512643,2.3025340500364333,Iris-virginica
+72,5.043574927703575,3.5724864918461106,1.4115835198161448,0.20020125457379567,Iris-setosa
+73,6.172973725952826,2.213599888918087,4.465568685767386,1.4986469379420422,Iris-versicolor
+74,5.600468074077949,2.508521195079335,3.9358705192392405,1.0983527795653774,Iris-versicolor
+75,4.823234460987748,3.397510635078513,1.7728903632413915,0.2027831162304528,Iris-setosa
+76,6.608436207123209,3.0,5.827324541105544,2.200712292197807,Iris-virginica
+77,5.371144139065812,3.5993311579007767,1.5175292475456987,0.2106584550199435,Iris-setosa
+78,6.520594691783166,3.0,5.810771174084402,2.1957585178263654,Iris-virginica
+79,5.8069715471332914,2.6973698256784497,5.071172656043904,1.8583311894087138,Iris-virginica
+80,4.935939625941564,2.4276991686684166,3.426379955096308,1.0078854183052253,Iris-versicolor
+81,6.5798763324757905,3.0,4.4272589869607435,1.435040908493445,Iris-versicolor
+82,7.694698247005145,2.6232805109737543,6.89999845044076,2.3045021760477873,Iris-virginica
+83,5.194289869835224,3.401017567187344,1.4000474103809908,0.20094543575518684,Iris-setosa
+84,5.441350612414746,3.935492852460328,1.2797240996940775,0.45569793159933947,Iris-setosa
+85,6.083801290425795,2.7988415068509354,4.700312640337239,1.1965896985858446,Iris-versicolor
+86,6.092248786158222,3.0,4.58509410504996,1.392579891945897,Iris-versicolor
+87,5.450256527538914,3.411015937911849,1.5032022484413894,0.42382066556656095,Iris-setosa
+88,5.884763258365811,3.0,5.103213964062368,1.820457432574427,Iris-virginica
+89,4.625861481970576,3.5334179386514526,1.0000004004610517,0.20292593911544535,Iris-setosa
+90,6.026670754630401,3.390917592075829,4.498264244158707,1.5738562936437224,Iris-versicolor
+91,4.600159009546794,3.1626748510035023,1.377475162416086,0.20143245674730018,Iris-setosa
+92,5.467145574620692,4.2,1.4044565664940576,0.18993049199719736,Iris-setosa
+93,5.63972065671491,3.0,4.207612996522203,1.2567586397580164,Iris-versicolor
+94,6.841555853002302,3.1990747772649066,5.924287648637732,2.312592038330289,Iris-virginica
+95,5.980697544534267,3.4129764945908856,4.530031420135083,1.636040853656897,Iris-versicolor
+96,6.724831242703479,2.5250000052541073,5.825418252615381,1.798823636271551,Iris-virginica
+97,4.99950897681587,2.0,3.4749690034467866,1.0187811568389706,Iris-versicolor
+98,5.0141540231821216,3.0,1.6535844461181384,0.19043578511989379,Iris-setosa
+99,4.8068855894977185,3.4065955172550995,1.590426420826944,0.19952207238222464,Iris-setosa
+100,5.800621714768866,2.685079593041747,5.082260676341345,1.8849550154592793,Iris-virginica
+101,4.852095394281545,3.0,1.4027167334269655,0.1,Iris-setosa
+102,6.16819300958413,2.2467662733466023,4.287574873680461,1.1669305209192933,Iris-versicolor
+103,4.997297654973659,3.0,1.66239277752363,0.1981996316567654,Iris-setosa
+104,5.452411255446326,3.3999197430810835,1.5752895809397947,0.1962679787152867,Iris-setosa
+105,6.702132056928766,3.0,4.974277930856501,1.6959097574715434,Iris-versicolor
+106,6.064265056973528,2.8074580264415427,4.697567298787244,1.1577865886321828,Iris-versicolor
+107,5.713705383551014,3.0,4.53820478747545,1.5254366820359244,Iris-versicolor
+108,6.663344146577799,3.0320681791557265,4.578979395308565,1.4732705879609893,Iris-versicolor
+109,6.079979478609008,3.0,4.600939687288833,1.402370628783293,Iris-versicolor
+110,6.430533816679306,3.0,5.518958164936704,1.8042883315795908,Iris-virginica
+111,5.612703783145938,2.7974544719616685,4.46359801650671,1.297234069311804,Iris-versicolor
+112,7.683250862456222,2.6049531410910554,6.9,2.300121670441722,Iris-virginica
+113,6.132477912308801,3.411429802414339,5.432623654196682,2.3113452746086693,Iris-virginica
+114,4.4000004448135925,3.185994035380288,1.3165223495149627,0.19876519776858673,Iris-setosa
+115,5.565391645036384,3.745047809278531,1.6426545213970427,0.36887106301049677,Iris-setosa
+116,4.613911828580609,3.19131665518311,1.40761544003332,0.20221251138909138,Iris-setosa
+117,6.875458141654847,3.187896096441484,5.933175158544082,2.2901673617449845,Iris-virginica
+118,5.450142817886793,3.0,4.401128868171696,1.4608775398432758,Iris-versicolor
+119,5.070349440348101,2.0,3.4652943413967203,0.9618665111745792,Iris-versicolor
diff --git a/iris/tab_ddpm/4/16/test.csv b/iris/tab_ddpm/4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/16/train.csv b/iris/tab_ddpm/4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/16/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
+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/4/16/val.csv b/iris/tab_ddpm/4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/17/synth.csv b/iris/tab_ddpm/4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c5fc9a130ed28c4ff1bdb7d943996d0a85cb139
--- /dev/null
+++ b/iris/tab_ddpm/4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.507464000272233,2.531986955593106,4.174884050007393,1.1251654744050408,Iris-versicolor
+1,6.68037142367201,3.1146348936325823,4.726658157079853,1.4962147094905833,Iris-versicolor
+2,5.0828258497816,3.3047567379564957,1.6758242714887457,0.4653396451201982,Iris-setosa
+3,5.309409860841762,3.6121189112242216,1.4956127051250785,0.20438055189443702,Iris-setosa
+4,6.828753358450882,3.1794404944571935,5.9208006452696935,2.28814454069222,Iris-virginica
+5,4.598004318128339,3.6049720624985575,1.0000006047080798,0.199004585241927,Iris-setosa
+6,5.559516549257263,2.4293677600497836,3.746007662123219,1.0251735945051512,Iris-versicolor
+7,6.250995062470411,2.911985565891987,5.579099271630517,1.8088283298654848,Iris-virginica
+8,5.086519405287689,3.2922738624176917,1.7834341549930743,0.4760208009348404,Iris-setosa
+9,6.299773551524039,2.901412469375325,5.608557011945643,1.796944889630333,Iris-virginica
+10,5.815282325898402,2.7093660576550964,5.105965030147677,1.9028307261886113,Iris-virginica
+11,6.514649886179363,3.0,5.585828544118696,1.8136441766941651,Iris-virginica
+12,6.362643923262588,3.276614123360445,4.736422223932164,1.5823293200543456,Iris-versicolor
+13,5.7288780925187925,3.0,4.2051227046045225,1.1642321904566904,Iris-versicolor
+14,6.704643983402239,3.312015442419272,5.706401460481111,2.1197080211085484,Iris-virginica
+15,4.8871384123862365,3.0,1.3990915122043794,0.20160962176451874,Iris-setosa
+16,6.26815595480801,2.701367069128355,4.9390615973553444,1.8087617864508536,Iris-virginica
+17,5.7824875967347005,2.798761228438944,5.09128229583227,2.415134102074961,Iris-virginica
+18,5.492033227554485,4.2,1.410407757933568,0.20654146287962583,Iris-setosa
+19,5.679622905504607,2.8827229527737295,4.202928614943272,1.304840297970161,Iris-versicolor
+20,6.500505242264924,3.103887201697452,5.168961459806145,1.9449544014082942,Iris-virginica
+21,5.815526073130274,2.810776334819926,5.105271205593227,2.397779943606554,Iris-virginica
+22,5.103176914897672,3.693666624195795,1.4966733689477993,0.42842959072863207,Iris-setosa
+23,4.596088567393959,3.645585872996162,1.0,0.20020091110897384,Iris-setosa
+24,5.485676655220494,4.199998831587901,1.4009268234340637,0.1975180509324334,Iris-setosa
+25,6.470674395005488,3.0,5.796048110853235,2.1966842078215394,Iris-virginica
+26,5.020054564098325,3.53696911517101,1.4057373492447311,0.20635536189654152,Iris-setosa
+27,5.292337928296829,3.548555196647593,1.506663888193336,0.19968555627823273,Iris-setosa
+28,5.974579395976374,3.404843412659725,4.455263195400244,1.559438356718224,Iris-versicolor
+29,5.812428498513897,2.8272012760615706,4.549270097162858,1.3516584046884506,Iris-versicolor
+30,5.527399819378884,3.47423068517974,1.5178984933068471,0.39264629464856676,Iris-setosa
+31,5.89045760443747,3.1875003439120553,4.844141058478454,1.7843164761607702,Iris-versicolor
+32,5.2208163813821935,3.571617350169377,1.4615923693703714,0.20224447141495336,Iris-setosa
+33,5.632304846653871,3.0,4.1621409942883,1.3261130103243455,Iris-versicolor
+34,4.9094257485720885,3.0,1.3964676080339216,0.1988334846522467,Iris-setosa
+35,5.479634502559474,3.0,4.519713272361228,1.5081204645171995,Iris-versicolor
+36,5.622463804842195,3.7709657370199383,1.549081085530927,0.2860501802879032,Iris-setosa
+37,6.7072160636033376,3.12202114085807,4.7067301176477025,1.5205702217554438,Iris-versicolor
+38,6.010217645563289,3.39262924345693,4.488294667862944,1.5736924292717718,Iris-versicolor
+39,6.091508955562755,3.0,4.605412134990634,1.4057961015731897,Iris-versicolor
+40,7.01822472013195,3.0163154090690587,5.862380921888852,2.1722930002150007,Iris-virginica
+41,5.085763716871464,3.2785689997196528,1.7419745548921057,0.42958347755799386,Iris-setosa
+42,6.746902267510817,3.0292330942146752,4.859132553041494,1.6045015656876784,Iris-versicolor
+43,5.130181555450279,3.49050213774204,1.3913418674304263,0.2012904283604135,Iris-setosa
+44,5.066840124839515,3.2506514938525304,1.6048910001981274,0.29667126292092527,Iris-setosa
+45,7.59279773332316,3.0,6.617616332987781,2.07655339604362,Iris-virginica
+46,4.778902734383317,3.4033240603478,1.5669550967672223,0.2006473074806987,Iris-setosa
+47,6.2413192196684255,2.3232355874038975,4.3410675140742025,1.257401918487975,Iris-versicolor
+48,4.886891327697694,3.083990712456603,1.4915006248757692,0.1,Iris-setosa
+49,4.600594064646145,3.5833777712013686,1.000000422714071,0.19980756498924349,Iris-setosa
+50,6.386309642247719,3.251220564053361,4.701734053959541,1.5912261840232227,Iris-versicolor
+51,6.674040766194048,2.4945161178799977,5.735906910071694,1.8094844506331302,Iris-virginica
+52,5.37500782382379,2.390836001654972,3.6067787496132797,0.925644294635426,Iris-versicolor
+53,5.801033098498086,2.6823047908075135,3.993920023676829,0.838627405094714,Iris-versicolor
+54,5.4818561148117855,4.2,1.4089717528851537,0.19638161017127503,Iris-setosa
+55,5.730231350611213,3.0,4.520186806766478,1.4927114057040132,Iris-versicolor
+56,4.617915341613639,3.5883905429749494,1.000000423187388,0.2075236080575002,Iris-setosa
+57,5.3772339474275554,3.8639059457441505,1.3394809718485539,0.3714993915267268,Iris-setosa
+58,5.504315780533236,3.0,4.496316326792999,1.4620042322944697,Iris-versicolor
+59,6.701365711688908,3.0,4.968279269778145,1.7099807541806418,Iris-versicolor
+60,6.367552001028559,3.286091357618104,4.718265252052924,1.625711703418888,Iris-versicolor
+61,6.142622089208026,2.8344080700894048,4.584309225864756,1.2300444002628432,Iris-versicolor
+62,5.668798673076984,2.616525685541055,4.013271336190643,1.0476701965474204,Iris-versicolor
+63,6.688209806836756,3.1020364578413404,4.717457368379541,1.5220989644215053,Iris-versicolor
+64,4.49686634877334,2.3285247471341166,1.2962314249886973,0.3804861299305743,Iris-setosa
+65,5.669418430582814,3.6543643013391054,1.5678162298255045,0.34516288150430036,Iris-setosa
+66,6.1402182740195705,2.222452952683546,4.26921079868631,1.2412174035915173,Iris-versicolor
+67,4.6025279476558945,3.6427703252644466,1.0000004263923832,0.19779070820574324,Iris-setosa
+68,6.8393128164734645,3.1311330936799893,5.077267617439872,2.2953853643842623,Iris-virginica
+69,4.809826051306125,3.0,1.404974626389212,0.3645595400204087,Iris-setosa
+70,6.484891645196732,3.18498760394541,5.125783523525555,2.0058244790159976,Iris-virginica
+71,5.357385457691325,3.8322727236805925,1.3800015362069589,0.4209214333947896,Iris-setosa
+72,6.674661249047548,3.2712204934476894,5.727793007235346,2.1067373621527334,Iris-virginica
+73,5.846038839932889,3.1644530345465762,4.749267085387385,1.7451777736937946,Iris-versicolor
+74,5.003866942258197,2.0,3.483947949472265,0.990162479046939,Iris-versicolor
+75,5.011541575152414,2.000000607808932,3.521594890786553,0.844075388211385,Iris-versicolor
+76,4.8642951247143005,3.0,1.403554064941547,0.2904396025737563,Iris-setosa
+77,4.909694224767592,3.0,1.4010962181596622,0.1995665553416911,Iris-setosa
+78,6.293904423493979,2.9143030594438604,5.598495479910041,1.7894447306535752,Iris-virginica
+79,5.0042487802708635,2.0,3.377426058642917,0.9494450589161221,Iris-versicolor
+80,7.314425290386808,2.907718361972161,6.252518299380245,1.7983043288362133,Iris-virginica
+81,5.44127611717015,3.0,4.51161495788655,1.5147211063475325,Iris-versicolor
+82,6.2733643142364,2.55629698455207,4.946739051198313,1.8469684714092078,Iris-virginica
+83,5.934831621379002,3.2783295937690755,4.703993431776008,1.7172552715515228,Iris-versicolor
+84,5.113470935830313,3.296652590838954,1.5982144959065423,0.4447772323870794,Iris-setosa
+85,5.782481532629092,2.6844903814143932,5.13683110159966,1.9169576541589548,Iris-virginica
+86,5.428167693162834,3.0,4.476544386570923,1.5025648407879675,Iris-versicolor
+87,6.060024980293975,3.0,4.597249299010375,1.3916959462113234,Iris-versicolor
+88,6.7786301088776835,3.0,5.818117072023631,2.0403019219585348,Iris-virginica
+89,7.712282161814031,2.804721394467875,6.702858049476578,1.99333493000533,Iris-virginica
+90,4.5970853272680605,3.2153092688714353,1.4075291760176474,0.2020624794523435,Iris-setosa
+91,4.824415392548285,3.3906810098343105,1.7533991245338114,0.1983634037220955,Iris-setosa
+92,5.682269827167063,3.0,4.201514952964815,1.2080335198883505,Iris-versicolor
+93,6.8510173547786195,3.0924552733800654,5.0797193560029985,2.290401752318158,Iris-virginica
+94,4.9845950336123455,3.0,1.5695268287098862,0.19967613972797604,Iris-setosa
+95,4.810008308042383,3.411882135206272,1.5698040536081543,0.20369437368055937,Iris-setosa
+96,6.36868403812041,2.9085953908796793,5.583223955063642,1.7891134251828897,Iris-virginica
+97,6.368675917532944,2.87594482851526,4.321594776874656,1.2715719546670299,Iris-versicolor
+98,5.491803085012898,2.5642666538613685,4.345379834075749,1.1741772691910533,Iris-versicolor
+99,6.304473500498237,2.507820084798142,5.012787253443242,1.901046236544514,Iris-virginica
+100,5.786849375912597,2.7427021945506223,5.1454545767858955,1.9843820858254304,Iris-virginica
+101,6.319322735390832,2.9009470201189766,5.626778839079771,1.7996175549466422,Iris-virginica
+102,5.526939076099034,4.199998785379995,1.3873044570695072,0.20759995943275938,Iris-setosa
+103,7.720073851708187,2.7884064691899506,6.720053702545005,2.018176303409413,Iris-virginica
+104,6.540523385121445,3.2140409094839404,5.190808703704176,2.0283906039543123,Iris-virginica
+105,5.789647347696488,2.8071942419370495,5.07999866603469,2.4009129198127614,Iris-virginica
+106,5.4705327842420575,3.0,4.522459691376256,1.5377749185798109,Iris-versicolor
+107,7.899998842759771,3.799465936801471,6.409357007415918,2.0321664484563295,Iris-virginica
+108,5.532892455410211,3.0,4.525081409500397,1.5112581646934324,Iris-versicolor
+109,4.913067623578405,2.366852574214545,3.4237438049076787,1.0131480332333713,Iris-versicolor
+110,5.814450110018024,2.6943401975636236,5.114748842297507,1.8978976866974817,Iris-virginica
+111,4.773141030621088,3.405466606944915,1.6419104369146231,0.1988752737003121,Iris-setosa
+112,6.6947191190552795,3.29470037154132,5.729783002148841,2.1321012141839923,Iris-virginica
+113,5.433606162442924,3.0,4.492496267583147,1.5083594314561317,Iris-versicolor
+114,6.199505024623366,3.3121542881252086,4.657738760273878,1.5956476181451031,Iris-versicolor
+115,5.394601930435666,3.4091675711261575,1.5219852450542883,0.4193623808917588,Iris-setosa
+116,5.795078714828299,2.708479777027812,5.097346893359274,1.8873149995807774,Iris-virginica
+117,5.70508422032247,3.0,4.152189184597648,1.2171686986807648,Iris-versicolor
+118,6.844612255386136,3.201990536970906,5.88861688932706,2.312912438905049,Iris-virginica
+119,6.1674153153433435,3.347510927308223,4.589690411850933,1.5767164126703124,Iris-versicolor
diff --git a/iris/tab_ddpm/4/17/test.csv b/iris/tab_ddpm/4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/17/train.csv b/iris/tab_ddpm/4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/17/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
+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/4/17/val.csv b/iris/tab_ddpm/4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/18/synth.csv b/iris/tab_ddpm/4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6bd534c7c134e54c15e7abe5c63214538f5c7540
--- /dev/null
+++ b/iris/tab_ddpm/4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7815288303634182,6.3772947000097755,2.0118920804341105,Iris-virginica
+1,4.811854616587651,3.4007255496806508,1.6056569252080575,0.19945729246575292,Iris-setosa
+2,5.730212953801093,2.8948846750126203,4.306780839011978,1.2924905277406344,Iris-versicolor
+3,6.722457341793824,3.091671465868583,4.688433486176015,1.4781764068806054,Iris-versicolor
+4,5.515416163331575,2.4341423615492714,3.7344699196672395,1.0371773493479932,Iris-versicolor
+5,5.162070165679039,3.3715239609255696,1.3968851861513185,0.20124270695593705,Iris-setosa
+6,5.64657273731039,3.8096951586645162,1.5630863429868769,0.2962112836023696,Iris-setosa
+7,5.1803442278215055,3.3957491469297465,1.4139018996894386,0.19901658234130803,Iris-setosa
+8,4.818002091699737,3.4078764545559723,1.81388421773398,0.19992119951714266,Iris-setosa
+9,6.5259779000155875,3.1914747316627676,5.132393729269939,2.004455745800405,Iris-virginica
+10,7.028860806469254,3.1882232724300272,5.946869054316138,2.2888844020837427,Iris-virginica
+11,5.179458545001669,3.4658977856584197,1.4142201890275443,0.2072807814746771,Iris-setosa
+12,6.478651471551387,2.975952317966534,4.330952001970799,1.347838585018312,Iris-versicolor
+13,5.651339233793669,3.0,4.190777872821453,1.2505404640284976,Iris-versicolor
+14,4.980516179312061,2.0,3.457894139725415,1.0104675688881606,Iris-versicolor
+15,6.316586301128214,2.939967687742718,5.582789247935553,1.8541318521190924,Iris-virginica
+16,7.705289610770651,2.8112911894265054,6.716967448005081,1.9851115152898309,Iris-virginica
+17,6.185304329112983,2.226517143146169,4.418936459647764,1.414636388464891,Iris-versicolor
+18,6.781808041447193,3.2006528538112975,5.84998211957137,2.2811710162478143,Iris-virginica
+19,7.138630533916483,3.0,5.812161335034197,2.1765289534570615,Iris-virginica
+20,6.3095867244547845,2.5253231641358167,4.981685938162358,1.8748597441372088,Iris-virginica
+21,7.703858200359754,2.6261113875808535,6.899998761742852,2.2875073188783093,Iris-virginica
+22,6.705041600113711,3.2775770860647264,5.6536160562765545,2.4999994272915402,Iris-virginica
+23,5.439763397349152,3.900746695005781,1.2929655618725793,0.4013440107067195,Iris-setosa
+24,4.902071062728923,3.0,1.3993445935629358,0.19860485550457396,Iris-setosa
+25,6.486033943181131,2.956376880618641,4.306414173863365,1.3367734199272592,Iris-versicolor
+26,5.343294161819414,3.383048650590237,1.4910334594730457,0.2971948667167761,Iris-setosa
+27,4.805473323662073,3.404116958170778,1.7371609283826808,0.20021563280856733,Iris-setosa
+28,7.899998358947503,3.780902301392272,6.396397147821822,1.998814317899938,Iris-virginica
+29,7.73014196475027,2.6374704656754733,6.9,2.316022461736092,Iris-virginica
+30,6.952515704243895,3.1174780379245184,5.099325430354787,2.290978133335853,Iris-virginica
+31,6.670133004370948,3.3215137351056057,5.7290867664919665,2.5,Iris-virginica
+32,5.931950717169993,3.197569486442599,4.789471374253655,1.8024677215249567,Iris-versicolor
+33,6.2245910197079315,2.2105602702771474,4.508518835341345,1.5053127599891398,Iris-versicolor
+34,5.62363711210207,3.0,4.1735405354090735,1.2653866956255322,Iris-versicolor
+35,5.506895800010229,2.6055042649147655,4.424341536284143,1.18638076474313,Iris-versicolor
+36,6.420884830782705,3.3428988547059313,5.322306019587193,2.22887268612133,Iris-virginica
+37,6.723356930014485,3.015914885350128,4.850489965306518,1.5978144066401698,Iris-versicolor
+38,4.800111694188643,3.400381168375576,1.861792211519826,0.20113155333333713,Iris-setosa
+39,5.381212809778021,3.0,4.493984237506183,1.49198651034617,Iris-versicolor
+40,4.81720458799916,3.3966043282919305,1.9118186840370655,0.2010003072513921,Iris-setosa
+41,6.347615091882647,2.9354747782777824,5.618901142707603,1.8068849002332596,Iris-virginica
+42,6.265526071598296,3.3704791772301395,5.416657910410938,2.2829443291390206,Iris-virginica
+43,4.631116753000753,3.2424978696295095,1.4128779258562945,0.19592957333567645,Iris-setosa
+44,6.499360158409132,3.0,5.463751256020772,1.8168998215028187,Iris-virginica
+45,4.80066033395506,3.3981592139522516,1.7374481710709746,0.19790529041431312,Iris-setosa
+46,5.702221116435324,3.0,4.210182656498442,1.1660021478315898,Iris-versicolor
+47,4.790399969430216,3.0,1.399969564020002,0.2904457451900082,Iris-setosa
+48,4.801369439054616,3.3905244428462704,1.806062845644146,0.2000361659026767,Iris-setosa
+49,6.414349982379489,3.2338421208676773,4.740360834909645,1.5832146974933277,Iris-versicolor
+50,6.300542088184407,2.2858686946114846,4.441633273014824,1.3139399339422497,Iris-versicolor
+51,4.996062874857111,3.0,1.5764888501653909,0.1987357847921887,Iris-setosa
+52,5.148340733374141,3.7115959327552166,1.5243484393956637,0.41773218859182576,Iris-setosa
+53,4.606105480510046,3.5944366091295556,1.0,0.20431655081759864,Iris-setosa
+54,5.90119734752978,2.213347862773,3.985490857016744,1.0067554969822283,Iris-versicolor
+55,5.5635800644566595,3.0,4.045517076279839,1.3055595702052056,Iris-versicolor
+56,6.807740716535867,2.801013471506237,4.7801765741993165,1.4054951632692345,Iris-versicolor
+57,6.020312726409314,2.9063480259776533,4.44739995176078,1.4376281427474966,Iris-versicolor
+58,4.601361105544452,3.6618196061720045,1.0,0.19783399397236456,Iris-setosa
+59,5.013306144911977,3.6705895123727768,1.4146303188491474,0.2002073793606565,Iris-setosa
+60,6.826382775039241,2.814097209206652,4.814246307894371,1.404033637422181,Iris-versicolor
+61,6.114592925666966,3.0,4.591016101861916,1.390204879296547,Iris-versicolor
+62,5.228479985634851,3.402126510859752,1.4141448172269726,0.1982490268518797,Iris-setosa
+63,7.711465831129959,2.611911195927718,6.899998823330292,2.30069585187387,Iris-virginica
+64,5.0014205898544795,3.0,1.6158399920693387,0.2015020007739513,Iris-setosa
+65,4.799691857522069,3.0,1.40860678111965,0.10000010733570366,Iris-setosa
+66,4.599615281993354,3.5913447704455566,1.0000003855736432,0.2000507351409961,Iris-setosa
+67,6.461469753314306,2.935508318428736,4.336782837501031,1.3432847391427583,Iris-versicolor
+68,6.813312312255806,3.165386805414056,5.909907693945547,2.304480934874003,Iris-virginica
+69,5.170793040162456,3.7718886549602786,1.4435822453691238,0.41619406945026644,Iris-setosa
+70,6.364884889618292,2.6276180114129057,4.9918573544498415,1.8185323521781,Iris-virginica
+71,6.699329311740438,3.0,5.00670578681932,1.7148086603389032,Iris-versicolor
+72,6.685234847432527,2.501230768261305,5.830030265225808,1.783130735773925,Iris-virginica
+73,6.460206142003759,2.9299997612894146,4.324968309004741,1.3297692001409736,Iris-versicolor
+74,5.791678095410775,2.721228660277663,5.0922867133187495,1.9008114076139218,Iris-virginica
+75,7.64740880993272,2.8207778400017167,6.671342377700102,1.9641589448669725,Iris-virginica
+76,6.793159527399104,3.200037449313414,5.823811830641721,2.284385021438224,Iris-virginica
+77,7.663259948014657,2.9267914756315556,6.654618221247733,2.067395791623669,Iris-virginica
+78,5.306446276172993,3.3739608943400947,1.4522702030925623,0.27285244836286016,Iris-setosa
+79,5.893066739986882,3.0,5.0891711615955355,1.7883942499919585,Iris-virginica
+80,6.00916295372465,2.1961440849737492,4.072478646242319,0.9576818688368949,Iris-versicolor
+81,4.400000697721532,3.1888491162398003,1.2609668037582396,0.19756582350740248,Iris-setosa
+82,5.880808538131516,3.0,5.0970495632737105,1.811114033105589,Iris-virginica
+83,5.808266920141072,2.6939411359286574,5.171771892508753,1.8992389632296118,Iris-virginica
+84,5.539062410260279,2.6436610349472627,4.42899327688328,1.23656649045084,Iris-versicolor
+85,5.620681091465321,2.848512081863555,4.336023124005272,1.2845411192151546,Iris-versicolor
+86,4.6199830609548425,3.6754714376931386,1.0,0.1919589112541205,Iris-setosa
+87,5.895378100093305,3.0,5.098857579302021,1.8327130927270234,Iris-virginica
+88,6.729501085068095,3.2829033048418745,5.784433944783706,2.108390807957396,Iris-virginica
+89,4.8345053471110955,3.029464357462641,1.4641170561158496,0.1,Iris-setosa
+90,5.77583444758771,2.667110752618483,4.050298725654011,1.0153075559666302,Iris-versicolor
+91,5.803426109431088,2.7134010357051137,4.177133540415333,1.0327408992278106,Iris-versicolor
+92,5.122162680884482,3.488768727741637,1.4015966625788228,0.19606003149168427,Iris-setosa
+93,4.79647816924682,3.4041680835554846,1.6120261607709676,0.19549084529136918,Iris-setosa
+94,5.189100004338771,3.402930357911323,1.4083456121563018,0.19975756477200898,Iris-setosa
+95,5.6034517138573205,2.617739371667005,4.3519217782031765,1.1862725528426383,Iris-versicolor
+96,6.136184556901814,2.801537127196015,4.258266928982734,1.1237866661968274,Iris-versicolor
+97,4.505796824912227,2.2679717845497236,1.3006269281726004,0.29939144989528743,Iris-setosa
+98,5.709249342421173,3.0,4.208722806927475,1.191721918512424,Iris-versicolor
+99,4.487240907086427,2.2701705257376297,1.2847095009054337,0.28801740001852405,Iris-setosa
+100,4.88529607405653,3.1149481721274843,1.474678618901213,0.10000009827526536,Iris-setosa
+101,4.9966769225846,2.0,3.3340799199520106,0.9397957588108303,Iris-versicolor
+102,5.782723620478667,2.7942316953670967,5.09555268267045,2.3926062802740895,Iris-virginica
+103,5.940542650416746,2.8055447994593896,5.32171446902094,1.8600984955859006,Iris-virginica
+104,6.461717473445074,3.0,5.77357046666655,2.2104061106887247,Iris-virginica
+105,5.784879252386612,2.6901073676394596,4.100492554381202,0.9378627477984889,Iris-versicolor
+106,5.675157110862464,3.0,4.187955081473897,1.1996834522004673,Iris-versicolor
+107,6.198490725718402,2.7024642163827792,4.974781504619951,1.852937651242789,Iris-virginica
+108,5.479411786262942,3.791394140551603,1.4875214404210726,0.3568126066897264,Iris-setosa
+109,6.720981520222301,3.0,5.018169834806318,1.7246662238015242,Iris-versicolor
+110,4.400000477149722,3.2196285880740585,1.2878903784938025,0.19974076731776969,Iris-setosa
+111,5.794299504940498,2.689996733624476,5.10560554901188,1.8930999627636687,Iris-virginica
+112,5.006384362528655,3.0,1.5743720974545699,0.19417468759725426,Iris-setosa
+113,5.884682932136205,3.0,5.098757030367825,1.8073597690868615,Iris-virginica
+114,7.293789357715901,2.8887910657156515,6.2550834682116845,1.7991152468573226,Iris-virginica
+115,5.8056344297355515,2.714564960245471,5.107292685728104,1.8969420288853078,Iris-virginica
+116,5.824720769541063,2.688496718594902,4.218151713157005,0.9849176192882503,Iris-versicolor
+117,4.796421095094493,3.3845587519838074,1.8614507449302296,0.20168804866732895,Iris-setosa
+118,7.690023208001186,2.5827027893691223,6.9,2.3032392018906425,Iris-virginica
+119,5.075723949607932,3.4981312693619415,1.3924354926307956,0.19699829261822394,Iris-setosa
diff --git a/iris/tab_ddpm/4/18/test.csv b/iris/tab_ddpm/4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/18/train.csv b/iris/tab_ddpm/4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/18/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
+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/4/18/val.csv b/iris/tab_ddpm/4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/19/synth.csv b/iris/tab_ddpm/4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d5132022e07eaa3fd6a9d53ea72495902f24f40
--- /dev/null
+++ b/iris/tab_ddpm/4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.721581193798978,2.613371189721039,6.899998994549943,2.2945333758535735,Iris-virginica
+1,5.403388302156996,3.921457381780445,1.2684525835515066,0.44154048085130815,Iris-setosa
+2,6.717083632080479,2.4872029570031473,5.793797937689644,1.7904568468913995,Iris-virginica
+3,5.8970276322376876,3.0,5.105418695483772,1.7995686371123507,Iris-virginica
+4,6.508714112568041,3.014803575619789,5.787593463358556,2.2286196091730615,Iris-virginica
+5,6.378995509870892,2.9741829926701793,5.578707096404876,1.8019538722959703,Iris-virginica
+6,4.880323686037436,3.343586886929037,1.901328250469512,0.2243378926139813,Iris-setosa
+7,6.295469063538042,2.904630737950327,5.581774578135754,1.8035830674162754,Iris-virginica
+8,6.7895613125995595,2.805703008679364,4.833601470702333,1.4239237021838875,Iris-versicolor
+9,6.279534888007,2.88721809359091,5.622430942314625,1.7984519180408565,Iris-virginica
+10,4.900084214481575,3.0899662771921848,1.5073585826103257,0.10000009830953031,Iris-setosa
+11,6.022855095813946,3.3959766612896316,4.477933119538024,1.6068382719990841,Iris-versicolor
+12,4.816172194367376,3.0,1.400642835761746,0.10000010734128001,Iris-setosa
+13,6.7244258516812145,3.0,5.012492394953221,1.696529367728705,Iris-versicolor
+14,7.721457691144075,2.799094482838225,6.723042383542193,2.0242822066627273,Iris-virginica
+15,5.2316082738445795,3.691883207806747,1.473047351437289,0.19813739335142672,Iris-setosa
+16,6.135829464719031,3.0,4.608257504825673,1.4130423386725917,Iris-versicolor
+17,5.763778278375199,2.6852392888895893,5.091451884926557,1.902013818912558,Iris-virginica
+18,6.405421006736463,2.8954383267452144,4.322861714125729,1.300317727554361,Iris-versicolor
+19,5.926239075735076,2.7643528437163463,5.23462509333871,1.8540468668724124,Iris-virginica
+20,5.787332995313667,2.7137951613705273,5.111477206677866,1.8977758273947636,Iris-virginica
+21,6.277161285794632,2.8967296213835967,5.593317011694748,1.796418356874487,Iris-virginica
+22,5.523045725479975,4.199999214619848,1.4082919790597443,0.20081148078292924,Iris-setosa
+23,4.918935565586871,3.0,1.4156115225719392,0.19637608201487033,Iris-setosa
+24,7.299916785969762,2.9005628116285465,6.337337657575002,1.7898375263459347,Iris-virginica
+25,7.3025413722278385,2.913567161312147,6.224550550434817,1.8151253652668928,Iris-virginica
+26,6.683910118937462,3.31632681622526,5.682035911974137,2.4999996070512465,Iris-virginica
+27,5.718035003119044,2.9007503601647993,4.22387450063239,1.291155682657115,Iris-versicolor
+28,5.820289456311777,2.6830606334731253,4.0539759759215155,1.0073227666151918,Iris-versicolor
+29,6.696195163752581,3.3229770923195154,5.699940397396748,2.5,Iris-virginica
+30,5.409756909398478,3.0,4.466960847335278,1.5287095481633322,Iris-versicolor
+31,7.664747865268101,2.6077587018293915,6.8999988607840645,2.28704942545925,Iris-virginica
+32,6.2952545036597005,2.542799727240739,4.976792732295404,1.8765161140437203,Iris-virginica
+33,4.605777661288744,3.612286568230405,1.0,0.19775958371448116,Iris-setosa
+34,5.009832459917509,2.0000005447503746,3.491980390422166,0.9883391345943966,Iris-versicolor
+35,5.503645258464677,2.4288615862422294,3.722084711104581,1.0129282547579312,Iris-versicolor
+36,6.658751939493582,3.257783455478684,5.552770074819959,2.111135508834021,Iris-virginica
+37,5.024056303593351,3.561750751127559,1.4012046746410518,0.19974080067730882,Iris-setosa
+38,6.4854907551865715,3.0,5.514524427760859,1.8016897222478065,Iris-virginica
+39,5.520330840017621,4.1999992005782,1.3893145847500417,0.19752082829759915,Iris-setosa
+40,5.7075670062543695,2.8044595439353635,4.52530767453363,1.309898606588217,Iris-versicolor
+41,7.691590802798332,2.582892958698938,6.9,2.297872778157152,Iris-virginica
+42,5.221832003567653,3.734773518411971,1.4190607730660896,0.3007139412340594,Iris-setosa
+43,6.0460230687076635,3.3766697192714004,4.540857929286532,1.6379013838632157,Iris-versicolor
+44,5.644129503929458,3.0,4.520054819719996,1.514596764584796,Iris-versicolor
+45,5.41620012657266,3.411125692942897,1.726591006876298,0.19939396344557936,Iris-setosa
+46,5.111585862073108,3.292181171048022,1.8231913692393462,0.46520856191814264,Iris-setosa
+47,5.223445242997742,3.402097107242269,1.3985873893712895,0.19563769460084818,Iris-setosa
+48,4.8173953620381145,3.3984077080753874,1.8705186241269756,0.20316447445885966,Iris-setosa
+49,5.7687074448955125,2.8806209945141563,4.197112887021123,1.262100751608184,Iris-versicolor
+50,6.705591236131078,3.3314224624417332,5.685127484697202,2.5,Iris-virginica
+51,7.0532753156714385,3.0,5.861631515164288,2.0979978744613668,Iris-virginica
+52,5.388427252349866,3.3871309524251214,1.5143800541903292,0.45704480954082166,Iris-setosa
+53,5.4978166664689345,3.0,4.477814091906129,1.4932405897796321,Iris-versicolor
+54,6.79907162998952,2.7859369375943714,4.802601580783186,1.3955578799445743,Iris-versicolor
+55,6.705348170992966,2.5089446103098796,5.78794394098652,1.8010413940661887,Iris-virginica
+56,4.499974541752961,2.3246917043650615,1.2931553264408842,0.32855243347018687,Iris-setosa
+57,5.694042377133887,3.0,4.518092064423978,1.493688393458339,Iris-versicolor
+58,5.525470435491301,2.5993074487247694,4.404362147054582,1.2052018826371342,Iris-versicolor
+59,4.794847043769587,3.37991040154757,1.8935882247971292,0.19723751764010322,Iris-setosa
+60,6.374745430503829,2.868735208652247,4.301908222453291,1.2764637101529366,Iris-versicolor
+61,7.9,3.8152468670810933,6.447643436013205,2.0403469096038482,Iris-virginica
+62,6.266709245268579,3.3281931351303835,4.694358540436833,1.6146632762322286,Iris-versicolor
+63,5.0886261141388305,3.4903994178342264,1.3897393076778615,0.19853229751628326,Iris-setosa
+64,6.896518882215556,3.0,5.79866224656419,2.146848521510475,Iris-virginica
+65,7.9,3.7055948511882457,6.398148272663423,2.02160552328379,Iris-virginica
+66,4.992239942832184,2.0,3.5023375663981415,0.9285663193550358,Iris-versicolor
+67,5.120710923754364,3.459212464755079,1.3957515773435454,0.19864572657890034,Iris-setosa
+68,4.981295717034782,2.0,3.5379826414626976,1.0562302244986472,Iris-versicolor
+69,4.994469298492999,2.0000004923584154,3.57573814041813,1.0166145175669694,Iris-versicolor
+70,6.875800721339245,3.1112053183939716,5.092426695063287,2.2860666089296875,Iris-virginica
+71,6.328075429075844,2.456199837024113,4.997926276775469,1.9052975829594354,Iris-virginica
+72,5.481693873848204,4.2,1.4067425345457982,0.19850894989153106,Iris-setosa
+73,7.6445298906727945,3.0,6.64669557335045,2.104425503560944,Iris-virginica
+74,7.697576746575123,2.8017618423729616,6.675364457774702,1.9986715013069707,Iris-virginica
+75,5.389546421093201,2.438345054278571,3.7593223815936994,1.009397709073666,Iris-versicolor
+76,5.672036789396581,3.0,4.215496644965581,1.2545678316937596,Iris-versicolor
+77,7.294567804843916,2.8933971614512064,6.27196618630378,1.7942635390327077,Iris-virginica
+78,5.585293203925226,3.0,4.064965985664921,1.2992494232090934,Iris-versicolor
+79,5.753848628566833,2.8842057295419807,4.302692831957844,1.3102193769674737,Iris-versicolor
+80,5.894808051889597,2.8646030688179756,4.486477551687915,1.4170469550209885,Iris-versicolor
+81,6.265124740869845,3.3214014072611424,4.679067542609237,1.612844279828282,Iris-versicolor
+82,4.999437074109306,3.0,1.702880558890067,0.2004673052932107,Iris-setosa
+83,5.356340904952214,2.3871615604302074,3.584865822009731,0.9224752016506124,Iris-versicolor
+84,5.8756706025293575,2.992589910983107,4.570479627708922,1.4496327572377967,Iris-versicolor
+85,4.613357655614725,3.5991144991010193,1.0000004141142746,0.20086031521470987,Iris-setosa
+86,5.39678299765759,3.4067517611688403,1.7509716540253037,0.20081554834485182,Iris-setosa
+87,5.486498999891951,3.0,4.518556980032785,1.5072539383007073,Iris-versicolor
+88,6.0526102825353725,3.0,4.559212179040633,1.4641011916799356,Iris-versicolor
+89,5.681265531974143,2.540000220858309,3.998559445357685,1.0679587320283401,Iris-versicolor
+90,6.691398826728244,3.3230728069260276,5.717796368883541,2.5,Iris-virginica
+91,5.00948946690183,3.408634878324657,1.6202221279566564,0.448049125304077,Iris-setosa
+92,5.5465375086364475,3.0,4.514993155457047,1.4918361474312527,Iris-versicolor
+93,5.626579264726621,2.643419743056978,4.420561691317886,1.2184977847136,Iris-versicolor
+94,6.798468242349855,3.2198522785490575,5.821454964521989,2.2966820775618353,Iris-virginica
+95,6.637652861238357,3.1501497260852265,4.674201819864202,1.5121105542947202,Iris-versicolor
+96,5.776894426249073,2.7124953123654136,5.110603640541582,1.892590700239118,Iris-virginica
+97,4.893819342410996,3.0,1.40143766403684,0.20367514327867828,Iris-setosa
+98,4.998370824814661,2.0,3.4285599765560235,0.9908894123223233,Iris-versicolor
+99,4.84851599649782,3.029467699646329,1.4674840505380287,0.10000009655736877,Iris-setosa
+100,5.069841650670694,3.547071834192924,1.3902630701347394,0.1988008653346513,Iris-setosa
+101,6.18347140379299,2.202615475518214,4.513555540956151,1.5097807477784264,Iris-versicolor
+102,5.320965637803309,3.73945404472201,1.5145942929604999,0.20350194200203578,Iris-setosa
+103,5.969029569924039,2.210258450531797,3.9828292338511915,0.8995953187534369,Iris-versicolor
+104,5.5441600599718255,4.2,1.3966182340091633,0.20762924022082851,Iris-setosa
+105,5.981289101350054,3.409638520271611,4.443586724711018,1.605533916905389,Iris-versicolor
+106,5.090775872115578,3.688124270828697,1.5020583485980508,0.4090855572095221,Iris-setosa
+107,7.603708469000456,3.0,6.60653404779525,2.093936633640028,Iris-virginica
+108,6.4668904230864275,2.9619192849827907,5.640045364151867,1.7969002292220144,Iris-virginica
+109,6.23065568908795,2.2377654504213913,4.418792611745451,1.3656064127259424,Iris-versicolor
+110,4.919410949545911,3.1082928138236707,1.4913542933744997,0.10000010435370937,Iris-setosa
+111,5.377153632080162,3.394949473532416,1.6476091565275441,0.2000884732097927,Iris-setosa
+112,7.100754397644369,3.0,5.937135099504841,2.1065741339841435,Iris-virginica
+113,6.0992458273741175,2.221438569705091,4.141686210976048,1.0965176400677212,Iris-versicolor
+114,5.025914976466961,3.583966567833079,1.4018097068579445,0.20029799081053967,Iris-setosa
+115,7.9,3.7707574553214234,6.413369609763224,2.014800708240502,Iris-virginica
+116,5.921102457465195,2.9094639942539615,4.511524047749422,1.4905519621338439,Iris-versicolor
+117,7.631132066422425,2.817487267509316,6.630377875080237,1.953635693339218,Iris-virginica
+118,4.5997295832746765,3.19475120149428,1.4028666618731742,0.19904839959534265,Iris-setosa
+119,4.797132805765559,3.0,1.3951052697568667,0.2992252133104214,Iris-setosa
diff --git a/iris/tab_ddpm/4/19/test.csv b/iris/tab_ddpm/4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/19/train.csv b/iris/tab_ddpm/4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/19/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
+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/4/19/val.csv b/iris/tab_ddpm/4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/2/synth.csv b/iris/tab_ddpm/4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b64606734e544a1cfb39ffe7aeef351ef70379b4
--- /dev/null
+++ b/iris/tab_ddpm/4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.29296927801966,2.7092329269902895,4.879641313401629,1.810410024744527,Iris-virginica
+1,4.599979608130883,3.665650572651361,1.0000003812352174,0.20179927445445597,Iris-setosa
+2,6.542531433378744,3.0,5.514876987056586,1.807675915815373,Iris-virginica
+3,6.852878985694238,2.792089557948894,4.788525568371701,1.3866010194859504,Iris-versicolor
+4,6.2037449872355355,3.3932449132505083,5.4735115038134206,2.2883444635539596,Iris-virginica
+5,6.3727942582473345,3.291159998752825,4.734908169209674,1.6080766315828732,Iris-versicolor
+6,4.999095817748874,3.0,1.5763923764892003,0.20008527742744944,Iris-setosa
+7,4.7959986153752014,3.3758687430282923,1.573485229867495,0.19812927251660006,Iris-setosa
+8,5.488275077107124,3.0,4.488955866855551,1.4912711255272808,Iris-versicolor
+9,5.609678458793409,3.0,4.530713446931564,1.5439023810675063,Iris-versicolor
+10,5.549702481900944,4.199998753819114,1.4085565733874204,0.21072469691781462,Iris-setosa
+11,5.821588706682662,2.7308879333305685,4.189884357740398,0.9555760150771526,Iris-versicolor
+12,5.672634196252308,3.0,4.120828381993855,1.2668690479680333,Iris-versicolor
+13,6.471126551247981,3.0,5.495259549199472,1.7946087487051923,Iris-virginica
+14,5.791357409866482,2.691844099050337,5.09855972475818,1.9147326689817434,Iris-virginica
+15,5.73105464013379,2.8505473917410535,4.410358499115322,1.3191908724957209,Iris-versicolor
+16,6.680032619745818,3.2709810289108026,5.725790071916572,2.4999995838368956,Iris-virginica
+17,5.272788029747846,3.6217126718071535,1.463591624923077,0.20016907480301635,Iris-setosa
+18,7.725069804600396,2.6086709624297035,6.9,2.3011334868068505,Iris-virginica
+19,5.069425249750342,3.328972392521726,1.6960824268788095,0.48527837097139837,Iris-setosa
+20,7.7285105179788856,2.6089654956699104,6.9,2.3066361653690337,Iris-virginica
+21,5.803701253501472,2.714460764916377,5.082480196703703,1.9057947715641337,Iris-virginica
+22,5.808988014926746,2.6954364271221745,5.08713132238352,1.9159268891033951,Iris-virginica
+23,6.181213614959566,3.3778322387923017,5.386979241535413,2.3076296880078404,Iris-virginica
+24,5.517538253749331,2.6014346644564683,4.325244868709169,1.179051298787902,Iris-versicolor
+25,4.991030945508041,3.4282525746717623,1.7476870032068388,0.35166497559112336,Iris-setosa
+26,7.704269933080345,2.8070514295271005,6.687913333754204,2.0311361204465608,Iris-virginica
+27,4.807621008052098,3.4001308322834825,2.029303763641837,0.20275910467280323,Iris-setosa
+28,5.09525595270993,3.6652958813143166,1.501995827165783,0.4011140501138225,Iris-setosa
+29,5.503243907715638,3.0,4.502661930947094,1.4905489646915573,Iris-versicolor
+30,4.400000455963767,3.210587713293515,1.2875069548354183,0.18634758487365133,Iris-setosa
+31,4.598244231715634,3.201063525188478,1.3817763795983065,0.20115418762549356,Iris-setosa
+32,6.004877091160911,2.1997693327761665,4.067784005859131,0.9694341076147046,Iris-versicolor
+33,4.894395377635414,2.429311988519947,3.364202997948862,1.0174021132767088,Iris-versicolor
+34,7.714601412293903,2.5806020106940264,6.9,2.293053283328186,Iris-virginica
+35,5.648759751066299,2.916905451285105,3.768256284902542,1.3063445110985266,Iris-versicolor
+36,4.911897414416018,2.3918668696069485,3.4064416835250517,0.9978883568775279,Iris-versicolor
+37,7.9,3.8012908815304574,6.393941510189287,2.024549610041146,Iris-virginica
+38,6.708230123003652,3.1133336892833707,4.704790537980336,1.4899862788411098,Iris-versicolor
+39,5.095344784925369,3.299056161245221,1.5956948344527155,0.4640916049940718,Iris-setosa
+40,5.480351800401483,3.0,4.515389353426095,1.508551554950149,Iris-versicolor
+41,5.489450867246852,4.2,1.4045077799324457,0.19582892448324696,Iris-setosa
+42,7.55718594184966,3.0,6.542431080723171,2.087935066145974,Iris-virginica
+43,6.291204522137817,3.303464875972539,4.6991717024807365,1.5867454031187072,Iris-versicolor
+44,5.710859373924221,2.850684168413349,4.088284474299091,1.2685407151555828,Iris-versicolor
+45,4.908994502296667,2.4110819927399145,3.446175786227134,1.0232602967641284,Iris-versicolor
+46,4.987125044788615,2.0,3.5664066576273643,1.0087997183893969,Iris-versicolor
+47,5.783565362185634,2.829409771938164,4.49460597660545,1.3458237539672362,Iris-versicolor
+48,6.224691619275204,3.3973372107723,5.461543235796599,2.2999508974069904,Iris-virginica
+49,4.788223707109792,3.0,1.4043733518658983,0.29936084614082936,Iris-setosa
+50,5.73788095094959,2.8067744277873343,4.402936636287997,1.3044297762078327,Iris-versicolor
+51,5.398702673707885,3.9162092391582357,1.2691188174469157,0.33152346443630376,Iris-setosa
+52,4.784012171412342,3.41155450852797,1.669928321551837,0.20108816796234869,Iris-setosa
+53,5.7712290897993395,2.8237870990822103,4.528407244582909,1.323866932475728,Iris-versicolor
+54,5.00679295605067,3.0,1.5706768554814665,0.1972835072941886,Iris-setosa
+55,6.508242508421856,3.0,5.797610066613596,2.2028321994002376,Iris-virginica
+56,5.44970896078124,3.3920284592616805,1.736179427094763,0.19481254630875458,Iris-setosa
+57,5.799170935247031,2.706723966692553,4.151757221166968,1.0128635199641007,Iris-versicolor
+58,5.586691093740954,2.9795198930102624,3.8245060916891505,1.300122707440113,Iris-versicolor
+59,6.799367063413248,3.2289862479894444,5.905812606168241,2.3125298176888007,Iris-virginica
+60,7.694765457745701,2.5929106629291967,6.9,2.3014762657569645,Iris-virginica
+61,5.6603680985969085,3.0,4.522103729342662,1.511364987978201,Iris-versicolor
+62,6.347755822358745,3.2757258167633467,4.727728075103719,1.5879384448978715,Iris-versicolor
+63,6.70021887060896,3.0,5.016253039221295,1.7012865387510256,Iris-versicolor
+64,5.177278277031129,3.5453673519380837,1.4352967818541453,0.20742772182089722,Iris-setosa
+65,4.4,3.2218226838216237,1.311321541829867,0.20284917560419377,Iris-setosa
+66,4.962374335306005,2.0,3.5212905578815596,0.9197274354657843,Iris-versicolor
+67,5.741811009033744,2.8590917536592264,4.481806941265658,1.3714820738218574,Iris-versicolor
+68,5.917806590212901,3.1982998415655106,4.816238376628023,1.7826822116445709,Iris-versicolor
+69,6.86006565906674,3.138459947237337,5.269129764200101,2.3197009289694916,Iris-virginica
+70,5.2170231702203695,3.4030644499410867,1.4014198778436513,0.19764728446971708,Iris-setosa
+71,5.996870122681299,3.394448164261057,4.48293381750757,1.608799652887709,Iris-versicolor
+72,5.822204986145544,2.799519874142587,5.109957722134176,2.3936339967421523,Iris-virginica
+73,5.610555060491313,2.8956031590544247,3.5907731502550586,1.3064201634262038,Iris-versicolor
+74,6.690502653676695,3.285171097454714,5.598964062864081,2.0980029639768425,Iris-virginica
+75,5.786784299685808,2.6791991764756897,5.1119347712505725,1.905682485346018,Iris-virginica
+76,4.934228314841413,2.404034595178502,3.4612411037881445,0.9874882867140882,Iris-versicolor
+77,5.642670743411032,2.8813144491053273,3.7153291106414112,1.2949986477690283,Iris-versicolor
+78,4.8002597761591606,3.0,1.3780460604724039,0.2893267848554785,Iris-setosa
+79,6.288996275405272,2.5513888198424164,5.000581690024981,1.8717995846110789,Iris-virginica
+80,4.903133150692422,2.415250442276735,3.2378536569436283,0.9938438808653745,Iris-versicolor
+81,6.670780700361229,3.0,5.012949363407184,1.7047147328463852,Iris-versicolor
+82,4.810806140568312,3.0,1.3980063588502694,0.32369026176679544,Iris-setosa
+83,6.007692977148419,2.1908370123758747,3.980143082985066,1.0334264705033762,Iris-versicolor
+84,4.5974704497958045,3.182477830939108,1.3767323830065838,0.2004775284694962,Iris-setosa
+85,6.487010698443376,3.1792055542011632,5.099968296629143,2.012668631252632,Iris-virginica
+86,5.483705160990219,3.0,4.421047668776304,1.452530626119763,Iris-versicolor
+87,5.64170606130243,2.9059917979569128,3.8515061475542733,1.3067821768143504,Iris-versicolor
+88,6.801314991231381,2.794304009054804,4.774614784066494,1.3939259050448967,Iris-versicolor
+89,6.691020198857689,3.2923932854033424,5.626877608981712,2.092007335057661,Iris-virginica
+90,5.585907662790087,2.5409791265214916,3.867049274870716,1.0798530735323881,Iris-versicolor
+91,4.915222431784217,2.400586658005941,3.458942794520713,0.9947259676978117,Iris-versicolor
+92,5.210177502217266,3.398759660833514,1.3889593493944574,0.1995773691624536,Iris-setosa
+93,5.537073343472713,2.64215039831016,4.424078462117638,1.2039230001473484,Iris-versicolor
+94,6.79621472748261,2.8058519282867453,4.7516861348483115,1.4014682294541863,Iris-versicolor
+95,6.704655296888581,3.0,4.975424192068616,1.698323122020296,Iris-versicolor
+96,6.325488117878808,3.1606691585139797,4.808977572931077,1.6793966559509121,Iris-versicolor
+97,6.289763156138128,2.5095932695246623,5.025988210220973,1.888900887257459,Iris-virginica
+98,4.608829059505073,3.594149816615863,1.0000003984463,0.18699092437826303,Iris-setosa
+99,5.582105040230938,2.4353192452832513,3.8373537902515977,1.0497710790836896,Iris-versicolor
+100,5.895415647362949,2.8809801394735843,4.499110693626358,1.4244946423023863,Iris-versicolor
+101,6.006756104174737,2.2210872027765696,4.168838114021842,1.0275337251296475,Iris-versicolor
+102,5.463775226121402,3.0,4.502823850850532,1.504209123558854,Iris-versicolor
+103,6.6693662691135325,3.0201213283435573,4.572775001657382,1.4553720043848541,Iris-versicolor
+104,5.957553321021678,2.8020133705024763,4.3770327151575055,1.1233854438425022,Iris-versicolor
+105,5.778839284907442,2.8193490548718296,5.098446877296101,2.3946073057402715,Iris-virginica
+106,4.4000004774341015,3.2264146298117553,1.2889888106354548,0.19397684656032688,Iris-setosa
+107,5.08298236507323,3.694642862065455,1.4923154511441292,0.3592992610180685,Iris-setosa
+108,6.010182303551237,2.195348294171312,3.9611108625193427,1.0436850572335954,Iris-versicolor
+109,5.320943182744595,3.375172338947124,1.5386481347601992,0.4632486548375154,Iris-setosa
+110,5.688524372454299,3.8018272098271177,1.5725434703374779,0.3217176133640224,Iris-setosa
+111,7.710782069883898,2.619282561832355,6.9,2.298550068450666,Iris-virginica
+112,5.02114990385787,2.0000006858960426,3.5060984763491265,0.9791053731144992,Iris-versicolor
+113,4.807061011491075,3.3921192111534935,1.9017779737681637,0.20324353124335187,Iris-setosa
+114,4.787014200099626,3.0,1.4014618832216967,0.33489284456748253,Iris-setosa
+115,4.40000047171864,3.1666173796302477,1.3059736667572228,0.2025319609335821,Iris-setosa
+116,5.197637050264641,3.4014069252014933,1.3955068122664576,0.2012322258253305,Iris-setosa
+117,6.705927301233229,2.511578370192235,5.769186833031172,1.7902436575162892,Iris-virginica
+118,6.246055108364695,2.8856609798032045,5.541097378850353,1.802912214846394,Iris-virginica
+119,5.256981756855714,3.5930303191867323,1.463172381961386,0.1982300701885104,Iris-setosa
diff --git a/iris/tab_ddpm/4/2/test.csv b/iris/tab_ddpm/4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/2/train.csv b/iris/tab_ddpm/4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/2/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
+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/4/2/val.csv b/iris/tab_ddpm/4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/20/synth.csv b/iris/tab_ddpm/4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d71553db02f19ef3c18ea515b1a95b65f0dbeb7
--- /dev/null
+++ b/iris/tab_ddpm/4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9310137889214065,3.20517498503689,4.787554173176079,1.8150864351775793,Iris-versicolor
+1,5.4781272737999265,3.0,4.492037380508256,1.5018554182369819,Iris-versicolor
+2,6.6091485356243105,3.2909517041505003,5.575834564962475,2.0657411820040874,Iris-virginica
+3,6.508628232048697,3.0,5.819731495885593,2.2009877623383516,Iris-virginica
+4,5.700425299129028,2.792433435564255,4.498250025712274,1.292575635619568,Iris-versicolor
+5,7.7079615557001,2.621393686292859,6.9,2.318325491996438,Iris-virginica
+6,5.653060133410706,3.0,4.1648518695040835,1.2640395644879276,Iris-versicolor
+7,6.680610037953221,3.314116583347894,5.700577838530138,2.5,Iris-virginica
+8,4.999317205526922,2.000000729475403,3.4692945864718037,1.013607815176861,Iris-versicolor
+9,5.11164312248554,3.297228410192406,1.6999006623521553,0.5128989190685502,Iris-setosa
+10,6.511829129305558,3.2015829406369996,5.118608474108949,2.021288775763977,Iris-virginica
+11,6.516259213652964,3.2163243239036836,5.174961252035592,1.9724979515826515,Iris-virginica
+12,4.992006676863859,2.0000005180459315,3.4635079702761757,1.0476098214450975,Iris-versicolor
+13,5.558290834539846,3.0,4.47337685590117,1.514234706461142,Iris-versicolor
+14,5.906828921159801,3.0,5.1496304754403575,1.8037471649127557,Iris-virginica
+15,4.500539266005275,2.3145952783866854,1.292350290999014,0.3098330603839665,Iris-setosa
+16,6.306638166742058,2.5070565535374025,4.984651241272683,1.8901295263611633,Iris-virginica
+17,5.461548213444771,3.0,4.500079180717712,1.50667523929294,Iris-versicolor
+18,6.925804759886108,3.083292657538088,5.933183714806729,2.163361900836996,Iris-virginica
+19,6.1927807620337365,3.384722555652314,5.427376480512124,2.3121397251178637,Iris-virginica
+20,5.693183441259929,2.9055988374313855,4.034582924839543,1.306589978700034,Iris-versicolor
+21,5.407430637392477,3.9142039861989,1.29562277326142,0.4440145594617171,Iris-setosa
+22,5.058882149684862,2.0,3.5527160521452616,0.8336324756472691,Iris-versicolor
+23,4.891911582578944,3.0698646432943666,1.4738383576144445,0.1,Iris-setosa
+24,4.964994363337073,2.4394936698379492,3.508367521643754,0.9952753092995483,Iris-versicolor
+25,6.128667646063189,2.8119921133144694,4.649332019880972,1.216797903322166,Iris-versicolor
+26,6.858748093576183,3.103502173607605,5.1669126208658405,2.3154200653006147,Iris-virginica
+27,4.78566232964102,3.4000062865179985,1.603373395823106,0.19944575370281842,Iris-setosa
+28,5.20117622003332,3.401941012858124,1.4013533712365536,0.20154242984860332,Iris-setosa
+29,6.004452898521339,3.0,5.16221192406136,1.8214820439872654,Iris-virginica
+30,5.97357424155624,3.18048313807995,4.761113048612916,1.745082856474239,Iris-versicolor
+31,6.302688948247155,2.721131777691798,4.91129907627703,1.8000767640980297,Iris-virginica
+32,6.200649043008601,2.1880397907383107,4.506471819606317,1.5067541677864722,Iris-versicolor
+33,6.358003916439614,3.3613895935995632,5.340355704459045,2.1887795740616336,Iris-virginica
+34,7.630381735099938,3.0,6.602523720352303,2.101185310475271,Iris-virginica
+35,5.1564855871241875,3.66798533548078,1.4705339427405781,0.20373335567628467,Iris-setosa
+36,5.509929398589336,4.199967391552362,1.2890624351264384,0.2121093075656358,Iris-setosa
+37,7.683342777177398,2.6140026892751296,6.899998684804931,2.308745564480148,Iris-virginica
+38,5.971508910691966,3.0,5.080141432586509,1.7825618231425862,Iris-virginica
+39,6.231251236292415,3.3940448267213665,5.37984246018664,2.3132399646947865,Iris-virginica
+40,6.684583738476606,3.2971356222115564,5.763170370745104,2.4999996010902095,Iris-virginica
+41,5.542718156219866,2.426341425346344,3.7581838950017064,1.0221982131436251,Iris-versicolor
+42,6.073931394774409,3.0,4.590457845427671,1.3926744995185276,Iris-versicolor
+43,6.0151258558367555,3.3661924370363376,4.498303303116315,1.5573725031025887,Iris-versicolor
+44,6.432814675289601,2.476233555034577,4.471463454897966,1.32679648680448,Iris-versicolor
+45,5.918808148325125,3.2665328583687754,4.774486008578648,1.7797036684802445,Iris-versicolor
+46,4.982219039173528,3.6295321360985664,1.4008472757180308,0.20242954856883613,Iris-setosa
+47,6.300115899882305,2.678417623719958,4.9010776868527275,1.804252135574525,Iris-virginica
+48,4.58537610792642,3.2272616660939306,1.4015834276085575,0.19737453508138145,Iris-setosa
+49,5.119193498609394,3.307226518121649,1.6911687858658067,0.4913967834430303,Iris-setosa
+50,6.686667132376484,3.32392517906357,5.751243251081064,2.499999603950718,Iris-virginica
+51,7.7052989192813115,2.612934053792441,6.9,2.3008462087147814,Iris-virginica
+52,6.239327360705025,3.381631108276155,5.416856781453361,2.306320326897241,Iris-virginica
+53,5.982034502537298,2.9814898809282697,4.538785497443876,1.5109936553146193,Iris-versicolor
+54,5.787967549927091,2.69859546761547,5.096051854427898,1.9006891326184705,Iris-virginica
+55,4.780099111820001,3.3995745286728734,1.7056620651406855,0.19748149415012106,Iris-setosa
+56,5.806756175570564,2.705814524418841,5.098044344373404,1.9096758434785477,Iris-virginica
+57,5.455006877564507,3.3967949429433544,1.6611562112363452,0.1999421757893335,Iris-setosa
+58,7.672837266548013,2.933514795399889,6.624996381555229,2.0212851028420658,Iris-virginica
+59,6.756049461739065,3.2600320399285625,5.794914689309052,2.201494726107858,Iris-virginica
+60,6.5762054004252315,3.0,4.404974869889535,1.3891792753449312,Iris-versicolor
+61,6.676126751980747,3.305625580709357,5.712918374877349,2.5,Iris-virginica
+62,5.134251034424429,3.2832621987158928,1.6478964561677827,0.493208533040706,Iris-setosa
+63,6.005471252645408,3.22191540013099,4.844541667989093,1.7987604639055172,Iris-versicolor
+64,6.426460451007417,2.9877901220803786,5.5089311439170086,1.7996396210747303,Iris-virginica
+65,6.279045372282392,2.897674818324038,5.582323804965975,1.7941209031424878,Iris-virginica
+66,7.574682709902291,3.0,6.557915389434095,2.087191240182126,Iris-virginica
+67,6.946695184527448,3.0,5.7816113671666365,2.1448238956201124,Iris-virginica
+68,4.598453058941739,3.1589763465799803,1.3967682160728971,0.1994168347859579,Iris-setosa
+69,5.510320335176394,2.384442857513235,3.748085691275988,1.0139144254081647,Iris-versicolor
+70,7.7080870309556735,2.5509270734804765,6.9,2.3034154304316563,Iris-virginica
+71,5.704432298395894,3.0,4.209619900401959,1.1931050731941488,Iris-versicolor
+72,4.894550032167893,3.0638383387957155,1.472897193399601,0.1,Iris-setosa
+73,6.122337746699999,3.0,4.6103904348803395,1.3754757322911402,Iris-versicolor
+74,5.015604232813076,3.0,1.5761336780617659,0.19618606704285513,Iris-setosa
+75,6.2358498191782505,2.912655398125115,5.6080964616743225,1.8063096162584735,Iris-virginica
+76,7.66251178507688,2.936013735651152,6.671783453040257,2.0624592916564826,Iris-virginica
+77,4.785394115317345,3.0,1.3599942702301153,0.1,Iris-setosa
+78,5.4722050128011235,3.0,4.484747926177678,1.5078062119321616,Iris-versicolor
+79,6.90316569972336,3.1187726903992763,5.096827492644379,2.317163254329221,Iris-virginica
+80,4.991640969857581,2.000000585593857,3.4538143858379042,0.8739474090581227,Iris-versicolor
+81,5.994254473830805,3.3983936132006365,4.464069896173763,1.6022823810343625,Iris-versicolor
+82,6.310449243063061,2.522442277171843,4.996930647815497,1.917038498641635,Iris-virginica
+83,5.665740249290394,3.769556971067641,1.5647322637859018,0.30632668058447504,Iris-setosa
+84,6.049542020284322,2.79653136734662,4.693371773814502,1.196274482865409,Iris-versicolor
+85,7.675036043254543,2.792468803163756,6.673945206320714,1.9771793323539373,Iris-virginica
+86,4.889288545121486,3.0623851959338384,1.4721488463073027,0.10000010216713037,Iris-setosa
+87,5.607224873520621,3.0,4.062057261080016,1.3031145077251225,Iris-versicolor
+88,4.901543179547628,2.413091758482232,3.466800787076714,0.9932438629874145,Iris-versicolor
+89,5.789775488489493,2.6750498007470664,4.057796181547175,0.9771530856872483,Iris-versicolor
+90,4.601105064218662,3.5983350269162835,1.0,0.2041393413660509,Iris-setosa
+91,5.440728281655218,3.4142230944442895,1.7502279467326949,0.1936815362026597,Iris-setosa
+92,6.658510648184486,3.260843178410713,5.729844614814545,2.499999595765204,Iris-virginica
+93,6.913623276062516,3.0,5.861037432181778,1.9611528799393347,Iris-virginica
+94,7.001850211542917,3.1025237492547597,5.152613530492875,2.292253564172464,Iris-virginica
+95,6.583173889774116,3.2206948453109097,5.1865772550241465,2.062884511740396,Iris-virginica
+96,4.812220975129497,3.396352958855446,1.5663253941240907,0.20069765170403805,Iris-setosa
+97,5.975112305365783,3.265520080645791,4.717712256137294,1.7558153263588572,Iris-versicolor
+98,5.813220804600745,2.715147273725886,4.146647765623892,1.032931394793943,Iris-versicolor
+99,5.904550029082024,3.1586988096814066,4.775334165443602,1.7835067867740213,Iris-versicolor
+100,5.608859969634389,3.0,4.125359009998819,1.3080069545802404,Iris-versicolor
+101,5.013698586785867,3.3893746597563683,1.6320009641924798,0.45334702182235675,Iris-setosa
+102,5.8181521995520376,2.7976645957451107,5.091254643759951,2.383777529556994,Iris-virginica
+103,6.328385507158942,2.8899196544499897,5.5824675142749784,1.8130921472212493,Iris-virginica
+104,4.815030137468805,3.0,1.4069651092890076,0.29530931195011517,Iris-setosa
+105,6.7190452467844555,2.470061308489141,5.83629235339188,1.8024785802504921,Iris-virginica
+106,4.986591525101614,2.0,3.509133173614946,1.0036413860171276,Iris-versicolor
+107,6.793736642632981,2.571918469293049,6.0044817586350945,1.8263478036883045,Iris-virginica
+108,5.876737730551507,3.0,5.094968257752067,1.8038046524432476,Iris-virginica
+109,5.495239722662524,2.3540929341386576,3.588764668965182,0.8433760368836465,Iris-versicolor
+110,5.936998437115446,3.212041973989782,4.809190661415466,1.8179292470142356,Iris-versicolor
+111,5.690557886634042,2.5682949457289284,4.051517371000415,1.0881997762238311,Iris-versicolor
+112,5.501837731942411,2.612493857829069,4.407360362167903,1.201799179645709,Iris-versicolor
+113,5.647465243963586,2.8976576270908816,4.023625236535854,1.2818718261773248,Iris-versicolor
+114,5.739622976299859,2.842686994278023,4.426506813584163,1.3265380762356795,Iris-versicolor
+115,5.985658633089348,3.413610175972403,4.510243562108998,1.5513571955714474,Iris-versicolor
+116,5.961418901525847,2.1819146360936603,3.9366501513123464,0.9131892149467016,Iris-versicolor
+117,5.325943129403809,3.8218571393131353,1.4050445966608718,0.39614915387028526,Iris-setosa
+118,6.001242038505737,2.8271332912411444,4.6350213569840095,1.279378132223889,Iris-versicolor
+119,5.691451830800074,3.0,4.216592494780442,1.226661152266526,Iris-versicolor
diff --git a/iris/tab_ddpm/4/20/test.csv b/iris/tab_ddpm/4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/20/train.csv b/iris/tab_ddpm/4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/20/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
+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/4/20/val.csv b/iris/tab_ddpm/4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/21/synth.csv b/iris/tab_ddpm/4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..252612e213f8c7ecebc227f8bed53b17df161e31
--- /dev/null
+++ b/iris/tab_ddpm/4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.332769889261891,2.946075089605137,5.54195630389423,1.8227057369352044,Iris-virginica
+1,5.726266035124322,3.7817643268726333,1.56683583192165,0.2987177727698763,Iris-setosa
+2,6.697748339401137,3.0,4.975074089955873,1.6913214123189633,Iris-versicolor
+3,4.4,3.193559012235767,1.303897957347407,0.2003977653666066,Iris-setosa
+4,7.6941038893320775,2.785852216060903,6.71716928440269,2.035323555914454,Iris-virginica
+5,7.325386674034654,2.9117458742118436,6.333285076946297,1.8254912955483478,Iris-virginica
+6,4.815122599119223,3.321367707718058,1.5765039142875936,0.19871305467752698,Iris-setosa
+7,6.184706856657671,2.1839716620190517,4.500739091465064,1.5174011825708669,Iris-versicolor
+8,5.386079449765613,3.4065444350344647,1.5367002374443348,0.19702875894921573,Iris-setosa
+9,5.1057701726426625,3.3093754420056407,1.8183048521349865,0.47484215124534135,Iris-setosa
+10,5.871481275884507,2.8162726423956053,4.4404247351494375,1.1473014937700563,Iris-versicolor
+11,6.092357416960533,3.0,4.578806557911998,1.3840046294391277,Iris-versicolor
+12,6.677424108035963,3.318504297926311,5.674676848323474,2.1452102170440264,Iris-virginica
+13,5.894026920478753,3.0,5.155647678236472,1.79570259229305,Iris-virginica
+14,6.428008197959455,2.9131763147577665,4.303191135880733,1.311545652188516,Iris-versicolor
+15,6.720295475746402,3.290113245903565,5.7255254748338045,2.499999515641711,Iris-virginica
+16,5.455013514833784,3.406889490320128,1.5983965185796434,0.20032304267229192,Iris-setosa
+17,4.899163828780052,2.3943690472397847,3.4452585600550565,0.9276079513592785,Iris-versicolor
+18,5.144041058128078,3.3761470349327523,1.3835304102310593,0.19619883405816574,Iris-setosa
+19,7.698840767592299,2.6206537285248483,6.899999001383032,2.278434122702842,Iris-virginica
+20,4.892754022741742,3.0894038090443274,1.4989455521475668,0.10000011008041494,Iris-setosa
+21,6.205493069263632,3.3801182841074793,5.39419233664837,2.281326612096118,Iris-virginica
+22,5.986594850501691,2.9043826372840376,4.526835290364709,1.5174393497571106,Iris-versicolor
+23,4.790941218652727,3.0,1.3808129749245446,0.2969391843287388,Iris-setosa
+24,5.503749266106692,4.2,1.401402732170415,0.19804029119532326,Iris-setosa
+25,5.106406046662727,3.6540512303873856,1.5286483575065575,0.46883711038908804,Iris-setosa
+26,4.896637503131869,3.1000558663260502,1.480847187274816,0.1,Iris-setosa
+27,5.8059227912517075,2.697913419633095,5.086048587422761,1.8671357970682487,Iris-virginica
+28,6.235968061157036,3.398550735068867,5.4509362215526025,2.3021082164400632,Iris-virginica
+29,5.878025314727219,3.218466174749465,4.774994304504145,1.814422393854902,Iris-versicolor
+30,4.40000055381718,3.201175931305129,1.2838871009488306,0.1993100044915894,Iris-setosa
+31,5.318363725834483,3.0,4.501478296436805,1.51793251265324,Iris-versicolor
+32,6.23926832270983,3.3577927406658534,5.416756215626392,2.3041267325218406,Iris-virginica
+33,4.787044739035998,3.392850506786096,1.9303021479870668,0.18718827477819378,Iris-setosa
+34,5.094365189925485,3.330085741746082,1.7336590223913426,0.42901359596490574,Iris-setosa
+35,5.18956596183192,3.3951752849763475,1.3796671346988505,0.19887310124547483,Iris-setosa
+36,5.008707612530969,2.0,3.5005913421464983,0.7449958307367706,Iris-versicolor
+37,5.804779797948358,2.697346824856502,5.090714273039997,1.9162738210834536,Iris-virginica
+38,5.326184259090143,3.7159168417206923,1.5083422861194953,0.20234812635212418,Iris-setosa
+39,6.72696952614819,3.2960363745656407,5.734999843445454,2.108525808227129,Iris-virginica
+40,4.873938841478988,3.051811420348897,1.4676092275052028,0.1000001053034585,Iris-setosa
+41,6.382255399450546,2.890441396108175,4.311906349426723,1.2881583161231354,Iris-versicolor
+42,5.614191288842006,3.7954092542598215,1.5340628361776723,0.29179181333396403,Iris-setosa
+43,5.524868990917844,2.595611420227594,4.366863863840669,1.1855782299824806,Iris-versicolor
+44,5.811938746358409,2.801420014186682,5.155803026790033,2.3874275936097606,Iris-virginica
+45,6.425100419221165,2.913969104578195,4.292185083917928,1.3230370762692436,Iris-versicolor
+46,5.610559999977551,2.349283600121359,3.752089950347087,0.9638929208525788,Iris-versicolor
+47,5.14735326919084,3.5823928070472695,1.436553002798298,0.2004662939175842,Iris-setosa
+48,7.691541686786984,2.8082485112572138,6.69582761285243,2.0299964374630584,Iris-virginica
+49,5.794187096126193,2.808700707395977,5.099371629931048,2.4066098969432415,Iris-virginica
+50,4.878126194085632,3.0,1.3999796659283783,0.20183440167018504,Iris-setosa
+51,5.550905388852588,3.0,4.49350487254694,1.4915299794268857,Iris-versicolor
+52,5.439330409726518,3.0,4.486691076163828,1.5019400085501058,Iris-versicolor
+53,6.31546302048851,3.29745355477977,4.693756476430578,1.5722474867210503,Iris-versicolor
+54,4.593491521104589,3.5211922717948703,1.0000003768970662,0.20245406715086453,Iris-setosa
+55,7.493866103591156,2.882549935664813,6.478287618164651,1.843790797307873,Iris-virginica
+56,4.909641596237366,2.3864115274984234,3.377577887409984,1.0044486696370325,Iris-versicolor
+57,4.506474257170292,2.292338982378378,1.3145031483863598,0.38987810194437567,Iris-setosa
+58,4.494555777310468,2.3365863016150983,1.2994207879394453,0.2992921318184868,Iris-setosa
+59,5.10658790842737,3.7212463980530424,1.482094643761901,0.4172821885763112,Iris-setosa
+60,5.785063980149134,2.8143072186021767,5.107380393311227,2.4059653849540874,Iris-virginica
+61,4.904747343931689,3.0,1.4119989261450567,0.20165542012635856,Iris-setosa
+62,4.9097506664017505,2.4234815869827466,3.4443503128822726,1.0014909829231178,Iris-versicolor
+63,6.3061756862687925,2.7015535262317165,4.865272198409141,1.8056256288729529,Iris-virginica
+64,5.127495861698389,3.2975270135576285,1.63195140702778,0.5433961156437006,Iris-setosa
+65,5.545525290125605,2.39975436632616,3.7014183069886677,1.0272492899491856,Iris-versicolor
+66,6.704821795755075,3.2828056532681447,5.712505629104512,2.4999996377103204,Iris-virginica
+67,5.9023577552984525,3.2086577161550323,4.776075264948725,1.7878540434900976,Iris-versicolor
+68,5.910674192398816,3.206685129810579,4.802307955069894,1.811160595204837,Iris-versicolor
+69,5.1599279255944275,3.4594608419916395,1.4078636973051415,0.1968999101040651,Iris-setosa
+70,5.0540053050838765,3.5304586583966224,1.4029329827514456,0.20332946185293904,Iris-setosa
+71,4.810311772183003,3.4101637434480185,2.1161995358148635,0.20016518198720026,Iris-setosa
+72,6.254185784477315,2.2664251188515507,4.4376847242933,1.3587490359476433,Iris-versicolor
+73,6.173237647256596,3.3769174566367273,5.395334375013403,2.285385879313161,Iris-virginica
+74,6.048855526808951,3.3923632936908077,4.530783087379002,1.611468188985571,Iris-versicolor
+75,5.96923955203597,3.192906804418197,4.561909414265676,1.541292075071751,Iris-versicolor
+76,6.6719752438213344,3.295310273142204,5.730870184354113,2.4999995001683453,Iris-virginica
+77,7.078131385786208,3.1471724687573817,5.967857376761581,2.2341892306356486,Iris-virginica
+78,7.299247355004713,2.92184179844434,6.2317407377684075,1.8072759186752163,Iris-virginica
+79,6.7585843762978755,3.1840876269043434,5.173996625641763,2.2677404927674045,Iris-virginica
+80,7.6036769709785235,3.0,6.602347601816614,2.0816477708092442,Iris-virginica
+81,5.796389027313616,2.7962250707949625,5.088121553213042,2.413111340535822,Iris-virginica
+82,6.892906818168144,3.1117505686267286,5.086016221343578,2.285501419740995,Iris-virginica
+83,7.7034382333115445,2.6046130855889804,6.899998995608888,2.3087183887136535,Iris-virginica
+84,6.365450845808044,2.8895800892176067,4.2582205596252445,1.2949296088632047,Iris-versicolor
+85,5.81710575083765,2.7973611992238268,5.091068764829919,2.396413636829582,Iris-virginica
+86,5.556587142023749,3.0,4.478634128049969,1.490272630719572,Iris-versicolor
+87,5.986835367527576,2.2003736095662245,3.985365055290287,0.9278769000493214,Iris-versicolor
+88,5.031682980563049,2.00000083471763,3.502796715670193,1.004990855689633,Iris-versicolor
+89,6.48238891652982,3.0,5.807735672182306,2.169505955924887,Iris-virginica
+90,6.387373544569566,2.8911206779602594,4.320807018295756,1.291036906427725,Iris-versicolor
+91,4.824127955459424,3.0,1.3902228173574258,0.29572743611311564,Iris-setosa
+92,5.7325720740276696,2.8078651145654865,4.515165859759699,1.3112633465195416,Iris-versicolor
+93,4.898908081878419,3.119966148062793,1.4929254012954654,0.1,Iris-setosa
+94,5.506866223941655,2.4757819622806427,3.779497666279947,1.0314844920326953,Iris-versicolor
+95,4.905762725749193,3.106347066525323,1.5139363817237417,0.10000010585357567,Iris-setosa
+96,5.007896798582938,3.4099858441870556,1.5747969799829598,0.39174381711430084,Iris-setosa
+97,6.746425950524992,3.162631329477985,5.931518221612372,2.296971913482656,Iris-virginica
+98,5.944403510943827,2.1687551234754614,3.9840119322704624,0.9812028525223688,Iris-versicolor
+99,6.098493363670143,3.0,4.604493336899622,1.4000894965954875,Iris-versicolor
+100,4.7880665676550915,3.0,1.3638790701711567,0.3472278944557166,Iris-setosa
+101,6.711908687069127,2.499033926241804,5.8686946652969265,1.8012665536771852,Iris-virginica
+102,6.677923833916253,3.264495721824691,5.673854091523911,2.5,Iris-virginica
+103,6.215542105632155,3.4111234529913066,5.370039832433291,2.300927794346558,Iris-virginica
+104,6.492192088109346,3.0,5.76151642621543,2.166474734517298,Iris-virginica
+105,6.316791519521835,2.9000396736237084,5.528342287773633,1.7889663774516882,Iris-virginica
+106,7.330953452926013,2.900314821895022,6.355421276498827,1.812960590524962,Iris-virginica
+107,5.454997884433078,4.2,1.396931755284032,0.1960806759248151,Iris-setosa
+108,7.9,3.8109760416131255,6.427822041271312,1.9915944042450653,Iris-virginica
+109,5.608298112328563,2.5004954248143587,3.920776553973837,1.1129956581116627,Iris-versicolor
+110,6.033170345045225,2.9048532151768485,4.49414732316706,1.4976216476449398,Iris-versicolor
+111,6.3132094012571205,2.2366368031284622,4.529705880869087,1.3872574599241538,Iris-versicolor
+112,5.479043551095821,4.2,1.410101131368865,0.20266909738721062,Iris-setosa
+113,5.822540523411907,2.714216802091896,5.09319477676488,1.87476805247686,Iris-virginica
+114,6.022779706898851,2.9583807156407786,4.5088638381676756,1.3976019418709267,Iris-versicolor
+115,5.392107760596533,3.40443127488912,1.5771405213368836,0.2008347657791135,Iris-setosa
+116,4.818607502221701,3.0,1.402403367184943,0.29604853327644,Iris-setosa
+117,5.35088058327309,3.3975137016245283,1.5327069294232742,0.2710965738270575,Iris-setosa
+118,4.4,3.2224135465638715,1.2824399960384536,0.20644306112198976,Iris-setosa
+119,4.892542660013637,3.0,1.3853391115846658,0.20057801495493005,Iris-setosa
diff --git a/iris/tab_ddpm/4/21/test.csv b/iris/tab_ddpm/4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/21/train.csv b/iris/tab_ddpm/4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/21/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
+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/4/21/val.csv b/iris/tab_ddpm/4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/22/synth.csv b/iris/tab_ddpm/4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..589a40c57cd29f8f4d5e8810bc298002b40df105
--- /dev/null
+++ b/iris/tab_ddpm/4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.304668513857163,2.7060791627174545,4.896506929365633,1.7963011023669673,Iris-virginica
+1,4.9757302077017025,2.0,3.471317761723656,0.8680953327265704,Iris-versicolor
+2,5.116556771160964,3.28680632978309,1.699747009650989,0.5614090413727046,Iris-setosa
+3,5.488928807711208,3.0,4.5533324419809444,1.501959791091556,Iris-versicolor
+4,5.959781703131438,2.2019310311170344,3.951871666796461,0.9898564430729464,Iris-versicolor
+5,7.292486835935584,2.89320197886098,6.283395500683279,1.799762997573096,Iris-virginica
+6,5.197278942600701,3.778526484255697,1.4916120204231096,0.45955770255370354,Iris-setosa
+7,5.681849368621508,3.7988557837783654,1.679341787252092,0.32891023116218876,Iris-setosa
+8,6.124345475515014,2.802189415298581,4.672875229880531,1.1715027809304661,Iris-versicolor
+9,6.652193383686656,3.3044232117752967,5.7212345163473906,2.499999602451581,Iris-virginica
+10,6.017011743139421,2.887835356170617,4.516619189192111,1.4763862457746073,Iris-versicolor
+11,5.854346966818383,3.098902410064827,4.71319503803935,1.71411256588383,Iris-versicolor
+12,5.48581492951077,3.0,4.494900598934157,1.5031676536274068,Iris-versicolor
+13,6.303853893803766,2.895262806744217,5.608816063505695,1.7960600800238233,Iris-virginica
+14,5.241949488041495,3.4162885399375598,1.4027365617976904,0.21364886070855532,Iris-setosa
+15,6.082978920385945,2.7959273354708705,4.750889588760326,1.1948025814380367,Iris-versicolor
+16,5.171481230930443,3.3861959314746324,1.3881302826491884,0.19603270359234828,Iris-setosa
+17,6.707598565569016,3.1013619463602873,4.678538037544116,1.5190368865293546,Iris-versicolor
+18,6.593715522518734,3.0,4.391274641984605,1.3920165754610274,Iris-versicolor
+19,6.192479678763491,2.2880102526265667,4.2933740596286745,1.2250182745287983,Iris-versicolor
+20,6.512637181085654,3.0,5.483511587739851,1.801730077317825,Iris-virginica
+21,5.681892966103985,2.803109289213677,4.481762810271297,1.3087412716508224,Iris-versicolor
+22,7.59652041986019,3.0,6.589455670308765,2.1278685193299323,Iris-virginica
+23,7.703223059119889,2.5903563467232664,6.899998786501822,2.2798637591309268,Iris-virginica
+24,5.577418097133618,2.422954509949158,3.802778313025983,1.0390804995312182,Iris-versicolor
+25,6.143031707688825,3.0,4.623250107547514,1.4105679818410246,Iris-versicolor
+26,7.347902605220701,2.894852958465542,6.339141848872995,1.805624526755069,Iris-virginica
+27,4.795224256220536,3.0,1.3683194304659252,0.10000013807450288,Iris-setosa
+28,6.698197809501913,3.2972989640366204,5.7959100877860426,2.49999963738514,Iris-virginica
+29,4.5881102922626695,3.2068256096566787,1.3817505167278,0.2012537978817227,Iris-setosa
+30,6.680826534067866,3.0961753685657714,4.693826579919582,1.5116431783831383,Iris-versicolor
+31,5.530825482607628,3.0,4.514886147721381,1.555213459963843,Iris-versicolor
+32,6.763028963080566,2.8037425339833084,4.815008153134338,1.443554236160744,Iris-versicolor
+33,5.007927396330632,3.0,1.5776269767636801,0.20210134626422124,Iris-setosa
+34,6.735361686822928,3.2741831996114,5.739723949829598,2.1084282609998874,Iris-virginica
+35,5.662818925437868,3.0,4.200107358161923,1.1986893113578585,Iris-versicolor
+36,5.594552593430489,2.965340826832401,3.7752191559562966,1.3168413675808213,Iris-versicolor
+37,7.627728754306755,2.8509784705812216,6.61474530717709,2.022989738918412,Iris-virginica
+38,6.908393688624907,3.1013097354078254,5.113218163361573,2.2885333329576363,Iris-virginica
+39,4.806125336216057,3.4029764292815887,1.5772058999444463,0.19915993608364604,Iris-setosa
+40,5.6867210430492845,2.5638693335139404,4.074416341874143,1.065800063406282,Iris-versicolor
+41,5.518196381428488,3.0,4.499524262638396,1.4991282593125121,Iris-versicolor
+42,6.682941898703077,3.0,4.928096746198207,1.6801228270613167,Iris-versicolor
+43,6.030344368296241,2.8971084361992196,4.517591941305597,1.425011229504216,Iris-versicolor
+44,6.086449130792707,2.805159241870461,4.697525394098377,1.1846290275190265,Iris-versicolor
+45,5.51539570362306,3.0,4.489619957083231,1.5216821685049442,Iris-versicolor
+46,5.406133608938705,3.401312285390261,1.6831051953177605,0.20081677157780312,Iris-setosa
+47,5.998654002045694,2.2015142262805876,4.041633566378048,0.9728924381465076,Iris-versicolor
+48,6.7988430303302625,2.8002203724672916,4.803043900456153,1.4031250894747893,Iris-versicolor
+49,6.324662390536544,2.9255794046298096,5.553260833495959,1.78857423940779,Iris-virginica
+50,5.909136273585744,3.205144185092808,4.805084709819491,1.797344059828453,Iris-versicolor
+51,6.1909082461212,3.390849393603632,5.5004124339787595,2.306332972487017,Iris-virginica
+52,5.79217868559013,2.691851148314506,5.115723704948219,1.8840692046745882,Iris-virginica
+53,4.9723559092427205,3.3932150996034243,2.0180831401602415,0.305329506868528,Iris-setosa
+54,4.9085652035299825,3.0,1.3770668126255254,0.19788615998830744,Iris-setosa
+55,6.298055774793432,2.6964643300382387,4.897017319295743,1.8015316066911284,Iris-virginica
+56,6.217661582694067,3.3941136675794294,5.408425929160334,2.3019332156037144,Iris-virginica
+57,4.899078822566287,3.0,1.4003273660335274,0.20010645232698906,Iris-setosa
+58,6.107798283239527,2.8583838469884397,4.5632434935076045,1.3448466359504603,Iris-versicolor
+59,6.661905230307577,3.334386629485803,5.682276949722172,2.499999605981558,Iris-virginica
+60,6.308606077080198,2.7090469523435705,4.898830631757576,1.799156599180089,Iris-virginica
+61,5.608525534551741,3.0,4.145437639719954,1.3156429640202019,Iris-versicolor
+62,5.051378396131207,3.5402421594128533,1.396360951296177,0.20171742995742714,Iris-setosa
+63,7.688333989892822,2.600668472511015,6.899998853804359,2.3052867194999855,Iris-virginica
+64,5.749692094765742,3.0,4.23300201043172,1.1763394303647534,Iris-versicolor
+65,6.6915321249027215,3.2884488712987126,5.667726862145472,2.5,Iris-virginica
+66,6.687776674857217,2.4876196090867397,5.802885652339546,1.790602427114657,Iris-virginica
+67,5.798442957209252,2.842290026510658,4.5244537076380675,1.3527129317923952,Iris-versicolor
+68,5.139812850806413,3.3217259919287305,1.738427716363255,0.512637948203809,Iris-setosa
+69,5.574849573984371,3.780375984695409,1.548357398573617,0.26798966172999095,Iris-setosa
+70,6.044098340066075,2.808123184589879,4.719130626185614,1.2101068732312892,Iris-versicolor
+71,4.508681868821051,2.3406183683507957,1.2965849058908558,0.3214006425903152,Iris-setosa
+72,5.779567903399547,2.8064786690179866,5.211182019362965,2.399702106744353,Iris-virginica
+73,4.497749462496588,2.3541456262820297,1.2807265648405215,0.29632639545205997,Iris-setosa
+74,5.521832638783943,2.425417588709418,3.7401419057778917,1.0224864686807609,Iris-versicolor
+75,4.803908816433376,3.0,1.3956731294987417,0.10000010540873906,Iris-setosa
+76,6.581307788807088,3.0,4.471401575620266,1.398843709630448,Iris-versicolor
+77,7.009222681235029,3.1188176944797963,6.0251738486201605,2.2470439141391383,Iris-virginica
+78,5.358157160463484,3.3951677256433364,1.6920750156767588,0.19923367066827705,Iris-setosa
+79,4.4,3.200671649037411,1.2753005456400786,0.19829476733823115,Iris-setosa
+80,5.010589932865594,3.593928102030452,1.4006565625031682,0.20015117375808908,Iris-setosa
+81,5.674019213419175,2.8754435088237322,4.477248927386262,1.3324296611159223,Iris-versicolor
+82,6.79417207153071,3.1848678039906737,5.897813540357068,2.311667714072842,Iris-virginica
+83,4.595339642345715,3.1988859661334716,1.4040376652452922,0.1982157870887119,Iris-setosa
+84,6.330509020400126,2.293270340322802,4.421120896162007,1.2982622303894549,Iris-versicolor
+85,7.899998349363753,3.757297957490875,6.414582462093387,1.996862642457107,Iris-virginica
+86,5.831769128135844,2.703628443268613,4.104172211929424,0.9983442301952747,Iris-versicolor
+87,6.893646584692479,3.1528100770012806,5.479764931580774,2.2791423544843945,Iris-virginica
+88,7.702988687729953,2.806506945515424,6.692442675339481,1.9973307324185403,Iris-virginica
+89,5.62965572658541,3.0,4.137485106994379,1.2933359674760716,Iris-versicolor
+90,4.82230531889259,3.0,1.3815391202633265,0.1,Iris-setosa
+91,6.70951124535691,3.129813385544422,4.703564210832374,1.5147224761997014,Iris-versicolor
+92,5.653677082472743,3.0,4.179049312937109,1.2693718967262466,Iris-versicolor
+93,4.815239735070003,3.0,1.3899795106471282,0.3639442678132983,Iris-setosa
+94,6.461098645556461,3.0,5.505688831448138,1.8076495914719806,Iris-virginica
+95,5.788384078402094,2.6606132083489484,4.0990260517192665,0.9159367113910339,Iris-versicolor
+96,4.8937417606091556,3.0,1.4016858898140188,0.20294194554476772,Iris-setosa
+97,5.025248156667531,3.5493116942595893,1.3926455891740404,0.2024768451335801,Iris-setosa
+98,5.695040653443907,3.0,4.2227271195490275,1.2250456705206159,Iris-versicolor
+99,6.105055089178506,3.0,4.590445130609983,1.4035850369914427,Iris-versicolor
+100,6.794672398124544,2.8091034190886743,4.759102727007467,1.3880412040249666,Iris-versicolor
+101,4.795364562770928,3.0,1.3977248830533937,0.1,Iris-setosa
+102,4.600445786597152,3.5206113124307095,1.00000038807269,0.20518600455270042,Iris-setosa
+103,5.5821626254461805,3.0,4.211110405371562,1.3252461429953288,Iris-versicolor
+104,4.816001959305663,3.4110833035265014,1.7162627619731767,0.1966076849208988,Iris-setosa
+105,4.982431536193804,2.000000523469971,3.5522132379756433,0.9135885390470055,Iris-versicolor
+106,6.808768266228765,2.788791043674081,4.798114117146304,1.3944978992137271,Iris-versicolor
+107,6.6862984186845305,2.4580943627585183,5.7919417004870635,1.816241925471139,Iris-virginica
+108,5.578183200497647,3.0,4.127427633355325,1.3027877770610388,Iris-versicolor
+109,5.457388214853346,2.371556529242787,3.6654469053232264,0.9995814224379969,Iris-versicolor
+110,6.492229714567111,3.0,5.785709425842512,2.2024102329861392,Iris-virginica
+111,5.485879202675353,4.2,1.3912833279611567,0.2022378459893952,Iris-setosa
+112,7.267859998981963,2.91092592983637,6.298772585938574,1.812821980272651,Iris-virginica
+113,6.106682884436647,3.0,4.6221781381940215,1.392552516517438,Iris-versicolor
+114,7.899998192332388,3.8308161353271584,6.353896810849758,2.036829643981562,Iris-virginica
+115,6.824921162948323,3.1572461019989984,5.720030318958027,2.2948875629903167,Iris-virginica
+116,6.539553629523517,3.3736658578555057,5.5913150534379135,2.1309373602227732,Iris-virginica
+117,5.510659733983693,2.6285771621561436,4.433497197255145,1.2075535618679616,Iris-versicolor
+118,5.779843128301023,2.692533504748139,5.121194681736112,1.8923668799046744,Iris-virginica
+119,4.8897698677998545,3.062053718724273,1.4690028360807337,0.10000010843493733,Iris-setosa
diff --git a/iris/tab_ddpm/4/22/test.csv b/iris/tab_ddpm/4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/22/train.csv b/iris/tab_ddpm/4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/22/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
+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/4/22/val.csv b/iris/tab_ddpm/4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/23/synth.csv b/iris/tab_ddpm/4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..297e3b9c722bdba310651009b9c4b08cd5bf0831
--- /dev/null
+++ b/iris/tab_ddpm/4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.701962996771807,2.791232485571482,4.502611843911957,1.2935662548422313,Iris-versicolor
+1,6.635452307710484,3.0,4.438056180563347,1.4252685846631008,Iris-versicolor
+2,6.072960343951602,3.388729524724929,4.532545535705719,1.6136075575030748,Iris-versicolor
+3,5.583146140374186,2.4723897048817927,3.8548276900337215,1.10132299092114,Iris-versicolor
+4,7.61771077593899,3.0,6.6376777233627635,2.087882841373918,Iris-virginica
+5,5.913937145840351,3.2132446098407037,4.7964921812200885,1.8140436829888098,Iris-versicolor
+6,5.414754108832685,3.8960329769483173,1.3045866817850151,0.3766950787936093,Iris-setosa
+7,6.207025792170173,3.390902082239011,5.387723587495042,2.2915107272557798,Iris-virginica
+8,6.2946916304364136,2.5065299237190195,5.046000584479945,1.89386678533562,Iris-virginica
+9,4.96866551366425,2.0,3.53603270484127,0.8333369468825187,Iris-versicolor
+10,5.115949731188902,3.2711577013293764,1.7081423527682975,0.5308754763574339,Iris-setosa
+11,5.437698397885524,3.0,4.550995404702226,1.4848538950582173,Iris-versicolor
+12,5.994604511786991,2.183631152234776,3.92722508416715,0.9466911354325698,Iris-versicolor
+13,5.219563844634873,3.440928345539558,1.4387214117563185,0.19754659459725948,Iris-setosa
+14,6.7826789172168995,2.7833197998802275,4.789880005942992,1.3950604359162573,Iris-versicolor
+15,7.704742471413485,2.811995140445388,6.707151749968624,2.010251225880934,Iris-virginica
+16,6.655777370343873,3.279506470399861,5.629383637124512,2.0736147994716663,Iris-virginica
+17,4.5951642759506575,3.2210610512708224,1.3954965834655457,0.1987840608823851,Iris-setosa
+18,6.701951402965838,3.0,4.997087219809095,1.7158643934894346,Iris-versicolor
+19,6.030096906791757,2.2051411626919424,3.9598280744532475,1.0112029467626915,Iris-versicolor
+20,6.790402571919832,2.8007802139245612,4.783975336561898,1.409115896769477,Iris-versicolor
+21,4.993646633320469,2.0,3.52341733052943,1.0228596164350257,Iris-versicolor
+22,4.9845676224357,3.0,1.5480488937895653,0.20056967270846127,Iris-setosa
+23,5.130614434171277,3.478159917822012,1.3811679671371775,0.1919529191981123,Iris-setosa
+24,5.5550684411616995,2.477963973871608,3.8421140184755362,1.0730747722919223,Iris-versicolor
+25,6.674406258762733,3.3060446883930426,5.680509656729146,2.0896871220664393,Iris-virginica
+26,6.698113992175445,3.1254622031451698,4.676157852201157,1.4952895953748042,Iris-versicolor
+27,6.785531854442309,2.8074847617549956,4.768677116631227,1.3870346820206878,Iris-versicolor
+28,6.406343472973169,2.9024513964873084,4.260400101897411,1.3037652516706972,Iris-versicolor
+29,7.899998096345678,3.781104264428453,6.410996075630729,1.9667176306908305,Iris-virginica
+30,4.4,3.202155316571681,1.2822113949714105,0.2084304811230991,Iris-setosa
+31,5.192787272225569,3.4093588612241024,1.37547450146969,0.19971901220286215,Iris-setosa
+32,4.789871055545691,3.402105724266228,2.0142614689691722,0.20166283000988494,Iris-setosa
+33,6.712678435188523,3.089228910217459,4.653328683452321,1.4838736729517548,Iris-versicolor
+34,6.706774232149229,3.2918023191496597,5.712108378202228,2.4999996031084435,Iris-virginica
+35,6.8854509040562615,3.1199098269819587,5.09343874529872,2.3084187257763746,Iris-virginica
+36,4.994220997565959,3.4152094701513156,1.5727017410371316,0.4150838753897528,Iris-setosa
+37,4.790184066669443,3.0,1.4023237235636155,0.2979845017382013,Iris-setosa
+38,7.710288476706468,2.6046545335505247,6.89999837072822,2.2956200491441137,Iris-virginica
+39,4.866556607761731,3.0482142542710364,1.4719657256845315,0.10000009689742073,Iris-setosa
+40,5.4989470838290995,4.2,1.3669841366352027,0.19390987425181697,Iris-setosa
+41,5.758542852066089,2.810011777635576,4.535023893666017,1.3056611626030907,Iris-versicolor
+42,5.140875178996448,3.627498069389269,1.4073154361734468,0.23637672073078841,Iris-setosa
+43,4.802370085473338,3.401100227833092,1.6863843525632298,0.1992816089613308,Iris-setosa
+44,4.993094101099683,3.5773244009107388,1.4028130549198548,0.19864850165708425,Iris-setosa
+45,5.895656722388697,3.0,5.15472392943251,1.7949577402974317,Iris-virginica
+46,5.881024580016522,3.1967467395250373,4.804181600442819,1.8089046638000519,Iris-versicolor
+47,5.579508832663384,2.8736698085924903,3.5464359694002283,1.2792879631222174,Iris-versicolor
+48,4.50109699923284,2.3212707999353293,1.3106177227827782,0.31824884274927207,Iris-setosa
+49,6.700195171497582,3.083176966534637,4.696825292231502,1.490789604103381,Iris-versicolor
+50,5.957863905998226,2.8736019073724344,4.449855466691516,1.4239440470335416,Iris-versicolor
+51,6.234281391142995,3.383447182169091,5.409447629007611,2.308306114616453,Iris-virginica
+52,6.2879786682989,2.552386381727756,4.973113883797595,1.8769531593718816,Iris-virginica
+53,4.49656391447013,2.2972409514749947,1.2849949685213642,0.2977894974054067,Iris-setosa
+54,6.709835714232097,2.445891642111101,5.877850168502356,1.8065451409248312,Iris-virginica
+55,6.11195366135761,3.402515617492739,5.375994465810262,2.2980162331225213,Iris-virginica
+56,6.289367123953034,2.696051579967451,4.928789693387579,1.8029950569846724,Iris-virginica
+57,4.599670045760054,3.1972259297319012,1.3943983415086605,0.20473585556686266,Iris-setosa
+58,4.504616657142187,2.3285748407347175,1.2945342683231789,0.29418452073755874,Iris-setosa
+59,6.17959878428224,2.2056191759746646,4.492567358906544,1.5127464448111323,Iris-versicolor
+60,6.686688427383986,3.2911739231604096,5.651520608782859,2.499999464722713,Iris-virginica
+61,6.712205476053262,3.0,5.019789575206666,1.7179462347748233,Iris-versicolor
+62,7.326490372501419,2.9162057826015038,6.237215164868408,1.7880237261752943,Iris-virginica
+63,6.689775468834956,2.5024756874085345,5.7425431915284815,1.8029598743699515,Iris-virginica
+64,6.633846884999918,2.7031686704704136,4.614153478368169,1.4068040604633576,Iris-versicolor
+65,6.007145223017454,3.0,5.093631384993348,1.8035786641254383,Iris-virginica
+66,5.50997322295468,2.4031012889920005,3.656564387359664,0.9725588844838584,Iris-versicolor
+67,5.2226834859570355,3.6857963774463576,1.4778546358847446,0.20118302735872282,Iris-setosa
+68,7.7013497630301355,2.6283071775966573,6.899998963068646,2.298096143096176,Iris-virginica
+69,4.999154276334554,3.6327681077038942,1.3937802503025123,0.20446618954465662,Iris-setosa
+70,7.7319343017291,2.7894280597939436,6.733062898522311,2.0142907751485337,Iris-virginica
+71,5.797048709199281,2.7162764920792437,5.103617950984813,1.910909247339665,Iris-virginica
+72,6.0327180476033035,2.8963201235853897,4.529033966689203,1.508970205720289,Iris-versicolor
+73,6.141343504131519,3.0,4.598141585662369,1.3966408027534394,Iris-versicolor
+74,4.899707340254891,2.369481324954511,3.408441228957094,1.0182061904998196,Iris-versicolor
+75,6.102581018743114,2.8235106498075266,4.6468944203783265,1.2908821229496108,Iris-versicolor
+76,6.780866237395959,3.1762576007004615,5.932482352514689,2.314193520688625,Iris-virginica
+77,4.503986655649439,2.2745313174377806,1.2926230800481608,0.33714116150347884,Iris-setosa
+78,6.4347008067223985,2.913622848800465,4.305758160733376,1.3088497823563916,Iris-versicolor
+79,5.541823620905008,3.0,4.525586403614626,1.4848781362053558,Iris-versicolor
+80,5.988155229522224,3.2036788341565465,4.847411469629335,1.7930231148843556,Iris-versicolor
+81,5.797494618225627,2.702623328955212,5.094054193878392,1.903341922051201,Iris-virginica
+82,7.140107319466056,3.0,6.081200519671689,2.0561346632057407,Iris-virginica
+83,5.548262634797132,2.6396407545771643,4.431668954081281,1.246294866033207,Iris-versicolor
+84,5.569428978497268,3.0,4.1744425009715425,1.2994154247564267,Iris-versicolor
+85,7.9,3.7826143827545717,6.346912334267418,2.0024329252305213,Iris-virginica
+86,4.790642822369973,3.0,1.4011078053340411,0.29387950957150893,Iris-setosa
+87,4.80424078159001,3.4026612022223497,1.5882078204652785,0.19800561579729392,Iris-setosa
+88,5.883932588349104,3.194365755652587,4.832328402390892,1.801934826424305,Iris-versicolor
+89,7.627385490871457,3.0,6.636655650218538,2.0835936804225534,Iris-virginica
+90,6.714790963290704,2.5076773895031446,5.837537910892169,1.7999301454813166,Iris-virginica
+91,6.497163882939649,3.0,5.785616693485706,2.1541238097616673,Iris-virginica
+92,6.00034511685501,2.9048295166705898,4.505991050089872,1.49298509331976,Iris-versicolor
+93,6.299849197873681,2.513838041382855,5.035771308179909,1.8961367947701158,Iris-virginica
+94,5.1346175381428525,3.7193799418213085,1.499584281195983,0.4857644861235907,Iris-setosa
+95,4.595278919647886,3.186202583730431,1.3940183412185283,0.19984572452416283,Iris-setosa
+96,5.706534147167434,3.0,4.222218364495681,1.1701016726128817,Iris-versicolor
+97,5.7284717521611945,2.7978981598116794,4.514947008490449,1.2985441737349233,Iris-versicolor
+98,5.582086878202572,2.9002232582421468,3.620834816088581,1.303813769051982,Iris-versicolor
+99,6.316528306016216,2.697986672396433,4.901858285348898,1.7881458314962015,Iris-virginica
+100,6.5262751523858284,3.2347243884314714,5.151205930121401,2.0062627328540743,Iris-virginica
+101,7.174887014314848,3.0,5.93951264122614,2.153312338525169,Iris-virginica
+102,6.695035562496585,2.5028203748593225,5.779776769067743,1.8023502261897417,Iris-virginica
+103,6.155372853982638,3.0433839758498427,4.683151451261437,1.5398402134841735,Iris-versicolor
+104,5.46711466172436,3.8926678862162496,1.3632294307990709,0.34405508552469244,Iris-setosa
+105,6.587136255067149,3.3039462722521877,5.592185448186221,2.126250867441296,Iris-virginica
+106,6.7314560107492865,3.3665285525671913,5.743813923046098,2.5,Iris-virginica
+107,4.40000065763342,3.208118291566117,1.3055646487340065,0.204918300339948,Iris-setosa
+108,7.723825346135966,2.7945301325561718,6.72180209766085,2.002181254848496,Iris-virginica
+109,6.311714080769949,2.6835257279128526,4.892031672729383,1.7992943377098785,Iris-virginica
+110,4.839956062393912,3.0,1.4018922924620532,0.2635925207080835,Iris-setosa
+111,5.963250008746858,3.21453965567873,4.822869313555449,1.8003951311583608,Iris-versicolor
+112,5.221684953581553,3.412384900975631,1.40336884739411,0.20344470707034887,Iris-setosa
+113,6.117639766059379,3.0,4.59644378863627,1.4050357088659822,Iris-versicolor
+114,6.497580091726785,3.223595680724718,5.135685082903299,2.026297387241599,Iris-virginica
+115,5.370533255220539,3.395890593702663,1.7506111598952687,0.20028700591099094,Iris-setosa
+116,5.7766004591259374,2.8085308985318465,5.050791646176913,2.4000816010593375,Iris-virginica
+117,5.691411289610322,3.7396717025858908,1.6408037337161783,0.2857964834177564,Iris-setosa
+118,4.908562174554174,2.4168378847811423,3.2864500350260046,1.0179419211019054,Iris-versicolor
+119,5.010225291555897,2.0000005104801746,3.452923326941539,0.9849653402696024,Iris-versicolor
diff --git a/iris/tab_ddpm/4/23/test.csv b/iris/tab_ddpm/4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/23/train.csv b/iris/tab_ddpm/4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/23/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
+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/4/23/val.csv b/iris/tab_ddpm/4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/24/synth.csv b/iris/tab_ddpm/4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..034e069ba243a809a3eceeb563b2e41515dd6778
--- /dev/null
+++ b/iris/tab_ddpm/4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.797454320664699,3.40649595195148,1.8561492547293996,0.20013656722399858,Iris-setosa
+1,5.4622500101006946,3.0,4.50832339609731,1.4942103822053228,Iris-versicolor
+2,6.844934872209417,3.0800231303693337,5.139727126418583,2.2982390930558623,Iris-virginica
+3,6.3408501173909295,2.4691747606953944,5.001971613393243,1.879492497559535,Iris-virginica
+4,5.346807711018929,3.0,4.492228402052009,1.4949900427077103,Iris-versicolor
+5,4.792262292701693,3.3857568455913407,1.614583049945485,0.1982734998480566,Iris-setosa
+6,6.296325419562146,2.5547322130464147,4.968131530771953,1.8523877939846265,Iris-virginica
+7,7.8999988143277005,3.835375407926519,6.425119398865116,2.0209624776517385,Iris-virginica
+8,6.787004143205879,2.8034161425725928,4.761570840725602,1.4045722975431594,Iris-versicolor
+9,5.910830834333522,2.914824631189188,4.444219533891842,1.4012530407867567,Iris-versicolor
+10,5.605131823831491,2.52749664681424,3.9006882978623887,1.0709163420507106,Iris-versicolor
+11,5.648246199549549,3.0,4.133698774413889,1.252616803449996,Iris-versicolor
+12,6.085923828669469,2.789696197930874,4.727565542747693,1.2068841951891243,Iris-versicolor
+13,5.7380303067916625,3.0,4.207056826583464,1.2353428698019218,Iris-versicolor
+14,6.799830322772371,3.1913171586533418,5.921826231664472,2.25404785747234,Iris-virginica
+15,5.778200258421475,3.0,4.347489450897316,1.3028642566474504,Iris-versicolor
+16,7.533271643083268,3.0,6.518023487723831,2.072171959913232,Iris-virginica
+17,5.747260248615672,2.6512667417886924,4.076966278442134,0.9552189337180352,Iris-versicolor
+18,5.371250804465431,3.3950592039849683,1.694911909160988,0.20402559618267826,Iris-setosa
+19,5.901055334387909,3.0,5.1204353059831185,1.7973841322554953,Iris-virginica
+20,4.595939039356785,3.620814485855261,1.0,0.19953292167503278,Iris-setosa
+21,5.789202479148988,2.7935256427616704,5.084221392430482,2.4001522730059106,Iris-virginica
+22,6.362248503399689,3.293918511670178,4.735300268024178,1.600311928680103,Iris-versicolor
+23,4.400000453582684,3.127879616318584,1.3257727295066655,0.2053125459041104,Iris-setosa
+24,5.520582955285676,2.3938332531991433,3.691438407425397,1.015897562671599,Iris-versicolor
+25,5.198442919657888,3.406918304891509,1.4000124844474249,0.19830247531294037,Iris-setosa
+26,4.8945345395368065,3.0,1.375792953329745,0.2037817025119738,Iris-setosa
+27,5.247275331614251,3.4785236918082303,1.4604414141922195,0.1960235554254609,Iris-setosa
+28,6.779078050452041,3.214238717599584,5.843666947416342,2.257416377688492,Iris-virginica
+29,4.4,3.228792872543532,1.2835234623719451,0.20408707257263012,Iris-setosa
+30,5.547385187729311,2.5339502068597373,3.8463200632849612,1.1106904874310923,Iris-versicolor
+31,4.892827964923398,3.0707837706064227,1.4768420444167176,0.1,Iris-setosa
+32,6.59194235538015,3.0731295373942693,5.46723323464102,1.9435928515501728,Iris-virginica
+33,4.977632025827132,3.612017028299898,1.3889748224225904,0.20182836212073194,Iris-setosa
+34,6.71442722765699,3.307360524009342,5.773107115125971,2.5,Iris-virginica
+35,5.61501403160304,3.0,4.172241856523808,1.2750462249727257,Iris-versicolor
+36,5.6006792796539635,2.4693214321792145,3.8541653162178964,1.0699084073001357,Iris-versicolor
+37,5.4660605627382965,4.199999255592585,1.392581600141446,0.20346489463221798,Iris-setosa
+38,6.545208817693598,3.0,4.486930674158616,1.4732144541600811,Iris-versicolor
+39,4.997733818273173,2.0,3.5178095080412257,1.051357245385777,Iris-versicolor
+40,7.530299721814791,3.0,6.503179572692694,2.0844877032876044,Iris-virginica
+41,6.334611676313021,2.6451566448732615,4.938311170563585,1.8320998477099508,Iris-virginica
+42,6.310564758445449,2.7079487359723533,4.8884638341584985,1.8083224390473938,Iris-virginica
+43,5.97537474308915,2.2022241213738685,3.982904017976864,0.9228900008685381,Iris-versicolor
+44,5.017735165690122,2.0000004577219586,3.4632623829115907,1.0377742590470824,Iris-versicolor
+45,6.0558924041011855,3.0,4.582279056983849,1.457074481937498,Iris-versicolor
+46,5.086154263359084,3.3124725005513906,1.7664825312193124,0.452571638927859,Iris-setosa
+47,4.9097709536147605,3.0,1.4004708104623569,0.20240724821398887,Iris-setosa
+48,6.310912118481727,2.9025531265938347,5.5991289635039685,1.793626849958195,Iris-virginica
+49,6.682532043819086,3.0846621348066137,4.687289273918918,1.4878692621418246,Iris-versicolor
+50,6.242619227144302,2.226356033660713,4.500254825948317,1.4027863099436646,Iris-versicolor
+51,5.2704728380189225,3.67469306988971,1.4254466375203787,0.38286364273880913,Iris-setosa
+52,5.091728644375869,3.310965407513332,1.54816155169601,0.48547987544913573,Iris-setosa
+53,6.905152515684692,3.126278927729001,5.092872290630235,2.3029737892640356,Iris-virginica
+54,6.22209032594271,3.288531430552108,4.682187481358347,1.617696446305298,Iris-versicolor
+55,6.7473203852727925,3.2241829392813854,5.778970038819816,2.1856496550345144,Iris-virginica
+56,5.539518492333806,2.4273650463363725,3.8081493402260143,1.019540686312163,Iris-versicolor
+57,5.788831597415325,2.9262846894699948,4.356646447428009,1.313936257546364,Iris-versicolor
+58,6.299963876358322,2.714229193374666,4.887946551467777,1.7991557426000744,Iris-virginica
+59,5.723742601830878,3.0,4.549900665089351,1.5269584670935825,Iris-versicolor
+60,5.101096172344985,3.494195246524949,1.3821777636189323,0.20049089174117438,Iris-setosa
+61,6.675158311030502,3.1356049683958687,4.694240492696091,1.528160771304689,Iris-versicolor
+62,5.50981041014037,2.3958467526281284,3.7215809874443724,1.0091280870212622,Iris-versicolor
+63,6.403844399866734,3.2796683170938588,4.7751465035971234,1.6050597333829832,Iris-versicolor
+64,4.878974427780676,2.4470688897267605,3.2751411242676696,1.0158923053642095,Iris-versicolor
+65,6.0943965070507895,3.0,4.605225281112189,1.3869795726614127,Iris-versicolor
+66,5.121079372950361,3.3092101014280932,1.6667330785539443,0.5623787729024542,Iris-setosa
+67,5.619896755552024,2.4878470668436137,3.9091847433245137,1.1189337974483697,Iris-versicolor
+68,6.730370323518656,3.0852548852080317,4.74681020351177,1.533164045206533,Iris-versicolor
+69,5.093137971096851,3.496794219480627,1.401729557678477,0.19848840649078098,Iris-setosa
+70,5.000180510792682,2.0,3.5418548759953232,0.7975833759738638,Iris-versicolor
+71,5.049867045200029,3.242084247840095,1.5927024488071204,0.4548035683667633,Iris-setosa
+72,5.375504871837943,3.883663132978771,1.3013446040084995,0.4390449798654871,Iris-setosa
+73,6.690673716935661,3.285557097455475,5.663742931025352,2.5,Iris-virginica
+74,6.702266112027564,3.285847556292548,5.746803116025807,2.4999996243841096,Iris-virginica
+75,5.782320599039696,2.695312883527367,5.091551227140327,1.9133768506564335,Iris-virginica
+76,6.188843141175293,3.3960645491558865,5.373736257161082,2.301995731418869,Iris-virginica
+77,6.0202484638069285,3.4018154225420623,4.509818812395295,1.6071696932663349,Iris-versicolor
+78,5.326683289647818,3.3863717384784056,1.5124048939381287,0.48229896462703603,Iris-setosa
+79,6.465396804915866,3.0,5.79571921126259,2.1945168230859964,Iris-virginica
+80,4.9096012999223335,3.0,1.4041069923018177,0.19607119455920885,Iris-setosa
+81,6.819761669787338,3.212066248883102,5.961441373404611,2.2993850851638897,Iris-virginica
+82,4.996806973426922,3.3982673536998793,1.6280580175830959,0.388921157460896,Iris-setosa
+83,5.611959057582975,2.503949654090114,3.793358215015868,1.1066559420448232,Iris-versicolor
+84,5.7968953803434715,2.70526492308324,5.094994582330686,1.8998370993922225,Iris-virginica
+85,5.553644009185529,2.4313542206546095,3.7731326057343755,1.072748912767552,Iris-versicolor
+86,4.791633567924791,3.3995628098318385,1.5682937663883956,0.19624452004417242,Iris-setosa
+87,5.531509369902993,3.0,4.526509213231968,1.5015612346938227,Iris-versicolor
+88,5.4893477619714135,3.0,4.448988812964842,1.4730805130576388,Iris-versicolor
+89,6.236932453348813,2.225401107155649,4.444109520313588,1.4021045188485184,Iris-versicolor
+90,6.17666691143395,2.812345718502032,4.712744378340331,1.2064148551754812,Iris-versicolor
+91,5.401133279587576,3.867938823381819,1.3325963360344422,0.36920412479546605,Iris-setosa
+92,6.548817128535341,3.187970040578152,5.1712284728708235,2.0100161579740012,Iris-virginica
+93,5.399783539123637,3.387772442589129,1.676583197746997,0.19658851403195277,Iris-setosa
+94,6.217382489141685,3.372990360599117,5.434543330503658,2.273861685706371,Iris-virginica
+95,5.594241894954515,2.901663593968776,3.367675345818849,1.3127828135839177,Iris-versicolor
+96,6.476385727967648,3.189551969350182,5.097499040046706,2.0147053267510575,Iris-virginica
+97,5.122738429150585,3.286314975217767,1.5881372185407474,0.48763391786572285,Iris-setosa
+98,5.621451983707983,3.0,4.1164456051782645,1.2904959278582349,Iris-versicolor
+99,6.688735728252642,3.2785450288002056,5.663102697633356,2.4999996030496505,Iris-virginica
+100,5.3348242973147935,3.3899823509697335,1.5390653927847557,0.3290414367768352,Iris-setosa
+101,7.667024994853693,2.81314214919188,6.716800889941253,1.981856258177503,Iris-virginica
+102,4.788050207177211,3.393044784581011,1.6594147563088961,0.19663304926192643,Iris-setosa
+103,6.304105792140396,2.4551987598641025,5.009345584561576,1.9029626561477475,Iris-virginica
+104,6.713142540027014,3.3130083773890324,5.729700852852745,2.499999612173904,Iris-virginica
+105,6.493524303141323,2.9857030393728423,4.348729810332003,1.3472189226237934,Iris-versicolor
+106,5.78055109635921,2.7972040815388843,5.089088216736075,2.3991202561236045,Iris-virginica
+107,5.986160026304864,2.1935813396038366,3.998237866735634,0.9541309727114231,Iris-versicolor
+108,6.713110526182189,2.4999703532905255,5.795656590901894,1.8347673853931628,Iris-virginica
+109,4.839570097223439,3.4064451988474778,1.7465052494251214,0.21081368731759376,Iris-setosa
+110,5.80117566266991,2.728887019393526,4.107642958627104,0.9523077685994363,Iris-versicolor
+111,5.566476658369975,3.0,4.500540655385529,1.5018863104314875,Iris-versicolor
+112,6.035861167256923,2.9163592633506896,4.503294632642318,1.4734390353284905,Iris-versicolor
+113,5.4706107531141015,2.560207553499541,4.376596885241318,1.1857921166534182,Iris-versicolor
+114,4.4,3.192854069563098,1.3265765044209794,0.20377340753471998,Iris-setosa
+115,5.646083705340573,2.7546312576203618,4.494976134862987,1.2682321587440357,Iris-versicolor
+116,5.995948440869489,3.4090472543391743,4.507462850516245,1.5936161123990442,Iris-versicolor
+117,4.4,3.198062943830239,1.30530166795638,0.20538252837977938,Iris-setosa
+118,5.529962160758567,2.470069985184291,3.792206159727329,1.089256439349063,Iris-versicolor
+119,5.012289513574122,2.0000005164214754,3.5062632950109314,0.951840196425628,Iris-versicolor
diff --git a/iris/tab_ddpm/4/24/test.csv b/iris/tab_ddpm/4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/24/train.csv b/iris/tab_ddpm/4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/24/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
+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/4/24/val.csv b/iris/tab_ddpm/4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/25/synth.csv b/iris/tab_ddpm/4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26f2a97a413fdb703618a40fb56315f129aabc45
--- /dev/null
+++ b/iris/tab_ddpm/4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.409958739361805,3.396055717253982,1.6757155808651378,0.18933552054578912,Iris-setosa
+1,5.0006476085556235,2.0,3.5715461941669804,0.9486974362587568,Iris-versicolor
+2,4.576280816501203,3.610565619485946,1.0,0.19605152049485614,Iris-setosa
+3,7.9,3.7824553885777275,6.374269209647802,2.0098071666348267,Iris-virginica
+4,6.523014170637701,3.1687345890181398,5.168921450951741,1.9666131592424896,Iris-virginica
+5,6.142523186983367,3.0,4.581281962909957,1.3910491502959894,Iris-versicolor
+6,7.681177068122415,2.6294318993185413,6.899998315380762,2.2957878503178324,Iris-virginica
+7,5.0107968264618155,3.0,1.5408666202283843,0.20041061080176806,Iris-setosa
+8,5.095775201093502,3.7134620842990747,1.5118333043498953,0.4382147840424656,Iris-setosa
+9,5.792997112091945,2.79880020811175,5.085515365445372,2.404003771347281,Iris-virginica
+10,5.203862067227359,3.410473972163876,1.4070651752876835,0.19736856139809167,Iris-setosa
+11,6.275836921194659,2.298735872348905,4.387939353610608,1.272473528693443,Iris-versicolor
+12,6.458070711840425,2.9343704679883484,4.329040124320934,1.3135751210841529,Iris-versicolor
+13,5.801310823135944,2.6941575344559334,5.108601803149257,1.9145852664437606,Iris-virginica
+14,6.790010001840272,3.1929054792177376,5.903343255112335,2.30232773579049,Iris-virginica
+15,6.682674189869774,3.0,4.97308359907131,1.7060600919134623,Iris-versicolor
+16,6.7856425326979295,3.2027456201128865,5.871926649085405,2.3071016970409657,Iris-virginica
+17,6.730474703534909,3.276122546574664,5.78290970690346,2.5,Iris-virginica
+18,6.8158374716113395,2.807120873006799,4.782356109726057,1.3820510136014772,Iris-versicolor
+19,6.897912221844125,3.098867165947551,5.1254754427637135,2.2872827479851563,Iris-virginica
+20,7.591843240202074,3.0,6.605458013610021,2.1140865203784314,Iris-virginica
+21,6.749189887394458,3.2756694172615566,5.778651491022148,2.1829620703503423,Iris-virginica
+22,5.651664263003229,2.9060411881554935,4.079178919198516,1.2906875175046977,Iris-versicolor
+23,6.681680995303728,3.2890687951632587,5.77771514796319,2.5,Iris-virginica
+24,4.56282458301575,3.1484214539701334,1.396133097632742,0.20389883457738855,Iris-setosa
+25,7.716527752547435,2.620671071349252,6.899998685671065,2.304543290370879,Iris-virginica
+26,5.331999113433442,3.0,4.495635230743843,1.503799144412049,Iris-versicolor
+27,5.517923408233044,2.4136883566921923,3.780408280792792,1.0054019297238443,Iris-versicolor
+28,4.583886421107593,3.5512055981134893,1.0,0.19422292154415705,Iris-setosa
+29,7.709844787401797,2.616442870394479,6.8999986312334585,2.302964762386435,Iris-virginica
+30,7.682412275729878,2.7941849195420434,6.6741633703639325,1.9928196364403004,Iris-virginica
+31,6.448769268886154,3.0,5.469928733112668,1.7987018276854352,Iris-virginica
+32,6.490136854700576,2.98674719012865,4.334308130432222,1.3495865394489783,Iris-versicolor
+33,4.785315565040292,3.385155450096783,1.6785083169074309,0.204577637018193,Iris-setosa
+34,6.001082968412188,2.1952193070307984,4.070600208318716,1.0329638293399432,Iris-versicolor
+35,6.694246202107497,3.0581375368502357,5.839299707297265,2.249258194986621,Iris-virginica
+36,6.534437600113426,3.0,4.390197278271719,1.3832701923405462,Iris-versicolor
+37,6.1539480101208675,2.796453032440603,4.734381977109543,1.2030769011389437,Iris-versicolor
+38,6.322095739587097,2.2810104221766077,4.408410819392557,1.3089681909816684,Iris-versicolor
+39,5.807020896178571,2.7064360773212233,5.0798769167052225,1.8817908765968165,Iris-virginica
+40,6.69035626805928,2.4898973202200967,5.804146041246454,1.8163232047394127,Iris-virginica
+41,6.101828234781867,3.0,4.58467456893858,1.3991004425995779,Iris-versicolor
+42,5.760408937356419,2.8418433997370274,4.494980161621714,1.3114303235532117,Iris-versicolor
+43,6.808649974568593,2.8117717603001635,4.802495177399662,1.42904115770876,Iris-versicolor
+44,5.140621104997562,3.515110429012811,1.4015237573870278,0.19677078140739107,Iris-setosa
+45,5.800489844013138,2.701885909796031,5.090597893212167,1.911761141857502,Iris-virginica
+46,4.856259933391072,3.092517875068059,1.5170107698352608,0.10000014096616294,Iris-setosa
+47,5.80068927274691,2.672112725972585,4.100248392631712,0.9725521200907605,Iris-versicolor
+48,5.513874953081753,2.631017281874097,4.415032233167213,1.2131039287605687,Iris-versicolor
+49,5.397260783179737,3.40145815266343,1.7162393010745163,0.20487245694137154,Iris-setosa
+50,4.939177257219455,3.409489927498879,1.60171337977728,0.2676612441398751,Iris-setosa
+51,6.2899586535002,2.703170647204112,4.917442663011538,1.8173523887354766,Iris-virginica
+52,4.8725091179132685,3.0546979544168886,1.4802722912880395,0.10000011213743566,Iris-setosa
+53,6.666182011709797,3.279175385853654,5.64719676213682,2.090934848703375,Iris-virginica
+54,5.77635109519873,2.660895292421662,4.070230987076636,0.9547566903739755,Iris-versicolor
+55,7.459411141685185,3.0,6.417167792655508,2.0832738253135754,Iris-virginica
+56,6.754571511044689,3.0,5.751959384691451,2.058294938250727,Iris-virginica
+57,5.406900303015402,3.930043614551615,1.2737868582876346,0.3455644567042813,Iris-setosa
+58,6.61098639702436,3.0,4.417605040793091,1.416449193722945,Iris-versicolor
+59,6.698794303993989,3.0933612963464303,4.679447242531281,1.4874601111145165,Iris-versicolor
+60,5.066870185082855,3.329750080049498,1.629512325101437,0.45880676819965993,Iris-setosa
+61,6.518037004531611,3.164544548285238,5.181903545797818,1.969344922339524,Iris-virginica
+62,5.397884085811801,3.892643418273234,1.2920604523360062,0.3974703402279366,Iris-setosa
+63,6.555776348019495,3.0,4.941910391948394,1.7097972874052934,Iris-versicolor
+64,7.260719066148287,2.894568947016152,6.232727557027802,1.8069420171907835,Iris-virginica
+65,6.70087443987661,3.323649432971414,5.753124504827906,2.499999559077814,Iris-virginica
+66,6.638429595340465,3.2923214821516003,5.578744004091242,2.087735662324988,Iris-virginica
+67,4.839900845975094,3.0,1.4043746074395413,0.10000010285238717,Iris-setosa
+68,7.312722306696653,3.0,6.136652259344867,2.084216595398821,Iris-virginica
+69,6.481933861453644,3.0,5.762642133417481,2.1270008056465777,Iris-virginica
+70,5.2762315555559365,3.6976186622229736,1.4913576420256556,0.2007052736538631,Iris-setosa
+71,6.709737847424966,3.094433455491922,4.696265606524555,1.5123214663752123,Iris-versicolor
+72,4.896847660512318,3.0561382002788715,1.4843002112152972,0.10000011258901359,Iris-setosa
+73,5.398994703823935,3.398263419613096,1.5104811163303817,0.3860299089272582,Iris-setosa
+74,4.7867770440679545,3.0,1.4031663756615922,0.1000001123247548,Iris-setosa
+75,6.183603171165312,2.192053394088992,4.494708853717901,1.481096887035013,Iris-versicolor
+76,5.1994917670396825,3.422017288293013,1.387762179025397,0.19898679627417232,Iris-setosa
+77,6.679614795102231,3.3017897474566755,5.688940358037155,2.0582860021017213,Iris-virginica
+78,6.297546546516332,2.7585600283114218,4.9422979190914145,1.7837007082980771,Iris-virginica
+79,6.293209941256861,3.3025667218068535,4.704502426776637,1.6066398881793489,Iris-versicolor
+80,6.192138809118491,2.2218430913580365,4.484532884033869,1.4482778026239336,Iris-versicolor
+81,6.701431044406365,3.2820082390472916,5.715727907873361,2.5,Iris-virginica
+82,6.3054712538224456,2.544187185259308,4.989270335382432,1.8917338510664994,Iris-virginica
+83,5.098128456951855,2.358904210808647,3.4781847859683097,0.897204206400237,Iris-versicolor
+84,6.26026080023541,2.890921300912361,5.610215474351763,1.785430702765957,Iris-virginica
+85,6.5747372518266545,3.0,4.382456883591291,1.3978019793253802,Iris-versicolor
+86,5.673569708805067,3.0,4.211809287188076,1.2664011776197432,Iris-versicolor
+87,4.856573075451932,3.0,1.4031513859709432,0.2743744452395981,Iris-setosa
+88,7.899998261557739,3.808475725647001,6.371488197076435,2.0356847176947994,Iris-virginica
+89,6.927124281505641,3.105996883360804,5.090314241613237,2.2849437134950827,Iris-virginica
+90,4.991888604604953,2.0,3.6095408154407074,1.0120730452761255,Iris-versicolor
+91,4.818043962866761,3.3941049082428365,1.79029143277526,0.20698422270780245,Iris-setosa
+92,6.708259618078387,3.3022303853936594,5.728755645611836,2.5,Iris-virginica
+93,5.693104970645735,3.7775495437426216,1.7075300040753643,0.2962457055287293,Iris-setosa
+94,7.706942925922977,2.604594105517007,6.899998854845413,2.2948239768488907,Iris-virginica
+95,5.5099495200525626,4.2,1.3404170798560002,0.18872123819478506,Iris-setosa
+96,6.718460472950406,3.0,5.036184852667097,1.6852201791805754,Iris-versicolor
+97,4.501555385402105,2.3118079483689,1.301872777837472,0.29782750591259427,Iris-setosa
+98,5.869486968507605,3.0,5.117729529543884,1.8149251022502861,Iris-virginica
+99,5.182550245414658,3.4891683919003507,1.4027111855725125,0.19806817849665953,Iris-setosa
+100,6.966873525839246,3.0182781188589867,5.558701008385619,2.17783512242962,Iris-virginica
+101,5.533224906089396,3.0,4.266305997456756,1.3835167328155678,Iris-versicolor
+102,5.699167158121388,2.591510377862125,4.001697993611382,1.0659329335481225,Iris-versicolor
+103,6.697052991538403,3.0,5.003949212846464,1.6948069170602384,Iris-versicolor
+104,5.587067607175233,3.757069204212267,1.5387139539311412,0.28964839081039584,Iris-setosa
+105,7.245699671810102,2.9050080429620513,6.256857990012239,1.7951684238820098,Iris-virginica
+106,5.027899284245508,3.456324335098014,1.5544733546765874,0.3345830568885225,Iris-setosa
+107,5.0869371428009345,3.271715639226277,1.6821453662640513,0.40988045916369137,Iris-setosa
+108,4.905128648708862,3.0,1.4044512024215967,0.19291792400829266,Iris-setosa
+109,5.509534830671577,4.2,1.376671219469618,0.20308419980431422,Iris-setosa
+110,6.295249990645761,2.3120091508171767,4.415848152277734,1.3145560732528745,Iris-versicolor
+111,5.167593463300381,3.4909225519450624,1.404090064997493,0.19853776432122594,Iris-setosa
+112,5.522758878569434,3.0,4.516515951301562,1.5048433050273324,Iris-versicolor
+113,6.191040179884524,2.546848422612738,5.0160963856125145,1.9004245681946519,Iris-virginica
+114,7.263369358840494,2.888500708697285,6.3098409547742875,1.8042540096125481,Iris-virginica
+115,6.800121174820773,2.7853098172692663,4.7913352033053735,1.430613102372817,Iris-versicolor
+116,5.520311891735171,3.0,4.473314916437763,1.4800430165460794,Iris-versicolor
+117,5.016470742967138,2.000000669227348,3.5724949959011085,0.9502576016607638,Iris-versicolor
+118,5.542617188703463,3.0,4.4936884412777935,1.500613646459736,Iris-versicolor
+119,5.886898709832078,3.0,5.086576551204639,1.8115392012757459,Iris-virginica
diff --git a/iris/tab_ddpm/4/25/test.csv b/iris/tab_ddpm/4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/25/train.csv b/iris/tab_ddpm/4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/25/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
+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/4/25/val.csv b/iris/tab_ddpm/4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/26/synth.csv b/iris/tab_ddpm/4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f9c0ad06efbd579c14b70273c81339d7a09fccc7
--- /dev/null
+++ b/iris/tab_ddpm/4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.993430547802811,2.1920478327254895,3.921195063464192,1.0061840680693648,Iris-versicolor
+1,7.694886700532287,2.622796085924139,6.899998912419827,2.30290176111129,Iris-virginica
+2,5.4487750106932955,3.0,4.502120969855594,1.5023679442240878,Iris-versicolor
+3,5.49247289005472,2.412298190519463,3.7556505668447917,1.025947319711715,Iris-versicolor
+4,6.337505901812573,3.3600706363696107,5.459817810284421,2.294394884987123,Iris-virginica
+5,6.843706315396497,3.1027054876601388,5.130876701837186,2.28026277724606,Iris-virginica
+6,6.8335701491509235,3.20098243715136,5.900070659408588,2.2939239549594523,Iris-virginica
+7,4.812996236702785,3.3855533934237587,1.9386028583603596,0.20154732697421576,Iris-setosa
+8,6.214306018642421,3.401047786888537,5.4970258888626375,2.2938441250068324,Iris-virginica
+9,5.013199040532142,3.3811988202773176,1.6986719182382086,0.3804443518895692,Iris-setosa
+10,4.827292549180532,3.3811479347264086,1.644824373879549,0.20686143228176407,Iris-setosa
+11,6.18214762572706,2.1960379982682956,4.494821075380422,1.520356658946722,Iris-versicolor
+12,5.003391469726334,3.3948274547220105,1.63663651261197,0.3608301136704552,Iris-setosa
+13,4.898697652439042,2.3791557683196967,3.44834340243765,1.0130778149492325,Iris-versicolor
+14,6.365393364323477,2.874801154404369,4.288690843075748,1.2919518972355886,Iris-versicolor
+15,5.250497977898972,3.6276710678778015,1.4390736500091788,0.20074908454899804,Iris-setosa
+16,5.091546855189329,3.2808860301326943,1.6342661077509137,0.4641903735032672,Iris-setosa
+17,4.7943493189289015,3.3761341135372436,1.6623237122773564,0.20643085492710514,Iris-setosa
+18,5.588674974434953,3.0,4.020382776650599,1.3202947105971707,Iris-versicolor
+19,4.6130865432537,3.203093963236166,1.415325850424782,0.20348594840832318,Iris-setosa
+20,6.711852024413069,3.299526431139011,5.600585113806064,2.499999606911643,Iris-virginica
+21,4.792885131788104,3.396151184719008,1.7408594948507279,0.20187438133724128,Iris-setosa
+22,5.116316002804395,3.488942955976471,1.3724291928335126,0.19760972269047256,Iris-setosa
+23,6.296873839685561,3.3670826554667888,5.380164293186091,2.267893046810065,Iris-virginica
+24,5.01186126666976,2.0000010891377684,3.5737392913958703,0.9101549511358091,Iris-versicolor
+25,7.9,3.8417916923122966,6.405621133774034,2.0224556772574283,Iris-virginica
+26,6.001175873921124,2.200276124320959,4.022847910225487,1.035185349968368,Iris-versicolor
+27,4.7756757708325654,3.0,1.408902154187263,0.2951919232191109,Iris-setosa
+28,5.6767003616367075,3.7774461470044343,1.5178639299281222,0.2963131194023816,Iris-setosa
+29,4.60245362305493,3.617238139114191,1.0,0.2018300552056562,Iris-setosa
+30,6.212005932808828,2.9619512684860627,4.512500238500332,1.3694912219474047,Iris-versicolor
+31,6.331636954495518,2.890910785704329,5.606365511137701,1.8081848529345053,Iris-virginica
+32,5.522537568220477,4.199999359990615,1.4003242900222332,0.21625915461021644,Iris-setosa
+33,4.903104318764246,3.0,1.3877761937533355,0.2100370505777556,Iris-setosa
+34,6.522736232065146,3.0,4.371432938125077,1.3595245894638257,Iris-versicolor
+35,6.670595218827346,2.5014345046759403,5.743841017618349,1.8157431017719772,Iris-virginica
+36,4.825517823683261,3.0,1.3932843856130448,0.29414762954563956,Iris-setosa
+37,6.538139854025198,3.0,5.795442393339586,2.216145707452789,Iris-virginica
+38,5.401276416169177,3.893728911332922,1.2822165893882347,0.36930660580711744,Iris-setosa
+39,6.672886855701172,3.3309628582703983,5.623435089174135,2.1230099070897124,Iris-virginica
+40,6.726485013010493,3.283905183021627,5.724490809072497,2.1696330582155676,Iris-virginica
+41,6.470854005321625,3.0,5.789775216733072,2.1758080887011784,Iris-virginica
+42,4.903972880813229,3.0932324340564294,1.4934919724058033,0.10000011659526128,Iris-setosa
+43,5.960680161949559,2.1681236639698724,3.8165859904906725,0.8064203682539,Iris-versicolor
+44,7.254203349991626,2.8965628267824624,6.27116548942848,1.791239115871739,Iris-virginica
+45,4.986589773619774,3.5857693273390794,1.3911292479010258,0.20344992356527827,Iris-setosa
+46,5.802077284334719,2.6897016854058196,5.09649625604639,1.8699950765279751,Iris-virginica
+47,5.002316562026098,2.0000004513347576,3.468134813826969,0.9792823398981185,Iris-versicolor
+48,6.191622245707873,3.348766802304234,4.639507476422818,1.6278862539334178,Iris-versicolor
+49,5.88413788956295,3.0,5.179799498935689,1.80492414950942,Iris-virginica
+50,6.725598979897319,3.305412083550154,5.740462289398425,2.499999617865832,Iris-virginica
+51,5.529001284921782,2.4317323537930178,3.754800804508047,1.0350143130341651,Iris-versicolor
+52,6.17269539564651,2.194318198478276,4.493460721442604,1.4912555667493577,Iris-versicolor
+53,6.595777500380693,3.0,4.387167882642147,1.3675913766287562,Iris-versicolor
+54,5.440294859195697,2.378234495893263,3.677842192791754,1.0045545836038785,Iris-versicolor
+55,4.766293417145206,3.402794217171589,1.6296541972562884,0.1985585601234373,Iris-setosa
+56,4.752464836377537,3.0,1.4130956686745868,0.10000010522283286,Iris-setosa
+57,5.552334677951704,2.653287476340571,4.380568302579092,1.2178654046125805,Iris-versicolor
+58,7.021746521158282,3.0,5.847706110364283,2.1472186132484277,Iris-virginica
+59,5.981126154828048,2.171065863015444,3.95180939955932,0.9068677948771819,Iris-versicolor
+60,4.798606007428563,3.0,1.397936895089232,0.1,Iris-setosa
+61,6.514985930807424,3.0,5.478789951462945,1.8022006035309062,Iris-virginica
+62,6.650316599689045,3.016423604748953,4.588129751517258,1.4773799096707976,Iris-versicolor
+63,7.687918541078265,2.822307632099945,6.664916368312823,2.0291698263326565,Iris-virginica
+64,4.897653681122588,2.3973450874496023,3.3028892453850203,0.8942031859781094,Iris-versicolor
+65,7.118817276374909,3.0,5.958015164418855,2.0884149911760854,Iris-virginica
+66,6.484205999494807,3.204883228142419,5.11423844902894,2.0339587235145324,Iris-virginica
+67,4.864905039119354,3.0,1.402251648970037,0.20520463670704905,Iris-setosa
+68,4.832756007133636,2.387936367539519,3.3933110812509892,0.9541756909738079,Iris-versicolor
+69,7.03621273887289,3.0,5.944100702058244,2.133120947088122,Iris-virginica
+70,6.6980343501674895,3.3151460750718997,5.671491210307008,2.4999996132150186,Iris-virginica
+71,5.08716688390099,3.2908113463991016,1.644796065804069,0.5781071079682856,Iris-setosa
+72,6.776585434492155,2.8114563834161035,4.809710351453621,1.457067572959838,Iris-versicolor
+73,6.238111716139763,3.347761582731834,4.660254400748456,1.604593071263344,Iris-versicolor
+74,4.6020694180176935,3.637882248159978,1.0000004769022988,0.19678716562211773,Iris-setosa
+75,4.905018987176781,3.0,1.4030137442619948,0.19944147502666737,Iris-setosa
+76,5.308157036352696,3.3771815597385664,1.7103833131281767,0.21948865245045904,Iris-setosa
+77,5.644648063116442,2.9601022056937083,4.047437689447301,1.3088379599742888,Iris-versicolor
+78,4.7615562400768106,3.0,1.4054338890546108,0.29428514592885124,Iris-setosa
+79,4.896766802404766,3.1113158540448347,1.4975096503057679,0.10000011181186674,Iris-setosa
+80,7.61305533182583,3.0,6.6218052157694,2.117225267777104,Iris-virginica
+81,4.604651675360476,3.623932455360556,1.0000004786342773,0.1971830118817861,Iris-setosa
+82,4.889282242630395,3.048760580705018,1.4705959760092187,0.10000012227779616,Iris-setosa
+83,5.8980459398886556,3.1990165873807306,4.794983252620661,1.8035968500754775,Iris-versicolor
+84,5.335974210286501,3.6950372239472697,1.4976110138803145,0.20119038263845848,Iris-setosa
+85,6.484966629555268,3.0,5.50662117254939,1.8157337475520905,Iris-virginica
+86,6.317978286999699,2.707703562545056,4.9035783065646115,1.7993301507144144,Iris-virginica
+87,6.262663887597893,2.281169636249715,4.39088214200712,1.267596136605204,Iris-versicolor
+88,5.920870476155315,3.192905886321748,4.83522487317145,1.8072376964719163,Iris-versicolor
+89,5.7872523995365945,2.714675709030523,5.088080416115387,1.8897374745026512,Iris-virginica
+90,5.787521227728457,2.703717370822382,5.124557185226776,1.9152185451683994,Iris-virginica
+91,4.792574141710857,3.0,1.3785338949440222,0.1,Iris-setosa
+92,7.719575128151075,2.558911330717574,6.89999887433585,2.3095856298750124,Iris-virginica
+93,5.002846131269228,2.0,3.3521357944207004,0.9711106602826767,Iris-versicolor
+94,7.703931348407143,2.5790356629385873,6.9,2.302308560958725,Iris-virginica
+95,7.5504467774259245,3.0,6.543931924344365,2.1204030522551784,Iris-virginica
+96,6.500276176479303,3.205302970630069,5.133428216560721,2.019388651133662,Iris-virginica
+97,5.714754361944328,3.0,4.22861728990664,1.2209039523791219,Iris-versicolor
+98,5.62223422692019,2.9027580607638166,3.8255092269512536,1.2942130860169438,Iris-versicolor
+99,6.256908910237489,2.87920715561207,5.59274729811107,1.8143150586518983,Iris-virginica
+100,7.899998556751473,3.8241292218365905,6.381412655454276,1.9974135863209976,Iris-virginica
+101,5.993034086152667,2.1997690487329162,4.01119078672558,1.0012112904455157,Iris-versicolor
+102,7.662267164245112,2.585192796308539,6.9,2.2968877761661193,Iris-virginica
+103,7.713922910733456,2.5894972315270848,6.899998716751987,2.305801189944417,Iris-virginica
+104,6.308496497297256,2.280488220342737,4.422280258969545,1.3068994741197004,Iris-versicolor
+105,6.674929110717833,2.522040777139295,5.760172122292045,1.8048260387800095,Iris-virginica
+106,6.081620205823052,3.1540622538637098,4.818770529440442,1.7503692778892996,Iris-versicolor
+107,5.81729518299367,2.706807752893222,4.221995897360942,1.0052771106865803,Iris-versicolor
+108,5.6028674808603025,3.0,4.080081119125413,1.2963578082284473,Iris-versicolor
+109,5.39807159626567,3.398498445067684,1.7692760496457933,0.1987174659039591,Iris-setosa
+110,4.809146447443317,3.392516601098783,1.8537968680107793,0.2008104189014385,Iris-setosa
+111,6.0849783753744955,3.099739427829515,4.544214644472387,1.422842235961103,Iris-versicolor
+112,5.988685935611435,2.211196518175385,4.063583551250196,0.9632786018226989,Iris-versicolor
+113,6.058392556178126,3.378666795967347,4.505895348671374,1.6033393117126844,Iris-versicolor
+114,6.35057664840934,2.9209534346776396,5.627580159705932,1.8147579895963282,Iris-virginica
+115,5.545139041494084,2.431724289414069,3.826800182154434,1.0427217912814217,Iris-versicolor
+116,7.237174223221836,2.905002977289394,6.2942978201585635,1.796214894378419,Iris-virginica
+117,4.918293202643171,2.387607314914878,3.460063465136298,1.0004022918331588,Iris-versicolor
+118,4.899105598644084,2.41503569448253,3.2118225835803047,0.9486009480577575,Iris-versicolor
+119,4.788729705111457,3.3888804585318546,1.822315600967975,0.20367686535613766,Iris-setosa
diff --git a/iris/tab_ddpm/4/26/test.csv b/iris/tab_ddpm/4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/26/train.csv b/iris/tab_ddpm/4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/26/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
+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/4/26/val.csv b/iris/tab_ddpm/4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/27/synth.csv b/iris/tab_ddpm/4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..236cb5847e8a16113385cd16aea445ecc19f123f
--- /dev/null
+++ b/iris/tab_ddpm/4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997699442753,3.789972801677081,6.440472526156658,1.9905365261573273,Iris-virginica
+1,4.984142460500822,3.0,1.6879573942633026,0.19707337036083997,Iris-setosa
+2,5.187752550480255,3.391932769732134,1.4047789215983109,0.19399232758522972,Iris-setosa
+3,5.70068927131259,3.0,4.195875207101696,1.2641487293956755,Iris-versicolor
+4,4.910202411333703,3.0945889301130913,1.4898076077372222,0.1,Iris-setosa
+5,7.693707101903802,2.80787925056811,6.688559154736266,2.0009969230687537,Iris-virginica
+6,4.791007350805641,3.0,1.3840778012874198,0.2972640600066526,Iris-setosa
+7,6.27927063337975,2.294578810780076,4.44949726677606,1.310590136142249,Iris-versicolor
+8,4.990326487665742,3.401610421404343,1.8528355466421944,0.35571877294278703,Iris-setosa
+9,4.896255762277356,3.0889273549223226,1.4919984716644938,0.10000010355732827,Iris-setosa
+10,4.805719361342267,3.3992913044255286,1.6932679640182495,0.2015366422822111,Iris-setosa
+11,4.600481325459821,3.6531447005643876,1.0000004166836918,0.19480441124400966,Iris-setosa
+12,5.568476893571462,3.0,4.517701689635667,1.4833459534401334,Iris-versicolor
+13,4.598306768347542,3.1837070182270715,1.404537620351832,0.19902263445589502,Iris-setosa
+14,6.324540510652832,2.3002965873810304,4.377058030570882,1.2908316380197122,Iris-versicolor
+15,6.280257596126527,2.8962182668707634,5.64988201592572,1.8162566180583348,Iris-virginica
+16,6.312343276905954,2.5168090274079367,4.970845425840182,1.9082923709899549,Iris-virginica
+17,5.6461499367285235,3.0,4.149218977720138,1.2991183959141834,Iris-versicolor
+18,4.890990035558619,2.3752713754156085,3.45223958200371,1.00018865274262,Iris-versicolor
+19,5.027176779878001,3.351445259147207,1.5697957267591383,0.38997148037951523,Iris-setosa
+20,5.217974628106616,3.703013918528839,1.5003017927855313,0.19995610659590735,Iris-setosa
+21,6.7155674034069355,2.493559438575402,5.830328904845482,1.804142739256735,Iris-virginica
+22,5.465340046911861,3.403061770376044,1.816795913948872,0.20050676825587274,Iris-setosa
+23,5.890309569381836,3.2051714523341728,4.780106189238849,1.79109548952971,Iris-versicolor
+24,5.911728439738081,3.221072281262143,4.768494966939081,1.8094437139336004,Iris-versicolor
+25,6.3156395357813,2.5109899243613527,4.998218472822134,1.8826235460539598,Iris-virginica
+26,6.013965542629931,2.9083756079903194,4.442121149284471,1.4302265675412806,Iris-versicolor
+27,4.877424422151508,2.4074582789107755,3.378337659529155,1.0104161612896574,Iris-versicolor
+28,5.678413488047967,3.0,4.2113904914450355,1.2290463057359318,Iris-versicolor
+29,6.706914766682659,3.2953735904645556,5.727832969408031,2.5,Iris-virginica
+30,6.246241872513662,3.3923527635949364,5.3979620636712395,2.284169075773542,Iris-virginica
+31,6.829714303664202,3.2088978167321156,5.861660524663234,2.3137237825996833,Iris-virginica
+32,5.610482085842082,2.954877870504606,3.7295992338852284,1.3072201047341732,Iris-versicolor
+33,5.373728031722936,3.0,4.504171147711945,1.5101763582218266,Iris-versicolor
+34,4.894796194897646,3.4591964725795767,1.5327948206951114,0.20126652138194992,Iris-setosa
+35,4.613824854489387,3.6209090490698137,1.0,0.19710851300647342,Iris-setosa
+36,5.5624096890485255,3.0,4.071491579437645,1.319619759105584,Iris-versicolor
+37,5.578187505655074,2.4422751696896894,3.8530098948004237,1.0218787813351184,Iris-versicolor
+38,6.729174287064277,3.320054060694877,5.713268227025864,2.102043992206416,Iris-virginica
+39,6.771576777418054,2.796282198626949,4.7420532684730015,1.3974030229864602,Iris-versicolor
+40,5.801584228470754,2.718573497423592,4.162434233924437,1.0038202982706097,Iris-versicolor
+41,6.063260547795312,3.3817182381316053,4.5583720425465675,1.6125996923536305,Iris-versicolor
+42,4.989532612289052,3.6211416988232585,1.4027496793194167,0.1990232445829022,Iris-setosa
+43,6.271867843782555,2.7150265198274592,4.91525678889262,1.8030387168798296,Iris-virginica
+44,4.573931122784735,3.159244054204179,1.367818163775792,0.19930050066532395,Iris-setosa
+45,5.99938237666765,3.402074138217251,4.469649760442663,1.579477065243394,Iris-versicolor
+46,6.677629528912258,3.2824014480837875,5.659923363340084,2.1086696264572202,Iris-virginica
+47,6.782226347817488,2.798348058452908,4.785982166350525,1.3935854148044224,Iris-versicolor
+48,5.103910068196984,3.7090913326696624,1.4763855516785083,0.42117212245651336,Iris-setosa
+49,7.695448347438324,2.58840772852321,6.899998899725576,2.3064104275762656,Iris-virginica
+50,4.816401504244214,3.0,1.3916694606037439,0.1,Iris-setosa
+51,7.252053950959572,3.0,6.095672930624109,2.091907920795688,Iris-virginica
+52,5.479835706726404,2.5932435896052985,4.3669490909898165,1.1966254822453253,Iris-versicolor
+53,7.318608663686666,2.9016735923331543,6.321884845163606,1.8141897230899064,Iris-virginica
+54,4.597311372714116,3.1852264233790555,1.4020453363644134,0.20861870692673987,Iris-setosa
+55,5.796284321408696,2.711013534450739,5.098194579221149,1.9084865601266037,Iris-virginica
+56,4.905263812187226,3.0,1.408843765126173,0.19988751750633965,Iris-setosa
+57,5.1848182431954095,3.3718383486132177,1.4029928408151608,0.2064176972502828,Iris-setosa
+58,4.594084286219333,3.6398566763681597,1.0,0.20064152339251654,Iris-setosa
+59,6.5268654917016535,3.1438034492843907,5.234861945066954,1.9775689968341987,Iris-virginica
+60,6.722254937854105,3.2713293223015323,5.743893458398682,2.1530947291761433,Iris-virginica
+61,7.6851968500169825,2.7931107386150837,6.697058765663352,1.9863624451241282,Iris-virginica
+62,6.679710018711352,3.1108496477919023,4.657923289580177,1.4989595758687266,Iris-versicolor
+63,5.445980872141104,4.2,1.4040130694326909,0.1941780040164603,Iris-setosa
+64,5.443091972796548,3.3423510046554776,1.9081878797254506,0.19672462709611127,Iris-setosa
+65,5.8898239617690225,3.0,5.104182581336915,1.8153457752105515,Iris-virginica
+66,6.693006095012208,2.5165696215113598,5.773557664940976,1.8050385324756286,Iris-virginica
+67,7.702805295032948,2.586566233855613,6.9,2.302300219870405,Iris-virginica
+68,4.895959117066693,3.0,1.392314388302738,0.20280303362862181,Iris-setosa
+69,5.077347973436397,3.4916362035256228,1.5225700887520766,0.3403573060968469,Iris-setosa
+70,6.667367445797903,3.1303759354278236,4.746182848691784,1.5159343922174653,Iris-versicolor
+71,5.906437850334201,3.2064283021300595,4.785895018879329,1.7894568712123955,Iris-versicolor
+72,5.562348361329867,2.477611203278402,3.8686464218648924,1.0879489382455827,Iris-versicolor
+73,6.677331234327095,3.3236063110199936,5.685379289829164,2.5,Iris-virginica
+74,5.792282076878277,2.695355400362876,5.12748246218086,1.903484157543902,Iris-virginica
+75,6.014193068293329,3.3982358911870407,4.529991878362188,1.5700196241020703,Iris-versicolor
+76,6.484881337711382,3.0,5.816161139399537,2.1690613871328446,Iris-virginica
+77,5.690273655626999,3.8016582443107034,1.83715771472627,0.3518131193582645,Iris-setosa
+78,6.624881488946364,3.142315904180293,5.532993736908763,2.0210199070697143,Iris-virginica
+79,4.619505148920844,3.166961484590178,1.4087272318256954,0.20458291618431076,Iris-setosa
+80,5.285048747508013,3.353298121706543,1.5653682056383733,0.4135463885716929,Iris-setosa
+81,6.0216614075590735,2.816372175943728,4.679823801025701,1.1893658089959271,Iris-versicolor
+82,5.582793089191458,2.4669037047501137,3.8845228751639813,1.086567494955365,Iris-versicolor
+83,5.478999942191649,4.199998574530806,1.3945284251209034,0.2024143010458649,Iris-setosa
+84,6.508641148463761,2.9783931332028284,4.332933809306359,1.3503529972911354,Iris-versicolor
+85,6.134382508127739,2.8012721605730646,4.692660014796207,1.1960490057819186,Iris-versicolor
+86,6.005038573260972,3.0,5.363878249322231,1.794632448733109,Iris-virginica
+87,4.908448408954186,3.0,1.4104360938450162,0.2032084231482341,Iris-setosa
+88,4.400000461233161,3.2226850933496465,1.2949019786863096,0.19589976906761117,Iris-setosa
+89,6.23590050340674,2.8158030675002164,4.6165565235532515,1.2523923234114376,Iris-versicolor
+90,6.86541230052939,3.192770712909629,5.915764108079501,2.3085881070073,Iris-virginica
+91,5.796323398641221,2.6973768849517614,4.085127308729788,0.7993222721923154,Iris-versicolor
+92,6.650364489568215,2.7250909851276113,4.74881539192136,1.3493862014967668,Iris-versicolor
+93,6.449638264790598,3.218637363883639,5.085326803013992,2.0126826813119214,Iris-virginica
+94,4.589237877906762,3.508111735551691,1.0000005887790393,0.19805910601943005,Iris-setosa
+95,4.822620481351732,3.0,1.4057525943458056,0.30678889673651816,Iris-setosa
+96,6.15353805068497,2.2480470391873193,4.25553062690271,1.1930064850376592,Iris-versicolor
+97,7.277864729368765,2.8945256576235976,6.261350818867062,1.7970959257752916,Iris-virginica
+98,6.198874166304114,2.194184173557121,4.496315725990751,1.5186200371046064,Iris-versicolor
+99,5.42833269349907,3.4098413166482127,1.7386668460045933,0.20347453596736922,Iris-setosa
+100,7.716746866617704,2.612183766902151,6.899998931170488,2.2935177853888393,Iris-virginica
+101,5.67739901724556,3.0,4.097431981978579,1.1965220677129134,Iris-versicolor
+102,6.773465476901674,2.8059032077266624,4.7565627215025605,1.3930318565356339,Iris-versicolor
+103,5.054985904852993,3.5365705190086607,1.4013220635659716,0.19641917899320238,Iris-setosa
+104,7.11435735948487,3.0,5.908240126652227,2.0930697663407596,Iris-virginica
+105,5.807935678677926,2.805797011612463,5.097779710751061,2.4019424590879526,Iris-virginica
+106,5.134091630073047,3.7326206990947255,1.505477206243147,0.39672442285157206,Iris-setosa
+107,4.9914105563266675,2.0,3.1901864095442787,0.8636375904323541,Iris-versicolor
+108,6.277947803124547,2.252831224389325,4.46201866822488,1.38756140754704,Iris-versicolor
+109,6.435049359136019,2.77945096681749,4.722919573871468,1.3110979545118555,Iris-versicolor
+110,7.604328560606042,3.0,6.600406599723929,2.1129521872395256,Iris-virginica
+111,5.019443388545402,2.0000010300213704,3.5112549668885924,1.0122692677834164,Iris-versicolor
+112,6.717440990357208,3.2734198866250486,5.757675519019811,2.128782821071085,Iris-virginica
+113,5.493124733686719,4.2,1.401702922219255,0.2005066801848075,Iris-setosa
+114,4.60970501786006,3.1790122428796437,1.4089102822664719,0.2002118339433512,Iris-setosa
+115,5.003763592362844,2.0,3.516889255584465,1.0030113935159513,Iris-versicolor
+116,4.988579598815479,2.0,3.516053976633913,0.9940362309600261,Iris-versicolor
+117,5.010710274215297,3.0,1.6206313253978417,0.203100935882836,Iris-setosa
+118,6.79817912531656,2.7986408447255227,4.769509542279531,1.4053163270423055,Iris-versicolor
+119,4.9778006605783025,2.0,3.529580755432699,1.0484453810021228,Iris-versicolor
diff --git a/iris/tab_ddpm/4/27/test.csv b/iris/tab_ddpm/4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/27/train.csv b/iris/tab_ddpm/4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/27/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
+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/4/27/val.csv b/iris/tab_ddpm/4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/28/synth.csv b/iris/tab_ddpm/4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5c920a7291e13baa43d23afc8f7642d4d0caf5b9
--- /dev/null
+++ b/iris/tab_ddpm/4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.427677924815174,3.912788211692997,1.3158719672965173,0.4024390611158587,Iris-setosa
+1,6.430166048882337,3.1700339046723895,4.6836472309460175,1.5597495557483625,Iris-versicolor
+2,5.904027356058397,3.0,5.093568339246258,1.7948678424058153,Iris-virginica
+3,5.20168184356506,3.4050163402624034,1.403857132458669,0.19801076821343055,Iris-setosa
+4,5.414964309455859,3.4043414009960253,1.4876784747302345,0.4221165375042476,Iris-setosa
+5,6.030343431917796,2.209927686764378,3.933817342896469,0.9925026684536591,Iris-versicolor
+6,5.219280581113159,3.4083833753308825,1.399637678173891,0.1972791034507971,Iris-setosa
+7,6.5281655475322475,3.0,5.483790882668214,1.7994380423792509,Iris-virginica
+8,6.034386541711886,3.371896627005066,4.53711401843231,1.6101342345854657,Iris-versicolor
+9,5.564911887053117,2.4398444986225436,3.804263217733067,1.0378316558000524,Iris-versicolor
+10,5.927196446862446,3.1885319008831,4.834221872822746,1.794423198928416,Iris-versicolor
+11,5.65165805684463,3.7760384239664733,1.568196242234874,0.2864211662367253,Iris-setosa
+12,6.2885649869803695,3.3878006107778154,5.378438513441075,2.2912841022414576,Iris-virginica
+13,6.714041011335665,3.3340958157656457,5.697030000015225,2.5,Iris-virginica
+14,6.0629737420967,3.3894983370439604,4.5332731902627925,1.632646230169674,Iris-versicolor
+15,5.792750494942229,2.6711984289987347,4.1781702319743275,0.9774043358259659,Iris-versicolor
+16,4.91033079599886,3.1116579747561657,1.497775286745457,0.1,Iris-setosa
+17,5.531632922528671,2.578187043916791,4.386592703099368,1.192037586147628,Iris-versicolor
+18,6.307251641675543,2.572624549530288,4.962288950536342,1.8501712884476238,Iris-virginica
+19,7.2990320438331295,2.916652537788886,6.342972328220937,1.8088619483916064,Iris-virginica
+20,7.718496952138362,2.616604747645717,6.899998034908255,2.270208180843059,Iris-virginica
+21,7.714481164190001,2.8034511002676172,6.696648523920723,1.9787477542255796,Iris-virginica
+22,7.693707589705711,2.810173605260936,6.689611729370697,2.0122416482412584,Iris-virginica
+23,7.9,3.7760182480533633,6.447614944293686,2.0019608531362953,Iris-virginica
+24,6.078500330402224,3.0,4.6305734601297415,1.407385353216964,Iris-versicolor
+25,6.848254241550003,3.116145966418405,5.091325080077385,2.287794164024434,Iris-virginica
+26,4.808246564155521,3.3981949327863257,1.605322485493081,0.20416250440693398,Iris-setosa
+27,5.492707254292849,2.39849618142621,3.7329059873148127,0.9105200066415697,Iris-versicolor
+28,6.338879660250272,2.516067180275069,5.012032035481579,1.8903574480712042,Iris-virginica
+29,6.1941939379677775,3.4018117572186983,5.417571857257045,2.2990652109239065,Iris-virginica
+30,6.329299670831958,2.3166877826730827,4.445449025090978,1.307569843105801,Iris-versicolor
+31,4.400000600400016,3.1920288462096367,1.335261499165023,0.2036460309745783,Iris-setosa
+32,7.239424784612175,3.0,6.091459545953472,2.0914177226901223,Iris-virginica
+33,7.296957178000428,2.919607320412128,6.237234017099651,1.7944114410045318,Iris-virginica
+34,6.32867747920188,2.307621361019097,4.373711472291076,1.2853835505058098,Iris-versicolor
+35,5.093675410863884,3.726128262580212,1.4978366353247325,0.3969266111998143,Iris-setosa
+36,4.866535705314695,3.4224195864763685,1.593863350275526,0.21346683774124658,Iris-setosa
+37,5.293775581411516,3.6240298741353465,1.4847392586007364,0.2023399681340679,Iris-setosa
+38,5.630725886714805,3.0,4.209874192278523,1.257086099839555,Iris-versicolor
+39,6.491665781020096,3.0,5.476765340820567,1.8060826924407607,Iris-virginica
+40,6.2033059472461405,2.204549334373277,4.5350410874145775,1.5340683806600377,Iris-versicolor
+41,5.965783800935351,2.8944671039388172,4.507954263441221,1.5019099994944183,Iris-versicolor
+42,6.392301095220406,2.8808099111267755,4.280731970552354,1.3074389009148788,Iris-versicolor
+43,5.423543303856905,3.9194608479133315,1.2721721356620324,0.46380412492990214,Iris-setosa
+44,5.8115509055749115,2.6855694545121236,4.121810333581048,0.8138790568937919,Iris-versicolor
+45,4.62186149478078,3.603847116456129,1.000000406846649,0.19434587452962196,Iris-setosa
+46,5.395282099879429,3.8747916773499496,1.30966925572922,0.396450320851686,Iris-setosa
+47,5.561126634352453,2.502915595043896,3.8213166336181397,1.0740574598293071,Iris-versicolor
+48,5.855291077453543,3.1960439760480743,4.789666510250595,1.783212492162125,Iris-versicolor
+49,5.994339864311534,3.400541659765767,4.46076638516559,1.6447464785164998,Iris-versicolor
+50,5.395532931101372,3.3873215269908794,1.5750753041371646,0.20031003013194773,Iris-setosa
+51,4.4,3.2027632927210035,1.2973599093917463,0.1985459664676808,Iris-setosa
+52,4.895860540840559,3.0560191306618165,1.4837617257131939,0.1,Iris-setosa
+53,4.781111694262996,3.0,1.3969900704318743,0.32694247632684825,Iris-setosa
+54,5.033158192469037,2.000000509486033,3.5426859035443523,0.9520580446834594,Iris-versicolor
+55,4.985455039612275,2.0,3.4868684865019466,0.8558984875333753,Iris-versicolor
+56,5.485038285449061,3.0,4.473816008221463,1.5083069224410102,Iris-versicolor
+57,6.795887419320721,3.1915081080703525,5.895159347272344,2.2930018959254355,Iris-virginica
+58,6.293119336057006,2.6739644292796396,4.903593618574792,1.804909079987022,Iris-virginica
+59,6.689798745020411,3.302165186366613,5.6794151764762795,2.08565921807163,Iris-virginica
+60,6.2898361445390885,3.392197364122778,5.464784209810063,2.2958624842283895,Iris-virginica
+61,6.501940545975578,3.014828171043939,5.674545651644749,2.1883022446769522,Iris-virginica
+62,5.102110499923212,3.7060203136731222,1.4934162699675224,0.3552379788523782,Iris-setosa
+63,5.949867251188384,3.0,5.117293274761268,1.8081751036228415,Iris-virginica
+64,6.6825432798398,3.3332982594127274,5.691635989714097,2.4999996327713667,Iris-virginica
+65,5.5293968131314495,4.199999224920237,1.3581498788210276,0.20477030034911597,Iris-setosa
+66,6.0353190277593765,2.2127432840391577,3.9930880070879455,1.0099540565608618,Iris-versicolor
+67,6.494057754069954,3.0,5.76661734066404,2.2116445525097364,Iris-virginica
+68,7.691175906321222,2.805899312786745,6.690293259361632,2.0166808123757023,Iris-virginica
+69,4.854884042906705,3.0,1.416234513349161,0.1,Iris-setosa
+70,4.4,3.2129672107924727,1.300208119122824,0.20073308075177737,Iris-setosa
+71,5.50336115253812,4.199998912594763,1.4033617745518334,0.20026988330287082,Iris-setosa
+72,7.58813643476,3.0,6.622140656643268,2.108497639082929,Iris-virginica
+73,5.405608385079182,3.8918203241264027,1.3104562798096127,0.4961917264797362,Iris-setosa
+74,5.145924095027707,3.4650945567175047,1.3908618418586418,0.20212029547330798,Iris-setosa
+75,4.800298601051836,3.0,1.402681415579707,0.3441295942945592,Iris-setosa
+76,5.387901229594437,3.3930843259072176,1.5713511566976017,0.19148064653515062,Iris-setosa
+77,5.672437820894661,3.0,4.214143244208382,1.261553341668523,Iris-versicolor
+78,5.714632955428585,3.0,4.210315074796441,1.2529544962511763,Iris-versicolor
+79,5.38148950339662,3.860891659588013,1.3131493162840697,0.4067742573232487,Iris-setosa
+80,4.907663687154109,2.432690490691213,3.4449602201505587,1.026450915371419,Iris-versicolor
+81,4.798114107246332,3.3842317247564084,1.7473832354018364,0.20090783436609008,Iris-setosa
+82,5.8075246440219015,2.7053503665545655,5.096482064587991,1.8927612987752975,Iris-virginica
+83,5.537631578828491,3.0,4.418568036669368,1.4231053206282693,Iris-versicolor
+84,5.15247461268745,2.360918144382228,3.546661392002768,0.8540670163059112,Iris-versicolor
+85,5.721310474908087,2.8415693120605887,4.37856634069913,1.2409906319944537,Iris-versicolor
+86,5.398280349649065,3.857345824607072,1.3204473265547372,0.3742789024285984,Iris-setosa
+87,5.210772427599772,3.4115263917056495,1.3678170683172428,0.2007092397220986,Iris-setosa
+88,5.453691378549187,3.402686233664933,1.6720213454683528,0.20001499525206487,Iris-setosa
+89,4.803511809857521,3.369186042278659,1.8805562089133558,0.1938778350140059,Iris-setosa
+90,6.137088650780396,3.344576802690603,4.605213244290416,1.5818100057703466,Iris-versicolor
+91,6.689316970050912,3.2547090839349075,5.762791381128807,2.242574954357802,Iris-virginica
+92,5.794785318984097,2.673152147154389,4.092471841066397,0.9909764456291148,Iris-versicolor
+93,4.400000577576744,3.1843938187483705,1.3203715122376596,0.19751639254016906,Iris-setosa
+94,6.673974868843345,3.2741591009177027,5.636145474880278,2.499999378664931,Iris-virginica
+95,7.662607404465414,2.594098319639461,6.899998936926184,2.2866949231754106,Iris-virginica
+96,5.483754877191524,3.0,4.463836636234005,1.5049052276290673,Iris-versicolor
+97,4.4,3.212303471681364,1.2881117959013468,0.2015620442578235,Iris-setosa
+98,5.5968825746702136,3.0,4.119407116660823,1.3132545112046206,Iris-versicolor
+99,5.906602874812641,3.1614467466803657,4.770420335768445,1.8155028820453187,Iris-versicolor
+100,4.81245279121011,3.397389873719555,1.576497628348141,0.2016774162596408,Iris-setosa
+101,6.334999060974777,2.881836512194925,4.32021338654579,1.2819526088634863,Iris-versicolor
+102,6.36664869622678,3.3754947091904786,5.46793908579658,2.253102568393671,Iris-virginica
+103,4.517560143345521,2.322504071200728,1.3071957196137047,0.31539718780877435,Iris-setosa
+104,6.787377398217034,2.7857340345057455,4.7872049933890555,1.4533950837649074,Iris-versicolor
+105,5.78113378736742,2.7084676920500192,5.086033975522727,1.9029930397064787,Iris-virginica
+106,4.903061870000257,3.0,1.4040803727034328,0.19656102362011563,Iris-setosa
+107,5.009848254060467,3.0,1.6545144632630813,0.19681631143183081,Iris-setosa
+108,4.616343396554742,3.6205457467705577,1.0000004838530645,0.19249327015205514,Iris-setosa
+109,6.553999183084355,2.985420968486958,4.340156621852192,1.3664270546495698,Iris-versicolor
+110,5.180507745702563,3.4111614958044676,1.3839497293551979,0.20016826616739253,Iris-setosa
+111,4.937092390411297,2.360757211009027,3.3245256643807517,0.9124297688461489,Iris-versicolor
+112,4.852932929865156,3.0,1.4359395603067036,0.1,Iris-setosa
+113,5.912800885663587,3.0,5.108101580247497,1.803643863064682,Iris-virginica
+114,5.771166133147606,2.7916228343764087,5.173493134330356,2.4042214647192406,Iris-virginica
+115,7.6155105651416735,3.0,6.59209206371208,2.1207370995218158,Iris-virginica
+116,6.7689535037270065,3.24192574852845,5.842887966107184,2.2460622980624274,Iris-virginica
+117,5.0245288530299534,2.0,3.4837237357531787,0.9247827465945035,Iris-versicolor
+118,7.662393367807446,2.807585611080433,6.6953491601968596,1.9971693656105483,Iris-virginica
+119,5.915019149400368,3.0,5.123788073334762,1.7972384514445412,Iris-virginica
diff --git a/iris/tab_ddpm/4/28/test.csv b/iris/tab_ddpm/4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/28/train.csv b/iris/tab_ddpm/4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/28/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
+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/4/28/val.csv b/iris/tab_ddpm/4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/29/synth.csv b/iris/tab_ddpm/4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9c60958c0146929586c62e2834dd5110e0ef146
--- /dev/null
+++ b/iris/tab_ddpm/4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.497898869583884,3.0415602057559816,5.299746971332154,1.9277997279221666,Iris-virginica
+1,5.536863732028811,2.628333828920681,4.43147048044127,1.2189138378828175,Iris-versicolor
+2,5.0295475863949735,3.0,1.5624573884643056,0.20012173219178886,Iris-setosa
+3,5.218234171690122,3.4089613229282025,1.4029546008071048,0.20350479099285984,Iris-setosa
+4,5.5363899644072205,4.2,1.4044239296706358,0.20644597783252258,Iris-setosa
+5,5.797831830143739,2.7055886024573015,4.1470879439209805,1.0019353620331595,Iris-versicolor
+6,4.497546538745314,2.3282956463569797,1.2968157059237355,0.2859624079837058,Iris-setosa
+7,4.9801273689091,2.0,3.5049382335052917,1.040466295335974,Iris-versicolor
+8,4.5892602777704745,3.6425737213733123,1.0,0.19470526835241592,Iris-setosa
+9,6.1830174767315444,2.2744117454323023,4.273269117833544,1.1803116381001106,Iris-versicolor
+10,5.7215598900845075,3.0,4.218476240752356,1.1790665485359189,Iris-versicolor
+11,5.042071192237932,3.50295877974091,1.411248665726286,0.1994541734767708,Iris-setosa
+12,5.4876304508159235,3.0,4.4867080445975605,1.4567512487607979,Iris-versicolor
+13,5.574168351417338,4.2,1.4199514924130423,0.20027338204330009,Iris-setosa
+14,6.218900420482227,2.2161909652937792,4.496333101093273,1.5093718384977188,Iris-versicolor
+15,5.090065413406897,3.687424710391018,1.4941907228616957,0.4252355196552837,Iris-setosa
+16,4.8107558892511895,3.0,1.36685479072765,0.1,Iris-setosa
+17,7.57074181999387,3.0,6.554297240437672,2.0989111333636883,Iris-virginica
+18,5.046353252757961,3.3318729810723773,1.845349013744523,0.2005549595994369,Iris-setosa
+19,4.400000463376042,3.1697087359242655,1.3297321589170783,0.20238706321687935,Iris-setosa
+20,5.110999113240008,3.4980068397256345,1.3906385133638026,0.19905371440624417,Iris-setosa
+21,5.904751875247344,3.2144535027870678,4.812672584609779,1.8161103289711293,Iris-versicolor
+22,5.69797278157389,2.9029551872837507,4.215458193894865,1.3067490227107255,Iris-versicolor
+23,6.2038176149720705,3.3867209681380324,5.4012038843496,2.292792915529259,Iris-virginica
+24,6.882647284159667,3.1006430946152177,5.156305851732311,2.3126544731858445,Iris-virginica
+25,7.379393265780296,3.0,6.290130720392851,2.144060800652403,Iris-virginica
+26,6.290260225482132,2.6950516492603307,4.870836238545961,1.7922194896772992,Iris-virginica
+27,5.59406485940734,2.7451008375813726,4.433235812589529,1.2684315045790622,Iris-versicolor
+28,6.326831064163579,2.270985003042599,4.425081317788834,1.3152557715405269,Iris-versicolor
+29,6.572791793026915,3.0,5.801152189034196,2.208405663633967,Iris-virginica
+30,5.094253336378399,3.490603370240042,1.3861706628868184,0.20165943656244864,Iris-setosa
+31,5.431494154512266,3.9122434675790503,1.3109665361765148,0.42841201905846366,Iris-setosa
+32,5.1091151011946625,3.482882234137479,1.347363487626495,0.19523918079487818,Iris-setosa
+33,7.687787855760775,2.806526435047303,6.694684001854166,2.000301954062282,Iris-virginica
+34,7.7020757836024725,2.6188191689225597,6.9,2.3058106102453046,Iris-virginica
+35,4.879522432729065,3.0733532040753193,1.4848078436818886,0.1,Iris-setosa
+36,5.899825031865705,3.2127867174506854,4.797981461633103,1.8040704911888985,Iris-versicolor
+37,6.788194252892469,3.1680475658318676,5.848715926658306,2.279976918593184,Iris-virginica
+38,4.86300416239852,3.0,1.3988447983849182,0.20312413001016608,Iris-setosa
+39,6.000924790194476,2.196059568000042,3.9789785001034685,1.0101712123783524,Iris-versicolor
+40,5.966797016532978,3.393160655629758,4.456326768876681,1.5578390026876607,Iris-versicolor
+41,4.796031022150562,3.0,1.387367827164561,0.10000011712909325,Iris-setosa
+42,7.125956898019451,3.0,5.8981012425255015,2.0992420023570806,Iris-virginica
+43,5.133052497424462,3.723563348238211,1.4658715741406863,0.38443029245203586,Iris-setosa
+44,6.389764881128948,2.9855680194220917,5.569053219254071,1.7946092801184412,Iris-virginica
+45,6.67248847024093,3.048794760093777,4.633506453418582,1.4904291449417708,Iris-versicolor
+46,5.525252249201259,3.0,4.49524472383596,1.5100722234672928,Iris-versicolor
+47,7.354016145750046,2.9177459811262354,6.342418189577952,1.795171304256619,Iris-virginica
+48,5.587730247181202,3.0,4.10978496780725,1.2750674235366137,Iris-versicolor
+49,5.537343037067827,4.1999993441964545,1.3877644507233338,0.20510997466668338,Iris-setosa
+50,6.3007048842013935,3.300989044866311,4.700248942327882,1.6058950636361444,Iris-versicolor
+51,5.882116389312748,3.0,5.123333441172663,1.790238506206478,Iris-virginica
+52,4.795169000415226,3.4075772927695502,1.6731615251781724,0.1990742241867921,Iris-setosa
+53,6.409969402576551,2.9110716094381477,4.316489896705918,1.3082665976766448,Iris-versicolor
+54,5.789192484829281,2.6919692080056388,5.088420108996867,1.8927630819297674,Iris-virginica
+55,5.014136755014801,2.0,3.563163939793247,1.0433710671444223,Iris-versicolor
+56,6.199068323714808,2.1997368757191476,4.4848164650313125,1.4974830010864189,Iris-versicolor
+57,6.69462466349385,3.0,5.0144984818854095,1.6938812658130906,Iris-versicolor
+58,6.091389813010488,2.2168495426058836,4.28401708898723,1.1666954806551306,Iris-versicolor
+59,5.388744818961738,3.413152712638853,1.5006958508258776,0.3704325416068234,Iris-setosa
+60,6.109501371206558,2.825411580758374,4.660030383200263,1.2591063950440813,Iris-versicolor
+61,4.790698712369163,3.3923663585390917,1.5950713450453071,0.19963583507276111,Iris-setosa
+62,4.75572352114034,3.0,1.3796795625855216,0.1,Iris-setosa
+63,5.419473626605333,2.365501833329156,3.684721623766808,0.9302582340811949,Iris-versicolor
+64,4.99037805575023,2.0,3.41397465640173,0.9375722050126201,Iris-versicolor
+65,6.448125233026641,3.318075016469276,5.464747763419232,2.310644021337609,Iris-virginica
+66,6.5523894460755425,3.1919660843670488,5.136243876417658,2.0218173022427472,Iris-virginica
+67,5.2181798828353285,3.3209540367042605,1.6111152182785704,0.5630452001944044,Iris-setosa
+68,5.091055469228343,3.2940684307550776,1.7832591778017237,0.4917963759714521,Iris-setosa
+69,6.15702410249183,3.0,4.623925665582723,1.3907365095770416,Iris-versicolor
+70,6.483432594816922,2.958205219893567,4.316244951559071,1.359709491977448,Iris-versicolor
+71,5.497991648983971,4.1999992907517285,1.4166079622179828,0.2051905371596506,Iris-setosa
+72,6.8635592772186085,3.1525647769277905,5.393314345573433,2.297942769747854,Iris-virginica
+73,6.793582481016674,2.796921923242807,4.791848324923551,1.400962490503868,Iris-versicolor
+74,6.660497197631369,3.2764416438591004,5.586364117544698,2.095702579365077,Iris-virginica
+75,6.288290165354243,2.92769810788027,5.632482948509033,1.8102320241040302,Iris-virginica
+76,5.889139916764075,3.1989792586814247,4.808903460535276,1.8090207050371683,Iris-versicolor
+77,5.693086461082797,3.7904922034885637,1.5705885479492316,0.3099233464238475,Iris-setosa
+78,5.97622670643078,3.3104884595602666,4.595544399084984,1.6744231968466097,Iris-versicolor
+79,6.0952955295853215,2.8209087448976162,4.266842948431626,1.157883368015763,Iris-versicolor
+80,5.632831280434205,3.0,4.403321120412051,1.399418242770564,Iris-versicolor
+81,6.3091132618088315,2.2617988638678583,4.397404202809312,1.3153340962075208,Iris-versicolor
+82,6.923495446948379,3.1051466522525035,5.138186067041136,2.291627527427476,Iris-virginica
+83,4.812659698394317,3.4040321843721904,2.01134610532702,0.19896996167856168,Iris-setosa
+84,5.582559652702052,2.5563830094935898,4.156225243672022,1.1188244144283397,Iris-versicolor
+85,6.579005446539053,3.0,4.383667377871181,1.3816231177418041,Iris-versicolor
+86,6.024356606451857,2.2098826434958174,4.019026780038226,1.0131639436213131,Iris-versicolor
+87,6.289558105041726,2.283489152839347,4.385983214366731,1.3136701591976496,Iris-versicolor
+88,5.884181997054731,3.2990786626327937,4.642538829110915,1.6978911358835487,Iris-versicolor
+89,6.313019309488819,2.727279984316992,4.955938215888639,1.8085111336281872,Iris-virginica
+90,6.271962877645549,2.2438102177739725,4.476173944111687,1.375250810321151,Iris-versicolor
+91,6.315950933797482,2.2961361440413532,4.44035787487276,1.2957242420579878,Iris-versicolor
+92,5.332728403391193,2.405702455345822,3.654326924106808,0.9964826012639671,Iris-versicolor
+93,4.803253342213319,3.3942610346547903,1.7088662394061425,0.19971160788836717,Iris-setosa
+94,6.107009381004044,2.7972721616597656,4.686100233484315,1.198701326142023,Iris-versicolor
+95,6.721275842644593,3.307432637670755,5.73918565391597,2.0984268026597546,Iris-virginica
+96,5.681728272905647,3.8085614259347786,1.7574270316230953,0.29232317021721405,Iris-setosa
+97,6.263571411216606,2.671043017194761,4.924453587209413,1.8101685192882562,Iris-virginica
+98,4.999846312454462,2.0000007562931965,3.5172960120242664,0.9720096166608743,Iris-versicolor
+99,7.574523059240078,3.0,6.57795623408743,2.097251345725688,Iris-virginica
+100,4.892951149273136,3.0,1.3860498507878027,0.2005029767647461,Iris-setosa
+101,5.012429025447708,3.0,1.5718622394969515,0.19977233218306628,Iris-setosa
+102,5.784901217254582,2.865506140341574,4.482184460422895,1.355498574909293,Iris-versicolor
+103,6.497700254643173,3.185729041726688,5.0898288077426255,2.0132607038697716,Iris-virginica
+104,5.654144872432537,3.0,4.039548422973581,1.2688622198484756,Iris-versicolor
+105,7.899998986309575,3.8077741006918644,6.419172889364065,1.9907916157499732,Iris-virginica
+106,6.308633924041652,2.305794882202443,4.453783772512528,1.3231968264233822,Iris-versicolor
+107,7.580798093474526,3.0,6.608271025273132,2.099021063803733,Iris-virginica
+108,5.478715512960702,2.5719904324443283,4.3764168674855055,1.161549431820065,Iris-versicolor
+109,5.810638950663927,2.798658171385558,5.167804977971522,2.4021333712542368,Iris-virginica
+110,5.0008718499649,3.0,1.5736693645646216,0.19604223458265135,Iris-setosa
+111,6.286502343444723,2.2656195765696245,4.419298457564853,1.3366116867994948,Iris-versicolor
+112,5.449869179473456,3.0,4.484789642165535,1.4921356866883202,Iris-versicolor
+113,5.007481919730727,3.512101267030949,1.393138400464516,0.20384005933897123,Iris-setosa
+114,5.776364528958267,2.8643429068154145,4.265644690144748,1.2807916803648545,Iris-versicolor
+115,5.974922999946828,2.200446564710381,3.959750621072738,0.9723360435745376,Iris-versicolor
+116,6.307122040884667,3.2638072562108236,4.726462133780332,1.603705846037976,Iris-versicolor
+117,6.303156805141325,2.709466353574002,4.895468562152289,1.7946708642742306,Iris-virginica
+118,5.684324450932936,3.0,4.455230751591037,1.499589778362307,Iris-versicolor
+119,4.816086836340019,3.0,1.408817269851759,0.10000010452140336,Iris-setosa
diff --git a/iris/tab_ddpm/4/29/test.csv b/iris/tab_ddpm/4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/29/train.csv b/iris/tab_ddpm/4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/29/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
+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/4/29/val.csv b/iris/tab_ddpm/4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/3/synth.csv b/iris/tab_ddpm/4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17f2fc48be137cce11e8887e2814f8a8bdccb4b5
--- /dev/null
+++ b/iris/tab_ddpm/4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.81478432254419,3.403927510318272,1.8571424806685506,0.1999075401523115,Iris-setosa
+1,4.507095680815641,2.3187684047202173,1.3034853244252025,0.31142054413885756,Iris-setosa
+2,6.712588531043933,3.298248752086537,5.681361354184448,2.107505322775432,Iris-virginica
+3,4.400000725369927,3.1808362067156475,1.271504348602083,0.19881091613621094,Iris-setosa
+4,6.448958823169795,3.0,5.583741906797699,1.797504585104114,Iris-virginica
+5,6.273610805314846,2.3249488966428107,4.37009213412553,1.2938281540777312,Iris-versicolor
+6,4.4,3.204595537318251,1.2896982222339246,0.20445931827360073,Iris-setosa
+7,6.089041136815918,3.0,4.597268055702095,1.4054242175044243,Iris-versicolor
+8,4.994496432057176,2.0,3.5848827495113835,0.9289712666516159,Iris-versicolor
+9,7.899998561344307,3.792190169337001,6.378003584385106,1.9942025739115057,Iris-virginica
+10,5.495711054149405,4.19999912138431,1.3902759422058062,0.20593299755975544,Iris-setosa
+11,6.0203724941623395,2.9086109127675974,4.481986902646785,1.5152326748418945,Iris-versicolor
+12,5.781519815142238,2.6591696161476923,4.052062841971466,0.9198654212327759,Iris-versicolor
+13,5.340219230891163,3.0,4.481366043492266,1.4899540078501095,Iris-versicolor
+14,6.265945380692629,2.560250497298969,4.989535822754646,1.8725840508661424,Iris-virginica
+15,5.377977887959989,3.911232733411233,1.2797821335764938,0.42143560648868605,Iris-setosa
+16,4.804646033696411,3.3872752957158427,1.6806448900774413,0.20281365030185486,Iris-setosa
+17,5.641850408704314,2.8942543884768552,3.7509965123528803,1.3103581753274476,Iris-versicolor
+18,6.416772567760516,3.3094019745188903,5.310653925966349,2.1425358138059596,Iris-virginica
+19,5.294400244276816,3.7273464664855163,1.5143380394935224,0.20073140097426653,Iris-setosa
+20,6.1152965953207294,2.823180056597522,4.669070777218792,1.201896921877928,Iris-versicolor
+21,6.1998194887104745,2.192501046006646,4.511834135693896,1.5272275413897942,Iris-versicolor
+22,5.619415277063116,3.8077501415249273,1.5052997463562834,0.35759746189919395,Iris-setosa
+23,5.448551851962095,3.4083877605193478,1.6691858001065119,0.2029141708514663,Iris-setosa
+24,5.575660518295338,2.7194104579141523,4.423222200445017,1.2621483164787928,Iris-versicolor
+25,5.679441235073793,3.775630081517926,1.8080978774859986,0.328756255858343,Iris-setosa
+26,6.760778939755694,2.800624782032502,4.743336599241363,1.38152890155197,Iris-versicolor
+27,5.503323278738258,3.0,4.469138366092281,1.4968962809709057,Iris-versicolor
+28,5.4096785708701365,3.0,4.50578779348515,1.5251524077974867,Iris-versicolor
+29,6.890801461888017,3.1066061826510487,5.094620813538756,2.2963648894241615,Iris-virginica
+30,6.497730313210946,3.2604811317828934,5.270341769371324,2.103322107134601,Iris-virginica
+31,4.788003555478287,3.4004297946098903,1.6616641683453608,0.1984463758988157,Iris-setosa
+32,5.0441331145009825,3.54670751841691,1.396819510361098,0.2021993128360241,Iris-setosa
+33,5.35410706633924,3.3534230337515347,1.5613641913720926,0.19846281166958868,Iris-setosa
+34,5.388894114044126,3.401509453469223,1.5001046582629476,0.3916949387197924,Iris-setosa
+35,6.7444000505251065,2.5592906463638023,5.895418246381481,1.8099588961814808,Iris-virginica
+36,4.604604058355859,3.5848863297608524,1.000000374017156,0.19378611323205913,Iris-setosa
+37,5.7710983408118715,3.0,4.2237145103222185,1.2393854955905093,Iris-versicolor
+38,6.21539961543588,2.228282050852211,4.49008846860714,1.4456162485352992,Iris-versicolor
+39,6.8296336728824265,3.2092103959042277,5.932630194718101,2.295116992156065,Iris-virginica
+40,5.553999191469342,3.0,4.508938519137382,1.5141103231779867,Iris-versicolor
+41,6.1044894066118145,3.0,4.609327231818377,1.4099251569171543,Iris-versicolor
+42,5.521774676633977,3.0,4.480744027055193,1.4746188072412607,Iris-versicolor
+43,5.682643680916447,3.0,4.199701124846241,1.2143025797579263,Iris-versicolor
+44,5.632022310567749,3.0,4.100165249083265,1.2832515530222461,Iris-versicolor
+45,5.730164074048574,2.8653741243130337,4.254868700695449,1.2944487447133801,Iris-versicolor
+46,5.810329187433581,2.7025552147547867,4.170563483149367,1.007421169430681,Iris-versicolor
+47,5.341439455070523,3.0,4.51172027027891,1.4951996772797704,Iris-versicolor
+48,5.354311916714348,3.3953062819217164,1.4977683037403797,0.3864497247951823,Iris-setosa
+49,4.4,3.177805081477901,1.2780434801490943,0.20272628282479463,Iris-setosa
+50,6.023756434120296,3.3993017054110215,4.504445433790827,1.6085139649734645,Iris-versicolor
+51,5.757288263105021,2.834967011397293,4.501560888496976,1.2991737534825054,Iris-versicolor
+52,7.307479545255435,2.8982134106931228,6.31498906150776,1.8196585668256955,Iris-virginica
+53,5.008006236979111,2.0000007797659163,3.5011621146341687,0.9394079333401044,Iris-versicolor
+54,6.018433684755821,2.7753660321729203,4.562781104464294,1.1346413768152646,Iris-versicolor
+55,6.419535959151285,2.963619357938178,5.549881161489809,1.7966135377621528,Iris-virginica
+56,6.08156754905748,3.266311649742629,4.65834042215362,1.6452555420476467,Iris-versicolor
+57,5.806730434640863,2.7057388485071074,4.146992480734899,0.9529336170759122,Iris-versicolor
+58,5.542618713995783,3.0,4.483674989210109,1.484673231059826,Iris-versicolor
+59,6.578088387072497,3.0,4.396954514720928,1.3776501783288806,Iris-versicolor
+60,5.406296381737439,3.3880031031956257,1.62364802671825,0.19732860939954838,Iris-setosa
+61,6.794108521322909,2.7946873360991074,4.779446038004789,1.4412420451196382,Iris-versicolor
+62,4.804609505515192,3.3946409994685403,1.706528923036229,0.196149475235797,Iris-setosa
+63,5.096874069044499,3.713598083352586,1.4925480718602648,0.41877475913521633,Iris-setosa
+64,5.307157164571723,3.644563440032027,1.5120571750663272,0.20038942609830304,Iris-setosa
+65,5.694922322596597,3.0,4.286359070785768,1.3156691195164485,Iris-versicolor
+66,5.278634651195986,3.6190149428082816,1.4906796059346017,0.19886608955428967,Iris-setosa
+67,6.666751644676934,3.304406730329637,5.5926648761292945,2.0979111586064776,Iris-virginica
+68,6.571315538509248,3.2071264165199893,5.348672928795236,2.021816048441129,Iris-virginica
+69,5.121534080133965,3.5323223242792476,1.414020873420333,0.1979178927376984,Iris-setosa
+70,4.562055726874643,3.5409606025120355,1.0,0.20589817425000895,Iris-setosa
+71,5.013883988361101,3.3953186154471067,1.6166365103464106,0.40340184040593646,Iris-setosa
+72,6.303619057810145,2.3231449142931773,4.361732277240652,1.3057188261747237,Iris-versicolor
+73,6.688588073112008,3.2840840694846274,5.732590324774584,2.5,Iris-virginica
+74,7.621084912990321,2.8080724246002964,6.634051763591571,1.9153456648558076,Iris-virginica
+75,5.486216053882943,4.199999337742767,1.3752009671174834,0.20835414796999638,Iris-setosa
+76,5.718479320983173,2.9376540920063103,4.2763119910867875,1.2698943432804848,Iris-versicolor
+77,6.288776200923659,3.313054822194202,4.675363548309364,1.6267464670414467,Iris-versicolor
+78,4.7956323029374825,3.400239791055823,1.5794314610185687,0.20024847803573984,Iris-setosa
+79,4.93139852491521,3.0492042704263618,1.4035024906096167,0.20074432869664544,Iris-setosa
+80,7.6701392478314485,2.8538494744776752,6.666359303294184,2.0081427999946007,Iris-virginica
+81,4.502857537323771,2.2861189256057055,1.3055075856053295,0.296227318878902,Iris-setosa
+82,6.031371465662828,3.3917528383798126,4.506649283852053,1.602210936791691,Iris-versicolor
+83,7.705792280229146,2.6512143690443555,6.899998995273858,2.290481917457189,Iris-virginica
+84,7.7202306837099695,2.8081620278500155,6.688523671259563,2.019676702723543,Iris-virginica
+85,4.885721879205635,3.044548236762515,1.4547943752067507,0.10000012365122665,Iris-setosa
+86,5.3664996756020695,3.861360455778459,1.3349668171938636,0.41388524615806804,Iris-setosa
+87,4.978463563118883,2.0,3.4629469660986443,0.9148139691342352,Iris-versicolor
+88,7.702963257334564,2.6318623931586194,6.899997862905739,2.3255232768502876,Iris-virginica
+89,6.018190382152455,2.1932317761149416,4.108602369648444,0.9212237051631096,Iris-versicolor
+90,6.20594519946879,2.1863515341248165,4.500346232872847,1.4526646041420834,Iris-versicolor
+91,5.943624695665831,2.787146715977472,4.647305340926582,1.172338596791855,Iris-versicolor
+92,5.635162167160858,2.7381736349752095,4.452993163790542,1.2823133258974333,Iris-versicolor
+93,4.7934995583132745,3.0,1.390898850832521,0.1,Iris-setosa
+94,6.726312050815218,3.108667970385226,4.7317911503144945,1.5329722493203222,Iris-versicolor
+95,5.817370059419152,2.709595476701702,5.09835504920858,1.8892390096414768,Iris-virginica
+96,6.938398005125192,3.1230057616573133,5.164607555614612,2.2964901166481306,Iris-virginica
+97,6.214922482402681,3.330438546906684,4.6374002837954595,1.6016112331761814,Iris-versicolor
+98,4.8926494061619366,3.0,1.39305554384867,0.19795006716514807,Iris-setosa
+99,5.019608323632842,3.0,1.5740811981626956,0.199052546099839,Iris-setosa
+100,6.014247082602288,3.4018387775188934,4.516206393155057,1.590968491594692,Iris-versicolor
+101,5.1857821865667075,3.3351569476702707,1.5676570478174177,0.4781051377770371,Iris-setosa
+102,6.199913501498128,2.2016203134296655,4.5017621853874425,1.4960558443591487,Iris-versicolor
+103,7.617500428493705,3.0,6.598136541265723,2.0903768660808133,Iris-virginica
+104,6.923261047324896,3.0917024279596097,5.092098314780685,2.2892871524570584,Iris-virginica
+105,4.785280824263639,3.0,1.3990421324415019,0.34713019712254467,Iris-setosa
+106,6.410057502404784,2.9730294112915456,5.599739390525922,1.7944279701711972,Iris-virginica
+107,4.810840420103579,3.0,1.3889900215131943,0.2929786011116732,Iris-setosa
+108,5.628071260116709,2.890081395514808,3.578610994217803,1.2981816076177075,Iris-versicolor
+109,4.780033647050362,3.389934209148626,1.77946618026175,0.20019465513717655,Iris-setosa
+110,4.978968254643079,2.0,3.559037154220598,0.8799935397905474,Iris-versicolor
+111,6.1734702084858455,2.1891834832326134,4.508344864654779,1.4972218936013177,Iris-versicolor
+112,6.1653196203789795,3.0,4.615262324545381,1.3885728244667421,Iris-versicolor
+113,6.671173454530211,3.3259149125504446,5.660144289148024,2.5,Iris-virginica
+114,7.205395035586347,3.0,6.094107593488999,2.113600493475931,Iris-virginica
+115,6.392997937122845,2.911792553875308,4.256083677990279,1.2864508553803595,Iris-versicolor
+116,4.850715091227098,3.0,1.437280574993566,0.1,Iris-setosa
+117,5.533004647006682,2.4493155786540797,3.734214247602602,1.0222770433506356,Iris-versicolor
+118,4.4,3.2314650982489552,1.2930811802033986,0.21139072266408038,Iris-setosa
+119,6.204047311230717,2.258936302486427,4.290537727613938,1.2130367422045174,Iris-versicolor
diff --git a/iris/tab_ddpm/4/3/test.csv b/iris/tab_ddpm/4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/3/train.csv b/iris/tab_ddpm/4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/3/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
+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/4/3/val.csv b/iris/tab_ddpm/4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/4/synth.csv b/iris/tab_ddpm/4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..826646cf60263ee1b322a0c3bb1ba4a14660d3f1
--- /dev/null
+++ b/iris/tab_ddpm/4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.566312726550635,3.0,4.524254161383275,1.4792636463726205,Iris-versicolor
+1,7.313271875054353,2.90097728643904,6.301615661671041,1.7870588979481767,Iris-virginica
+2,4.617874864223806,3.588524142652823,1.0000004577189758,0.20122760766918302,Iris-setosa
+3,7.12499547046947,3.0,5.967838319248438,2.0837864574998157,Iris-virginica
+4,5.919132498145831,3.0,5.111198820999187,1.7917044389000842,Iris-virginica
+5,6.178079960539072,2.2056628527675612,4.492494255606971,1.486639238694428,Iris-versicolor
+6,6.291867731905264,2.2092468483730174,4.497221401081602,1.4657692307287178,Iris-versicolor
+7,5.791086979321834,2.692077664176542,5.080500312740531,1.9129123363662928,Iris-virginica
+8,4.596199700264266,3.2135274353011334,1.3921254438907928,0.20727449882991208,Iris-setosa
+9,5.994400931891592,2.895291380049128,4.491944173435138,1.4868941589029183,Iris-versicolor
+10,5.0990300102087875,3.6950032161150546,1.409859225582345,0.2092029233810609,Iris-setosa
+11,7.72701653564007,2.5794141233720334,6.9,2.265036721721867,Iris-virginica
+12,6.722803769858554,3.1287094447002395,4.734689601129992,1.5182427346731238,Iris-versicolor
+13,4.813492894055792,3.0,1.3996243846342504,0.29727569187389713,Iris-setosa
+14,5.639070458774594,3.0,4.138578773765663,1.2646415650993121,Iris-versicolor
+15,5.795890702215978,2.8617363120143997,4.434219177795813,1.3907975434001032,Iris-versicolor
+16,5.747711055258731,2.82569063507175,4.487187685083863,1.3344631089472507,Iris-versicolor
+17,6.687054155748184,3.299490546308166,5.711723298563832,2.4999996354257847,Iris-virginica
+18,5.7049028369858785,2.879346387758712,4.008303940071718,1.2893049419860012,Iris-versicolor
+19,4.847067535760705,3.0,1.4007720317220658,0.26702076073323755,Iris-setosa
+20,4.603792410269451,3.2246336958365456,1.3945211873562868,0.19712570768197243,Iris-setosa
+21,5.982281737708994,2.1849116434100875,3.985479730875036,0.9936266971314061,Iris-versicolor
+22,6.296100023241393,2.2767096044873667,4.426901900866157,1.3335565775736855,Iris-versicolor
+23,5.109101598320123,3.3039127656778526,1.7045132946230792,0.48970236459858674,Iris-setosa
+24,4.977014925442584,2.0000006496636167,3.543346411167321,1.0705638677869713,Iris-versicolor
+25,5.8912231655848055,3.2087964259190525,4.775326923749101,1.7887348544519865,Iris-versicolor
+26,5.8405335902862205,2.6697306976980744,4.170338138356464,1.0213957535661167,Iris-versicolor
+27,5.133262128681598,3.4741535382947326,1.4009147430233413,0.1979426973723396,Iris-setosa
+28,7.435111836763205,2.8693514485830525,6.43106591353995,1.855935349540046,Iris-virginica
+29,6.341686019399941,2.289369527107768,4.43394086141098,1.3026857719370466,Iris-versicolor
+30,4.801689271411053,3.0,1.4055857300998829,0.1,Iris-setosa
+31,4.497412825902744,2.3097158117485215,1.328948842308033,0.29868574277927856,Iris-setosa
+32,6.515762284394999,2.9866606367270405,4.333772833748808,1.3625912223911039,Iris-versicolor
+33,6.290410609888967,2.3034421883957035,4.400936015002311,1.2919057250194765,Iris-versicolor
+34,4.891830153256093,3.0,1.4100613221452287,0.20020914675308046,Iris-setosa
+35,6.294931645919895,2.3470074032718387,4.370057112509881,1.300125538971189,Iris-versicolor
+36,6.822503953441242,3.1523512693558713,5.674736131872587,2.2385358746869635,Iris-virginica
+37,6.280628124466052,3.409866338375593,5.438476239581634,2.3038472816644244,Iris-virginica
+38,4.603244797415015,3.2011948750436514,1.401956838047263,0.19697836492175366,Iris-setosa
+39,7.9,3.836335817960042,6.457822549198818,1.9885104772802298,Iris-virginica
+40,6.711388141224603,3.2819665060900314,5.739833002643113,2.4999995717451107,Iris-virginica
+41,7.288008076551039,2.906065377424102,6.265887217962256,1.795921444170111,Iris-virginica
+42,6.211921189107905,2.206335252013749,4.490651295604621,1.4720513679378204,Iris-versicolor
+43,5.668052491326701,2.9056441456291053,4.049128728307982,1.2948603077343965,Iris-versicolor
+44,5.08774649174154,3.7342991105917185,1.474892718103249,0.2859392004084797,Iris-setosa
+45,4.798243871355961,3.4021443430671727,1.5718154199143155,0.19839846406079245,Iris-setosa
+46,4.6394721441311395,3.0943495160207872,1.4074913263975,0.2412585318567519,Iris-setosa
+47,6.039415660737902,3.409636712837465,4.493509981768869,1.5685986744866953,Iris-versicolor
+48,5.4136544098263935,3.4095612500837778,1.577307554464595,0.19613501723424387,Iris-setosa
+49,7.576678204517872,3.0,6.6026239286971045,2.1090412875057125,Iris-virginica
+50,6.326629783468528,2.6917188815332995,4.920896376369612,1.8178023058647141,Iris-virginica
+51,5.68877368398992,3.786571173983944,1.5926908778742381,0.32982659840039585,Iris-setosa
+52,7.899998743713557,3.796481782187355,6.366503724285689,2.0223339101215148,Iris-virginica
+53,5.50759816750034,4.199999298128337,1.409135145913412,0.20472372205915804,Iris-setosa
+54,6.305527303202988,2.295475974514337,4.418558766927984,1.3092616402873072,Iris-versicolor
+55,5.59734448163547,3.0,4.2457419197230175,1.3591904564306863,Iris-versicolor
+56,6.250215917002036,3.385362973860172,5.405736478822322,2.2845694966243,Iris-virginica
+57,5.433372287759087,3.0,4.486186522675057,1.5009502503411636,Iris-versicolor
+58,4.84273305876335,3.0,1.425412172254676,0.10000010268820222,Iris-setosa
+59,6.026503100365353,2.1980637034155786,3.9294530479046132,1.033766750952377,Iris-versicolor
+60,5.8091202903280985,2.7157733427457664,5.107061521570673,1.9089870384394527,Iris-virginica
+61,5.697154367053732,3.7807405471481266,1.5722214958948935,0.2937025249165185,Iris-setosa
+62,4.630989349461336,3.198060109586285,1.3885121758058347,0.2035271264972644,Iris-setosa
+63,5.796882259582359,2.6833321388172537,5.128536730416624,1.9252078840873061,Iris-virginica
+64,5.99794046228324,2.2096457876421725,4.02544710810522,1.0178042154742954,Iris-versicolor
+65,6.8429504600807824,2.7936202940815242,4.856964683336345,1.4153647139918688,Iris-versicolor
+66,7.090068645808005,2.8988912493998398,6.174095692992222,1.7932986491058807,Iris-virginica
+67,6.300110439827446,2.3008161590067906,4.427967115259044,1.3055554436948933,Iris-versicolor
+68,5.681581872257506,3.7619590194561447,1.7522842227276472,0.32635494870951176,Iris-setosa
+69,5.599086419366813,3.0,4.4785653042600035,1.4964944599261059,Iris-versicolor
+70,6.376494972343929,3.2599725957851278,4.766109403861288,1.600187073614351,Iris-versicolor
+71,5.480981308405699,3.889231173510967,1.3216683264384015,0.36175003069651723,Iris-setosa
+72,4.63000361838894,3.1849108832493735,1.4038875895984555,0.20037656925272967,Iris-setosa
+73,4.609675096813644,3.1850535740164805,1.3869579252617594,0.1982552988185748,Iris-setosa
+74,5.389390708306971,3.38696412205253,1.495588104263191,0.35197053224633545,Iris-setosa
+75,5.123238786578056,3.697363731366722,1.51222745314271,0.3959888192801383,Iris-setosa
+76,5.024238995045919,2.0,3.407991830473707,1.006846463293688,Iris-versicolor
+77,5.583277353259803,2.5073386469226877,3.9460698666092164,1.0988650719968969,Iris-versicolor
+78,7.721887909704987,2.6184173398231105,6.9,2.285477776656788,Iris-virginica
+79,6.263548534645989,2.292927685231537,4.373363973034453,1.2846383560372978,Iris-versicolor
+80,5.6528759451579065,3.0,4.5132542755714695,1.4895220967230178,Iris-versicolor
+81,7.605990708577788,3.0,6.605032291371182,2.0910683782067023,Iris-virginica
+82,6.200462726499867,3.3968446866016033,5.369917342018286,2.2993767105209995,Iris-virginica
+83,5.402218366691963,3.3947151176000143,1.5938091749351044,0.19829615361503544,Iris-setosa
+84,6.797543154049983,3.2046623932574296,5.924640423008903,2.3080906593908446,Iris-virginica
+85,6.3152349509738555,2.553113701797531,4.979828351606553,1.8677752030742238,Iris-virginica
+86,6.693301632333885,3.2770330081057253,5.69797109151918,2.4999996152402675,Iris-virginica
+87,5.002551461137028,3.6068557455988044,1.3972680052496647,0.19513027702063496,Iris-setosa
+88,6.616503623039324,3.0367287861999266,5.867826525759029,2.2567332057708738,Iris-virginica
+89,6.286834421882037,2.4956995031096527,5.028432947513591,1.9090240567100458,Iris-virginica
+90,5.798475059232853,2.703617876981734,5.135638075506749,1.9052804703972446,Iris-virginica
+91,4.943999330525745,2.0,3.5916993716203827,1.0068517759326816,Iris-versicolor
+92,5.871642133672144,2.7817484452318797,4.295853663801876,0.931572693581004,Iris-versicolor
+93,5.286565006472105,3.7487828060315396,1.4784978254802064,0.20514975889500536,Iris-setosa
+94,5.6223897365395175,2.511747122943345,3.9300407673225966,1.1018404069478247,Iris-versicolor
+95,5.078998077952433,3.3055898682323717,1.5581594703907455,0.5525792204169041,Iris-setosa
+96,7.640556384353249,3.0,6.6151744025763835,2.089152716330077,Iris-virginica
+97,5.571549057346092,3.0,4.496158858033825,1.5142580642768564,Iris-versicolor
+98,5.518004647423943,2.588124599538618,4.341714012794958,1.185970294196873,Iris-versicolor
+99,5.736213668029421,2.6459004858769863,4.001953937915969,1.0161764914970324,Iris-versicolor
+100,5.010507531327695,2.0000005054063505,3.6145883223448796,0.9524094795241009,Iris-versicolor
+101,6.665408591194117,2.4929286348899575,5.762830422800618,1.815584478710557,Iris-virginica
+102,4.803530252122811,3.0,1.3877110663458667,0.3214912757143605,Iris-setosa
+103,4.607432703607098,3.5914243952718325,1.0000005353482686,0.19246123718390956,Iris-setosa
+104,5.41926965722198,3.9184493035161094,1.2932633233596285,0.3856480259319284,Iris-setosa
+105,4.4,3.183085166672098,1.3149071330229471,0.20114217902398684,Iris-setosa
+106,5.719607605147527,2.8897900354958708,4.108449479479689,1.3135605240154256,Iris-versicolor
+107,4.987368055943458,3.610833042911853,1.4021667523382826,0.20305909972871375,Iris-setosa
+108,5.800444046480223,2.697321374769642,5.093342615866165,1.906457548253681,Iris-virginica
+109,6.697037814182474,3.31523923880307,5.708462777714237,2.1133056352582225,Iris-virginica
+110,6.004887100163955,2.1839301653838925,4.019299850554495,0.9378630741388594,Iris-versicolor
+111,6.696038220186137,3.0,4.974878269052627,1.695199288327401,Iris-versicolor
+112,5.353197483111699,3.3831005425902365,1.7303798344202226,0.19931109683014842,Iris-setosa
+113,6.484179754620512,3.0,5.4540411927145085,1.8068870377918178,Iris-virginica
+114,6.690950692661267,3.0,4.980745650920911,1.7253399497477357,Iris-versicolor
+115,5.822145185407796,2.6904068544649933,5.140799076080945,1.9072972750173338,Iris-virginica
+116,7.235705057686302,2.896498684505735,6.300083019679282,1.7955322322186573,Iris-virginica
+117,7.105715229350175,3.0,5.906543823804663,2.0812822441892065,Iris-virginica
+118,7.718509720865319,2.6161293318559076,6.9,2.31790266192166,Iris-virginica
+119,5.566577964442741,2.458181051070106,3.8440400780800306,1.0655730126806697,Iris-versicolor
diff --git a/iris/tab_ddpm/4/4/test.csv b/iris/tab_ddpm/4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/4/train.csv b/iris/tab_ddpm/4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/4/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
+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/4/4/val.csv b/iris/tab_ddpm/4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/5/synth.csv b/iris/tab_ddpm/4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d2104e478493f7bfb4a10ab9312c7dc6132f0f2
--- /dev/null
+++ b/iris/tab_ddpm/4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.592165163828013,2.933205716323413,3.5829401677551496,1.3131592432462578,Iris-versicolor
+1,4.819046077782305,3.0,1.4241908559096865,0.10000009229223798,Iris-setosa
+2,6.23543953305768,2.2132482388754773,4.522886976227623,1.5009401928846045,Iris-versicolor
+3,4.789011006202088,3.399103455169608,1.6137391662792817,0.2021667213581182,Iris-setosa
+4,4.798964409716801,3.393082048913625,1.8083093549788256,0.20203683674407083,Iris-setosa
+5,6.712522142265434,2.502076492110226,5.791312712946359,1.8067726256909262,Iris-virginica
+6,5.671687535111093,2.7510247242810446,4.506569954517784,1.2684261471568155,Iris-versicolor
+7,6.871249252267144,3.1417392343797843,5.420800468353638,2.316038954221734,Iris-virginica
+8,7.529980993925137,3.0,6.504721229762334,2.0938120870368637,Iris-virginica
+9,5.9450942167919525,3.419660872812116,4.494104438037323,1.6131071666784562,Iris-versicolor
+10,6.014392988376259,2.188742813428672,4.08687849180744,1.0255003583202777,Iris-versicolor
+11,4.915446661465627,2.4086603125996926,3.222903500176905,1.0091345672335676,Iris-versicolor
+12,6.3267885230635965,2.4675401350112374,5.01510451751565,1.897256375040603,Iris-virginica
+13,5.400694398239528,3.412407871380283,1.681504609619746,0.20052652158822248,Iris-setosa
+14,5.396169631386192,3.415906581981499,1.6346094995382303,0.2059948766204877,Iris-setosa
+15,5.466955283532928,3.0,4.495241504882146,1.515796334744116,Iris-versicolor
+16,5.9928040248261665,3.405020614498671,4.49226725837858,1.5908563382113625,Iris-versicolor
+17,4.995962061140593,2.0,3.567457594475334,0.9459330406654427,Iris-versicolor
+18,7.258699995459064,2.9067562603299044,6.284888639713256,1.8034517588143117,Iris-virginica
+19,6.378818605423964,3.2923321606778595,4.741974268565279,1.5801174119213561,Iris-versicolor
+20,6.692595793651107,3.0,4.994117585479184,1.7123809266164074,Iris-versicolor
+21,5.863293154742899,2.780443299342078,4.210689965943337,1.0445086738050455,Iris-versicolor
+22,4.4,3.1713903975324222,1.3101243486173708,0.19838766393821883,Iris-setosa
+23,5.965434638489995,2.8927093588072954,4.489197685050525,1.4796087088135035,Iris-versicolor
+24,6.537950363997233,3.2140921680309216,5.093942035948051,2.0027576764765356,Iris-virginica
+25,5.103856188557604,3.506842205610395,1.3866513415545056,0.20165584180481053,Iris-setosa
+26,5.390439354055406,3.8438869047202204,1.365118435788964,0.3042655837991317,Iris-setosa
+27,4.978062173732031,3.6224084177011058,1.4023515469758077,0.195235480907812,Iris-setosa
+28,6.256448236439142,3.312288447404923,4.634116274362558,1.5959929300752917,Iris-versicolor
+29,5.79989362458978,2.802339439982175,5.116781873454498,2.396341910869472,Iris-virginica
+30,6.40294103764492,3.0,5.379562566705642,1.794855258895844,Iris-virginica
+31,6.310845377442563,2.7187552686167153,4.896099153168878,1.8133847259107259,Iris-virginica
+32,4.99638037840944,3.550428922944279,1.4002832131576304,0.1989853298557232,Iris-setosa
+33,5.993956596101267,3.398369991914396,4.447718784323149,1.5861924992893892,Iris-versicolor
+34,6.506035816047398,3.0,5.757574404973404,2.1903986980658394,Iris-virginica
+35,4.400000551803382,3.1858773491908843,1.3227846750941108,0.20272459595998474,Iris-setosa
+36,5.6178705325975065,2.877524095817399,3.8834207070752305,1.2930288109023054,Iris-versicolor
+37,5.844178970240828,3.180603857418091,4.769177206900239,1.7513630800503912,Iris-versicolor
+38,4.618689532099166,3.196535488551838,1.41646756182211,0.198954619046262,Iris-setosa
+39,5.588905710289546,2.328961150309947,3.7674216737613846,1.015908910433126,Iris-versicolor
+40,5.804711241311078,2.757659398194727,4.0581589697824665,0.9943351646609075,Iris-versicolor
+41,5.000244678721851,2.0000004891016747,3.505568558031428,1.002609462507668,Iris-versicolor
+42,6.683288555258067,2.515463398488218,5.787661510788949,1.800387685181968,Iris-virginica
+43,6.19994300021872,3.377848610962047,5.46674054853723,2.3110235898273728,Iris-virginica
+44,6.688068795892176,3.0,5.018295025521815,1.717535812844078,Iris-versicolor
+45,6.071571052843906,2.9317860567223972,4.544991943444751,1.522113704075712,Iris-versicolor
+46,5.392361821481402,3.4006272932035295,1.574199840822169,0.24332745576298637,Iris-setosa
+47,5.022844286015264,3.0,1.567008690169541,0.19265593862578612,Iris-setosa
+48,5.533760125076405,2.44807712117548,3.7763584226741163,1.0480784989578977,Iris-versicolor
+49,4.577359583758545,3.5724743549175293,1.0,0.19481547998603743,Iris-setosa
+50,5.80438142940583,2.687917866651873,5.0840298265587265,1.8845946474665087,Iris-virginica
+51,5.575251609022595,3.7717913334797473,1.528051097611168,0.2870319618424666,Iris-setosa
+52,5.458669338675154,3.0,4.463239640864387,1.5319942805497433,Iris-versicolor
+53,5.628296035811281,3.8114774354825585,1.5290612750495698,0.37780501360579316,Iris-setosa
+54,5.708051206096801,3.802489409047562,1.574639165278227,0.2941535710084844,Iris-setosa
+55,6.718300613746393,3.0,5.036961181048752,1.7321805989901082,Iris-versicolor
+56,4.931011108180251,3.4024749689338303,1.6910560935103844,0.25892303438833203,Iris-setosa
+57,6.959817266171014,3.1119068144721354,5.0920088992055765,2.3096671206763304,Iris-virginica
+58,6.7852497889561,2.8059740045077515,4.790513547652006,1.4038241223693195,Iris-versicolor
+59,5.523456635745493,2.3821329965982834,3.6204701429971116,0.9634236390706814,Iris-versicolor
+60,5.203106225185599,3.4038707442425773,1.4060896752667351,0.2011618077572702,Iris-setosa
+61,7.675626419994597,2.8085546105691006,6.699827160674662,1.983651277630332,Iris-virginica
+62,6.577885002919632,3.0,5.79570867264012,2.230902278762734,Iris-virginica
+63,4.812622353492456,3.404762918293304,1.7686455939800152,0.20493362561072098,Iris-setosa
+64,4.797579334324453,3.0,1.389265943980417,0.2993804733452687,Iris-setosa
+65,6.298809326288158,2.7062591923493637,4.900553785774313,1.7790452812092423,Iris-virginica
+66,6.145028457593939,2.903373142867738,4.553502786809914,1.4501078013407835,Iris-versicolor
+67,6.240628635635356,3.388761820265662,5.441632588713862,2.2927753821118597,Iris-virginica
+68,6.320821462187399,2.92894194908785,5.538343996433779,1.795637478121728,Iris-virginica
+69,6.391056006289257,2.8919608188528207,4.293460372189955,1.2764450417999669,Iris-versicolor
+70,5.79424538800401,2.8088507274621026,5.098216413968088,2.395552738186054,Iris-virginica
+71,5.85739547663421,3.207843808207039,4.8049134619316956,1.8072036936896363,Iris-versicolor
+72,5.957387356338044,2.1766376882463017,4.043444061171416,1.0128598997050218,Iris-versicolor
+73,4.7940745301518515,3.0,1.3767585438481933,0.1,Iris-setosa
+74,6.441814013880794,2.9184520179873,4.302490629441918,1.3118898867965587,Iris-versicolor
+75,4.400000704263454,3.1652405375518824,1.2923879007578998,0.1983903531988896,Iris-setosa
+76,4.990800404055737,2.0000005558222567,3.5455540620297374,1.0030400218070603,Iris-versicolor
+77,6.717158476172676,3.108467616581228,4.7092303285531,1.516663918555797,Iris-versicolor
+78,4.984337457884907,3.5819932288378604,1.4035355655885062,0.20053705386858262,Iris-setosa
+79,5.513688475280456,2.588963459928258,4.405561135714296,1.1692726614154114,Iris-versicolor
+80,5.828891963441726,2.6377103500697814,3.9050671078495154,0.9280842065439958,Iris-versicolor
+81,5.769419539053807,2.6800437766895833,5.09733085480484,1.9019408841989094,Iris-virginica
+82,6.081079828016787,2.8071264329929853,4.708457685505694,1.2416504161769766,Iris-versicolor
+83,5.447375462023064,3.0,4.461967392898878,1.5024102584630592,Iris-versicolor
+84,5.715587808338179,3.0,4.214975943211892,1.2003473150200072,Iris-versicolor
+85,4.982958742705067,3.0,1.5546977564555253,0.1946080421750898,Iris-setosa
+86,5.099437100628684,3.296390782870276,1.8128930089579645,0.49961746605773777,Iris-setosa
+87,5.675072939209698,2.900135197288016,4.019545674603959,1.288029062551331,Iris-versicolor
+88,7.117554308774052,3.0,5.969435459803237,2.119831148084124,Iris-virginica
+89,5.7294393174988345,2.8670293583718993,4.145556413113018,1.2661708959770257,Iris-versicolor
+90,5.486228911359192,2.5654725268850984,4.370173260271744,1.2092731863748978,Iris-versicolor
+91,6.649945352378985,3.0223199972938612,4.540081639807219,1.4595131327951683,Iris-versicolor
+92,6.696687387284184,2.8104572318556555,4.766161267276382,1.3631949699697963,Iris-versicolor
+93,6.254630147845092,2.6824982628926666,4.90074670490454,1.8013026359062794,Iris-virginica
+94,4.80969338602014,3.0,1.400391829150396,0.35251221288571355,Iris-setosa
+95,6.19029310793114,2.205127172783736,4.469226967521896,1.4410004374568317,Iris-versicolor
+96,5.799711635527817,2.8643758604976117,4.435181978558529,1.3563648159972816,Iris-versicolor
+97,5.799816226550516,2.8046678281222595,5.126016499590602,2.4013392224056056,Iris-virginica
+98,6.657965887784583,3.2615681947220385,5.578977563448912,2.058626279685001,Iris-virginica
+99,5.766502975013834,3.0,4.2393485004728575,1.1654486163322817,Iris-versicolor
+100,5.640751607229387,2.922375782463157,3.936736170335015,1.2991743166363046,Iris-versicolor
+101,5.386257011104575,3.915834141330792,1.288394971706058,0.4142578852393172,Iris-setosa
+102,5.744917404845055,2.6287514018357143,4.047063067304503,0.9895155409832597,Iris-versicolor
+103,4.81346174819166,3.404495139153863,2.0236738292843346,0.19936212972432465,Iris-setosa
+104,6.30583210983827,2.2618916122118193,4.410153278355004,1.334461989794831,Iris-versicolor
+105,6.8284099184455,2.793486205647492,4.782972366236685,1.3939312723186112,Iris-versicolor
+106,5.422769902544044,3.871494282200356,1.3344788067970625,0.3174992232833916,Iris-setosa
+107,5.4999327505738655,4.1999991561845995,1.3683126429855101,0.19536889985955613,Iris-setosa
+108,4.400000609694617,3.1733091154593245,1.3117321436696787,0.2062480509444243,Iris-setosa
+109,4.994960428675652,3.0,1.57222239392856,0.19743379773333342,Iris-setosa
+110,6.497406018069992,3.2002988980676106,5.150806674631768,2.0136794418859547,Iris-virginica
+111,5.089997904857856,3.3055438843148965,1.7007493535878633,0.4710003274264294,Iris-setosa
+112,6.539713356543167,3.0,4.379065743332133,1.3748096397906864,Iris-versicolor
+113,6.04151096442562,2.2183874414912856,4.11547933112015,1.048029976320694,Iris-versicolor
+114,5.926141343492365,3.0,5.153902901957246,1.8094015360536915,Iris-virginica
+115,5.541962065378064,2.4282236374422257,3.7609556238549264,1.0499160427972607,Iris-versicolor
+116,6.694124763150407,2.5086607914085834,5.793602715915422,1.8115662352550725,Iris-virginica
+117,6.1352020641538605,3.3833975351891015,4.549723480440453,1.5751496755823422,Iris-versicolor
+118,7.9,3.750275876592789,6.377288926931469,1.9967778324263545,Iris-virginica
+119,5.977384316692739,3.348595684554074,4.578719832907024,1.6652753775773066,Iris-versicolor
diff --git a/iris/tab_ddpm/4/5/test.csv b/iris/tab_ddpm/4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/5/train.csv b/iris/tab_ddpm/4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/5/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
+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/4/5/val.csv b/iris/tab_ddpm/4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/6/synth.csv b/iris/tab_ddpm/4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3194d21c58bf62730f12acfc5a2803a4f62049fe
--- /dev/null
+++ b/iris/tab_ddpm/4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.807046741852827,2.686623001654565,4.178262078578794,1.0110990570073017,Iris-versicolor
+1,7.503238981083966,3.0,6.5047634810640735,2.1185233307908264,Iris-virginica
+2,6.248907684664645,2.706888660937165,4.934793945365496,1.7772521035830295,Iris-virginica
+3,5.49305423061409,3.0,4.487985517545286,1.4965219224730477,Iris-versicolor
+4,4.987254330427597,2.0,3.4855833651594037,0.8396536636898271,Iris-versicolor
+5,6.8330650949335245,2.8020059360326512,4.795154479324727,1.4223678009350376,Iris-versicolor
+6,5.0598543968931216,3.5101193698042374,1.3957362566906166,0.19905830280144582,Iris-setosa
+7,6.6980735320002704,3.29849357378182,5.682924063011912,2.49999960451305,Iris-virginica
+8,6.4865264655767465,3.0,5.50139734621976,1.8015925392630892,Iris-virginica
+9,6.711480380904154,3.298256102376957,5.712388246611935,2.104222044828498,Iris-virginica
+10,5.367062112367675,3.8864640331613542,1.2873323947387476,0.4188316276910818,Iris-setosa
+11,4.7561539058239735,3.0,1.3805750185408885,0.1,Iris-setosa
+12,6.878675960768168,3.118828458741372,5.13101403290633,2.303178262904413,Iris-virginica
+13,6.345764118565466,3.296025767327005,4.770894743053742,1.5824516766870316,Iris-versicolor
+14,6.01383353722404,3.4012521382552583,4.506839389138012,1.5972589331321336,Iris-versicolor
+15,6.294723167499506,2.9172108291996173,5.5874602438882,1.8086006330542912,Iris-virginica
+16,5.126181219624726,3.3024938987194825,1.5729522178547188,0.5347528469535683,Iris-setosa
+17,4.910057536732833,3.101828516214219,1.4980511692806313,0.10000010078864734,Iris-setosa
+18,6.272587635496236,2.2666283070719864,4.426980780774643,1.3418926678930783,Iris-versicolor
+19,5.709570570918871,3.8166957629428753,1.7397912035154954,0.29488949141777476,Iris-setosa
+20,6.680294878621496,3.0,4.8804638565510166,1.6325719050215,Iris-versicolor
+21,5.793466761409571,2.8011855162142987,5.126695808062999,2.3993042164707057,Iris-virginica
+22,7.708128698415594,2.596366882686577,6.9,2.317690266951604,Iris-virginica
+23,4.993335135223758,3.380685184348711,1.7271829528840954,0.32509214974080847,Iris-setosa
+24,4.796380887662433,3.0,1.3946293612883633,0.2966445849357543,Iris-setosa
+25,7.460511638830792,2.882548802351472,6.446185354774046,1.7914974025210109,Iris-virginica
+26,6.804940354100278,2.797446498088155,4.808428279719925,1.4096258892896192,Iris-versicolor
+27,5.1838080156305955,3.3941276928282047,1.3845092224796325,0.20230630788343168,Iris-setosa
+28,6.502106766027476,3.1897536985009154,5.09044418208341,1.9865826576228125,Iris-virginica
+29,4.9942134210736935,3.393729204075855,1.670588060810253,0.37994258893414995,Iris-setosa
+30,6.668528695174477,2.8994575421356834,6.0719826133942645,1.805151537878921,Iris-virginica
+31,4.796500364296364,3.0,1.382735950265232,0.2936880515702979,Iris-setosa
+32,5.590311951883848,3.0,4.525149135232859,1.5475532609200082,Iris-versicolor
+33,6.300515177171681,2.517927774608377,5.018507282942579,1.8928439741777203,Iris-virginica
+34,6.54315568102563,3.2268853668286477,5.432947337781865,2.2680996245000062,Iris-virginica
+35,5.3648030192121965,3.3970099135295833,1.4988797723699796,0.37326649129612793,Iris-setosa
+36,5.511035213908187,3.0,4.477684610649201,1.5060305839933843,Iris-versicolor
+37,6.822117348597222,2.7948919334150046,4.794390453779957,1.397135765701727,Iris-versicolor
+38,6.5155102653576575,2.9799024576085587,4.350591491778254,1.3625062753866743,Iris-versicolor
+39,4.822793970116204,3.0,1.4001173347299352,0.2993530253990568,Iris-setosa
+40,6.497683364101877,3.0,5.457726085264583,1.7918679933906703,Iris-virginica
+41,6.70465514742647,3.318900943093285,5.682781459082099,2.5,Iris-virginica
+42,6.299754305303748,2.8847608668478277,5.602678537347721,1.8151233196487009,Iris-virginica
+43,4.892159662997163,3.116739868764676,1.4928576486103946,0.10000010514768379,Iris-setosa
+44,6.6889411266935515,3.0881550319401185,4.70188947190563,1.5422366937180398,Iris-versicolor
+45,5.574407260019705,3.0,4.484432097185321,1.518221470318115,Iris-versicolor
+46,5.3625293140130985,3.6718338259281467,1.5141883166976422,0.21248444693088211,Iris-setosa
+47,6.306712339135532,2.699739436622295,4.873495077869724,1.8197983439745478,Iris-virginica
+48,7.899998996087293,3.838059148388229,6.39913008934882,1.981281344574693,Iris-virginica
+49,6.1870995241992786,3.400870966599088,5.396633604460304,2.3025454227053888,Iris-virginica
+50,4.4,3.216532020362964,1.3041090973216727,0.2034723890615017,Iris-setosa
+51,6.139760962161774,3.2995856419845713,4.60518031011957,1.5694426269613504,Iris-versicolor
+52,5.120509269132976,3.700875985016028,1.5059016130926248,0.4265933970857585,Iris-setosa
+53,5.254540421512886,3.484283330569918,1.476893493589351,0.1985304402982444,Iris-setosa
+54,5.395595273941577,3.0,4.500556914043354,1.4910528408451482,Iris-versicolor
+55,7.702677511576451,2.5730086367953335,6.899998851054013,2.291432304421635,Iris-virginica
+56,5.484462483552618,4.2,1.3921609356308626,0.20690383049564467,Iris-setosa
+57,4.806725825889196,3.4140986701617537,1.6454386855687206,0.19614311902336024,Iris-setosa
+58,5.848601730842814,2.68128807423429,5.068462478191307,1.8858880453807019,Iris-virginica
+59,5.691617525185997,2.8905482949630033,4.026942904161804,1.2974139456589762,Iris-versicolor
+60,5.403762560687491,3.38306636471713,1.5239111224771724,0.3310960531254716,Iris-setosa
+61,5.805861441276639,2.7177834451580485,5.080350071342317,1.9026141266082524,Iris-virginica
+62,6.708463358414159,3.2707192813831223,5.756712267574058,2.1690073054614945,Iris-virginica
+63,6.105207515625209,2.7991820288856593,4.691334820312714,1.2154172747976206,Iris-versicolor
+64,5.881285166825692,3.211644955759744,4.790927361744746,1.8053507662010737,Iris-versicolor
+65,4.400000507238671,3.1748344630780982,1.3210141878216288,0.19375303543685407,Iris-setosa
+66,6.457832856600136,3.0,5.39132159279121,1.8059108118504472,Iris-virginica
+67,5.589579329221402,3.0,4.118914228749089,1.269309859467556,Iris-versicolor
+68,5.56678472804689,2.4286761935986942,3.816154055064145,1.0444250863808218,Iris-versicolor
+69,5.676069590637428,3.7812611350320964,1.694014410570702,0.32403308813265097,Iris-setosa
+70,4.995696607284132,3.0,1.5651664174232396,0.1945216576660554,Iris-setosa
+71,6.321138892632678,3.1630323440394617,4.851324574299847,1.7339656115508697,Iris-versicolor
+72,4.984825694548452,2.0,3.5343018806313227,0.90397394472207,Iris-versicolor
+73,5.006756122248552,2.0000007612764463,3.4727927676447643,0.9268982529369316,Iris-versicolor
+74,7.11214555805968,3.0,5.947002481629839,2.1144570828009086,Iris-virginica
+75,4.907575833694617,2.3940959743701384,3.172229569612727,0.9755440554704788,Iris-versicolor
+76,6.331053553184837,2.7270112037384537,4.89664198195823,1.8200704377875123,Iris-virginica
+77,5.915364636224721,3.2303805060506563,4.855626675134938,1.832677468833625,Iris-versicolor
+78,5.935873804239865,3.0,5.117188365314823,1.7976210887091557,Iris-virginica
+79,6.6945434752205335,3.092119385273954,4.700682698433265,1.5120541721351521,Iris-versicolor
+80,5.095156588704329,3.3019803455628773,1.9388706852248532,0.5091064617606615,Iris-setosa
+81,7.623510697548069,2.9099779121431215,6.624941945544522,2.051217817211358,Iris-virginica
+82,5.585897819557728,2.9621870900503757,3.8523608501481093,1.3129287207189053,Iris-versicolor
+83,6.028526509328637,3.385731281116813,4.484260291422637,1.5948899023236431,Iris-versicolor
+84,5.491665913393817,2.5769034420488226,4.386320791514377,1.1566776681715372,Iris-versicolor
+85,5.807577321594251,2.7266028634325963,5.118963653874689,1.8794616014432692,Iris-virginica
+86,7.2796022486391,3.0,6.1313241866856885,2.104465391197578,Iris-virginica
+87,5.755243845796205,2.8001688513530807,4.527057072437502,1.288191210990929,Iris-versicolor
+88,6.485326951713652,3.0,5.790390844021037,2.192079245494251,Iris-virginica
+89,6.109290734726991,3.0,4.563249918914912,1.3931525544656387,Iris-versicolor
+90,5.8943772644427375,2.555513332646471,4.147715064082849,1.0222237908549492,Iris-versicolor
+91,5.701706029462695,3.790723398249331,1.7467355189579181,0.29831353953789025,Iris-setosa
+92,6.809290254948159,3.1534526161856298,5.953964760004338,2.2881181669831534,Iris-virginica
+93,4.4,3.188301850394136,1.3043807394259608,0.20588838290838188,Iris-setosa
+94,6.724384012988804,3.3020874109111458,5.737030654510042,2.077391025894207,Iris-virginica
+95,6.932596228423673,3.0835373608870627,5.1468497869699865,2.313260963052753,Iris-virginica
+96,6.118017379193864,3.0,4.5984165664157,1.4018681131985764,Iris-versicolor
+97,6.781302562236564,3.219567048090768,5.851777499595738,2.2849784581682187,Iris-virginica
+98,6.277404211082455,2.276343904240246,4.366976590345263,1.2771804908999758,Iris-versicolor
+99,5.484576841581872,4.1999987789729065,1.4098188576857902,0.20032442878528367,Iris-setosa
+100,5.017697146902865,3.0,1.6420939534812333,0.2045578757647723,Iris-setosa
+101,7.533630352353788,2.837633578520904,6.554305939429175,1.9042356074388957,Iris-virginica
+102,6.16847554495915,2.1745544952980067,4.483837251457162,1.4797884385889957,Iris-versicolor
+103,5.721766570605796,3.0,4.22339250395053,1.2097000365938797,Iris-versicolor
+104,6.011492876396019,2.90582254289054,4.505132542826461,1.4961174651291889,Iris-versicolor
+105,5.486748876488058,4.2,1.3910660953309124,0.1951676206099079,Iris-setosa
+106,5.588944410580903,2.5027488564239495,3.9032914784524952,1.0501389740746765,Iris-versicolor
+107,5.113866946367147,3.3180765157196883,1.8329616981590384,0.39052837450060324,Iris-setosa
+108,5.296406948767898,3.679541152099042,1.4957025303207285,0.20239284012049796,Iris-setosa
+109,5.963801221915012,2.1657935691536134,3.967529607196849,0.9665832819321041,Iris-versicolor
+110,5.446053866156475,3.0,4.468721128515504,1.494852596877086,Iris-versicolor
+111,6.7354494658333,3.0,4.992844635784711,1.7008388253874862,Iris-versicolor
+112,7.7069726224167585,2.595761102196435,6.9,2.3087502668713342,Iris-virginica
+113,6.3147712428787575,2.5025617520335364,5.01226119324476,1.888925701461101,Iris-virginica
+114,7.299460727251593,2.901814109430209,6.2686888872975155,1.807264719361925,Iris-virginica
+115,6.52011058740147,3.215166125190974,5.114990243798753,1.9951118555884089,Iris-virginica
+116,5.023921689699236,2.0,3.489224513405811,1.0200169925288354,Iris-versicolor
+117,7.173576462453788,3.0,5.936592013259215,2.097994045665623,Iris-virginica
+118,7.286629895240511,2.9741392877024024,6.343493754135881,1.999558179663529,Iris-virginica
+119,6.685727658805451,3.0,5.008608863431044,1.7028824111824135,Iris-versicolor
diff --git a/iris/tab_ddpm/4/6/test.csv b/iris/tab_ddpm/4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/6/train.csv b/iris/tab_ddpm/4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/6/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
+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/4/6/val.csv b/iris/tab_ddpm/4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/7/synth.csv b/iris/tab_ddpm/4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..486d6defc6bc7146c2908d290ffc1b3c06513780
--- /dev/null
+++ b/iris/tab_ddpm/4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.502236871151717,2.2929437294360167,1.2983799545199866,0.2954631423488513,Iris-setosa
+1,4.970399398984932,3.0,1.5458176869489582,0.20484572309491672,Iris-setosa
+2,6.998723464650468,3.1050797774535615,5.084551320233416,2.297066836055622,Iris-virginica
+3,5.604225289881426,3.0,4.061539937802155,1.2993087425886738,Iris-versicolor
+4,5.770912587135101,2.798691754131324,5.123212552814901,2.406183454854563,Iris-virginica
+5,6.795952041824988,3.198186826807907,5.885964208649482,2.304645088912503,Iris-virginica
+6,5.067045263013649,3.3152353869414735,1.6375988799906036,0.4537240047058645,Iris-setosa
+7,5.729234929066662,2.8983139273317895,4.251342890356763,1.2920623954730885,Iris-versicolor
+8,6.220074465958741,3.4049366675388355,5.393687730748731,2.306774827384676,Iris-virginica
+9,5.889055684498175,3.0,5.1477631545020905,1.7993939228044278,Iris-virginica
+10,4.515998134245986,2.342272259887181,1.311394917805806,0.42064723132178666,Iris-setosa
+11,4.90000576934524,3.0811055497686013,1.4783189161556012,0.1,Iris-setosa
+12,4.801840858411166,3.404953608668577,1.6695211960613798,0.20025160645080342,Iris-setosa
+13,4.617950369980309,3.635554739016705,1.0000003922263463,0.19682590452397403,Iris-setosa
+14,5.010860995872562,3.373752280662177,1.5752768482944506,0.4473323689470886,Iris-setosa
+15,7.711888082286901,2.577337643620999,6.9,2.3124678943486603,Iris-virginica
+16,4.504458558564571,2.3327268679554103,1.3123975705721513,0.310786969974738,Iris-setosa
+17,6.679410262823056,3.2638398338788313,5.7045650370201235,2.499999508799625,Iris-virginica
+18,5.407361216905853,3.902682400972931,1.2959659895715672,0.35848057624810237,Iris-setosa
+19,7.899998565186618,3.8043651286523144,6.436820577760568,1.9995131909757793,Iris-virginica
+20,6.65506791576067,3.2109785466004253,5.3550236416434,2.0608754925429333,Iris-virginica
+21,6.883042219957949,3.093326962304099,5.1239164228764835,2.3127162748952075,Iris-virginica
+22,6.108480928475151,3.0,4.63328700976616,1.3889773290943215,Iris-versicolor
+23,4.781432813063756,3.0,1.3852887951247284,0.10000009551834145,Iris-setosa
+24,6.716977572185642,2.4833260296672064,5.8046313276098545,1.7949004850460937,Iris-virginica
+25,5.804287090507253,2.703530469969124,5.128099269453906,1.8762418373862126,Iris-virginica
+26,7.7081871676689495,2.7899295144854284,6.738093512799739,2.007952037678413,Iris-virginica
+27,7.690112491470227,2.7956389806578303,6.692249341119945,2.0024613026666036,Iris-virginica
+28,5.032545459903197,3.386210880991337,1.6455597817436263,0.4934916781186829,Iris-setosa
+29,5.8104519582181515,2.808227497328098,5.087917602661012,2.394161187655274,Iris-virginica
+30,6.296182925873746,3.2608578974903573,4.713439094396808,1.5868270381356995,Iris-versicolor
+31,5.411059015939038,3.895663080505058,1.2860465747221832,0.36010444978710204,Iris-setosa
+32,6.007991463298208,2.1868209935431158,4.007274645329229,0.9941255037464605,Iris-versicolor
+33,5.844057791471661,2.6768254351610947,5.067633141120112,1.882185711932051,Iris-virginica
+34,6.005977070717856,3.3854556473089903,4.4985964082100995,1.6193661902707668,Iris-versicolor
+35,4.792394419856216,3.0,1.4126924943531791,0.2958424117327552,Iris-setosa
+36,4.885810492156176,3.0,1.4013162666385868,0.19729182795365158,Iris-setosa
+37,5.378481965941603,3.3931353590009676,1.713327012790542,0.19869181096518823,Iris-setosa
+38,5.879008340454282,3.0,5.114684503933967,1.8014843057192222,Iris-virginica
+39,6.24319849476261,2.2923212538819633,4.370241189946299,1.270580543864088,Iris-versicolor
+40,6.7120349532088985,3.079912036270073,4.726949539025881,1.5339734621449912,Iris-versicolor
+41,7.9,3.8264791735901116,6.428954996906082,1.9937858323107989,Iris-virginica
+42,6.187885733293433,2.280769214357506,4.239398790660658,1.1807784625666842,Iris-versicolor
+43,5.576990932456421,3.0,4.489480415070527,1.4874008644006396,Iris-versicolor
+44,5.310350038772094,3.7892285831399954,1.3603256736677145,0.38299435852684416,Iris-setosa
+45,4.916064909206546,3.1363034245801527,1.4984208353180795,0.10000010084311228,Iris-setosa
+46,6.30359535454465,2.5100697689477935,4.999449734853452,1.9091438315889302,Iris-virginica
+47,6.531317338811381,2.954212110671003,4.341434566526144,1.3740230743060464,Iris-versicolor
+48,4.9934673020242055,2.0000005061706947,3.571156966394372,0.953736751594304,Iris-versicolor
+49,6.545497642071224,3.0,5.79176176167946,2.234025511585447,Iris-virginica
+50,4.5802631529513524,3.6100030002998302,1.0000004348395544,0.20877426584152067,Iris-setosa
+51,6.145350380868003,2.810134779544379,4.731318572349132,1.186900385628638,Iris-versicolor
+52,4.778412054296674,3.4043366597710243,1.6714521064555703,0.20073835318749036,Iris-setosa
+53,6.72209511065508,2.498493457840629,5.808644199929795,1.8041284442558607,Iris-virginica
+54,6.304863321300824,2.3247852098046584,4.381778521694151,1.2601851154999708,Iris-versicolor
+55,6.124246854548253,3.276740626182393,5.36341904427739,2.302929387497131,Iris-virginica
+56,7.700575281948272,2.6062208464536614,6.899998660321692,2.286237847697886,Iris-virginica
+57,5.805755129477559,2.711478078879754,5.116299685928227,1.8809173346219066,Iris-virginica
+58,6.316481060029724,2.472597524113875,5.037031979201166,1.909876173015758,Iris-virginica
+59,5.784188720022997,2.7133812842286993,5.135205724588439,1.8976123677866763,Iris-virginica
+60,7.641961388968236,3.0,6.642172955932168,2.117753580790436,Iris-virginica
+61,5.6085742848622235,2.4793360099167545,3.91435693815803,1.092953875816356,Iris-versicolor
+62,6.239236782602461,2.7271686054866247,4.940319724197532,1.8197039500553185,Iris-virginica
+63,5.56690625110195,2.4552212769636883,3.9145314891498026,1.0510565318142657,Iris-versicolor
+64,5.673534675274432,2.9383335733883134,4.083073872096395,1.2791638449319067,Iris-versicolor
+65,4.904039347001033,2.4132127595096042,3.1653441618751463,1.0156938729559697,Iris-versicolor
+66,4.904744700731763,3.0819694345067066,1.4980538210632972,0.10000009923580086,Iris-setosa
+67,6.721126273079031,3.0,4.987747582860345,1.6841689923856142,Iris-versicolor
+68,5.675609507497542,2.8403870500775357,4.485215589711471,1.3251670173184817,Iris-versicolor
+69,5.624475553815967,3.0,4.177651240613845,1.2727148306302687,Iris-versicolor
+70,5.681703615469395,3.0,4.212590544277021,1.2752701451453918,Iris-versicolor
+71,6.1061256977800475,3.0,4.610846471777869,1.447820521399275,Iris-versicolor
+72,5.679997481003075,3.762472834938724,1.8524808847146148,0.33150406465707166,Iris-setosa
+73,5.521629642517999,4.2,1.408610015049901,0.2181611114226079,Iris-setosa
+74,5.683883088073417,3.780167773933296,1.5624033101124688,0.32368885827825017,Iris-setosa
+75,6.287336973976048,2.6479977444008145,4.92704642220793,1.8015886066740925,Iris-virginica
+76,5.508964117745019,2.401976106658778,3.7436534475363805,0.9693180001758654,Iris-versicolor
+77,5.977856826499499,2.194473807705531,4.027641939194328,0.9758822149064101,Iris-versicolor
+78,6.312481724081031,3.2809721238394762,4.701072250686697,1.5955833519431892,Iris-versicolor
+79,4.8086002635380725,3.0,1.413545533806252,0.1,Iris-setosa
+80,7.89999898280692,3.8165386985022374,6.336191015521624,1.9919400027262675,Iris-virginica
+81,6.496027219703684,3.0,5.7711557906882005,2.193443639469244,Iris-virginica
+82,6.267438983535861,2.89345193333533,5.596198123976199,1.803594236324385,Iris-virginica
+83,7.9,3.7927423679895673,6.434386823655804,1.9745967488914111,Iris-virginica
+84,5.547561923776586,3.4283667741747728,1.5552292510758103,0.2764728266287732,Iris-setosa
+85,5.795225895923932,2.8090846681224058,5.144049058405927,2.337709534159501,Iris-virginica
+86,5.5200673023033895,3.0,4.526108866286954,1.5106350973478275,Iris-versicolor
+87,7.627169754915536,2.825555490082378,6.627642491672302,1.9684702931843396,Iris-virginica
+88,5.056388632220904,3.6605960854905204,1.4142535463130037,0.19580704002795463,Iris-setosa
+89,5.436964222104722,4.2,1.4234834780097465,0.2018240247792199,Iris-setosa
+90,5.898387377508392,3.170031970587639,4.818679810716808,1.803322741232915,Iris-versicolor
+91,5.040363107792755,3.3270138273867556,1.5558178050690117,0.29408180844009124,Iris-setosa
+92,4.601925618429878,3.631289846231521,1.0,0.19945012610226037,Iris-setosa
+93,6.100515745686066,2.7969895142165098,4.719462897255207,1.2097070242712595,Iris-versicolor
+94,5.684125513525757,2.911001461373086,4.162258771175998,1.2954535646547254,Iris-versicolor
+95,6.023290539905753,3.4007744862356444,4.505844633211458,1.5948918356695851,Iris-versicolor
+96,6.167445665074769,3.402459602228597,5.38246349245654,2.3196845628205276,Iris-virginica
+97,6.713554651919329,3.3282187875625104,5.697267842424736,2.5,Iris-virginica
+98,5.981608911271666,2.888879846676051,4.4950472181489864,1.4990260192306955,Iris-versicolor
+99,5.2597456313060444,3.7523660767261044,1.4873904769775936,0.3955987740076307,Iris-setosa
+100,6.298883539595206,2.4503659314775046,4.97970540513074,1.8833461420279012,Iris-virginica
+101,5.114305146402311,3.261737044227612,1.773544699634841,0.5184879990117757,Iris-setosa
+102,5.535423055155317,3.0,4.48282406744426,1.5035894571348494,Iris-versicolor
+103,7.71245516415234,2.800222516490722,6.703207786490505,1.9908066765388495,Iris-virginica
+104,6.750212254264592,2.782639518105964,4.7779111645236325,1.385349134343683,Iris-versicolor
+105,4.800670396094158,3.405728197220158,1.5687553507392615,0.2038653160561689,Iris-setosa
+106,7.693093467366597,2.596928621166302,6.9,2.27688860260329,Iris-virginica
+107,5.970127490522724,3.411072620411774,4.499584895507683,1.6140780901324614,Iris-versicolor
+108,6.219807946336825,2.1905027776420094,4.527374940537295,1.537884458399362,Iris-versicolor
+109,5.859000685869704,2.7684709196512456,4.236832368930149,1.0584939262479127,Iris-versicolor
+110,5.8859992645833445,3.1914303688808294,4.789208356666535,1.800132016228648,Iris-versicolor
+111,5.075328368877085,2.4056164054134435,3.5313658375099926,0.9763646479020931,Iris-versicolor
+112,6.69803081682697,3.2978578639066014,5.702421024157018,2.0931380468478813,Iris-virginica
+113,7.9,3.765121212633248,6.411125267726569,1.9847045916513286,Iris-virginica
+114,5.868003260565908,3.2074223487971576,4.778632580720948,1.8026937103177638,Iris-versicolor
+115,6.7100580081374765,2.5016369088858106,5.827585446396722,1.811375309036045,Iris-virginica
+116,5.986076394052399,3.4208071605352934,4.491674823643559,1.6176088065472367,Iris-versicolor
+117,6.217719892423445,3.394666574278547,5.420435350175873,2.303017513797181,Iris-virginica
+118,7.532789794434533,3.0,6.474327864050624,2.1171470787851874,Iris-virginica
+119,5.1639703010270654,3.333361993840758,1.5678305918959765,0.40670834332124955,Iris-setosa
diff --git a/iris/tab_ddpm/4/7/test.csv b/iris/tab_ddpm/4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/7/train.csv b/iris/tab_ddpm/4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/7/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
+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/4/7/val.csv b/iris/tab_ddpm/4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/8/synth.csv b/iris/tab_ddpm/4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4b8a14d8fd109f23739ad4f01c2da8f68796c789
--- /dev/null
+++ b/iris/tab_ddpm/4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.660757030417673,3.1862756065714475,5.585508965346953,2.0657076443247036,Iris-virginica
+1,5.501998490933018,3.0,4.530768012569583,1.4948277786305983,Iris-versicolor
+2,5.402435932739901,3.386733968471451,1.6156720270564129,0.20898738161187588,Iris-setosa
+3,5.2580922435554855,3.6752498887691365,1.4839026641539135,0.20037298513456836,Iris-setosa
+4,6.096013957753631,2.797620772073198,4.6932994813227005,1.1957662524286987,Iris-versicolor
+5,6.0531274046029635,2.79863073134085,4.674348757291703,1.1981736255083597,Iris-versicolor
+6,5.99953348688888,2.205257414915673,4.082926558298279,0.987013238241153,Iris-versicolor
+7,5.544178668563599,3.483985909014435,1.5336472565712755,0.44648950082189043,Iris-setosa
+8,5.812578921651644,2.79552376445683,4.549311508473686,1.2878746382016792,Iris-versicolor
+9,6.730863802121908,3.2351116681163727,5.7316028882849706,2.078780852462894,Iris-virginica
+10,4.896853026563695,2.400911399229593,3.3856020368539266,0.9631453922474156,Iris-versicolor
+11,7.71758111518394,2.803593785199179,6.725017617629947,2.0064795405475753,Iris-virginica
+12,4.512139265453622,2.297972587486555,1.3070677263903254,0.3204150928030126,Iris-setosa
+13,6.170251481777007,3.409078817920805,5.375618286966954,2.290885174216187,Iris-virginica
+14,5.094148672034827,3.5074086507759445,1.3906432554449841,0.1992351419612059,Iris-setosa
+15,6.28392877609438,2.274479416408585,4.414126341220285,1.3068870271177655,Iris-versicolor
+16,5.012100325359985,3.3981937407713456,1.5727828314102503,0.39680644920080677,Iris-setosa
+17,5.4673697420548555,2.4157463307769538,3.73734218612536,0.9705449365668586,Iris-versicolor
+18,5.500465449233689,3.0,4.474978861484146,1.5091886957263057,Iris-versicolor
+19,4.581504989901422,3.686576058247602,1.0,0.19672286885666024,Iris-setosa
+20,6.3135300898917635,2.6461389147310816,4.914093422023396,1.8551778468468754,Iris-virginica
+21,5.81530993402685,2.6980004757739002,5.100397623688629,1.9075927934718553,Iris-virginica
+22,6.25006702832667,2.5081300076100885,5.00511414151869,1.8756628323648976,Iris-virginica
+23,7.899998218979883,3.762611031330546,6.484352976123439,2.0017718616397975,Iris-virginica
+24,4.610116997256655,3.68015492418634,1.000000368828742,0.1961767688833245,Iris-setosa
+25,5.784450761857812,2.715597333316273,4.237121714465294,0.9928998195191054,Iris-versicolor
+26,5.41242055724807,3.4086825669686274,1.7487491567693019,0.1998368090717923,Iris-setosa
+27,4.78182060279794,3.4096421873869893,1.6730737586114706,0.19893589560907066,Iris-setosa
+28,4.983407252228676,2.0,3.4460212144961737,1.0059946560241548,Iris-versicolor
+29,6.287829577231323,2.6848831250854412,4.904113581507367,1.8054019448313667,Iris-virginica
+30,7.703916074694838,2.602974002857094,6.9,2.309324739263479,Iris-virginica
+31,4.9654558754385665,3.385867080176733,1.565944328768037,0.2946951528310996,Iris-setosa
+32,4.8139394519889365,3.3908113948083027,1.7366582676305293,0.2018553455520314,Iris-setosa
+33,5.804558947653837,2.6889524052925293,5.0853144835548205,1.9142709143640346,Iris-virginica
+34,4.913723810126239,2.4230427412974764,3.3203212848591597,1.042863025415462,Iris-versicolor
+35,5.804475573099468,2.7076159496493717,5.162581992710312,1.902766922461232,Iris-virginica
+36,7.725308829101347,2.8083662848217568,6.727572230325983,1.991606829095595,Iris-virginica
+37,5.197971958361764,3.422307377302101,1.3826691095980586,0.20086657304684982,Iris-setosa
+38,6.813936264389701,2.8014052732651993,4.819193297930493,1.4040492412630234,Iris-versicolor
+39,5.000477953116788,3.0,1.7402219195953579,0.20371751599416402,Iris-setosa
+40,6.279594815597061,2.899138395642065,4.439461683682996,1.318199997369403,Iris-versicolor
+41,5.4153300785403315,3.8883013550038337,1.3283067640039774,0.41532968512248836,Iris-setosa
+42,5.288698777779859,3.0,4.488400171990465,1.5180979727855903,Iris-versicolor
+43,6.676615823162756,3.0,5.004308056074545,1.7137318166434412,Iris-versicolor
+44,6.469728449711824,3.1948218255070597,5.0974742286137955,2.019559192743506,Iris-virginica
+45,5.424155511740003,3.6578714118181117,1.5266933763626205,0.2061628823556242,Iris-setosa
+46,5.535288619390874,2.436123847128947,3.8993144067435033,1.0279535899297911,Iris-versicolor
+47,6.257422268921582,2.8791449678231316,5.587461107865358,1.7984493072003747,Iris-virginica
+48,5.796761006586465,2.7443350309409973,4.1094852027099416,1.0079672986950252,Iris-versicolor
+49,4.400000604467395,3.214777888219183,1.3378485405684466,0.2087914589560756,Iris-setosa
+50,5.874921620561071,3.204316849513837,4.8055642214740395,1.8176296993977128,Iris-versicolor
+51,5.508747769098766,4.2,1.4016630110504904,0.20555835390729196,Iris-setosa
+52,6.201472207731445,3.404960533230927,5.438256900533144,2.280071561667193,Iris-virginica
+53,4.825076012139759,3.403085301432112,1.6221310626527656,0.20148696438172284,Iris-setosa
+54,5.404576365629614,3.4678937887427295,1.5771931543739328,0.19881570712737706,Iris-setosa
+55,6.066999523794789,2.2131868682594305,4.170554072000588,1.047079540999986,Iris-versicolor
+56,4.992311773708099,2.0000004890980945,3.5125633870158506,1.0054235349444356,Iris-versicolor
+57,5.529469952559086,2.6281396568410793,4.3965531870437085,1.2065226967031448,Iris-versicolor
+58,7.591186728317408,3.0,6.579373250790316,2.1237715614349657,Iris-virginica
+59,5.905111590008505,3.220819483765747,4.8023648306219755,1.8121491919848338,Iris-versicolor
+60,5.173465430098466,3.262105219817093,2.023896036176071,0.20601605259119765,Iris-setosa
+61,6.461964737768101,3.0,5.8307935994251725,2.215159626252785,Iris-virginica
+62,5.660274226629265,3.0,4.067041745250514,1.2848975515336896,Iris-versicolor
+63,6.704298717671164,3.0932139084073396,4.727677965751894,1.511852303266999,Iris-versicolor
+64,5.170297098332038,3.404053961474755,1.4001181697058185,0.20248307555534037,Iris-setosa
+65,5.10231360105228,3.2921281841911334,1.7292081427815007,0.46647587450312955,Iris-setosa
+66,5.495836432346357,3.0,4.452059044877276,1.505093408901448,Iris-versicolor
+67,5.882597383206794,3.0,5.117212514383722,1.8008758449389632,Iris-virginica
+68,6.090993712255476,2.2097464249607044,4.09618529260029,1.0396727387084328,Iris-versicolor
+69,7.68910297091602,2.5835798515085013,6.89999893651075,2.292030184141191,Iris-virginica
+70,6.264539645868989,3.4076172645436666,5.4040912582145735,2.2915765900252354,Iris-virginica
+71,5.893722068130056,3.2026444637962688,4.812234270434002,1.8126293357150833,Iris-versicolor
+72,4.993215972748109,2.0,3.5541993190150127,0.8936427592612817,Iris-versicolor
+73,4.597635568931601,3.543251566162762,1.0000005192774295,0.1983887041237401,Iris-setosa
+74,4.9028504061563325,3.0,1.4424298930934154,0.2007546971615985,Iris-setosa
+75,5.587230624838199,2.4836071697396047,3.8929539949216077,1.0997150010256662,Iris-versicolor
+76,6.509357166113201,3.218262554043367,5.128869326352108,2.005941208877035,Iris-virginica
+77,5.391105349118753,3.0,4.501839530562851,1.5130784086377282,Iris-versicolor
+78,5.7992961609636815,2.802650909552913,5.133212432599562,2.39112298910135,Iris-virginica
+79,6.8143343949954,3.139441117698827,5.8309293059075085,2.2615199199038383,Iris-virginica
+80,4.7868050573696035,3.0,1.4003070246159366,0.29202753542903653,Iris-setosa
+81,6.0182024935560845,2.797504399551767,4.685158384883728,1.147471925410605,Iris-versicolor
+82,5.863426478621237,3.227575293671605,4.779305179377084,1.7830007914657606,Iris-versicolor
+83,5.643747658437292,3.0,4.213653588973263,1.2622819935218776,Iris-versicolor
+84,7.0400980094561785,3.1707446471288763,6.100567054181902,2.290873755609594,Iris-virginica
+85,5.985191102573994,3.4076085734892154,4.517796154595675,1.5851302446257904,Iris-versicolor
+86,4.499152522014022,2.2859264463905777,1.3191868250984093,0.2940988110187255,Iris-setosa
+87,7.69724433822995,2.807399688140534,6.701531007650574,2.013879644274755,Iris-virginica
+88,5.984953389086878,2.9076099737303926,4.50798611448698,1.4971735182937012,Iris-versicolor
+89,4.999873864995618,2.00000057719007,3.58407332225117,0.9373326656707381,Iris-versicolor
+90,5.141337251956025,3.304675823645286,1.6575461186668121,0.4850419298739704,Iris-setosa
+91,4.822604251273907,3.0,1.3872308668832911,0.3625513474595462,Iris-setosa
+92,6.264045962930607,3.2517248967216137,4.733613692656055,1.6412792235545868,Iris-versicolor
+93,6.312783095819474,3.291931351189092,4.714256087618166,1.5796225724431223,Iris-versicolor
+94,4.535231008075776,2.5107730988114043,1.311353929990954,0.29945344384469963,Iris-setosa
+95,6.02580183542325,2.1969204582938113,4.003104806349915,0.957076686334051,Iris-versicolor
+96,6.1659258281947835,3.340940292603798,4.624490841294348,1.6249844888924927,Iris-versicolor
+97,5.392198381650142,3.401743056091945,1.5934242926474786,0.2011834730727231,Iris-setosa
+98,4.886171453608699,3.0945398851635644,1.5076411865755202,0.10000009906253648,Iris-setosa
+99,5.044481155309131,3.320995982843095,1.622280027693293,0.3643300690784695,Iris-setosa
+100,4.493292268138085,2.2843097988831307,1.29693321538424,0.31714413202315955,Iris-setosa
+101,5.614512438300335,3.7856467990517664,1.5766882324060087,0.38344803022960894,Iris-setosa
+102,4.782892813495142,3.0,1.4006165673410347,0.3214397338883076,Iris-setosa
+103,5.2680678514629244,3.736454375414936,1.500947871041243,0.196859732178803,Iris-setosa
+104,5.910276731614636,3.0,5.081620961472638,1.7939050255624134,Iris-virginica
+105,6.702156386349869,3.074582915131149,4.725838284350123,1.5353943162552737,Iris-versicolor
+106,6.700859388662702,3.0,4.994667276636009,1.7161019670934614,Iris-versicolor
+107,4.986241114460627,3.608009641840265,1.3986799604291467,0.19564484624396739,Iris-setosa
+108,4.796967819189232,3.4084864365927725,1.7807550889210249,0.1968224318779196,Iris-setosa
+109,4.799517985355791,3.0,1.402452997924138,0.10000009161146836,Iris-setosa
+110,6.315617880011219,2.8978900526097195,5.625500113763243,1.7994035185217745,Iris-virginica
+111,5.058681040335895,3.5272528867738844,1.3946107935265482,0.19318058941836266,Iris-setosa
+112,7.609745577660197,3.0,6.606319777803617,2.075886611097067,Iris-virginica
+113,6.498804828515155,2.9778587548881115,4.356793178190028,1.3437905598284114,Iris-versicolor
+114,5.697372562482132,2.8882578721900085,4.234418396606138,1.3112639250515576,Iris-versicolor
+115,6.227937749318965,2.203535451910626,4.519360318706209,1.4554780344232479,Iris-versicolor
+116,7.326829152182227,3.0,6.218969087437425,2.0943034345621934,Iris-virginica
+117,6.881582068518548,3.068349556256972,5.124039311731643,2.310227627081176,Iris-virginica
+118,6.259979405717258,2.253164339850585,4.458685818695038,1.3746663944689828,Iris-versicolor
+119,6.376455041244324,2.8746093444572214,4.303915483330033,1.2905580122786133,Iris-versicolor
diff --git a/iris/tab_ddpm/4/8/test.csv b/iris/tab_ddpm/4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/8/train.csv b/iris/tab_ddpm/4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/8/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
+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/4/8/val.csv b/iris/tab_ddpm/4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/9/synth.csv b/iris/tab_ddpm/4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..57c41d5cce03d654171c338c46eac605547a5e1d
--- /dev/null
+++ b/iris/tab_ddpm/4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4014954037634295,3.382543880171749,1.7049122092295934,0.20397307783177654,Iris-setosa
+1,6.8810784603717865,3.086469884481048,5.100274496235346,2.2884394629993006,Iris-virginica
+2,5.5119172523805045,2.5759078099256376,4.348161676202986,1.1717018184019388,Iris-versicolor
+3,5.301457838943836,3.348152072279183,1.7518142377380348,0.2117932039166413,Iris-setosa
+4,5.377591634845079,3.3908368811989735,1.7136454407938975,0.19893664219581558,Iris-setosa
+5,5.688999846668555,3.0,4.166696101045904,1.1943263811137932,Iris-versicolor
+6,4.900401335672813,3.1145238733024168,1.490417846375459,0.10000010037330638,Iris-setosa
+7,5.063126190697631,3.620573025213064,1.4027826756491408,0.20266737128871856,Iris-setosa
+8,5.433102098339905,3.8816555238349317,1.367908640866388,0.344330969526658,Iris-setosa
+9,5.615335121478332,2.781637910791227,4.489300683457336,1.2876118376556351,Iris-versicolor
+10,5.963958313733463,2.195309699384713,4.0662335955695,0.9211728920554338,Iris-versicolor
+11,5.1929965637279265,3.401983640380068,1.4003894900327616,0.2001721021103662,Iris-setosa
+12,5.879985126191511,3.1951487452872356,4.820039155135593,1.8015217643134458,Iris-versicolor
+13,5.995110251487858,3.4146209070097764,4.502177931197242,1.6099926547255614,Iris-versicolor
+14,7.328453185168089,2.901796054782859,6.285318161087529,1.7782980452977875,Iris-virginica
+15,5.419932676368191,3.902517036421491,1.3019421572035867,0.453327805909945,Iris-setosa
+16,4.94430629169534,3.5022497946218953,1.4142994773862088,0.19586703500077873,Iris-setosa
+17,6.711197414614785,3.2362313988185165,5.86544618457232,2.2988509238339265,Iris-virginica
+18,6.656567097862302,3.3155263037862595,5.611511917319442,2.1057363682483845,Iris-virginica
+19,6.482582752081364,2.9672366752415806,4.324179661427221,1.34428075386001,Iris-versicolor
+20,5.887114776308091,2.8713083858947317,4.521277031190356,1.422111999482751,Iris-versicolor
+21,4.991946009803098,3.390919819291974,1.6494917449963729,0.370534545403958,Iris-setosa
+22,6.421568945077991,2.9005495375036814,4.29831875800293,1.3084921730547405,Iris-versicolor
+23,5.611982067270937,2.8941120541374867,3.7136711652592935,1.2941270084487924,Iris-versicolor
+24,4.793193748509356,3.402440458993923,1.623917688413491,0.20152974468212426,Iris-setosa
+25,4.892786088503066,3.0891736294153223,1.4986392982195502,0.10000011383258364,Iris-setosa
+26,7.70436789318801,2.8098120405439335,6.708981507807704,1.9898161973801316,Iris-virginica
+27,6.709400529055764,3.0,5.042793326488876,1.703158378961231,Iris-versicolor
+28,5.0702816261009875,3.320273142064657,1.6989293683422995,0.4880840885160164,Iris-setosa
+29,6.129995610669193,2.801527522794592,4.678269363805682,1.226450256608098,Iris-versicolor
+30,4.811192702766162,3.0,1.4001330375345316,0.29705796444037613,Iris-setosa
+31,6.913709282229121,3.1069785911156114,5.105456584867937,2.317549940416179,Iris-virginica
+32,5.200347627970457,3.406078425207818,1.4103612720499876,0.20334235941567255,Iris-setosa
+33,6.480905894511755,3.231472719740302,5.233369921333363,2.036027896815301,Iris-virginica
+34,7.8999984992794845,3.8263705064216547,6.396501740834014,2.02868556801408,Iris-virginica
+35,6.302198672613788,3.3288129129600743,5.248798758346459,2.1376062977334764,Iris-virginica
+36,5.235056624775108,3.6812714196426715,1.4513608247185918,0.1986717203721406,Iris-setosa
+37,6.52233434497765,3.1839001235194186,5.100384925621352,2.003527979340761,Iris-virginica
+38,5.774240454604861,2.676184448536685,4.021574457008503,1.0181019366514483,Iris-versicolor
+39,5.173636725928577,3.721192525064906,1.5016455197323884,0.33778520197076095,Iris-setosa
+40,6.3660172678054385,2.833468962100947,4.452086087031552,1.239179079329166,Iris-versicolor
+41,5.019468075692907,2.0000006175785234,3.6395176915279253,0.9547730226714672,Iris-versicolor
+42,5.983274076834183,2.665545981488139,5.058567913176271,1.8906736520905225,Iris-virginica
+43,4.507620126751201,2.300126059157369,1.309076521060704,0.3374849875528016,Iris-setosa
+44,5.533410815302406,3.0,4.491966951231716,1.487718490016982,Iris-versicolor
+45,5.816599843150108,2.7147329651071166,5.09022879517922,1.8880995062511612,Iris-virginica
+46,5.910165514189669,3.1882625360557344,4.832213487473129,1.8028380399931287,Iris-versicolor
+47,6.683770484305718,2.501741648674581,5.791311603672918,1.8169705759063883,Iris-virginica
+48,6.449324234796298,3.261352367174745,5.138530787049548,2.05429783760906,Iris-virginica
+49,7.6930035485902275,2.799696890306297,6.697698913081471,2.011802789433756,Iris-virginica
+50,5.022802130024553,3.655672838512416,1.4087232384401132,0.20184588071689177,Iris-setosa
+51,7.5412375599256345,3.0,6.520190390442331,2.1510332152431175,Iris-virginica
+52,6.323827692883706,2.2823744545888096,4.403697120683193,1.3186104736015412,Iris-versicolor
+53,6.111570370876891,2.818046616716995,4.640850053207851,1.210504977799569,Iris-versicolor
+54,6.219993709550729,3.400116345627437,5.36124067904006,2.3053185719052647,Iris-virginica
+55,5.698298268501206,3.7971301966919375,1.67527199562127,0.34822682817010725,Iris-setosa
+56,5.370706286821895,3.402300305789592,1.4898204219697069,0.19899112897229443,Iris-setosa
+57,4.600184378719113,3.2078316543606245,1.412805348846991,0.20119986728330444,Iris-setosa
+58,5.40124945140071,3.4080688569869415,1.612795768061571,0.19606369427745873,Iris-setosa
+59,7.8999984692823215,3.763421922180126,6.441198872935667,2.0079955020591536,Iris-virginica
+60,5.287688084670792,3.661154801453532,1.4796789515139175,0.1935489870011194,Iris-setosa
+61,5.792903951006834,2.695887303492863,5.101306355851995,1.8986537330766438,Iris-virginica
+62,6.474062908960191,3.0,5.810019341664432,2.1912006349539173,Iris-virginica
+63,5.51103230315947,2.396245832570452,3.697440631439675,0.9731998821770786,Iris-versicolor
+64,5.5085616401483035,2.5923188326719653,4.3839489851548015,1.1761503840023626,Iris-versicolor
+65,7.156234429900965,3.0,5.946295614669746,2.0848295520152793,Iris-virginica
+66,5.457318116502251,3.412307191420956,1.512049521831481,0.5015344312310831,Iris-setosa
+67,7.723624896011125,2.5899578660794376,6.9,2.3077126504877365,Iris-virginica
+68,4.4,3.188508780794586,1.2989603575983306,0.20093702629146365,Iris-setosa
+69,4.894106096852938,2.401119333406565,3.1779961847414526,1.0371571709228604,Iris-versicolor
+70,5.184917541113635,3.441059663549458,1.4042010261726225,0.1947171136104663,Iris-setosa
+71,6.052849863861482,2.2277177708334532,4.0740779630325505,1.016180652754757,Iris-versicolor
+72,6.522421044974286,3.0,5.869970481122014,2.1919272363160784,Iris-virginica
+73,6.11271957031077,3.0,4.584930627824371,1.3715121424240513,Iris-versicolor
+74,6.687104804179289,3.2751139936637252,5.6876616297300675,2.4999991748097257,Iris-virginica
+75,5.155302992735805,3.857339543743802,1.3550011722513586,0.26666878175773423,Iris-setosa
+76,6.305607393060456,2.7003829110225404,4.908800378672526,1.808133041198811,Iris-virginica
+77,5.801245494468301,2.696618615721176,5.102992767542414,1.908005209738986,Iris-virginica
+78,4.997178670766669,2.0000005505802685,3.5056633329236333,0.9125247753766994,Iris-versicolor
+79,6.799771933060748,3.1940195572579038,5.894418838074882,2.3005563538475573,Iris-virginica
+80,7.09231792476379,3.0561291189147846,6.067991393366445,2.2044350998425344,Iris-virginica
+81,4.813750794651385,3.401211759387985,1.8545928932971563,0.20270371994595304,Iris-setosa
+82,6.682940288242496,2.51306862224427,5.792005699317171,1.8124144235697077,Iris-virginica
+83,4.901475514941951,3.1171349896184686,1.4959784467683566,0.1,Iris-setosa
+84,5.64498416005618,2.89922113288948,3.788396614814161,1.2953946349285588,Iris-versicolor
+85,5.098491540214922,3.4987971799932076,1.3940826956518255,0.2003739422381015,Iris-setosa
+86,6.458936255726707,2.96833662641417,4.322795728113228,1.3339299622723466,Iris-versicolor
+87,5.686775096534648,3.0,4.201108208426734,1.2051517550408484,Iris-versicolor
+88,4.789219994439965,3.0,1.4202809068963358,0.1,Iris-setosa
+89,6.944938707889975,3.115090145002755,5.086931325989575,2.3056771102520983,Iris-virginica
+90,5.627993911680436,3.7875040856267845,1.5595243416077815,0.29648047186429616,Iris-setosa
+91,5.609370978442181,3.0,4.5048289959433045,1.5039304048693383,Iris-versicolor
+92,4.59417855332722,3.600129016078703,1.0,0.2033632540714496,Iris-setosa
+93,5.8059154489606435,2.7089507272483613,5.109324706307413,1.9019612583571477,Iris-virginica
+94,6.4010688675958,2.7947361368984693,4.624314356296011,1.3066181723051693,Iris-versicolor
+95,7.9,3.823286555992781,6.375576638174448,1.9810727056686435,Iris-virginica
+96,5.035758663860255,3.5726730023714657,1.3977222103201248,0.19733685401331152,Iris-setosa
+97,4.400000569209947,3.2336335110426035,1.3048737151644678,0.20742477996084624,Iris-setosa
+98,6.163114114920157,2.2463549623231436,4.2942428469839395,1.21281664779949,Iris-versicolor
+99,6.053471600750148,3.371068365357661,4.511914569613969,1.62454334325422,Iris-versicolor
+100,5.131316176761065,3.298474885467546,1.8063277931591148,0.5007727291149701,Iris-setosa
+101,5.907462064511269,3.1818697739503388,4.780276425675582,1.810600632694248,Iris-versicolor
+102,6.081458734860976,2.797960851937982,4.682966620605644,1.1701400614257986,Iris-versicolor
+103,6.673079014594754,3.292440965348151,5.618892820087295,2.1038009222748366,Iris-virginica
+104,6.649319246280544,3.0,4.997034120919568,1.6913412483106105,Iris-versicolor
+105,4.985442416827842,2.0000004568016116,3.496138196033283,0.8980246539020551,Iris-versicolor
+106,6.120745654074385,2.8598266051635406,4.620738527942934,1.3425899052138575,Iris-versicolor
+107,5.79564122570943,2.7132260258041887,4.121424454119432,1.0221016000625507,Iris-versicolor
+108,6.709245446417436,3.0,5.036046410478766,1.7143192684445296,Iris-versicolor
+109,4.831719622017249,3.0,1.3824391458766028,0.3269998343859,Iris-setosa
+110,6.309000014769586,2.4909782049020968,5.018951366198804,1.9153974464086274,Iris-virginica
+111,5.442935214583164,3.383528414079743,1.8415080584245003,0.20272329163923578,Iris-setosa
+112,6.785140684712102,3.2060923976005373,5.911067805116245,2.290626155748068,Iris-virginica
+113,5.604217062586145,2.5071874530220954,3.9190208192394143,1.1222181383003034,Iris-versicolor
+114,6.711171739282114,3.0,4.981802745365222,1.6883185153343792,Iris-versicolor
+115,6.009964684770579,2.892110797219114,4.477286840112258,1.5029356136315373,Iris-versicolor
+116,6.633647440635602,3.0,4.449876973827526,1.4308523804127151,Iris-versicolor
+117,5.005164620503567,3.6445181059209037,1.40447824186291,0.20063336009557536,Iris-setosa
+118,6.308424433106736,2.5252055357027645,5.002273016438151,1.8813652017326399,Iris-virginica
+119,5.0996092840524065,3.6927089725518143,1.5020724672910792,0.369367998746333,Iris-setosa
diff --git a/iris/tab_ddpm/4/9/test.csv b/iris/tab_ddpm/4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/9/train.csv b/iris/tab_ddpm/4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4/9/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
+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/4/9/val.csv b/iris/tab_ddpm/4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/4/diffusion.pt b/iris/tab_ddpm/4/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..af104204816ea0ce131ba7d0708af459434a89a0
--- /dev/null
+++ b/iris/tab_ddpm/4/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42b7ec3fd0ebffcd48c838b6697b19b292a4bc56e0825f422e89876bf6d41ced
+size 6499269
diff --git a/iris/tab_ddpm/4/diffusion_state.json b/iris/tab_ddpm/4/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f77f1bab6f9576de48522c1c3396fb9ade05cac
--- /dev/null
+++ b/iris/tab_ddpm/4/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afd19825208e983e50a92a16eabd89c0c6304c6fc0f8fb1a9ef179d6c5ef94e2
+size 6480710
diff --git a/iris/tab_ddpm/4/mlu_log.csv b/iris/tab_ddpm/4/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aff49a09b153b54f745b6134bbf684a4c59bc014
--- /dev/null
+++ b/iris/tab_ddpm/4/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,0,1.0959864854812622,,,,,,
+tab_ddpm,1,0.9493533372879028,,,,,,
+tab_ddpm,2,0.9887356162071228,,,,,,
+tab_ddpm,3,0.8044109344482422,,,,,,
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diff --git a/iris/tab_ddpm/4/model.pt b/iris/tab_ddpm/4/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..725045e42a57fd9b565944293873902476fab347
--- /dev/null
+++ b/iris/tab_ddpm/4/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b605b1a2cc02e12839505a019357781239fa6a52a88fc57ea1f4d7ed9170b707
+size 6456342
diff --git a/iris/tab_ddpm/4/model_state.json b/iris/tab_ddpm/4/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2d731ea08af2b0410af67ded320ce49dee48fdd
--- /dev/null
+++ b/iris/tab_ddpm/4/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0725be4c4b32ccc146293c0417c37f75d7a5e92f0b915dcd763d76734a711f9c
+size 6453564
diff --git a/iris/tab_ddpm/4/params.json b/iris/tab_ddpm/4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/4/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/4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3a67334c33f0340e39cc304397aadad3eded5845
--- /dev/null
+++ b/iris/tab_ddpm/4/tab_ddpm_eval.ipynb
@@ -0,0 +1,2457 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5284aa7c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:09.086034Z",
+     "iopub.status.busy": "2024-07-25T11:15:09.085676Z",
+     "iopub.status.idle": "2024-07-25T11:15:24.372033Z",
+     "shell.execute_reply": "2024-07-25T11:15:24.370956Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 15.298409,
+     "end_time": "2024-07-25T11:15:24.374400",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:09.075991",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "055a1933",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:24.397222Z",
+     "iopub.status.busy": "2024-07-25T11:15:24.396908Z",
+     "iopub.status.idle": "2024-07-25T11:15:24.404099Z",
+     "shell.execute_reply": "2024-07-25T11:15:24.403231Z"
+    },
+    "papermill": {
+     "duration": 0.020708,
+     "end_time": "2024-07-25T11:15:24.406007",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.385299",
+     "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": "9642f31d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009581,
+     "end_time": "2024-07-25T11:15:24.425374",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.415793",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "dfdc7bf2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:24.445943Z",
+     "iopub.status.busy": "2024-07-25T11:15:24.445654Z",
+     "iopub.status.idle": "2024-07-25T11:15:24.452725Z",
+     "shell.execute_reply": "2024-07-25T11:15:24.451847Z"
+    },
+    "papermill": {
+     "duration": 0.01963,
+     "end_time": "2024-07-25T11:15:24.454569",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.434939",
+     "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": "e6fa6cd1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:24.475347Z",
+     "iopub.status.busy": "2024-07-25T11:15:24.475095Z",
+     "iopub.status.idle": "2024-07-25T11:15:24.479953Z",
+     "shell.execute_reply": "2024-07-25T11:15:24.479107Z"
+    },
+    "papermill": {
+     "duration": 0.017562,
+     "end_time": "2024-07-25T11:15:24.481858",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.464296",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4\"\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": "2f4418de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:24.503824Z",
+     "iopub.status.busy": "2024-07-25T11:15:24.503405Z",
+     "iopub.status.idle": "2024-07-25T11:15:24.509614Z",
+     "shell.execute_reply": "2024-07-25T11:15:24.508752Z"
+    },
+    "papermill": {
+     "duration": 0.019292,
+     "end_time": "2024-07-25T11:15:24.511675",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.492383",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "8829dc40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:24.532563Z",
+     "iopub.status.busy": "2024-07-25T11:15:24.532301Z",
+     "iopub.status.idle": "2024-07-25T11:15:25.522926Z",
+     "shell.execute_reply": "2024-07-25T11:15:25.521979Z"
+    },
+    "papermill": {
+     "duration": 1.003705,
+     "end_time": "2024-07-25T11:15:25.525320",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:24.521615",
+     "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": "78b4b5f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:25.547497Z",
+     "iopub.status.busy": "2024-07-25T11:15:25.547209Z",
+     "iopub.status.idle": "2024-07-25T11:15:26.595107Z",
+     "shell.execute_reply": "2024-07-25T11:15:26.594081Z"
+    },
+    "papermill": {
+     "duration": 1.061433,
+     "end_time": "2024-07-25T11:15:26.597246",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:25.535813",
+     "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": "f70e4fba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:26.620630Z",
+     "iopub.status.busy": "2024-07-25T11:15:26.619963Z",
+     "iopub.status.idle": "2024-07-25T11:15:26.629316Z",
+     "shell.execute_reply": "2024-07-25T11:15:26.628441Z"
+    },
+    "papermill": {
+     "duration": 0.023151,
+     "end_time": "2024-07-25T11:15:26.631285",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:26.608134",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4\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": "4bdd4c51",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:26.655859Z",
+     "iopub.status.busy": "2024-07-25T11:15:26.655129Z",
+     "iopub.status.idle": "2024-07-25T11:15:27.020139Z",
+     "shell.execute_reply": "2024-07-25T11:15:27.019366Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.379747,
+     "end_time": "2024-07-25T11:15:27.022430",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:26.642683",
+     "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": "4a1a5fd1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:27.045638Z",
+     "iopub.status.busy": "2024-07-25T11:15:27.045073Z",
+     "iopub.status.idle": "2024-07-25T11:15:28.640201Z",
+     "shell.execute_reply": "2024-07-25T11:15:28.639425Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.609096,
+     "end_time": "2024-07-25T11:15:28.642657",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:27.033561",
+     "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": "d53776f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:28.668458Z",
+     "iopub.status.busy": "2024-07-25T11:15:28.667553Z",
+     "iopub.status.idle": "2024-07-25T11:15:28.676568Z",
+     "shell.execute_reply": "2024-07-25T11:15:28.675742Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023663,
+     "end_time": "2024-07-25T11:15:28.678583",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:28.654920",
+     "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": "d58e12ca",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:28.700933Z",
+     "iopub.status.busy": "2024-07-25T11:15:28.700633Z",
+     "iopub.status.idle": "2024-07-25T11:15:28.704929Z",
+     "shell.execute_reply": "2024-07-25T11:15:28.704082Z"
+    },
+    "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": 0.017769,
+     "end_time": "2024-07-25T11:15:28.706896",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:28.689127",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "19d7f411",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:28.730031Z",
+     "iopub.status.busy": "2024-07-25T11:15:28.729543Z",
+     "iopub.status.idle": "2024-07-25T11:15:28.842510Z",
+     "shell.execute_reply": "2024-07-25T11:15:28.841628Z"
+    },
+    "papermill": {
+     "duration": 0.127108,
+     "end_time": "2024-07-25T11:15:28.844774",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:28.717666",
+     "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": "37610464",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:28.869595Z",
+     "iopub.status.busy": "2024-07-25T11:15:28.869312Z",
+     "iopub.status.idle": "2024-07-25T11:15:33.144534Z",
+     "shell.execute_reply": "2024-07-25T11:15:33.143599Z"
+    },
+    "papermill": {
+     "duration": 4.290233,
+     "end_time": "2024-07-25T11:15:33.146734",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:28.856501",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 11:15:30.604519: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 11:15:30.604566: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 11:15:30.606254: 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": "98ee2d75",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:33.171293Z",
+     "iopub.status.busy": "2024-07-25T11:15:33.170306Z",
+     "iopub.status.idle": "2024-07-25T11:15:33.177379Z",
+     "shell.execute_reply": "2024-07-25T11:15:33.176678Z"
+    },
+    "papermill": {
+     "duration": 0.021205,
+     "end_time": "2024-07-25T11:15:33.179321",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:33.158116",
+     "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": "75e38967",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:33.204685Z",
+     "iopub.status.busy": "2024-07-25T11:15:33.204181Z",
+     "iopub.status.idle": "2024-07-25T11:15:35.925927Z",
+     "shell.execute_reply": "2024-07-25T11:15:35.924872Z"
+    },
+    "papermill": {
+     "duration": 2.737138,
+     "end_time": "2024-07-25T11:15:35.928465",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:33.191327",
+     "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": "ff1fb284",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:35.956177Z",
+     "iopub.status.busy": "2024-07-25T11:15:35.955880Z",
+     "iopub.status.idle": "2024-07-25T11:15:35.961901Z",
+     "shell.execute_reply": "2024-07-25T11:15:35.961056Z"
+    },
+    "papermill": {
+     "duration": 0.0212,
+     "end_time": "2024-07-25T11:15:35.963711",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:35.942511",
+     "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": "9e295628",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:35.988758Z",
+     "iopub.status.busy": "2024-07-25T11:15:35.988027Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.473335Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.472371Z"
+    },
+    "papermill": {
+     "duration": 0.500199,
+     "end_time": "2024-07-25T11:15:36.475789",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:35.975590",
+     "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": "02ebc3f8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.502447Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.502137Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.522108Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.521277Z"
+    },
+    "papermill": {
+     "duration": 0.035653,
+     "end_time": "2024-07-25T11:15:36.524082",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.488429",
+     "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": "bbe7037b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.549037Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.548750Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.597100Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.596248Z"
+    },
+    "papermill": {
+     "duration": 0.063056,
+     "end_time": "2024-07-25T11:15:36.599058",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.536002",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 82830, 't_range': None, 'n_steps': 1, 'n_inner_steps': 4, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 4096, 'mlu_run': 4, 'target': None, 'lr': 0.0054671236814086204, 'loss_fn': <function l1_loss at 0x7c239e594b80>, '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": "d8c4b7fa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.625355Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.625070Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.641004Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.640315Z"
+    },
+    "papermill": {
+     "duration": 0.031377,
+     "end_time": "2024-07-25T11:15:36.642940",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.611563",
+     "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": "70da941f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.668170Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.667656Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.671458Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.670634Z"
+    },
+    "papermill": {
+     "duration": 0.018305,
+     "end_time": "2024-07-25T11:15:36.673281",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.654976",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ee877041",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.698164Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.697894Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.795382Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.794380Z"
+    },
+    "papermill": {
+     "duration": 0.112416,
+     "end_time": "2024-07-25T11:15:36.797536",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.685120",
+     "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": "ce0cae17",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.829046Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.828262Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.837360Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.836633Z"
+    },
+    "papermill": {
+     "duration": 0.026908,
+     "end_time": "2024-07-25T11:15:36.839281",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.812373",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 4096 starting 0 until 82830\n",
+      "mlu step times 1*4*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "21d18873",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.865614Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.865326Z",
+     "iopub.status.idle": "2024-07-25T11:15:36.873093Z",
+     "shell.execute_reply": "2024-07-25T11:15:36.872259Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023148,
+     "end_time": "2024-07-25T11:15:36.875027",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.851879",
+     "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": "cbeba617",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:15:36.901058Z",
+     "iopub.status.busy": "2024-07-25T11:15:36.900723Z",
+     "iopub.status.idle": "2024-07-25T11:25:07.931500Z",
+     "shell.execute_reply": "2024-07-25T11:25:07.930469Z"
+    },
+    "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": 571.046854,
+     "end_time": "2024-07-25T11:25:07.934335",
+     "exception": false,
+     "start_time": "2024-07-25T11:15:36.887481",
+     "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: 0.347 Sum: 0.347\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3008 Sum: 0.3008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2861 Sum: 0.2861\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2781 Sum: 0.2781\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0007726475596427917\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.3636 Sum: 0.3636\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.281 Sum: 0.281\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2724 Sum: 0.2724\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2669 Sum: 0.2669\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05987488478422165\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2808 Sum: 0.2808\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2578 Sum: 0.2578\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2515 Sum: 0.2515\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2499 Sum: 0.2499\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.013701116666197777\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2571 Sum: 0.2571\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2447 Sum: 0.2447\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2401 Sum: 0.2401\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2405 Sum: 0.2405\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0183790884912014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2481 Sum: 0.2481\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2343 Sum: 0.2343\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2355 Sum: 0.2355\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2315 Sum: 0.2315\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09708938002586365\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2398 Sum: 0.2398\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2287 Sum: 0.2287\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2264 Sum: 0.2264\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2248 Sum: 0.2248\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 8.606351912021637e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2279 Sum: 0.2279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2219 Sum: 0.2219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.221 Sum: 0.221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2208 Sum: 0.2208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07164623774588108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.224 Sum: 0.224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2214 Sum: 0.2214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2173 Sum: 0.2173\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.018868587911128998\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2159 Sum: 0.2159\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2166 Sum: 0.2166\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.214 Sum: 0.214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.025753078982234\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.213 Sum: 0.213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.211 Sum: 0.211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.21 Sum: 0.21\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09370090067386627\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2141 Sum: 0.2141\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2082 Sum: 0.2082\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2092 Sum: 0.2092\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 5.159340798854828e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2117 Sum: 0.2117\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05067882686853409\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2068 Sum: 0.2068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2059 Sum: 0.2059\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016946127638220787\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2068 Sum: 0.2068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2029 Sum: 0.2029\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2002 Sum: 0.2002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0216071680188179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2064 Sum: 0.2064\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.2022 Sum: 0.2022\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08824262581765652\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.204 Sum: 0.204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 2.6695430278778076e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1961 Sum: 0.1961\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1953 Sum: 0.1953\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08515525609254837\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.2035 Sum: 0.2035\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1957 Sum: 0.1957\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1975 Sum: 0.1975\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1949 Sum: 0.1949\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.016764208674430847\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1981 Sum: 0.1981\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1953 Sum: 0.1953\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012074491009116173\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1922 Sum: 0.1922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1932 Sum: 0.1932\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07925013452768326\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.2001 Sum: 0.2001\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\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": "d6efd30f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02211,
+     "end_time": "2024-07-25T11:25:07.978486",
+     "exception": false,
+     "start_time": "2024-07-25T11:25:07.956376",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "c93ef759",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:25:08.024474Z",
+     "iopub.status.busy": "2024-07-25T11:25:08.023585Z",
+     "iopub.status.idle": "2024-07-25T11:25:08.085873Z",
+     "shell.execute_reply": "2024-07-25T11:25:08.085010Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.086458,
+     "end_time": "2024-07-25T11:25:08.088130",
+     "exception": false,
+     "start_time": "2024-07-25T11:25:08.001672",
+     "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": "deba0b5d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:25:08.133632Z",
+     "iopub.status.busy": "2024-07-25T11:25:08.133032Z",
+     "iopub.status.idle": "2024-07-25T11:25:24.076556Z",
+     "shell.execute_reply": "2024-07-25T11:25:24.075699Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.96903,
+     "end_time": "2024-07-25T11:25:24.079054",
+     "exception": false,
+     "start_time": "2024-07-25T11:25:08.110024",
+     "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": "fec08e01",
+   "metadata": {
+    "papermill": {
+     "duration": 0.021416,
+     "end_time": "2024-07-25T11:25:24.122263",
+     "exception": false,
+     "start_time": "2024-07-25T11:25:24.100847",
+     "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": 618.283889,
+   "end_time": "2024-07-25T11:25:25.972457",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-25T11:15:07.688568",
+   "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