diff --git a/iris/tab_ddpm/2/0/synth.csv b/iris/tab_ddpm/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2d4b292cbe8f70910ed31ef73a94e2e84f68571
--- /dev/null
+++ b/iris/tab_ddpm/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.704202869515498,2.6458683023216447,6.899998531921872,2.2841566846623165,Iris-virginica
+1,6.239942696868237,2.796616709316814,5.585042329971924,1.7446699810315232,Iris-virginica
+2,6.305591899939631,2.5024010352427686,4.854692608203261,1.4874093740909824,Iris-versicolor
+3,6.729929556130929,3.305559834885452,5.6997527282146185,2.5,Iris-virginica
+4,5.5956018893298465,2.6990139609613375,4.454132664706816,1.2437638567679934,Iris-versicolor
+5,6.670737192796625,3.3125707523603944,5.64333687639591,2.4999996482801463,Iris-virginica
+6,5.123497077002144,3.7778932629064594,1.496621914107856,0.203649675779885,Iris-setosa
+7,5.614634845856741,2.5119187678880346,3.9299604834973763,1.118411139616806,Iris-versicolor
+8,6.9395042507163645,2.8111067003713575,4.807839609584494,1.4145698480859996,Iris-versicolor
+9,4.8528216062146114,3.046998929696251,1.4830310663635433,0.1,Iris-setosa
+10,5.358340388704722,3.0,4.472987285457581,1.5128974181633554,Iris-versicolor
+11,5.377974289913299,3.6689138604185887,1.5535697678456633,0.19810194069346398,Iris-setosa
+12,5.617194451548049,2.6026318853795365,4.424266251145472,1.202387259935754,Iris-versicolor
+13,5.066644225926381,2.486047647200196,3.134725854249676,1.0823564411083446,Iris-versicolor
+14,5.539236085860781,2.401957370558412,3.7030459676543632,1.075906189162451,Iris-versicolor
+15,6.388310664966826,2.899472451405481,4.347822032396823,1.29591959523309,Iris-versicolor
+16,5.534069248507062,2.602643961246394,4.298018728442494,1.2117292564781388,Iris-versicolor
+17,5.5155192284757675,4.1999992301841385,1.4084586693496883,0.2007763238919393,Iris-setosa
+18,5.890917093580365,2.701365550806809,5.119709416348069,1.866322178365236,Iris-virginica
+19,7.899998931263569,3.7954291067456705,6.368232297402671,2.006496578047663,Iris-virginica
+20,5.098758837782717,3.4635885492557605,1.3987337253679273,0.30440170727269833,Iris-setosa
+21,5.81930119944608,2.6921169754806327,5.095760852343376,1.8960698177342037,Iris-virginica
+22,4.9936421920761385,3.4228552624551134,1.4918523285260168,0.38560006601320723,Iris-setosa
+23,5.472724514010644,2.418200070842472,3.8363939325496883,1.1009866021559127,Iris-versicolor
+24,5.016918170577529,3.2939849492017554,1.4069112238411783,0.1986052583294719,Iris-setosa
+25,5.413485092991894,3.0,4.511430819664609,1.4958424234648762,Iris-versicolor
+26,5.876470940473084,3.178215383707413,4.747234567178106,1.7762737691025912,Iris-versicolor
+27,6.931508995399295,3.0885001409725876,5.1080233389434495,2.2847089564456224,Iris-virginica
+28,6.262001012120459,3.398832733364015,5.555284341124768,2.4107881147473873,Iris-virginica
+29,5.233706139762616,3.3444947949720953,1.6170624784982588,0.436482045185556,Iris-setosa
+30,6.677327540667712,3.32656780962071,5.738836023950017,2.5,Iris-virginica
+31,5.608409113937005,2.5884175734691173,4.259888209452387,1.1885080160114898,Iris-versicolor
+32,4.784638550157101,3.0,1.3920172541203326,0.36558938262740714,Iris-setosa
+33,5.179830440141895,3.3344565547379283,1.6875160448362598,0.326291735391782,Iris-setosa
+34,6.222856633461104,2.2000002992283823,4.559034869454078,1.4627214887525608,Iris-versicolor
+35,7.899999007630103,3.8123359958916856,6.3930118090903445,1.9883014506747865,Iris-virginica
+36,6.816682378213108,2.7893786904204503,4.781621016762057,1.395930166407828,Iris-versicolor
+37,6.24705536868374,2.2,4.57928137573961,1.5005788465204322,Iris-versicolor
+38,6.518076326232453,3.2065128936642235,5.097333139718842,1.991234370450404,Iris-virginica
+39,5.621634971598166,3.0,4.071554890986499,1.3373803512694964,Iris-versicolor
+40,4.621204103708132,3.409808812861524,1.4003213893973936,0.33468637034546983,Iris-setosa
+41,5.380374415341294,3.4023428728140876,1.4962052605463827,0.28835713585906403,Iris-setosa
+42,6.888461874515634,3.0806407116538335,5.101584387127647,2.2901308906567652,Iris-virginica
+43,6.305586585013613,3.3083424260231995,4.672609411216467,1.5867284116515417,Iris-versicolor
+44,6.262695951476363,3.2202707560907737,4.695241980037254,1.5339288344867932,Iris-versicolor
+45,5.996677402180385,2.7820896515336972,4.652590962050151,1.2032823402250363,Iris-versicolor
+46,7.899999009455795,3.7957904576578527,6.423894439775927,1.9896926666826167,Iris-virginica
+47,4.48923930625155,2.301163834102658,1.2954900395636364,0.3380166622736131,Iris-setosa
+48,5.98603369305667,3.0,4.9879872366009534,1.8036854379112413,Iris-virginica
+49,6.710201729853494,3.300482804172789,5.7018466612795695,2.083373275295142,Iris-virginica
+50,7.899998722323006,3.7459190245252416,6.427164942080774,1.993192542267619,Iris-virginica
+51,5.49347569847023,4.1999990918879195,1.4006573047426198,0.2045501030584037,Iris-setosa
+52,5.026576783312949,3.4190420226837257,1.5366621418799147,0.35019405493956035,Iris-setosa
+53,6.295865635258244,3.3902919504727542,5.58929152413647,2.3939122219580233,Iris-virginica
+54,7.9,3.850633784725951,6.4145149643166794,1.9900719372915203,Iris-virginica
+55,5.22909075741158,2.733325897173549,4.090875114815519,1.3789106050742965,Iris-versicolor
+56,6.177853974198025,2.2,4.514209073119098,1.5003369184608206,Iris-versicolor
+57,6.927396147118325,3.203272765323997,5.800791918925642,2.2920920088152603,Iris-virginica
+58,5.112428382711094,3.5605326105542576,1.4098843741406715,0.33988747296088717,Iris-setosa
+59,5.749669562319495,2.8282616768589355,4.544281922963015,1.32082276285755,Iris-versicolor
+60,4.91785334154243,2.401281740121702,3.217355716575267,1.071603203252896,Iris-versicolor
+61,5.166661395230209,3.481471619683188,1.5731084311669177,0.20178283003605108,Iris-setosa
+62,5.155639349434345,3.3407196682609923,1.6153330124798932,0.40250199262716313,Iris-setosa
+63,6.30582917978597,3.4040920859039256,5.580798494491855,2.4036534930100335,Iris-virginica
+64,5.631667507689617,2.6892958079440676,4.225544036138769,1.289520823353205,Iris-versicolor
+65,4.590910523751227,3.200005235993235,1.3917324723338924,0.19887079103593658,Iris-setosa
+66,5.511005052900162,2.4004367771702353,3.870544600811012,1.097333149901533,Iris-versicolor
+67,6.5051383728621115,3.0,5.779094991131593,2.2046108229918184,Iris-virginica
+68,4.795782863401293,3.0,1.4012273368349115,0.31021780312407926,Iris-setosa
+69,5.778603887443219,2.5017287368693086,5.02534728591835,1.9674710183419495,Iris-virginica
+70,6.696926738386349,3.296065705695705,5.742353413655592,2.10835244430457,Iris-virginica
+71,6.685461085465131,3.3066593660068775,5.678567037370196,2.1069239116381593,Iris-virginica
+72,5.8476809980705164,3.211371594704634,4.810495305623585,1.8144808304126758,Iris-versicolor
+73,6.401767016101671,2.9577015453766693,5.52092738598197,1.7862286424248732,Iris-virginica
+74,4.988332820266052,3.183144081248664,1.200000218953649,0.19924699441247123,Iris-setosa
+75,5.028280359476863,3.386917687620822,1.4047410127584463,0.29839793796072017,Iris-setosa
+76,5.279915540128584,3.7333091484147722,1.495818053792125,0.1970108698993152,Iris-setosa
+77,4.488802067453715,2.295367145310545,1.2978652251198302,0.2972060267615539,Iris-setosa
+78,5.488720668621769,2.392005992653801,3.8666359845393745,1.052706442863781,Iris-versicolor
+79,4.9009802959955255,3.102987386426487,1.4967826625635288,0.10000010035143982,Iris-setosa
+80,4.7881260890764175,3.0,1.4092400651743742,0.29807898980956093,Iris-setosa
+81,6.031729892036456,3.264646756753002,4.782611127491622,1.7794067162725393,Iris-versicolor
+82,6.201766795166472,2.2,4.54564024907424,1.506836821441803,Iris-versicolor
+83,5.099540654886562,3.3971566293923527,1.5556029807739438,0.20188094053981268,Iris-setosa
+84,5.916432972698188,3.1759514264774795,4.783839167729852,1.7895479720050198,Iris-versicolor
+85,5.6152009313077125,3.0,4.165955173391562,1.3025831845153364,Iris-versicolor
+86,5.071148576356858,2.4792306208160917,3.041473763652908,1.089731273737199,Iris-versicolor
+87,6.2877681580643445,2.5084288422884895,4.937088903951023,1.5288250535339947,Iris-versicolor
+88,6.701649339031277,3.0,5.0086124416309215,1.6961131567149517,Iris-versicolor
+89,5.356801183253742,3.6949749233562814,1.5259908181362103,0.19976205589331084,Iris-setosa
+90,6.280989998373507,3.2911677000300608,4.676831921278415,1.573587092847724,Iris-versicolor
+91,5.881989497141127,3.0,5.103606562390708,1.801769303586437,Iris-virginica
+92,6.816687475487495,3.0,5.4733858902510475,2.1580439589666427,Iris-virginica
+93,5.252258931240329,3.4048784781496986,1.5955181970644698,0.20556920318395294,Iris-setosa
+94,6.503659523573235,3.0,5.52074414755344,1.793912776885602,Iris-virginica
+95,4.61844161416407,3.4059526813770016,1.3988347552912768,0.3123742175853174,Iris-setosa
+96,4.892267033649454,3.0984998805215693,1.5559161435038824,0.10000009248150714,Iris-setosa
+97,4.889884535542555,3.0968229114840238,1.4938437400153959,0.1,Iris-setosa
+98,6.510441507136641,3.1786565105610873,5.102995292416583,1.9887552402148816,Iris-virginica
+99,6.157985123682338,2.861160572699776,4.495553613295418,1.3248926445144102,Iris-versicolor
+100,5.108328124819613,3.7568229168411422,1.4970637317043614,0.4324170541891698,Iris-setosa
+101,5.769019936831813,2.5501253912524704,5.037593107663969,1.9357648515701595,Iris-virginica
+102,6.510152575953232,3.2034970452900153,5.104651880810731,2.020044903147276,Iris-virginica
+103,4.901047471130771,2.419832201170976,3.3230136216687485,1.0740752852393827,Iris-versicolor
+104,6.07864068076195,3.0,4.578513069771688,1.4042655163291113,Iris-versicolor
+105,6.019585631599054,2.2,5.005988335489712,1.4996243952520316,Iris-virginica
+106,5.911845549771242,3.207564106594636,4.779703163973839,1.7909060568794803,Iris-versicolor
+107,7.9,3.8124557712702076,6.39833866695912,1.9930332141362475,Iris-virginica
+108,6.431554714501243,3.0,5.534867290808661,1.7960353879394546,Iris-virginica
+109,4.400000649998386,2.887375200840944,1.4062532278214266,0.20160722048332375,Iris-setosa
+110,7.899998654874648,3.7659076659507544,6.368800497660545,1.9889879158858406,Iris-virginica
+111,6.111844058329394,2.818886337457642,4.717434421291397,1.1915296904473547,Iris-versicolor
+112,6.273961905206046,3.3047328787723877,4.733751205927458,1.6286844935372293,Iris-versicolor
+113,4.906612988259328,3.095314455398367,1.5104225651483627,0.1,Iris-setosa
+114,6.798067294919022,3.1864706223755803,5.871669741694792,2.2927950386982237,Iris-virginica
+115,5.367258348593674,3.385012812029446,1.760647537797066,0.19878272522777796,Iris-setosa
+116,5.216535635555591,2.719743145120123,3.9740562049075034,1.4204830608225847,Iris-versicolor
+117,6.300290617888158,2.5036104935120664,4.911838656523256,1.5281327196783852,Iris-versicolor
+118,7.899998197184555,3.721259437324801,6.424184961263759,1.9639647671593663,Iris-virginica
+119,5.10252601196576,3.565755538422755,1.3853867988604858,0.3446335716878153,Iris-setosa
diff --git a/iris/tab_ddpm/2/0/test.csv b/iris/tab_ddpm/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/0/train.csv b/iris/tab_ddpm/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/0/val.csv b/iris/tab_ddpm/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/synth.csv b/iris/tab_ddpm/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dee262dccd6d919b55ca1b55f853ed850a479753
--- /dev/null
+++ b/iris/tab_ddpm/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.495858310652182,4.199999004172444,1.4066284612742332,0.2061344736663031,Iris-setosa
+1,4.820858659548524,3.0,1.404294642410723,0.29322266788296625,Iris-setosa
+2,5.655479201831701,3.814269110160125,1.7440959210039453,0.3655428089089387,Iris-setosa
+3,5.502402945284925,4.199999043506341,1.396264658696505,0.2005070741271439,Iris-setosa
+4,5.60290988255803,2.6858228619253497,4.314619605459515,1.2696017124280887,Iris-versicolor
+5,4.993162202132397,3.2671904748821,1.3914392134747837,0.20835277494639956,Iris-setosa
+6,5.515272844363942,2.599705253122793,4.365188273461697,1.2510272394576205,Iris-versicolor
+7,6.694843786131905,3.299562988029267,5.7104368745124505,2.4999996337203867,Iris-virginica
+8,6.322929880092745,3.3064207445276597,4.692815948136775,1.5978743788556373,Iris-versicolor
+9,4.837586978104839,2.406748064725993,3.30480839744385,0.8777599710928623,Iris-versicolor
+10,6.635173499662906,3.0,4.989861394349157,1.6597808839122283,Iris-versicolor
+11,5.555317293875909,2.967383805807327,3.7324375578686895,1.285802515571727,Iris-versicolor
+12,6.511032887071975,3.0,5.510074310782746,1.8031363283138435,Iris-virginica
+13,6.675088748840169,3.0,5.000818786595086,1.725842581793976,Iris-versicolor
+14,4.995920770471542,3.2013663551010065,1.2,0.19987954592524637,Iris-setosa
+15,5.1169690258047185,3.292630587384438,1.721527694754338,0.329161050933043,Iris-setosa
+16,6.22338708344379,2.2000003403858255,4.443144388517705,1.4988397726034144,Iris-versicolor
+17,4.932694324624261,3.0,1.407281334449776,0.2049717237456528,Iris-setosa
+18,6.038852916605363,2.716278446960337,5.0935699028087695,1.6067060739849683,Iris-versicolor
+19,5.986593970621886,3.0,4.881084545993268,1.807909672550652,Iris-virginica
+20,6.841412250916931,3.207076238940775,5.823480196347185,2.292331329717048,Iris-virginica
+21,6.724661255721391,3.290919826754802,5.6854903747074275,2.5,Iris-virginica
+22,7.704282739448233,2.5958230001893816,6.899998686909586,2.3193175457604758,Iris-virginica
+23,6.541576104366031,3.0,5.526181056615035,1.800810977628201,Iris-virginica
+24,7.9,3.7805441969253,6.386635042046013,2.005220985168701,Iris-virginica
+25,5.075084952775977,3.3688599340687593,1.696625782827632,0.23660888350539622,Iris-setosa
+26,5.240124769486566,3.507074482281986,1.6031996711199041,0.20467885396032903,Iris-setosa
+27,6.969840025725056,3.1895035495570014,5.825309252973037,2.2965582536805242,Iris-virginica
+28,7.899998912967597,3.8334441582170324,6.442760275834163,2.0005017285076714,Iris-virginica
+29,5.562440512334004,3.0,4.4340552475379225,1.5542135257655332,Iris-versicolor
+30,6.106348945104933,2.8015489553499364,4.669147191817532,1.1708962245148844,Iris-versicolor
+31,5.7488174179716784,2.7634485907980006,4.467106345770731,1.2445849236489326,Iris-versicolor
+32,6.712001073626664,2.5139560246213843,5.685149403227265,1.801834299578615,Iris-virginica
+33,7.136321950436491,3.0,5.982680420449589,2.0333551513095784,Iris-virginica
+34,7.9,3.819099017424665,6.434393778058908,2.012686291804328,Iris-virginica
+35,5.525475306471909,3.849081939524051,1.7226349427836876,0.3535003580642141,Iris-setosa
+36,6.009331808526496,3.0,4.742053324866867,1.7973523266393934,Iris-virginica
+37,5.547957791587214,3.8386000032719996,1.4971286983121948,0.4527813429811385,Iris-setosa
+38,6.06781026625566,3.0,4.581310412822173,1.3996772707177998,Iris-versicolor
+39,4.9877645320766835,3.201753932391049,1.2,0.19563539804609364,Iris-setosa
+40,4.946699534312864,3.404768168396423,1.3930704906050526,0.28593276746765256,Iris-setosa
+41,4.867601481931316,3.0732488793996144,1.4914123074551706,0.1000001097044023,Iris-setosa
+42,5.991519535899522,2.716151002891489,5.074104154171606,1.575414666225324,Iris-versicolor
+43,6.779407693778915,2.7732158529442135,4.796372106295989,1.3935256306654877,Iris-versicolor
+44,5.692247128593326,2.7819793059204097,4.369082555666272,1.2701033641490707,Iris-versicolor
+45,5.681942107694082,3.792909556442918,1.7867850568336097,0.3141663995121131,Iris-setosa
+46,6.044497498054625,2.2,5.003238068028896,1.5168580865575738,Iris-virginica
+47,6.32009390706302,2.2903487073276816,4.382431429947885,1.2961590607847575,Iris-versicolor
+48,6.06074603982622,3.0,4.56613739933032,1.3937506337532186,Iris-versicolor
+49,5.163329874088357,3.4094998287275136,1.4953796822821352,0.19777158567870162,Iris-setosa
+50,6.283684615620671,3.397355755603919,5.615227430646266,2.4017817941685475,Iris-virginica
+51,4.9013853237703735,3.0,1.39974609281589,0.1984821849974016,Iris-setosa
+52,5.576659005021912,2.660580566366959,4.2593768498673725,1.2602193833391144,Iris-versicolor
+53,7.699703198217142,2.6018875949106395,6.899998728909245,2.3080735428237285,Iris-virginica
+54,5.989867006634185,3.0,4.836187605330058,1.8166357023645954,Iris-virginica
+55,5.095785393571634,3.6891019354460735,1.4979872879096554,0.3899896416412481,Iris-setosa
+56,6.660323131917373,3.2826137878408637,5.654798967005522,2.0949972804870205,Iris-virginica
+57,5.654953045902609,3.0,4.163399401764589,1.3283358472851852,Iris-versicolor
+58,6.31317402104501,2.9413950954680517,5.5560953658532,1.8111727781949973,Iris-virginica
+59,4.87452594941191,3.0,1.40226023340316,0.2182465767975644,Iris-setosa
+60,6.067436346138799,2.8655819093983808,4.604681667466361,1.25054237222193,Iris-versicolor
+61,6.03634610693877,3.0,4.801119452176787,1.806452954014086,Iris-virginica
+62,5.047610860311972,3.4841773608895537,1.6338781319201363,0.32549221402330347,Iris-setosa
+63,4.807718110719121,3.3890750331080057,1.4611841886174906,0.36028029176120047,Iris-setosa
+64,4.600766475801235,3.2071982852576344,1.4057563113021319,0.19660609775865254,Iris-setosa
+65,5.412887940713936,3.0,4.515298833744794,1.5059319474074502,Iris-versicolor
+66,5.096903377293469,2.4503507427272866,3.378370232677455,1.075381028669326,Iris-versicolor
+67,4.850964828334688,2.3857674876653525,3.2622410241421163,0.9753454623427043,Iris-versicolor
+68,5.109861204691582,2.490323141764858,3.0432986052309627,1.058539728515512,Iris-versicolor
+69,4.876697931817288,3.0,1.401208593800588,0.2012999532347152,Iris-setosa
+70,5.364209282895408,3.395216449594269,1.847974892380658,0.2012983764512497,Iris-setosa
+71,5.550154149206114,2.482358554922704,3.9124573025323537,1.1156200169058366,Iris-versicolor
+72,5.119560053257159,3.2967333145555004,1.6585861782858986,0.4976161887193881,Iris-setosa
+73,5.438850201902036,3.0,4.52812369364666,1.5107554379506207,Iris-versicolor
+74,5.544224639525308,2.4375338669596767,3.8313827542741556,1.0716567505406687,Iris-versicolor
+75,5.594284426703457,2.9237022946599427,3.682672673177473,1.2999041267569897,Iris-versicolor
+76,4.918038583562337,2.4101585788202,3.2844069844896495,1.0072545862814852,Iris-versicolor
+77,4.4,2.895699141866613,1.4078693667566688,0.1978048962438576,Iris-setosa
+78,5.770582113948429,2.6692201029195957,5.074833209645211,1.8887557802579806,Iris-virginica
+79,6.305234263962341,2.7051902876439926,4.947085702749984,1.8073226141213024,Iris-virginica
+80,4.8100343454247145,3.0,1.4253010217500046,0.1000001269387388,Iris-setosa
+81,5.101366447235778,3.391400766447148,1.4986863306219267,0.19973047052156595,Iris-setosa
+82,6.094609125035946,2.6002869534333977,5.573245050039001,1.388756642374214,Iris-virginica
+83,6.081575703456575,3.0,4.52326361091321,1.3708616475717423,Iris-versicolor
+84,6.895254202357642,3.085681449101579,5.10455656341682,2.314428213641091,Iris-virginica
+85,6.668495161182376,3.3150815612689652,5.658724499947109,2.4999995682114533,Iris-virginica
+86,7.899998990221935,3.8199948212643315,6.366939263981326,1.996134756719294,Iris-virginica
+87,6.6748798214672584,3.2945128089684457,5.779974343442139,2.4999995829737975,Iris-virginica
+88,7.9,3.829781003542567,6.410269303200997,1.991517906943549,Iris-virginica
+89,4.4,2.915148717524951,1.3921738457931243,0.19777719279103184,Iris-setosa
+90,6.090377862320245,2.5934952496217605,5.598376428197511,1.4056681264582105,Iris-virginica
+91,5.899435898859586,3.206788742883297,4.780004574037377,1.7985038958383734,Iris-versicolor
+92,6.275544102005668,2.5187061486495694,4.9364790956653914,1.5206666723951392,Iris-versicolor
+93,6.408617444565988,2.8972756163529456,4.291297215640307,1.2925410970145998,Iris-versicolor
+94,6.663792380421469,3.3019564154809053,5.68713574052306,2.5,Iris-virginica
+95,5.39628110611609,3.0,4.505865097703214,1.4934065201096518,Iris-versicolor
+96,5.12042276788435,3.495618969841395,1.3935890875446855,0.2974601990342285,Iris-setosa
+97,6.776805323753971,3.11876921783197,5.1237370162174685,2.2833689253860157,Iris-virginica
+98,6.486740065446582,3.200520227590197,5.1036265594002925,1.998545344944286,Iris-virginica
+99,6.690088574347954,2.494602371397751,5.786804490761238,1.7960393071847556,Iris-virginica
+100,7.721013235177421,2.6071308007752667,6.9,2.296833827139892,Iris-virginica
+101,5.396830960791658,3.0,4.542676939314227,1.4911615317609657,Iris-versicolor
+102,5.434773199350334,3.0,4.43635126528035,1.4463002758479115,Iris-versicolor
+103,5.978773977404745,3.0,4.800180256924756,1.798446876567075,Iris-virginica
+104,6.83909020240847,3.0,5.511524131037512,2.0967317038460638,Iris-virginica
+105,5.613713075485521,3.0,4.089107296097881,1.295202735708153,Iris-versicolor
+106,5.67130145306739,2.810089051026109,4.443094259962878,1.2809243210034897,Iris-versicolor
+107,5.595247411665009,3.0,3.8065371155215275,1.3210091486801723,Iris-versicolor
+108,6.713078341480385,3.298471505763508,5.68894382895409,2.5,Iris-virginica
+109,5.541196290432765,2.4964296489351714,4.035860818126785,1.0999666857970873,Iris-versicolor
+110,5.695733358634584,2.4909122161018766,5.004872757535864,1.9895613077803382,Iris-virginica
+111,6.909937960914541,3.2076439264330916,5.744063706725593,2.294301574526924,Iris-virginica
+112,6.652704642183441,3.2982763417090895,5.677908509357609,2.4999996385586742,Iris-virginica
+113,5.439133879771014,4.2,1.3730162658365346,0.20006110030564786,Iris-setosa
+114,4.600159765585276,3.39117649882043,1.3895132983010858,0.2990934298951693,Iris-setosa
+115,4.883387831076733,3.1017730975101165,1.6017220192803978,0.1,Iris-setosa
+116,6.694804256037114,3.297552228532948,5.713940753709411,2.499999577401258,Iris-virginica
+117,6.460369396310638,2.8868778740992718,4.365846799730273,1.266721764922456,Iris-versicolor
+118,5.703520095727166,3.7877856507703904,1.5503399284269843,0.36346866180050497,Iris-setosa
+119,6.2909913924887615,3.2908622265392014,4.695586868512874,1.5679977527974993,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/test.csv b/iris/tab_ddpm/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/train.csv b/iris/tab_ddpm/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/1/val.csv b/iris/tab_ddpm/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/10/synth.csv b/iris/tab_ddpm/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64cf9921e1261fe9199a7c1f17ba8c2640dd8635
--- /dev/null
+++ b/iris/tab_ddpm/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.821777917264138,2.6825858716222384,5.089246692933025,1.8956094178093277,Iris-virginica
+1,6.036588058577035,2.7043690802883624,5.13445074898208,1.6131804134711893,Iris-versicolor
+2,6.002792417931634,3.0,4.810979463881951,1.803604510258464,Iris-virginica
+3,6.2922267543585795,3.2969019714036083,4.667737804626327,1.5817289704574042,Iris-versicolor
+4,6.706293959996982,3.2998786404626848,5.722834271289412,2.4999996366455153,Iris-virginica
+5,5.885438990494894,3.0,4.208490522867868,1.454567821365388,Iris-versicolor
+6,4.857099859261369,2.4133275971653125,3.2436157772802114,0.8186779758901901,Iris-versicolor
+7,6.177740845642749,2.881033053864804,4.503686381373684,1.3244079365128991,Iris-versicolor
+8,6.78218157508155,2.8289170508611217,4.74656560998232,1.4008716754713186,Iris-versicolor
+9,6.733419628832192,3.0,5.487522633554387,2.0907644923552953,Iris-virginica
+10,6.246305881500596,2.2,4.559775960706151,1.4938514500260802,Iris-versicolor
+11,5.922620368092248,3.1750366629266518,4.741847888811058,1.8040947019643074,Iris-versicolor
+12,5.077030923527702,3.3627439896324924,1.4380281956100545,0.34457206895133435,Iris-setosa
+13,6.711348224075907,2.517862845596062,5.857155851516052,1.80232319009422,Iris-virginica
+14,5.076245891268021,3.6617811817156016,1.4785805676747639,0.39112654702709326,Iris-setosa
+15,5.505866573264765,2.394844238839023,3.8235847111060433,1.1019567791189648,Iris-versicolor
+16,5.111254478713667,3.7441276479868875,1.5934563287273231,0.20396393331148935,Iris-setosa
+17,5.9924487625208585,2.2,5.015891853773465,1.4889597333647857,Iris-virginica
+18,5.788625694011064,3.0,4.022027778404798,1.415588985393648,Iris-versicolor
+19,5.868497580555005,3.0,4.263931985850956,1.4309404207659409,Iris-versicolor
+20,5.121709012316103,3.635145811411963,1.495760805934137,0.4371434539935852,Iris-setosa
+21,4.899924705015167,3.0,1.4060548014660628,0.2114053744899358,Iris-setosa
+22,6.111488601639122,3.0,4.610849081250102,1.4038940353657394,Iris-versicolor
+23,6.0450708508565345,2.8145652070922593,4.7176598597053605,1.301056159539293,Iris-versicolor
+24,6.897655887070653,3.127060787973617,5.1004098146311625,2.288671263793331,Iris-virginica
+25,6.574174657015332,3.1870382766741665,5.098256649225036,2.066627855549531,Iris-virginica
+26,4.808331292134255,3.0,1.394045469393128,0.1000001151479727,Iris-setosa
+27,7.9,3.75344639706223,6.352955885830389,1.950907016804706,Iris-virginica
+28,5.342837944501834,3.4099960357107606,1.4864176503254432,0.4810075882912762,Iris-setosa
+29,7.9,3.8031765196143286,6.319074893937169,1.9961630889754873,Iris-virginica
+30,4.491505755177933,2.2990764093137317,1.2995278811483075,0.296177161220817,Iris-setosa
+31,6.696617564887748,3.0,4.992475965124367,1.706101711994381,Iris-versicolor
+32,6.304896598113047,2.706835600740379,4.884325126497053,1.7881965417679095,Iris-virginica
+33,6.934268691071466,3.1466053070264968,5.766845307255893,2.2858572013942133,Iris-virginica
+34,5.1696431141149235,3.7821797965260098,1.558152461851164,0.20451386318964326,Iris-setosa
+35,6.303459482658065,3.405350250501309,5.610283997189305,2.4092900350237514,Iris-virginica
+36,6.283543446549303,3.30541993256777,4.709683276545968,1.6383909578837066,Iris-versicolor
+37,5.375994077671059,3.396938098180724,1.6228300287797215,0.395656312563353,Iris-setosa
+38,5.40601623337043,3.398035225081837,1.6777558529353496,0.20102655446049206,Iris-setosa
+39,5.569759105926961,2.605213481582988,4.314682520309811,1.1867691701992453,Iris-versicolor
+40,6.075502956176756,2.79586588642239,4.669537474411073,1.1837364180382486,Iris-versicolor
+41,6.67765711420612,3.292250055541621,5.690175301231975,2.096832062483136,Iris-virginica
+42,6.703910317318932,3.0,4.994580909668919,1.7060801210605163,Iris-versicolor
+43,5.780611828636261,2.794103029221956,5.0946297564300735,2.400383575806925,Iris-virginica
+44,5.125194191630984,3.5325960525958466,1.4102557916899567,0.2945237873144837,Iris-setosa
+45,6.209518747327705,2.200000367823157,4.482286281386154,1.5072831995580094,Iris-versicolor
+46,5.512851343886297,4.199999070269494,1.4000672963908398,0.20952100463727674,Iris-setosa
+47,5.000446576099736,3.214710757027396,1.200000193007928,0.20295949343005537,Iris-setosa
+48,6.000872418586748,2.7562535907025607,4.635215382989013,1.1683316577213303,Iris-versicolor
+49,6.00128549198739,3.0,4.780721403205071,1.800229564601577,Iris-virginica
+50,6.688451917429696,3.298677848615468,5.772119062015069,2.499999555436223,Iris-virginica
+51,6.332460550018311,2.2927156716643773,4.361772789953853,1.3195944269361404,Iris-versicolor
+52,5.182005569568945,2.6983624864512668,3.796567465770317,1.3738938936533882,Iris-versicolor
+53,6.324886097252508,2.481941984591541,4.893647172295674,1.4953898189022803,Iris-versicolor
+54,6.691109678476068,3.2976818137258714,5.776659593420661,2.499999569306909,Iris-virginica
+55,6.699412738864582,3.3076848261624523,5.681431756591816,2.5,Iris-virginica
+56,6.785833455134247,3.1786367802040614,5.835542274056908,2.2912593931374463,Iris-virginica
+57,5.88942852937985,3.1954907657100002,4.769877867248535,1.7870016348017594,Iris-versicolor
+58,5.773011030436913,2.65986956791405,5.091905113479737,1.9111378610513152,Iris-virginica
+59,6.810123096712982,3.0,5.390535015708322,2.161384062899386,Iris-virginica
+60,6.285664530424067,2.3062079569281644,4.399374986478473,1.3023173472827885,Iris-versicolor
+61,6.407282345707208,2.6831620999300103,5.33590296214771,1.8902312666921632,Iris-virginica
+62,5.860624893872072,3.0,5.107680249199797,1.798934343846645,Iris-virginica
+63,6.29418941995828,2.7103761196727,4.85592445137991,1.7960060019469117,Iris-virginica
+64,5.397256094266539,3.0,4.518643105330787,1.5030774341325732,Iris-versicolor
+65,5.178744795205911,2.681624887513671,3.8051815676003073,1.4020608260386629,Iris-versicolor
+66,4.902912240744232,3.1157702472021285,1.5419250819015788,0.1,Iris-setosa
+67,6.30009428294938,2.4971105238046407,4.917925128526764,1.5076551757333554,Iris-versicolor
+68,4.996252953640018,3.3957887353144365,1.6780527381150205,0.4024014523316769,Iris-setosa
+69,6.714283541197673,3.292987989626934,5.736656105412961,2.4999996353940634,Iris-virginica
+70,6.693782476325039,2.4976647952519078,5.754745336108938,1.808515922413472,Iris-virginica
+71,6.321449671922167,2.947984029491815,4.42468381331416,1.331736295372381,Iris-versicolor
+72,7.899998946027464,3.736451830750443,6.474382651642761,1.9805065793853114,Iris-virginica
+73,5.575534843521074,3.0,3.842822589517466,1.30147197061444,Iris-versicolor
+74,4.649167258309096,3.4049859729344276,1.411385952723205,0.2759278051153838,Iris-setosa
+75,4.805054994496342,3.0,1.4110142815712312,0.3046775177426507,Iris-setosa
+76,5.353275833352652,3.40851570794392,1.6080215608925064,0.19996784693313427,Iris-setosa
+77,4.870102893865565,3.0,1.4122033336418531,0.2025411587976557,Iris-setosa
+78,6.390803303895873,2.905003316692094,4.332910259609352,1.2870915549833335,Iris-versicolor
+79,4.495479472994392,2.297138409097852,1.2909075159727705,0.2978490720075676,Iris-setosa
+80,4.985358066855137,3.4001002293350573,1.540849528560693,0.43621273116168113,Iris-setosa
+81,5.687063739740167,3.0,3.7129194549291693,1.3650912922787661,Iris-versicolor
+82,6.0252500035217516,2.7134654902867004,5.10148802952762,1.608903739007046,Iris-versicolor
+83,4.609210344948189,3.2164032616368363,1.4017623661194758,0.20834102673420274,Iris-setosa
+84,4.851536590485086,3.0,1.3984788762284608,0.25988462638389914,Iris-setosa
+85,5.018995689604194,3.321270935951338,1.3934365059893388,0.20128517030104107,Iris-setosa
+86,6.994002780509948,3.092103567823921,5.088804175989987,2.3210514777473796,Iris-virginica
+87,6.694260077597249,3.2974539849747044,5.7954532315558644,2.2408529705450895,Iris-virginica
+88,6.296947276905664,2.709540406928251,4.875784005089578,1.7929028460302618,Iris-virginica
+89,5.005870558266169,3.4337421206438328,1.4939892721045336,0.45251908120457063,Iris-setosa
+90,4.992987975172764,3.2230413944983596,1.2000002136195966,0.20611618953367536,Iris-setosa
+91,6.281790233475309,2.3058078799963253,4.428732129759611,1.2854711081384025,Iris-versicolor
+92,5.998549259859816,2.7072059076262303,5.0916748702175,1.6451739562606906,Iris-versicolor
+93,5.210320133371768,2.715226196554487,3.8777182895902507,1.4222195641543605,Iris-versicolor
+94,6.29080509028715,2.8820938829334684,5.617316793135147,1.7988282949030647,Iris-virginica
+95,7.125661308242176,3.0,5.901179376136619,2.100118744070782,Iris-virginica
+96,5.150607309442847,3.4541031697709426,1.5559619095863675,0.20127116762244696,Iris-setosa
+97,7.9,3.8794772394705728,6.411866335339453,2.0149161839739658,Iris-virginica
+98,6.789686837406266,3.0,5.511335100913043,2.100336106309787,Iris-virginica
+99,5.524629741229694,2.4363052179461957,3.8214927141323893,1.097073504989698,Iris-versicolor
+100,5.102021554730883,3.4533150741032768,1.3989462160173354,0.29708449220432065,Iris-setosa
+101,7.061750616936868,3.0,5.811920022704604,2.0960876083557487,Iris-virginica
+102,6.285054233605557,3.3103564214808845,4.64189018144411,1.5876850607684527,Iris-versicolor
+103,6.678176153822701,3.0,4.943272326091618,1.7039983157623795,Iris-versicolor
+104,4.945630140158748,2.4421589597948623,3.4259587029976615,1.0838413705935184,Iris-versicolor
+105,5.711721641907136,2.5534758891962066,5.048823853549351,2.0710911683820377,Iris-virginica
+106,4.400000704663757,2.903674053376807,1.3992898232564712,0.20265840643324795,Iris-setosa
+107,7.145344415420524,3.0,5.873736066602036,2.1488078376027904,Iris-virginica
+108,4.981122219790877,3.2139648402536927,1.2000001883174274,0.2003362937827373,Iris-setosa
+109,5.596119200028011,2.4933732728791504,3.9569807629816247,1.0999804177423929,Iris-versicolor
+110,7.9,3.869945986226118,6.461634484173516,1.9831964167544005,Iris-virginica
+111,5.08755998044005,3.5047239944229287,1.4044761216659973,0.2955116196119026,Iris-setosa
+112,5.456847077508512,3.462358364423842,1.49837344110637,0.36294573577061573,Iris-setosa
+113,4.898998435736681,3.0,1.411057422196379,0.2105948589905531,Iris-setosa
+114,6.780127516127313,2.812955038960976,4.803115881169392,1.3966761068871836,Iris-versicolor
+115,5.801263071211768,2.696756718124825,5.0996192081272325,1.9004191108442043,Iris-virginica
+116,5.373596911240798,3.390801293592406,1.7995919850443127,0.19852548178349705,Iris-setosa
+117,6.7074157705998045,3.0,5.00574479142273,1.7334014986793012,Iris-versicolor
+118,4.999942970161821,3.314842797027856,1.4102915573793298,0.19971875449213272,Iris-setosa
+119,4.882650267595444,3.0,1.393828593701214,0.24302770040235816,Iris-setosa
diff --git a/iris/tab_ddpm/2/10/test.csv b/iris/tab_ddpm/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/10/train.csv b/iris/tab_ddpm/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/10/val.csv b/iris/tab_ddpm/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/11/synth.csv b/iris/tab_ddpm/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4c453ffb51da98acdd5598ea424ee95d5c66c7d
--- /dev/null
+++ b/iris/tab_ddpm/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.224068459164514,3.3485148925539563,1.590847948809452,0.4626751333971651,Iris-setosa
+1,6.680196179993038,3.2964767341241674,5.696702173875826,2.4999995681193914,Iris-virginica
+2,6.686722535842828,3.2951378855610165,5.764187093922053,2.499999626264521,Iris-virginica
+3,6.299833778368474,2.9200491702433142,5.560732500292104,1.81514069797699,Iris-virginica
+4,5.042318573393846,2.4611933260515504,2.93514960266943,1.1119869838201215,Iris-versicolor
+5,4.901210677226765,3.102530514573297,1.5608475039810303,0.10000010732611626,Iris-setosa
+6,4.861322238219678,3.0667412140207797,1.4990041845811901,0.10000009416792045,Iris-setosa
+7,4.808275411376434,3.0,1.3904235036462904,0.1,Iris-setosa
+8,6.365932745882492,2.73081068674948,5.323532509146884,1.8512101663765559,Iris-virginica
+9,5.397016382958015,3.0,4.5353985641580525,1.4968520079858016,Iris-versicolor
+10,7.9,3.7977384757820127,6.4189397365039556,1.9986930343458198,Iris-virginica
+11,6.134401779327528,2.6111727573463948,5.590666266418097,1.39655690008497,Iris-virginica
+12,6.438974903032837,3.0,5.711682780964318,2.129351987861125,Iris-virginica
+13,5.009554626609533,2.458059993409572,3.251191061178354,1.049498379797573,Iris-versicolor
+14,5.1773565978161455,3.6954057381482848,1.5683606081540928,0.45203887437889234,Iris-setosa
+15,5.321184735510784,3.747358535899683,1.6398345328475343,0.20260532203558573,Iris-setosa
+16,7.8999986816756,3.8001323443087855,6.410795414011608,2.0139331208265747,Iris-virginica
+17,4.884998281661089,3.090361516142742,1.4978602751461474,0.10000009342159039,Iris-setosa
+18,5.692255260888221,2.501373073761073,5.005418767126133,1.998313544802019,Iris-virginica
+19,5.861112185271175,3.0,4.228469147604415,1.5056998942757989,Iris-versicolor
+20,5.904436118439313,2.973671091877912,4.3233140579396405,1.4483362670433326,Iris-versicolor
+21,7.703861615841989,2.6247162063482,6.899998679989791,2.3122568382135382,Iris-virginica
+22,6.682571101606267,3.2972834883825506,5.669883089561916,2.4999995475586156,Iris-virginica
+23,7.899998947823752,3.852915576364076,6.438624892845071,2.028180651571937,Iris-virginica
+24,5.783604937228057,2.8012377190924975,5.102861180896213,2.4004699836446863,Iris-virginica
+25,6.546535663355196,3.0,5.897197226105767,2.2209914126495947,Iris-virginica
+26,7.70429974080616,2.6287484424671677,6.9,2.319542065575758,Iris-virginica
+27,7.899998925808157,3.838300361307827,6.403654572792525,2.019285482968923,Iris-virginica
+28,4.892432904560138,3.116003873290827,1.4955476764738234,0.1,Iris-setosa
+29,6.223234314650502,2.937148063558709,4.658735128451451,1.2928152403179327,Iris-versicolor
+30,6.290946260360045,2.306026399630471,4.422196280936399,1.2779367380005615,Iris-versicolor
+31,7.239643981537343,2.932018878163654,6.249552563540955,1.8701809832756628,Iris-virginica
+32,5.356090363881705,3.8982619908846514,1.4972313992228716,0.36386586604097865,Iris-setosa
+33,5.381430080896244,3.408404771712428,1.6046782164754485,0.2021659269999146,Iris-setosa
+34,5.075805660226197,3.303804102250667,1.637689625040314,0.5125761587077429,Iris-setosa
+35,6.355654461112766,2.955809760426951,5.482234742574806,1.804927102731758,Iris-virginica
+36,6.264254496691127,2.8918773044408597,5.5918730017796445,1.7954595473981507,Iris-virginica
+37,6.006063024439073,2.708603357520252,5.09496627107276,1.6165314038660163,Iris-versicolor
+38,4.588225049617348,3.4055110491802916,1.4027158762996645,0.37572820819882813,Iris-setosa
+39,5.124348196991231,3.387390917512675,1.4991913727249901,0.20067193386637064,Iris-setosa
+40,5.169803697101893,2.6967430926786307,3.907681558093762,1.4078457636327735,Iris-versicolor
+41,6.6780451476502245,3.3029326707233264,5.675936536284107,2.5,Iris-virginica
+42,5.625601615094599,2.510834769174396,3.956836367449612,1.1075438266487885,Iris-versicolor
+43,5.112267314003407,3.6042505685951993,1.560084445863059,0.19719772055426987,Iris-setosa
+44,4.885048080215144,3.080461772145613,1.4995741566836829,0.1,Iris-setosa
+45,5.524011518178735,2.372801250988839,3.8355783899884024,0.9888610529505406,Iris-versicolor
+46,5.274312595293811,3.8062073107787358,1.4961687279352296,0.24520095030906164,Iris-setosa
+47,4.889208341112233,3.1063439179834056,1.4979954856086357,0.1,Iris-setosa
+48,4.583551302277014,3.402087324808918,1.398454812380432,0.2993774066344665,Iris-setosa
+49,6.201534269571992,2.2,4.4639081753222225,1.4838336251609807,Iris-versicolor
+50,5.959248285438498,3.20524406083909,4.77974696092383,1.7693654457708903,Iris-versicolor
+51,5.085206236385867,3.395375315469586,1.576117785316929,0.20810946883434991,Iris-setosa
+52,6.88719015172625,3.10622893697965,5.092312781574465,2.30024170725287,Iris-virginica
+53,6.097695327463706,2.7872979333542958,4.692485700541078,1.1876896259727407,Iris-versicolor
+54,6.669537675674077,3.2984993616634553,5.748731354404637,2.5,Iris-virginica
+55,6.443477016032063,2.6421538176112884,5.446813972435464,1.8781596250890724,Iris-virginica
+56,6.304954515989697,3.3133526854449844,4.70447485332804,1.6075498758778868,Iris-versicolor
+57,4.4,2.8694362754172973,1.4010528062847014,0.18285828168575,Iris-setosa
+58,5.120764757330207,3.8505296932831934,1.6726712027385848,0.19844780593137024,Iris-setosa
+59,6.305905678108715,2.8886206596633843,5.583402862186596,1.7950570437728763,Iris-virginica
+60,5.90434553432221,3.0,4.112575660177134,1.4938376519842669,Iris-versicolor
+61,6.295601425772177,2.310546022748972,4.4192490435846805,1.2876035751209876,Iris-versicolor
+62,6.951820994544109,3.0842128082763636,5.078509019687482,2.309706707183784,Iris-virginica
+63,5.003356739135512,3.312212494385987,1.407483407179589,0.19844700471839635,Iris-setosa
+64,6.519293114976005,2.6355363594022165,5.424994441342656,1.8690851658522187,Iris-virginica
+65,6.306807146074109,2.915330458701608,5.580329701597834,1.7954088160560535,Iris-virginica
+66,6.708306547217463,3.0,5.006006701628149,1.7074940829315635,Iris-versicolor
+67,6.788139997714261,3.2072459620882747,5.729610412574034,2.2553050533784234,Iris-virginica
+68,5.005410759941162,3.4021236180740995,1.6696770862199097,0.4313089217818393,Iris-setosa
+69,5.91646957821009,2.2,5.007482065356985,1.4758179888945744,Iris-virginica
+70,7.9,3.7630049890441466,6.366918605441814,2.0021970722938263,Iris-virginica
+71,5.969165742485932,2.5749770342140383,4.921946544832172,1.8484496111844932,Iris-virginica
+72,4.592808794735026,3.1784955190541226,1.3955965969613402,0.20571762820360337,Iris-setosa
+73,7.899998957481228,3.8232835971905463,6.394509826052552,1.999291474447694,Iris-virginica
+74,6.122617840130953,2.815678803938947,4.735119755138577,1.1986464967829795,Iris-versicolor
+75,5.8037346710730535,2.7756568729831717,5.0924557440085545,2.4028587685617357,Iris-virginica
+76,5.700866636957756,3.823012881236077,1.4987546582447442,0.41965779870713493,Iris-setosa
+77,6.366219031849562,2.88881050372074,4.297251719335617,1.2809083953138958,Iris-versicolor
+78,5.986484909893321,2.6966438835534436,5.1013246480146215,1.6265674372731842,Iris-versicolor
+79,5.762774858591138,2.67706442798166,5.085467916109051,1.9008392792125695,Iris-virginica
+80,5.179484269130065,3.319296710583795,1.66923043977829,0.37889960103803305,Iris-setosa
+81,6.30789847863344,3.2862190994168112,4.728162205728763,1.5852004510553832,Iris-versicolor
+82,5.516337672431697,2.6481607124068103,4.314571886467336,1.2812763235361904,Iris-versicolor
+83,6.015200380677941,2.701033328828347,5.098072473161709,1.5794062268081368,Iris-versicolor
+84,5.990011013549707,3.0,4.834588238920452,1.805533002519188,Iris-virginica
+85,4.617851082631145,3.20986709561532,1.396733994442063,0.19691782903629518,Iris-setosa
+86,5.798515866627994,2.6981202455526003,5.081385211190799,1.8794527892996953,Iris-virginica
+87,5.098605055676025,3.6682337272533503,1.4991234901368484,0.4336226926686869,Iris-setosa
+88,5.954575514634784,2.2000002702489465,4.9834344958505925,1.4913462308314431,Iris-virginica
+89,5.906742437130082,3.2076276404661965,4.817962602004712,1.7956310741924808,Iris-versicolor
+90,5.4965892525106925,4.2,1.400382720865738,0.2079310508071526,Iris-setosa
+91,5.61379566385501,3.0,4.273718154197988,1.2691226116792624,Iris-versicolor
+92,5.075613536139784,3.7745906720997566,1.6949978157311834,0.2018939350224529,Iris-setosa
+93,5.115297091433751,3.737258217312624,1.5326402302971893,0.37928890494763706,Iris-setosa
+94,4.9946184252510015,3.206692828591248,1.2000002165862012,0.19406882547790805,Iris-setosa
+95,6.659856311097407,3.2841560799589335,5.741481417714266,2.499998877398043,Iris-virginica
+96,4.9951608483418015,3.398144637716152,1.6510089855675807,0.4399357016821288,Iris-setosa
+97,5.718746455353609,2.494002774982073,4.9947072093018505,1.993800993846133,Iris-virginica
+98,5.387601824513677,3.395543102509743,1.6589430415128634,0.19558480804789352,Iris-setosa
+99,5.791695051825785,2.8058905818753064,5.126750865913295,2.402721842106786,Iris-virginica
+100,6.685342145966244,3.0,4.99238709166031,1.680269133272287,Iris-versicolor
+101,5.597704601684347,2.87102245727843,3.69196656046208,1.2865102248373086,Iris-versicolor
+102,5.1328382095958895,2.6713138099875895,3.8785461151219778,1.3953104838524213,Iris-versicolor
+103,7.707067312720791,2.6120975344935204,6.9,2.290238698187712,Iris-virginica
+104,5.607355392952936,2.5574373512829056,3.8547139946603983,1.1545120650295757,Iris-versicolor
+105,5.0760887758291195,3.29477740529572,1.6984574833805726,0.45871854825780384,Iris-setosa
+106,5.935950503206897,3.0,4.290487163414207,1.4890047988554724,Iris-versicolor
+107,5.591415659339902,2.99585692527364,3.800206315679145,1.3048084820428487,Iris-versicolor
+108,6.708802681578441,2.5046921222436525,5.857773042661743,1.8058502750780594,Iris-virginica
+109,6.835056417428924,2.76115838702585,4.795447782147064,1.399838738221948,Iris-versicolor
+110,5.781271895346752,2.791879493284702,5.105235243776318,2.387198677063878,Iris-virginica
+111,6.797873828731914,2.795515361770919,4.8185453940567315,1.4028860300810666,Iris-versicolor
+112,6.129278062354641,2.8362543032486256,4.6371509956173576,1.2304590647766704,Iris-versicolor
+113,7.9,3.76452922111771,6.403471721068262,2.0170403039061635,Iris-virginica
+114,4.990582539428585,3.2139342370002435,1.2,0.2040078160863648,Iris-setosa
+115,7.1668584015356425,3.0,6.01964835561167,2.0246787788595775,Iris-virginica
+116,5.593906420231356,3.646903436228831,1.6026123237258427,0.36431629912256286,Iris-setosa
+117,7.9,3.809813852947358,6.411578418303717,1.9905407342922439,Iris-virginica
+118,6.332628247287679,2.6980824178929166,5.110795886525312,1.8635622094792046,Iris-virginica
+119,7.9,3.828535250699976,6.369929349891811,2.026993885681315,Iris-virginica
diff --git a/iris/tab_ddpm/2/11/test.csv b/iris/tab_ddpm/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/11/train.csv b/iris/tab_ddpm/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/11/val.csv b/iris/tab_ddpm/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/synth.csv b/iris/tab_ddpm/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12b6c53bf650b4f1ec23f5302187b61917c0afea
--- /dev/null
+++ b/iris/tab_ddpm/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.718697644382581,3.2944200156075323,5.6851095767694355,2.5,Iris-virginica
+1,6.275321002796211,2.9464580622689507,4.445773392107033,1.36986495703166,Iris-versicolor
+2,5.446548987756805,4.2,1.383614675139179,0.19964986140133723,Iris-setosa
+3,4.9997000731036,3.200753354023075,1.2000001939542895,0.2014220802576361,Iris-setosa
+4,5.813010134766051,2.836996679375692,5.096494283939535,2.3973490837997486,Iris-virginica
+5,5.9905404680083985,2.7118675011046127,5.058386805026008,1.5471660531997424,Iris-versicolor
+6,6.68315109361512,3.319639971886372,5.746596849760644,2.5,Iris-virginica
+7,6.355530199980609,2.890912452559501,4.361852603885792,1.2596088024582053,Iris-versicolor
+8,6.634867027895488,3.264888231244268,5.685584717089268,2.499999361696797,Iris-virginica
+9,4.890056214447782,3.0926444397601416,1.488929335753466,0.1,Iris-setosa
+10,5.106168483328002,3.393594486544411,1.5983808538210036,0.20060955514929113,Iris-setosa
+11,5.47463663958124,3.838455004239319,1.6143324420597223,0.38449902244425055,Iris-setosa
+12,7.324062751771162,2.918093880840377,6.314121947110928,1.8095577990094478,Iris-virginica
+13,5.574450967404687,2.4611456561419125,3.8611465863576577,1.1316729480041368,Iris-versicolor
+14,5.37154978889572,3.0,4.487393330718717,1.4978689781497825,Iris-versicolor
+15,5.610162402465277,2.5050302331040406,3.917635971086166,1.0761879272776556,Iris-versicolor
+16,6.175480528861883,3.1363732859023448,4.7356909337162785,1.5566659867598416,Iris-versicolor
+17,4.811764139305138,3.0,1.4017465028551717,0.30371364369794096,Iris-setosa
+18,4.900667464834439,3.0852228739238905,1.4998872868305124,0.1,Iris-setosa
+19,5.433573292267984,3.750211384281383,1.5644854447607415,0.28857681453593015,Iris-setosa
+20,6.512855791328843,3.0,5.795859204502612,2.2061185616811962,Iris-virginica
+21,6.093241205436732,3.0,4.5702114662385025,1.4036182776676627,Iris-versicolor
+22,5.78699269563042,2.5180761838163805,5.0187354854898665,1.9815718116477075,Iris-virginica
+23,4.821020692460198,3.0,1.4019978403459277,0.1,Iris-setosa
+24,6.629900758586379,3.29753761698492,5.6844684091037925,2.4999994100586047,Iris-virginica
+25,4.904332392821084,3.09131992352887,1.4921818171580024,0.10000010934208109,Iris-setosa
+26,4.578095918425492,3.4015887320174643,1.3873124015075917,0.2948471798340486,Iris-setosa
+27,6.10994688572272,2.801915046901834,4.67947289906316,1.1997656054288333,Iris-versicolor
+28,5.0955772003191475,3.45945319922479,1.4061950739283324,0.27467300978116077,Iris-setosa
+29,5.634673265137052,2.7031880087291666,4.403789033129435,1.2611437834447614,Iris-versicolor
+30,5.795855511706676,2.780154149270877,5.078911014431203,2.336982719039553,Iris-virginica
+31,7.8999986175578965,3.8102736507602124,6.420436131990666,2.0043702029007386,Iris-virginica
+32,5.5390188254682,3.0,4.257470631679145,1.3506475414323147,Iris-versicolor
+33,5.076874668872491,3.2799100183374943,1.4967625486691079,0.4740380377029153,Iris-setosa
+34,4.78967108349779,3.242732269633287,1.3995741121928398,0.20265581157519585,Iris-setosa
+35,5.39661790525616,3.3935981025794857,1.7318628976795192,0.19560546137143647,Iris-setosa
+36,6.685145274897129,3.2998678712693925,5.688600244358251,2.0845011820921684,Iris-virginica
+37,6.416006347984317,2.888916895852797,4.278179035970898,1.277343957456348,Iris-versicolor
+38,6.159731179708501,3.0,5.343487926561159,1.8062055079904558,Iris-virginica
+39,5.387788963899047,3.5666742060824284,1.5862837806810375,0.20113662909778907,Iris-setosa
+40,6.2587149207946515,2.5232674720999437,4.925439483987713,1.5299451441041219,Iris-versicolor
+41,5.406366951236051,3.3997315254974367,1.6194034012710272,0.448601884833974,Iris-setosa
+42,5.6008004373956854,3.0,4.171432246804741,1.3158492654835798,Iris-versicolor
+43,5.220566839531276,2.8018490621799734,4.002553350225137,1.4315805060326867,Iris-versicolor
+44,6.413030341367074,2.890065902482213,4.265730996543953,1.333877303232133,Iris-versicolor
+45,4.924699411568744,2.416710312827228,3.094419188122288,1.0218011796948547,Iris-versicolor
+46,5.904665648832284,2.9809192823249013,4.3397068165074915,1.4964222497079613,Iris-versicolor
+47,5.546325296779487,2.467626804059999,3.965318078266405,1.0731861663193265,Iris-versicolor
+48,6.061966486455113,2.8078996146495356,4.739195936831063,1.2089028701213438,Iris-versicolor
+49,5.153977703996459,3.8050878980900884,1.5478325688998633,0.3789502834939463,Iris-setosa
+50,5.4775600297694895,2.5821986526702956,4.043566904645077,1.161198172870519,Iris-versicolor
+51,5.106664601043342,3.3911668128463255,1.4868768311566436,0.20075309977073258,Iris-setosa
+52,7.678383308795651,2.599896954662166,6.899998765271169,2.3027916947114035,Iris-virginica
+53,4.995278279696841,3.397319392380454,1.6505477931455568,0.3869819852730803,Iris-setosa
+54,5.855069787380173,3.0,5.101923660633997,1.7874870611933837,Iris-virginica
+55,5.749653497634516,3.842761384526611,1.7910235047519503,0.3228120480201216,Iris-setosa
+56,6.990481325008469,3.0,5.798247346988323,2.1454019960375277,Iris-virginica
+57,6.3762508313973525,2.921222560831314,4.326318299445753,1.30731286450064,Iris-versicolor
+58,6.29169222750547,3.417504739405166,5.605864672582317,2.399979243628936,Iris-virginica
+59,7.699862783455402,2.5820090036243886,6.9,2.287615599204501,Iris-virginica
+60,4.904129802499106,3.104197046629566,1.4952146132379731,0.1,Iris-setosa
+61,5.390609868929541,2.6111927069977448,4.275500372704385,1.2042304104788837,Iris-versicolor
+62,7.9,3.792830793339916,6.371234955204042,1.9880521711583012,Iris-virginica
+63,5.4184700247672275,3.0,4.55189468990552,1.5075327353433783,Iris-versicolor
+64,5.4936270414855475,4.199999151224706,1.401167859555051,0.20232342649031956,Iris-setosa
+65,5.262241127860532,3.3934300509843447,1.6034521068836756,0.20057131490257638,Iris-setosa
+66,6.268507159545079,2.5018901003883043,4.892493592289958,1.4689987579587598,Iris-versicolor
+67,5.181212385997907,3.756638819432786,1.5446970426150861,0.2034837210706276,Iris-setosa
+68,6.093655168276164,2.7770163786620228,4.735657062543321,1.2192599399594237,Iris-versicolor
+69,5.77843999654781,3.1446142996796387,4.73925466216005,1.7600917191115175,Iris-versicolor
+70,7.9,3.8521238898073857,6.44865809699801,2.028522882703309,Iris-virginica
+71,5.466649574133214,4.199999157294987,1.3952323543504077,0.2135112431965528,Iris-setosa
+72,5.677391073132566,3.790331472574856,1.5663211669800434,0.303953718102139,Iris-setosa
+73,6.208984077782822,2.2000003204924026,4.486769320538448,1.5258514639506933,Iris-versicolor
+74,5.600732179332468,3.675305466856691,1.575343385423086,0.3466808292950172,Iris-setosa
+75,6.134815151475935,2.838916016314201,4.714109837764167,1.2046380551391112,Iris-versicolor
+76,6.165626907146442,2.200000298203786,4.468586596725693,1.508152490803296,Iris-versicolor
+77,6.309435964195221,2.7112685596549517,4.90994246512887,1.8048052585495715,Iris-virginica
+78,6.880133624228796,3.0867803775875213,5.127390437035773,2.261082871698067,Iris-virginica
+79,5.376125136553693,3.0,4.462008763439116,1.4980600646471405,Iris-versicolor
+80,6.814142004590439,2.812330210819117,4.813460972143018,1.4016089910524674,Iris-versicolor
+81,5.608362543810975,2.4874256120511093,3.79487103389888,1.0771141628909844,Iris-versicolor
+82,4.904540086901222,2.4024211726900795,3.3157222195421916,1.038449702782182,Iris-versicolor
+83,5.51607777097787,2.527460469979739,4.248868807084936,1.1184899648626851,Iris-versicolor
+84,5.0884567221362556,3.2867554428365233,1.8359708413382445,0.5307863610101964,Iris-setosa
+85,4.797287976210046,3.0,1.3937111844153174,0.1,Iris-setosa
+86,6.120359941570804,3.0,4.599731339403823,1.3870757516844827,Iris-versicolor
+87,7.9,3.8269923940648627,6.391623452489135,1.9854109562266355,Iris-virginica
+88,5.115953386821035,3.478230030626808,1.4003558076172806,0.29890251176608995,Iris-setosa
+89,6.6718774633907305,3.2837911399330073,5.655092782648706,2.0831684377612785,Iris-virginica
+90,6.4940469006967545,3.192157690701521,5.0903419071954,2.0005900283820837,Iris-virginica
+91,5.895511070427677,3.191320548321635,4.7851039930284145,1.7980324653322408,Iris-versicolor
+92,5.55207174955957,2.6653014432763427,4.411608756223541,1.231133085298139,Iris-versicolor
+93,5.175972985448024,2.682157349999472,3.777011586761705,1.3788941921521822,Iris-versicolor
+94,6.897708579740396,3.2041319644268325,5.8466264034817375,2.3024084780485286,Iris-virginica
+95,6.853764977550813,3.0968153094168556,5.092780427855729,2.2910784111578444,Iris-virginica
+96,6.70864034355378,3.0,4.994346109511688,1.718536940468449,Iris-versicolor
+97,6.30533488096126,3.391041424069996,5.619223588755469,2.3989105668241444,Iris-virginica
+98,4.492016989127299,2.3007869718116805,1.2981534709183506,0.2952997921012407,Iris-setosa
+99,5.961328141141101,2.2,4.9459294401123355,1.4707776991421018,Iris-virginica
+100,6.6727739287361585,3.2970128150425424,5.6986926071312585,2.105736037320312,Iris-virginica
+101,4.609193570495702,3.385763798295858,1.4012071211525612,0.29205132560814695,Iris-setosa
+102,5.8100947743077,2.7833346725309327,5.115809779715185,2.3928404055111634,Iris-virginica
+103,5.35720804712964,3.816212274011305,1.6185623165171814,0.3878347005323953,Iris-setosa
+104,5.4410433241541725,2.5527325870365916,4.0746799279504256,1.1863310931051927,Iris-versicolor
+105,5.132506922143997,3.537341759800503,1.4022810456712282,0.3112235791928174,Iris-setosa
+106,6.512841593225328,3.1877450513207375,5.099655520746912,1.9936597499105682,Iris-virginica
+107,5.615312526947313,3.0,4.136109509304871,1.3212782487995922,Iris-versicolor
+108,7.322456500793449,2.902867643289343,6.3134520018602185,1.8051951458575548,Iris-virginica
+109,6.322539017766348,2.300236620295496,4.391637943031138,1.2956689113591868,Iris-versicolor
+110,6.664888972058179,3.297006285308685,5.6742613331472205,2.5,Iris-virginica
+111,5.380783129485766,3.829405724919368,1.5562487613026295,0.28271871483818833,Iris-setosa
+112,6.477015001153094,3.0,5.834500001420625,2.222989688905046,Iris-virginica
+113,5.0969905634032955,3.29287823230716,1.700809674579497,0.30214428122265236,Iris-setosa
+114,4.811383594488871,3.0,1.405150884950191,0.2819980979268887,Iris-setosa
+115,5.10465975722984,3.789359138039212,1.4987544908030108,0.19869608966761665,Iris-setosa
+116,7.274454594153429,2.8918244782389566,6.294455205543523,1.7953775865718966,Iris-virginica
+117,6.682075886843693,2.5047424054008753,5.78165055183094,1.802135853018253,Iris-virginica
+118,5.374773552120994,3.3903250790350783,1.650493424484269,0.19765293715823004,Iris-setosa
+119,6.314400152536328,3.312456714895823,4.693271971745628,1.6020021121060777,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/test.csv b/iris/tab_ddpm/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/train.csv b/iris/tab_ddpm/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/12/val.csv b/iris/tab_ddpm/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/13/synth.csv b/iris/tab_ddpm/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5da30e91d24c94cc655a250663407835d54578d9
--- /dev/null
+++ b/iris/tab_ddpm/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.708950980317302,2.474184837538786,4.976068813005066,1.9917962545611414,Iris-virginica
+1,5.603320222506662,3.0,4.092784696231761,1.2664470969995545,Iris-versicolor
+2,4.90358646639071,3.0,1.4009649530334398,0.1990590638606925,Iris-setosa
+3,5.8206389968767605,2.6984075609292417,5.100304907222747,1.8761609330605653,Iris-virginica
+4,5.689756686295026,2.4775218566784822,5.008035638766607,2.0178849176190874,Iris-virginica
+5,6.001731160424352,2.2,4.994988668090525,1.482845102124447,Iris-virginica
+6,5.098574462608779,3.5334190478970826,1.3971575764771655,0.33009092713752636,Iris-setosa
+7,5.177521033473536,3.5474574541752566,1.4060400211381832,0.29691829016058363,Iris-setosa
+8,4.504916193875317,2.295546068231536,1.2975167301572164,0.29037568365316624,Iris-setosa
+9,6.010694887955821,2.200000301534947,5.017421333684316,1.4797277495230639,Iris-virginica
+10,6.660750289643678,3.2685663519896195,5.643615625285375,2.068848145652864,Iris-virginica
+11,4.811860078860091,3.0,1.4016232895394687,0.1,Iris-setosa
+12,6.468174310082554,3.0,5.531163707088421,1.7964453601839279,Iris-virginica
+13,5.302788799000954,3.403466494845133,1.5982246365386685,0.19896646065317347,Iris-setosa
+14,6.2854472164875865,2.2979401092016003,4.385436801248829,1.2710152934451382,Iris-versicolor
+15,6.110046525070951,2.800931826714185,4.68740249714487,1.1842786484654473,Iris-versicolor
+16,5.692076202184398,2.5040616929271113,5.002634077271987,1.9996913585727143,Iris-virginica
+17,5.967094884669628,3.0,4.786162074084649,1.7955808840065437,Iris-virginica
+18,4.4,2.903198698892092,1.393789246752407,0.19884320497596208,Iris-setosa
+19,7.696301664652317,2.6029077772734475,6.89999849114353,2.285749067892022,Iris-virginica
+20,6.7965523858873915,3.223850445618985,5.6977114243482525,2.285862050640252,Iris-virginica
+21,5.5111904067206545,3.661339123037042,1.4981207036978426,0.22569683803598958,Iris-setosa
+22,4.808590367193877,3.0,1.404207946062472,0.1,Iris-setosa
+23,6.69813780662905,3.0,5.016082738276273,1.706924721365405,Iris-versicolor
+24,6.32486131411298,2.347070905650824,4.461829511100936,1.324705418718741,Iris-versicolor
+25,5.095485374220802,3.2973213225532922,1.6864168309873613,0.4993499236836737,Iris-setosa
+26,6.851588522890617,3.0928253012021503,5.127834133217713,2.293286866667128,Iris-virginica
+27,5.213389648806505,2.7056613555787714,3.8097024935171913,1.4237831368940992,Iris-versicolor
+28,5.7802083411806136,2.659038334255231,5.070847700310521,1.9223997257785286,Iris-virginica
+29,7.380014854734552,2.899662238815266,6.319513506500224,1.8074928249943318,Iris-virginica
+30,6.2850035592517095,2.699158778388712,4.925673252641795,1.806298986787418,Iris-virginica
+31,5.184652445594021,3.7789263789120953,1.4447244856902153,0.39354032179011234,Iris-setosa
+32,6.029432444083507,2.720454055284279,5.107495403769519,1.641641120026615,Iris-versicolor
+33,7.9,3.811551233341841,6.387426998695815,1.9817373669850111,Iris-virginica
+34,6.672840535528016,3.30400834852603,5.695357351902047,2.0994902071975714,Iris-virginica
+35,4.7670488242278415,3.0,1.3960512524743103,0.2982631697345058,Iris-setosa
+36,4.906687352482151,3.1148682382704416,1.5252366335070502,0.1,Iris-setosa
+37,5.816449802120919,2.710243780209322,5.098197952627409,1.8281746592163561,Iris-virginica
+38,6.311151013637124,3.291370480737032,4.709805706712369,1.6134436581110088,Iris-versicolor
+39,5.796286345406455,2.7088012179157572,5.096225733666836,1.8881723587994468,Iris-virginica
+40,4.807430961038801,3.0,1.3972639696607945,0.2946515124346764,Iris-setosa
+41,5.376143439276075,3.872090159225336,1.616599267194785,0.42863450305000717,Iris-setosa
+42,4.902956856012774,3.0,1.40288395789549,0.1991357715671963,Iris-setosa
+43,6.306223336443521,2.9048250801489135,5.6274952209965505,1.7965507997406336,Iris-virginica
+44,4.489336809725856,2.300553088507299,1.2968090286638707,0.309236265542373,Iris-setosa
+45,4.904939580843952,3.0797724590054134,1.4981297235157558,0.10000010060966129,Iris-setosa
+46,5.932215145894728,3.0,5.117736037169851,1.800363068403405,Iris-virginica
+47,5.175961754001267,3.4011541735022015,1.4981640538606293,0.20007102588306702,Iris-setosa
+48,6.542750998919859,3.0,5.4607406106792205,1.8261169940778526,Iris-virginica
+49,4.987699008019644,3.405868983564759,1.589233645126681,0.4299074564805646,Iris-setosa
+50,5.480724011062808,4.2,1.3994633352858314,0.21070869369694845,Iris-setosa
+51,5.884132789951936,3.0,5.099481501787023,1.7925487305630163,Iris-virginica
+52,6.161669772695087,2.2,4.521882484181169,1.4845499808131097,Iris-versicolor
+53,5.384174125774934,3.42984883001932,1.7708105874871354,0.20491466633956584,Iris-setosa
+54,7.899999001582439,3.791477537681604,6.431503552562527,2.022252555763386,Iris-virginica
+55,6.7236105509148105,3.3142243371625906,5.689654131703067,2.106725172271342,Iris-virginica
+56,5.9960011655858825,2.90085544591635,4.504009547888883,1.4860939394214647,Iris-versicolor
+57,7.68607985094582,2.582308668847884,6.9,2.2971314710747834,Iris-virginica
+58,6.534730801062013,3.006509893178543,5.385580766369297,1.8364788186745913,Iris-virginica
+59,4.822997307006516,3.0,1.4051746767438005,0.2946816790814635,Iris-setosa
+60,5.772483667093188,2.6777564671789107,5.090934569130285,1.9087159549092112,Iris-virginica
+61,6.874281892968985,3.1161438670965396,5.106447886946058,2.288905841220057,Iris-virginica
+62,5.990587647616398,2.200000308171964,4.97575889397241,1.4993863122825326,Iris-virginica
+63,5.078068137778117,3.648363793850407,1.553043702719973,0.36597035557727164,Iris-setosa
+64,7.251917038335989,2.8923061752432564,6.277615592544797,1.796597677909724,Iris-virginica
+65,5.219967688702397,3.7501471656058047,1.567082452395441,0.2023869683674812,Iris-setosa
+66,7.9,3.787856952662521,6.400712032721268,2.042687914128468,Iris-virginica
+67,4.81377112216145,3.0,1.400812649520664,0.1945454294993773,Iris-setosa
+68,5.521486855325594,4.2,1.404030520594849,0.21462333201866873,Iris-setosa
+69,5.562556755978714,2.6726726132620318,4.215017511532516,1.264388047812936,Iris-versicolor
+70,4.498846429086884,2.3070045240805075,1.2999931776012028,0.3852935307663332,Iris-setosa
+71,5.68801762720983,2.4972373209795995,4.987518109728743,2.006809713789778,Iris-virginica
+72,5.011685942980464,3.3085842611911755,1.4058383093170914,0.19849041335984652,Iris-setosa
+73,6.113177743071702,3.0,4.573271802006314,1.3570560898100097,Iris-versicolor
+74,4.870995882293935,3.0368014330019224,1.4751328065795375,0.10000010282124754,Iris-setosa
+75,7.105090353627643,3.0,5.738387885179844,2.0949069070654316,Iris-virginica
+76,4.581781753089918,3.391188673630777,1.3944808016702046,0.2969870813342249,Iris-setosa
+77,4.593778874643889,3.2013455878295107,1.4022383155309606,0.21390573173775437,Iris-setosa
+78,6.292025228964021,2.4993324339608094,4.9640265245221515,1.5038996328687466,Iris-versicolor
+79,6.689083315652718,3.3313012946199647,5.727370476172938,2.5,Iris-virginica
+80,6.066721898503188,2.2000002837187496,4.9768689228159015,1.5260888001503508,Iris-virginica
+81,5.08086233477003,3.350441621574147,1.4555027822933946,0.1982381374798205,Iris-setosa
+82,4.792850628982023,3.0,1.3981321007205791,0.29696458610135035,Iris-setosa
+83,5.195574438926559,2.6779220542914146,4.006107189261595,1.3917767254894937,Iris-versicolor
+84,6.852943143014341,3.1836952529665097,5.770557607369876,2.2846458574447306,Iris-virginica
+85,6.913052404157504,3.085839000214632,5.1136478168162816,2.2988361845607357,Iris-virginica
+86,4.91909668397282,3.2707459581639156,1.4067853120206808,0.1964425992266953,Iris-setosa
+87,7.27727728859403,2.9088248776987418,6.305454606634175,1.7993029651128571,Iris-virginica
+88,6.503433011599544,3.0,5.7947297164279945,2.213373973089241,Iris-virginica
+89,5.823360857186816,2.803900853621351,5.103458725842376,2.4007045141643824,Iris-virginica
+90,7.9,3.8033426733876103,6.443082399366727,1.9956205406915954,Iris-virginica
+91,6.3059210493748115,2.7029031578294997,4.951162321225956,1.7961321510671384,Iris-virginica
+92,7.668936188532156,2.6141597232216682,6.899998636505838,2.297559201718591,Iris-virginica
+93,5.841403532675066,2.7263276807852503,5.097017764586565,1.8755082193812038,Iris-virginica
+94,4.900609712552745,3.119979631702543,1.4956548336706048,0.10000010019285863,Iris-setosa
+95,7.714415884655358,2.6105894204149127,6.9,2.3064181913704687,Iris-virginica
+96,7.9,3.840852175753505,6.446495394157651,2.0334233037044696,Iris-virginica
+97,7.0399336244081745,3.001773357356401,5.90704036036334,2.1699068548791196,Iris-virginica
+98,4.8871706627743325,2.4009289477029254,3.227122512963026,1.0125208548084577,Iris-versicolor
+99,7.733402926975943,2.6349867962371416,6.9,2.308055238808133,Iris-virginica
+100,6.692714310969142,3.317756281557759,5.756611191423038,2.4999996282564707,Iris-virginica
+101,6.282010620254257,3.297410153587878,4.710580195958116,1.5955469886594944,Iris-versicolor
+102,6.860170045651549,3.1944337428718628,5.822709921729781,2.2929780529782957,Iris-virginica
+103,5.882966103111733,3.205343821079131,4.784597419839661,1.7976048229542978,Iris-versicolor
+104,7.9,3.8532571583546775,6.378860183709359,2.0111540128187735,Iris-virginica
+105,4.806677311693668,3.0,1.4003591851816186,0.2995500359023126,Iris-setosa
+106,6.711517268719578,3.311060551712523,5.692941373710255,2.5,Iris-virginica
+107,5.231064377638166,2.6917568749849186,3.9226067680270793,1.3998651704172682,Iris-versicolor
+108,6.484600441459742,2.644441492759404,5.452096042294166,1.8741761235418952,Iris-virginica
+109,6.0190254430198,2.905954182696684,4.444278420007641,1.5304646036385254,Iris-versicolor
+110,6.49844402827188,3.0,5.902912642000804,2.2334582542521666,Iris-virginica
+111,5.8535633579167525,2.8084783884104065,5.108880304333084,2.4006776202555082,Iris-virginica
+112,5.629901615454651,3.0,3.9883160702138856,1.3279636531770376,Iris-versicolor
+113,5.614518304416484,2.8846372226164285,3.64818126728314,1.2491255422808138,Iris-versicolor
+114,5.90302834856916,2.89693265004995,4.572281254806802,1.36304346923302,Iris-versicolor
+115,5.076860289178367,3.6003660356396154,1.4929223915493006,0.3834224696768074,Iris-setosa
+116,5.439218885067285,3.4333213447641464,1.8429728977852262,0.20069305855218045,Iris-setosa
+117,7.6874380055337,2.6022323048006157,6.9,2.2888154490851536,Iris-virginica
+118,5.039915263282463,3.5706176809632035,1.5613263573189036,0.41770850283863636,Iris-setosa
+119,6.555427407851727,3.0,5.499709333466682,1.798312074755878,Iris-virginica
diff --git a/iris/tab_ddpm/2/13/test.csv b/iris/tab_ddpm/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/13/train.csv b/iris/tab_ddpm/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/13/val.csv b/iris/tab_ddpm/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/14/synth.csv b/iris/tab_ddpm/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ea1de5ed26e69fa7203dc1ab0cb2e4c35f515771
--- /dev/null
+++ b/iris/tab_ddpm/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.538189293143685,2.437355439514626,3.8288743323514134,1.0834956536240365,Iris-versicolor
+1,6.395524788828004,2.9111693233636164,4.314998055944329,1.2878023898235083,Iris-versicolor
+2,5.955558495979894,2.7000358513068035,5.073505305139973,1.5586912209252004,Iris-versicolor
+3,6.174187024419443,2.2,4.427474121061892,1.4917193960409187,Iris-versicolor
+4,5.540183528743391,2.947274929891763,3.6937756675524507,1.3628324689916587,Iris-versicolor
+5,5.003084290021998,3.2065507169142733,1.2,0.20159503975632131,Iris-setosa
+6,6.508636688953644,3.0,5.506747086216616,1.8030726878161296,Iris-virginica
+7,6.036984918375585,3.0,4.814342119553218,1.8083157281102658,Iris-virginica
+8,4.604652454615404,3.159329465752198,1.4012281447478037,0.19511232393550343,Iris-setosa
+9,5.003837536299062,3.316371781700522,1.4030669836737009,0.20281286542537647,Iris-setosa
+10,6.428402390779659,3.0,5.544610209742204,1.8097171583550424,Iris-virginica
+11,6.803841783521289,3.0,5.5131282839615015,2.079561588694016,Iris-virginica
+12,6.066992393492864,3.0,4.559427553525745,1.3685044536260393,Iris-versicolor
+13,5.007225985065438,3.304876508557259,1.4127190157802296,0.2017897231092725,Iris-setosa
+14,5.570535430907429,2.4775689123621536,3.866720215424288,1.073203328254621,Iris-versicolor
+15,4.882124832871099,3.0,1.401375450604444,0.19384577665784675,Iris-setosa
+16,7.30945991399377,2.902178452573963,6.2680712930604425,1.79650655529943,Iris-virginica
+17,6.167227557123439,2.200000357113234,4.441391702894255,1.4912801192320206,Iris-versicolor
+18,6.511570630733995,3.208694985325883,5.085968474235959,1.9999955778710754,Iris-virginica
+19,6.450708653129467,3.0,5.538620416379861,1.7963566977264216,Iris-virginica
+20,6.7095894974650605,3.3057283989900275,5.7115829888445395,2.094908817783726,Iris-virginica
+21,4.904347822968907,2.3979639612188044,3.2048252753831363,1.0229506571534277,Iris-versicolor
+22,6.292924934127152,2.3154870190045926,4.422148165696395,1.2970693097302508,Iris-versicolor
+23,6.85329779634363,2.9517716714559326,4.9442731008871945,1.551408098788985,Iris-versicolor
+24,5.505053499037038,3.601499403392597,1.659083414466927,0.4113859680646092,Iris-setosa
+25,6.296096895534865,2.316379190224868,4.448149978578296,1.302794310167947,Iris-versicolor
+26,6.51658174595398,3.173103511999063,5.125147547196947,1.999114239020217,Iris-virginica
+27,5.99991593836895,2.71251747992494,5.1012155598697655,1.617208120313723,Iris-versicolor
+28,6.684612383219878,3.297379424495894,5.776606242032256,2.086630019067238,Iris-virginica
+29,6.11363156769089,2.8103253458645385,4.726412674344807,1.187784018864281,Iris-versicolor
+30,6.739564879752411,3.0,5.5410035173889245,2.134027085384649,Iris-virginica
+31,6.712722194232282,2.5165812604030657,5.816407699555608,1.8038032496447247,Iris-virginica
+32,5.751672941382781,2.5839676987486015,5.052073638904955,1.9372951816089676,Iris-virginica
+33,6.758799030605265,3.301539212643768,5.620627809769121,2.5,Iris-virginica
+34,4.60395885116445,3.2146442995620963,1.400028711524914,0.1978904734614057,Iris-setosa
+35,6.712172209382343,2.492847219187184,5.708564726456246,1.8020783199051664,Iris-virginica
+36,6.3074586727762965,3.297610729757396,4.702457676511526,1.6016479788510725,Iris-versicolor
+37,6.787926620495728,2.801739129602355,4.788204264826366,1.4139414910649173,Iris-versicolor
+38,7.9,3.840262201943563,6.377229185407964,2.0123873338860205,Iris-virginica
+39,6.604867243689477,3.3064320900094937,5.698892788217128,2.5,Iris-virginica
+40,5.02725209847912,3.2091124787156176,1.2000002091117936,0.19855205671982676,Iris-setosa
+41,6.471750872816915,3.0,5.573428693093805,1.790490222054008,Iris-virginica
+42,4.8789840857161275,3.081044421695207,1.7944462804181776,0.10000009405987444,Iris-setosa
+43,5.936859220385536,2.2,5.00461444950989,1.4882835434351973,Iris-virginica
+44,5.4033906647924885,3.882364737439651,1.7149273222179824,0.38895626755120793,Iris-setosa
+45,5.549100209336867,2.531102249478034,4.257860134040097,1.1180152148261955,Iris-versicolor
+46,6.311212614729852,2.3047149431979266,4.431361935962553,1.2942556769787548,Iris-versicolor
+47,6.8293921291560755,3.0,5.54181482809537,2.083567410228092,Iris-virginica
+48,6.886947950342868,3.102930139847354,5.109494433380654,2.2899596970776894,Iris-virginica
+49,5.993986700847041,2.2,4.987865291140489,1.521319265469277,Iris-virginica
+50,5.475277511330601,4.19999902259822,1.3908864287812706,0.19984411176542272,Iris-setosa
+51,4.58559905427902,3.4463062359256784,1.4018603176963014,0.35772066775625844,Iris-setosa
+52,4.498301769605364,2.30462424694836,1.3120296643412137,0.29354374301229547,Iris-setosa
+53,6.234946982056251,2.846270524132321,4.593214657396671,1.2041778918320651,Iris-versicolor
+54,4.602600991548897,3.450462363168738,1.4002977355946573,0.29462313609709123,Iris-setosa
+55,5.467769991159202,4.19999919506882,1.407481600040809,0.2053351104754961,Iris-setosa
+56,6.0738239952954896,2.79173113059708,4.68716344016441,1.1821331675837115,Iris-versicolor
+57,6.624370342402767,2.54092306049995,5.64961605558561,1.8207897399331945,Iris-virginica
+58,4.974428225498108,3.2945676071107943,1.4043300209393987,0.19800909972413633,Iris-setosa
+59,5.538834985340652,3.6340832955722377,1.7024909370203747,0.34719047464376757,Iris-setosa
+60,6.462563736152635,3.0,5.488894614564972,1.7919896466500231,Iris-virginica
+61,6.7113614332288,3.3010600265816374,5.69580656005234,2.5,Iris-virginica
+62,6.781455701779475,2.8071329272815286,4.811198421613671,1.3886814851264744,Iris-versicolor
+63,5.370723477647677,3.0,4.450502559775256,1.512392550187397,Iris-versicolor
+64,5.9104007716310365,3.2039612861926066,4.772192858839821,1.8049197850647867,Iris-versicolor
+65,5.616786628184563,2.5259395252398384,3.9160232974528206,1.120928954255249,Iris-versicolor
+66,7.8999984663474745,3.805698525795121,6.366756177488865,2.0139740898645604,Iris-virginica
+67,6.705575036670708,3.2941780587385785,5.744358692517751,2.102321497182385,Iris-virginica
+68,5.498763809574257,2.4140376123708314,3.833284767070491,1.1058988881515954,Iris-versicolor
+69,7.9,3.791060426448401,6.379687853064346,2.017738757861153,Iris-virginica
+70,7.685757476874589,2.6055283940839398,6.899998886368223,2.2980089493216678,Iris-virginica
+71,5.501162247976308,2.3839691088975177,3.7859309021160907,1.0920352991773807,Iris-versicolor
+72,6.194733943741028,2.2,4.494510797510121,1.5094420406728093,Iris-versicolor
+73,4.885903425170174,3.094406460921214,1.5510200396597953,0.10000010083704844,Iris-setosa
+74,7.20006322147313,3.0,5.9431031842955795,2.1092295225932056,Iris-virginica
+75,4.928010074478847,2.4189853073723198,3.148578038124371,1.0370653851984146,Iris-versicolor
+76,4.488093084899176,2.2870963177168884,1.3068739697897491,0.28927800783517266,Iris-setosa
+77,5.053282975212049,3.4103416754462157,1.4035270108295512,0.297621628036969,Iris-setosa
+78,4.799778541902669,3.0,1.4190151448193256,0.1,Iris-setosa
+79,6.826111149904149,3.172924293466133,5.844024575398888,2.2883079459144264,Iris-virginica
+80,5.1067795842977945,3.842205641967414,1.6104428541613598,0.20849427525437644,Iris-setosa
+81,4.989918262597456,3.201986295142261,1.2,0.20458912558689388,Iris-setosa
+82,5.569831604417232,2.67962213333591,4.1761014793108275,1.264608541140291,Iris-versicolor
+83,5.927274855547491,3.0,5.105029043689028,1.8008280567811867,Iris-virginica
+84,4.902724522206757,3.096162502905197,1.625510689686829,0.1000001074268196,Iris-setosa
+85,5.925895690571881,3.0,4.265611641930584,1.5098291192992888,Iris-versicolor
+86,6.943989574381773,3.0,5.6457870945160895,2.1152599679715145,Iris-virginica
+87,4.848995314587693,3.0,1.405786945360504,0.1,Iris-setosa
+88,4.4,2.8918927931609764,1.4090957688803056,0.20415610844505,Iris-setosa
+89,6.023042816034587,2.930876860142648,4.486807210480159,1.537690178892029,Iris-versicolor
+90,5.736057819336915,2.4928691987945353,4.9513711909032745,1.9993383756133318,Iris-virginica
+91,6.6309413045457,3.315517964951889,5.74432737376781,2.4999996092013492,Iris-virginica
+92,5.590154418911476,2.563942162420769,3.8941053037595377,1.1640742219742706,Iris-versicolor
+93,5.458633280414622,4.2,1.400257384161121,0.19453724549732776,Iris-setosa
+94,6.0326558007602875,2.9557677109715406,4.52721407684439,1.5086756922252802,Iris-versicolor
+95,5.097335071572851,3.6700982836294402,1.724731497997794,0.3434215350818037,Iris-setosa
+96,6.316144406700515,2.29671048812017,4.426903460408819,1.2914835221134946,Iris-versicolor
+97,5.909091890194165,3.0,5.101858074069803,1.8009388719537172,Iris-virginica
+98,5.996759898578959,2.6988745832158343,5.10781798621628,1.6042601601131432,Iris-versicolor
+99,6.402540286517827,2.712135198492153,5.3121365448025575,1.8753692530671076,Iris-virginica
+100,4.899769293341336,3.114096367241086,1.5472637069848667,0.1,Iris-setosa
+101,5.362602009136048,3.8703685361794955,1.665750581689659,0.39667548022671084,Iris-setosa
+102,5.369443887586027,3.3917658949835734,1.6935131713385796,0.1981906293086813,Iris-setosa
+103,5.423267467416294,3.0,4.468414541758409,1.4722875750823512,Iris-versicolor
+104,6.50732914452685,3.19684999518908,5.094040142494348,2.0185924055316775,Iris-virginica
+105,6.497865283110867,3.0,5.658934081279423,2.1560222970401584,Iris-virginica
+106,4.80716180730416,3.0,1.3890215816501283,0.2963426057202493,Iris-setosa
+107,5.500360449057462,4.2,1.389711626456168,0.1975717088261028,Iris-setosa
+108,5.481970223501399,2.6353217013352728,4.228763339110764,1.2665203131537486,Iris-versicolor
+109,6.030076458924045,3.223099393938223,4.75513675896472,1.7632525291939534,Iris-versicolor
+110,5.753313189385549,2.846767780747095,4.399704040308416,1.2815554907426023,Iris-versicolor
+111,6.330218998998505,2.9254730889059526,5.66391943441453,1.8221374126850438,Iris-virginica
+112,6.904109561155495,3.0,5.60073927379283,2.080975075117021,Iris-virginica
+113,5.067293650860743,3.5078185049427666,1.4001359731388494,0.2899198092959816,Iris-setosa
+114,5.142127749848862,3.7441997187248806,1.496329977993518,0.20843241868548604,Iris-setosa
+115,5.154021979118233,2.6798133072316896,3.810087012094184,1.3955885396674332,Iris-versicolor
+116,4.628949134530473,3.3956951166639477,1.4063780026339943,0.298117416266638,Iris-setosa
+117,4.58511252021427,3.2083041142832087,1.3961742287088978,0.20329281146132558,Iris-setosa
+118,6.530164833093301,3.1823227879741323,5.0953068839630316,2.0133433998946226,Iris-virginica
+119,5.819795593406089,2.7973070930201507,5.091763879620091,2.407945491166318,Iris-virginica
diff --git a/iris/tab_ddpm/2/14/test.csv b/iris/tab_ddpm/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/14/train.csv b/iris/tab_ddpm/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/14/val.csv b/iris/tab_ddpm/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/15/synth.csv b/iris/tab_ddpm/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a7c85392de8807c1e8a4085321400d59a31ec340
--- /dev/null
+++ b/iris/tab_ddpm/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.674446675259542,2.7564399800124395,4.495973490229333,1.279281031012824,Iris-versicolor
+1,6.262509947884816,2.8780311363925817,4.32764465165812,1.3168312957523196,Iris-versicolor
+2,5.627858645850057,3.0,4.182015990370751,1.3215924657639422,Iris-versicolor
+3,6.201616200678126,2.200000302978769,4.541657306197619,1.4791641215220508,Iris-versicolor
+4,4.7934888579350075,3.0,1.3940795622603497,0.10000009038394116,Iris-setosa
+5,5.569238223326153,2.6713933512913806,4.289309639861229,1.282265507603194,Iris-versicolor
+6,5.9558214940420875,2.976094623843373,4.503532779589884,1.5161245059555002,Iris-versicolor
+7,6.156341221377681,2.2,4.471527689654811,1.4950623476156393,Iris-versicolor
+8,6.864769689149795,3.1057607281933173,5.097414366543739,2.288340718032336,Iris-virginica
+9,7.694504828514053,2.597300588070607,6.9,2.2937834699398363,Iris-virginica
+10,5.092309571355211,3.655533079827495,1.4992885668669809,0.45185554217308566,Iris-setosa
+11,5.967275371945704,3.0,4.790616429930363,1.7999316765014233,Iris-virginica
+12,4.884355834769452,3.0960954859728904,1.4947724514830159,0.1,Iris-setosa
+13,6.807589723735018,3.181645027698591,5.877686446722506,2.2729989387129486,Iris-virginica
+14,7.899998698467648,3.7301249755924433,6.444949170251521,1.963725154568636,Iris-virginica
+15,5.08775861934754,3.5155464248790507,1.3931204945303797,0.29571117367139854,Iris-setosa
+16,6.181507910212987,2.200000278675664,4.479378539154265,1.4659421396179717,Iris-versicolor
+17,6.373741432524391,2.7037700899760053,5.0879942822257425,1.8396599550536703,Iris-virginica
+18,6.746801318941702,3.2956408723233923,5.740048632084341,2.5,Iris-virginica
+19,4.903822495324237,3.0777994181217325,1.4854090396711197,0.10000009241083264,Iris-setosa
+20,5.66988611700087,3.8056806284165523,1.8192483251512375,0.41520495697790794,Iris-setosa
+21,5.988021600056012,2.7053198335911315,5.0888042885035745,1.5966444112719782,Iris-versicolor
+22,5.648590533739082,2.628174493476404,3.9060783515679995,1.2500805776918753,Iris-versicolor
+23,7.9,3.8065906517761268,6.402749117997312,2.0112980505220803,Iris-virginica
+24,6.293699873540285,2.674807904546671,4.902139618895132,1.7951023487685922,Iris-virginica
+25,5.535557336413026,2.37901069554998,3.7175589417997212,1.1257876883293778,Iris-versicolor
+26,4.984618344224379,3.297554565496344,1.4052874198196914,0.19626416531165042,Iris-setosa
+27,6.050280510453067,3.0,4.602929038642433,1.4242295081180973,Iris-versicolor
+28,7.9,3.7508122316982684,6.405209317208643,1.9911093599726417,Iris-virginica
+29,5.85352051342539,3.2054904449271464,4.7306548961960635,1.814843137603688,Iris-versicolor
+30,6.777937378041701,2.8085759588258226,4.776583261060324,1.3951879271647702,Iris-versicolor
+31,4.500103504201525,2.30277600998522,1.30305336325596,0.3320086433529848,Iris-setosa
+32,5.353359976505585,3.9178155959471432,1.4987746132506685,0.4010044872481174,Iris-setosa
+33,4.890151243067992,3.0999495801508266,1.4928301271219953,0.1000001207625787,Iris-setosa
+34,7.9,3.7852369869582145,6.403521481096316,2.029568563425093,Iris-virginica
+35,4.997225512186955,3.20302796157665,1.2000002254399043,0.19668342736527117,Iris-setosa
+36,5.085337527408208,3.3807502704914456,1.467053540334226,0.19974534712994402,Iris-setosa
+37,7.1838580763705755,3.0,6.052281472379847,1.9823049409772109,Iris-virginica
+38,5.167842793889376,2.6802611286543754,3.9020693432617137,1.4207097879534074,Iris-versicolor
+39,6.50020868609752,3.0,5.463019703569881,1.8056152256890066,Iris-virginica
+40,4.904719667322962,3.0,1.3893713667382386,0.2044556098818378,Iris-setosa
+41,4.87118582797194,2.393838437090788,3.5113180765438985,0.9752381057411563,Iris-versicolor
+42,6.100665199484844,3.0,4.6076564974565395,1.400798210574638,Iris-versicolor
+43,7.713207668360356,2.6171413182482803,6.9,2.2930524614139762,Iris-virginica
+44,6.703690219146072,2.5118973471935075,5.851633650816994,1.8054000797071388,Iris-virginica
+45,6.712136786321953,3.2598544392300774,5.693097183628938,2.1671742590199616,Iris-virginica
+46,6.395605254712858,2.89837519537625,4.294918574597487,1.309013145790858,Iris-versicolor
+47,5.800738183633771,2.801786861975569,5.110195953853327,2.3989710592598317,Iris-virginica
+48,6.676454615826289,3.274511256766523,5.521703050599207,2.094157694795139,Iris-virginica
+49,5.010435710304115,2.4579239424192423,3.1646390701836644,1.030337184950504,Iris-versicolor
+50,7.686756334013222,2.6124540264556613,6.9,2.3022350229028254,Iris-virginica
+51,4.916050469605426,2.405874497066464,3.410210178860301,1.070504728954085,Iris-versicolor
+52,5.457512254700783,3.424507837945182,1.5989739701568784,0.20319268113520722,Iris-setosa
+53,7.702052225643863,2.6091645830149965,6.9,2.3157474791492603,Iris-virginica
+54,5.466131842186242,4.2,1.3769260738843607,0.19840863961605926,Iris-setosa
+55,4.62725834310892,3.402009998850162,1.401619620189207,0.29948288601545897,Iris-setosa
+56,6.1222576696466655,3.0,4.587915128310692,1.3975294516357517,Iris-versicolor
+57,5.4081208049011895,3.399216400679767,1.6720781190192613,0.19956026741172656,Iris-setosa
+58,6.194478182382157,2.3347749079303295,4.385024342317307,1.2855893987374432,Iris-versicolor
+59,6.871410029549008,3.089838490100124,5.097707266021362,2.303005270620346,Iris-virginica
+60,6.29349909735691,2.4568006683121646,4.821798119958446,1.4594553807267592,Iris-versicolor
+61,4.888639133991846,3.103411103997301,1.5228725748571093,0.10000010518471629,Iris-setosa
+62,5.803679730764091,2.757547160744824,5.118052701992103,1.8824797828694606,Iris-virginica
+63,6.703106904354884,3.2895806049400123,5.6919421555950995,2.110687505317997,Iris-virginica
+64,7.9,3.7675383249898116,6.447194727970191,2.0049659651728446,Iris-virginica
+65,5.987467253638698,3.0,4.770732401697905,1.8042014726203957,Iris-virginica
+66,6.903532077463377,3.1990708620501724,5.850897257496716,2.289139859052719,Iris-virginica
+67,6.672374372187823,3.2814985183493337,5.688259235058093,2.095004115298949,Iris-virginica
+68,5.445997133558362,3.3984428463679186,1.8005157759485566,0.19243026633517663,Iris-setosa
+69,5.8155883924289435,3.0,4.27485382438337,1.4400172639782,Iris-versicolor
+70,6.0981029181520565,3.0,4.5393405868973,1.394498249068071,Iris-versicolor
+71,6.031945824182392,2.6959220645411532,5.115149280962334,1.6135189896117952,Iris-versicolor
+72,6.31129866590854,3.3985814971618584,5.6272284687490295,2.396622714730107,Iris-virginica
+73,6.288541659271096,2.4795221768691604,4.853048547188324,1.4854439252686826,Iris-versicolor
+74,7.9,3.8180957470625385,6.368780519082006,2.0272861917640004,Iris-virginica
+75,6.721675978557464,3.313794168990136,5.694416265266938,2.5,Iris-virginica
+76,4.598661068724928,3.4123194973422657,1.399568786227691,0.37612457738346183,Iris-setosa
+77,5.65291615978076,3.0,4.203257715460835,1.3444948210897443,Iris-versicolor
+78,7.230628461722661,2.893518325694072,6.26522759254179,1.8121742436302215,Iris-virginica
+79,6.681451889623364,3.0,4.969470080112368,1.7166866917901955,Iris-versicolor
+80,4.894088265237607,3.106208341785624,1.5283197642844488,0.1,Iris-setosa
+81,6.691709276044583,2.498938434396928,5.769784160836403,1.8023888812213713,Iris-virginica
+82,6.4953694644409214,3.0,5.42826429354133,1.8103022266165374,Iris-virginica
+83,6.31153166528605,2.474158173579277,4.8400366136545,1.4939860158182219,Iris-versicolor
+84,5.427098432706473,3.0,4.463622468578755,1.4739906726233798,Iris-versicolor
+85,6.321741342035308,3.399451038349273,5.6060937400408,2.3831675539553476,Iris-virginica
+86,6.711819955802267,3.294814793425989,5.688067229188908,2.0984536448178304,Iris-virginica
+87,5.4687334260553575,4.199999081888067,1.3796850655729593,0.19862416476935751,Iris-setosa
+88,6.037869021769895,2.200000275039498,5.004509199844942,1.5148671128237836,Iris-virginica
+89,6.018866611080345,2.695363540607876,5.104891399621225,1.6209398314220844,Iris-versicolor
+90,6.692880322033578,3.0,4.9851342922621615,1.6954384224221521,Iris-versicolor
+91,6.532247185754913,3.0,5.776425375642926,2.1650138219887136,Iris-virginica
+92,5.47275268089736,3.905351551954542,1.6288776373759202,0.3916627383742441,Iris-setosa
+93,6.434318930414687,3.0,5.478873736089213,1.8135922601320105,Iris-virginica
+94,5.001527634903175,3.2195437813787264,1.2000002428563252,0.20096375633926933,Iris-setosa
+95,5.514913750299729,4.199999151624179,1.402127221971104,0.19817639400689085,Iris-setosa
+96,4.609280784295674,3.3868422649729806,1.3961429233629001,0.35499681066195343,Iris-setosa
+97,5.543476637818647,2.47008849580035,3.8538404703836284,1.1372688304047591,Iris-versicolor
+98,5.502235359796531,4.199999178254265,1.3957661565477244,0.20607445618383086,Iris-setosa
+99,4.5951719043569765,3.157646745831094,1.407532525139706,0.20294809873598574,Iris-setosa
+100,6.421935866867063,2.748528471019537,5.314683707333255,1.924360514709431,Iris-virginica
+101,5.622840810792265,2.692336703541051,4.162029044128327,1.2775187203274518,Iris-versicolor
+102,6.335075627176175,2.4823680509794848,4.892627729686961,1.4861930499153684,Iris-versicolor
+103,5.972015457825525,2.7093708970165093,5.06971317777423,1.5868470380836928,Iris-versicolor
+104,5.493672391452484,4.199999102266682,1.3987718283899415,0.19413970882911236,Iris-setosa
+105,6.095093325526825,2.83822302126491,4.670562951514027,1.321923104533329,Iris-versicolor
+106,6.808391867923439,3.195170536357507,5.804019023598692,2.3044812297967887,Iris-virginica
+107,4.98389498496,3.223309212170214,1.2,0.20326828026363108,Iris-setosa
+108,4.903916865217143,3.1077373094957905,1.5169131989273077,0.10000010485265912,Iris-setosa
+109,6.778085635571939,3.200175061531537,5.944107741131713,2.305617898545977,Iris-virginica
+110,6.377457466053372,2.8781912868278825,4.280481531517715,1.2862717733181834,Iris-versicolor
+111,5.791786596627713,2.811514118826442,5.098783614380275,2.401046667805224,Iris-virginica
+112,6.681931556779891,2.5177616428225917,5.828119636082897,1.8075866623931751,Iris-virginica
+113,6.315247970490198,3.3101315103766384,4.735203090402436,1.608497659764623,Iris-versicolor
+114,5.532043828178619,2.4680750064579087,4.145808206353065,1.065285031052421,Iris-versicolor
+115,5.467525583162816,2.3729829746963422,3.7592994187149746,1.0724280963324213,Iris-versicolor
+116,7.9,3.758863293158478,6.4248954132853076,2.0258017300572706,Iris-virginica
+117,6.673167576606129,3.300423496885796,5.801520951235986,2.499999626480093,Iris-virginica
+118,5.111011051248551,3.6439111848448005,1.4997329790888134,0.48772627730180174,Iris-setosa
+119,4.4950636162039945,2.308720276724732,1.3060202685320657,0.3323017963676662,Iris-setosa
diff --git a/iris/tab_ddpm/2/15/test.csv b/iris/tab_ddpm/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/15/train.csv b/iris/tab_ddpm/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/15/val.csv b/iris/tab_ddpm/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/synth.csv b/iris/tab_ddpm/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d8050c4180426f5c68f4a3ca79f3abdce9aa5d4
--- /dev/null
+++ b/iris/tab_ddpm/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.894804480931972,3.0,1.393203617243655,0.1963567885900861,Iris-setosa
+1,5.410457143044379,3.0,4.5037463527611035,1.5480124592672644,Iris-versicolor
+2,6.5687512977665,3.0,5.833318372145755,2.2389616968681247,Iris-virginica
+3,6.005031167576773,3.0,4.272922652219549,1.4717334280456025,Iris-versicolor
+4,6.69039695139164,3.259639888138027,5.692416963267728,2.113933110972989,Iris-virginica
+5,6.082604825059659,2.6012622072500515,5.594660484607707,1.399130899351264,Iris-virginica
+6,6.750422660844646,2.857609837015562,4.835484543436708,1.4275047971190402,Iris-versicolor
+7,6.225047242451859,2.2939656439223217,4.393980289976806,1.2853945331113565,Iris-versicolor
+8,4.630799204979257,3.4075469182193863,1.402856302426478,0.47341158496966934,Iris-setosa
+9,5.254288518151789,3.6895140052409143,1.490383807913252,0.20483208935567926,Iris-setosa
+10,4.971028492222671,2.4370260464051126,3.154224138216041,0.980375717361661,Iris-versicolor
+11,6.30619482264023,2.7034843654496465,4.903165715971016,1.7942598356818689,Iris-virginica
+12,6.024083069568228,2.2000003201006666,4.961589209586637,1.4906242289065077,Iris-virginica
+13,5.576536126063287,3.0,4.1299838134472315,1.3071955823906207,Iris-versicolor
+14,4.9050634338462205,2.3921732352176606,3.2554303571221648,0.9254076525960313,Iris-versicolor
+15,5.0310159759204645,3.3133008651497264,1.4066678747653285,0.19924263666743602,Iris-setosa
+16,5.997994089333284,3.0,4.808619048667458,1.7975249406682074,Iris-virginica
+17,5.841749927382588,2.6914014657678424,5.098595346794086,1.8684931106743103,Iris-virginica
+18,5.568826770141613,2.6096331034427123,4.204366052485523,1.2075652981540017,Iris-versicolor
+19,4.4,2.8982918496394543,1.401637543698242,0.19485722016581422,Iris-setosa
+20,5.5885278053031415,2.4832185279726366,3.7452352647978326,1.1122782741502424,Iris-versicolor
+21,4.914714651460021,2.412922843727799,3.3619548212450145,0.9444683248711794,Iris-versicolor
+22,5.244215720970276,3.804690878197986,1.5417325351590148,0.43922655361147916,Iris-setosa
+23,6.372255949928726,2.719089719454513,5.2935181713454,1.8733787238770456,Iris-virginica
+24,5.440608024318759,3.462477141307691,1.6040065653276128,0.19928241499350885,Iris-setosa
+25,5.987001440377132,2.9324552081061372,4.424021530261844,1.4929106251741255,Iris-versicolor
+26,4.4,2.9063542614880125,1.3942982223894305,0.198410199467926,Iris-setosa
+27,6.783473349165555,2.8212220759488273,4.7602936155309665,1.3841729244521297,Iris-versicolor
+28,4.906162488428033,3.0,1.4002851980618403,0.19493858470695039,Iris-setosa
+29,6.530420551748964,3.2071454683840517,5.170850459827126,2.038441765819346,Iris-virginica
+30,6.703241765368137,3.312987075345855,5.715446888918191,2.5,Iris-virginica
+31,4.876051506256552,3.100578816054113,1.595728672488078,0.10000012329566565,Iris-setosa
+32,4.400000462425906,2.91237434831087,1.3933788962721887,0.19958729284396148,Iris-setosa
+33,6.78765465667686,3.195374545109373,5.836877672642078,2.28448514592019,Iris-virginica
+34,6.626980129742764,3.293821503579851,5.713503217742027,2.4999995371566768,Iris-virginica
+35,5.507667211880372,2.5939215814665197,4.360689116426549,1.1674340762752295,Iris-versicolor
+36,5.929550745500168,3.0,5.112048247638267,1.7875864766639546,Iris-virginica
+37,4.986977382700051,3.2074128778682978,1.2,0.20158562744803948,Iris-setosa
+38,4.801741949607738,3.006320503985128,1.4276713035864195,0.10000009466406819,Iris-setosa
+39,5.071002023678869,2.4605986258298462,3.3283283750958192,1.112655596382015,Iris-versicolor
+40,5.139122678996768,2.500915953230073,3.1209633180518344,1.1010423098644342,Iris-versicolor
+41,5.620560572771722,2.8510511355172707,3.625017669550317,1.3255479370188068,Iris-versicolor
+42,6.522117175908089,3.0,5.71441562971208,2.1910695028963403,Iris-virginica
+43,6.797114194616146,3.1877920500378316,5.878285305033806,2.2977599672701916,Iris-virginica
+44,7.9,3.718789076243212,6.4238047704922145,2.039156505541503,Iris-virginica
+45,6.069926420396661,3.0,4.707482335778301,1.4673279885065051,Iris-versicolor
+46,7.899998508513181,3.810454872873908,6.499426952697698,1.961550295460883,Iris-virginica
+47,5.010649417318634,3.408581832818965,1.5553533032999134,0.4350420166625638,Iris-setosa
+48,5.488258973027512,2.397139523923261,3.8523720902110217,1.0947498646395049,Iris-versicolor
+49,5.339119382413842,3.3776753487924327,1.5215912064996067,0.4413353883897754,Iris-setosa
+50,6.250059936539807,2.82294279334919,5.624051477203837,1.7556909808682453,Iris-virginica
+51,6.010870811189221,2.2000003030527746,4.999613073811248,1.4679345471144063,Iris-virginica
+52,4.99415544206532,3.292400028762421,1.3935255693159108,0.1983579444810104,Iris-setosa
+53,6.677893969818027,3.3226418403798905,5.693407765938229,2.499999635685679,Iris-virginica
+54,5.584183489786973,2.5215749410061745,3.9466208271135415,1.1106209114596766,Iris-versicolor
+55,6.706072357363097,3.0,5.013104038991427,1.7273758658945662,Iris-versicolor
+56,6.101262707121146,2.8044363309981977,4.6620663422402755,1.2134095669551554,Iris-versicolor
+57,6.006143374565509,3.246808867254993,4.8149710988945005,1.755027770837942,Iris-versicolor
+58,6.016357001890921,2.2,4.997249871940453,1.5087682158156288,Iris-virginica
+59,5.867519000427022,3.0,5.0928191298137815,1.7984430223754073,Iris-virginica
+60,6.508361363556041,3.117411849111781,5.134051383493149,1.9678502243642804,Iris-virginica
+61,5.460730163703458,2.396238543260728,3.7201371635432965,1.0763806190195901,Iris-versicolor
+62,5.919710091616563,3.0,5.081644395875983,1.7948684645094257,Iris-virginica
+63,7.899998750774591,3.7977919492824865,6.429224688262638,1.9830406407746246,Iris-virginica
+64,6.474150184773385,3.1910478328715657,5.0966395498858414,2.028963075855296,Iris-virginica
+65,4.9908177177877455,3.205678421408073,1.200000193006507,0.19243100430612403,Iris-setosa
+66,5.032654802251109,3.33421829673646,1.404874192121033,0.20199760529043148,Iris-setosa
+67,6.28634199396428,3.30012828774443,4.6973283581380505,1.5674135471883581,Iris-versicolor
+68,6.315462177428686,2.71774571488483,4.853217470190958,1.7894079078860432,Iris-virginica
+69,6.6385354973343995,2.533720352236026,5.762986054615115,1.7836071130722135,Iris-virginica
+70,5.073557192170666,3.3966943303255994,1.497712864987926,0.20371703905524122,Iris-setosa
+71,6.228550700528928,3.426726223401218,5.645386056622585,2.402633895103323,Iris-virginica
+72,5.151623681662985,3.736589596713316,1.7244635699641258,0.19957158612581244,Iris-setosa
+73,5.464859615931113,2.4108778553071777,3.7099696738507246,1.10390276530339,Iris-versicolor
+74,5.565292667729732,2.4864129720911157,3.8897882135784636,1.1037389180384691,Iris-versicolor
+75,4.908390757898868,3.095147618096503,1.5532970117288598,0.10000009935450467,Iris-setosa
+76,6.782275522046365,3.0,5.777580223550671,2.175453122341955,Iris-virginica
+77,5.466827903658722,3.4045614578647183,1.7325324286736428,0.20798153561635147,Iris-setosa
+78,7.9,3.8358353682845028,6.413586193402823,2.0040671768505436,Iris-virginica
+79,5.807426874034453,2.6908207580888392,5.076420893865216,1.847052347746362,Iris-virginica
+80,4.891511540714901,2.4143336926194867,3.2613620909414958,1.0176528031870218,Iris-versicolor
+81,6.745098389626558,2.8284440176540593,4.7753731627707685,1.42357661201458,Iris-versicolor
+82,7.9,3.8503805489948655,6.34113094430611,2.0116106081861176,Iris-virginica
+83,5.001593648143088,3.2974239249973047,1.3998621050379434,0.20082029294924586,Iris-setosa
+84,5.151805386004489,3.563642106626424,1.3969202118930322,0.3616415607463056,Iris-setosa
+85,6.072077931578161,2.80041802093949,4.669168252546171,1.1828870572989865,Iris-versicolor
+86,6.024956627046216,2.9237686095875373,4.520779292139793,1.452272862487872,Iris-versicolor
+87,5.720525639678518,3.8084881411206752,1.7324583570935013,0.3605913816570867,Iris-setosa
+88,5.897132999156698,3.0,5.103613720990766,1.809949061974147,Iris-virginica
+89,5.5690892473212825,3.7941649516815943,1.5983424517673395,0.3870152433797641,Iris-setosa
+90,6.168429368202298,3.0275294553429286,4.511037769422219,1.4118223037299416,Iris-versicolor
+91,4.591028844738759,3.200952065830547,1.3937711236060026,0.20012024728849548,Iris-setosa
+92,5.48160461051921,4.2,1.3960313063919643,0.19498011064492213,Iris-setosa
+93,5.578153893706048,3.0,4.2597998320524875,1.2891618077612195,Iris-versicolor
+94,6.878673307366525,3.1931874423598816,5.861783711478819,2.3054974001465283,Iris-virginica
+95,5.896773306604234,3.2208483930842404,4.8352811048028554,1.8168406122445298,Iris-versicolor
+96,6.685562530920182,2.496669055327362,5.7381575712340585,1.7983265589913036,Iris-virginica
+97,5.566629336552496,2.6210184110126833,4.268191941233118,1.2309446768088697,Iris-versicolor
+98,4.914430662720893,3.0,1.402671820102211,0.1885130259930765,Iris-setosa
+99,4.900920777970689,3.1085473022575765,1.4885022895615208,0.10000009196718722,Iris-setosa
+100,5.795140688993143,2.663402642121019,5.086042187485034,1.9012670326288386,Iris-virginica
+101,4.907523909048843,3.0845765098081825,1.4885218220038976,0.1,Iris-setosa
+102,6.167895998935732,2.2,4.512690645540111,1.4699103786245704,Iris-versicolor
+103,5.230648747394572,3.3564303504070807,1.594530646682796,0.2762052783925989,Iris-setosa
+104,4.9097813550859115,3.100460145656695,1.4934676349914502,0.1,Iris-setosa
+105,6.6990470817792085,3.0,4.982475249066983,1.7010359805578237,Iris-versicolor
+106,6.095398343139459,2.8143748375239417,4.702272432276206,1.1599804593476417,Iris-versicolor
+107,5.49867789132402,3.0,4.393807276811525,1.4265877880240874,Iris-versicolor
+108,6.781238733272483,2.8077802325805408,4.75692510854667,1.3974757916462484,Iris-versicolor
+109,6.125593624716079,2.806520417413047,4.690851523662858,1.2027055243512108,Iris-versicolor
+110,6.284211857134081,2.891284052798522,5.620671682338754,1.8053113014132385,Iris-virginica
+111,5.469751257091199,2.62091071675016,4.3921967688317665,1.2179234191782016,Iris-versicolor
+112,7.677619774504461,2.6078244880171613,6.9,2.300936113413987,Iris-virginica
+113,6.261970516217306,3.4070707866140304,5.653296221091043,2.40620255621321,Iris-virginica
+114,4.591022488269735,3.187766256375984,1.4017858833639654,0.19748886643376057,Iris-setosa
+115,5.622039739753891,3.740503926643071,1.8734424544297115,0.3900965267907376,Iris-setosa
+116,4.631059961159216,3.2186948471710255,1.4081179020330594,0.20377982500349914,Iris-setosa
+117,6.926972836457559,3.206640723948873,5.854296273119268,2.2949313989044775,Iris-virginica
+118,5.1866722540274734,2.740071878651987,3.8640550886390943,1.4121699324628367,Iris-versicolor
+119,6.360631751141869,2.922291786011642,4.343309807902117,1.3385686698838302,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/test.csv b/iris/tab_ddpm/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/train.csv b/iris/tab_ddpm/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/16/val.csv b/iris/tab_ddpm/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/17/synth.csv b/iris/tab_ddpm/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94101369900262f3d9ac2d722c6c84e1d02bc13e
--- /dev/null
+++ b/iris/tab_ddpm/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.073573173679918,2.5048303722974796,3.0929667490261497,1.1029488757193202,Iris-versicolor
+1,6.67518739614878,3.0,5.018202740998952,1.68568784140887,Iris-versicolor
+2,5.605032548111131,3.752197324979316,1.5782057350159462,0.3469706642941761,Iris-setosa
+3,5.153754384335518,3.543143763664413,1.491402683242762,0.33838350412435325,Iris-setosa
+4,6.900534852794944,3.1599688984719694,5.742047040204,2.275198274105729,Iris-virginica
+5,4.990260944822725,3.2073055493514433,1.200000313025581,0.1996257785968742,Iris-setosa
+6,5.291639213727567,2.4863341827363765,3.345109316317003,1.097577492781417,Iris-versicolor
+7,6.272409948968935,2.906895146535912,5.598986350292282,1.8019705096914789,Iris-virginica
+8,5.0307280922035025,3.4710857191424385,1.5739128068385668,0.4228083215388383,Iris-setosa
+9,6.289922333803833,2.88141971505669,5.59134473812964,1.7935751143312968,Iris-virginica
+10,6.109041639013591,2.600159350294803,5.597375071126807,1.407584800091101,Iris-virginica
+11,6.484012957905519,3.0,5.544239813312178,1.8073209131828842,Iris-virginica
+12,6.1478075448639,3.0,4.6001470330748795,1.3742565055615188,Iris-versicolor
+13,5.920825045537177,3.0,5.098248147874954,1.7893087581077494,Iris-virginica
+14,6.484955783459949,3.0,5.485720112600909,1.8006036833845838,Iris-virginica
+15,5.450931633692178,4.2,1.3975917287015402,0.19936074100875312,Iris-setosa
+16,6.278327082976654,2.69760869074734,4.946234903914833,1.8010168591652949,Iris-virginica
+17,5.758536828036756,2.8000230329422227,5.093274289051759,2.41588462591107,Iris-virginica
+18,5.512331669776604,4.199999275312074,1.404083908873309,0.20859944898767227,Iris-setosa
+19,5.224398142653265,2.7107531429848732,3.9220682859108282,1.4098640078792557,Iris-versicolor
+20,6.026819610255294,3.0,4.761528180332646,1.8060941048729267,Iris-virginica
+21,5.808902641367305,2.812303458446875,5.1036007565593176,2.3961310254399995,Iris-virginica
+22,5.217676724728073,3.7937042211758016,1.527963613944358,0.4457638483253858,Iris-setosa
+23,4.994090953409818,3.2113618911049677,1.2000001941820058,0.20189426597066382,Iris-setosa
+24,5.488706014784986,4.199998807744574,1.3946166763391514,0.20134120636869612,Iris-setosa
+25,5.818607783773993,2.8130973611272094,5.11241182142961,2.3207559802620636,Iris-virginica
+26,4.955984627841416,3.394650140282756,1.4923204349371655,0.42306680565475485,Iris-setosa
+27,5.407408698709261,3.4013354069461403,1.7324561019707692,0.19893414917127095,Iris-setosa
+28,5.592244227425267,3.0,4.029280631773046,1.2655636585508805,Iris-versicolor
+29,6.60533194425758,3.0,5.7333606046362595,2.1675731977582497,Iris-virginica
+30,5.7001047207313125,3.8201633776728467,1.7219324555095472,0.30504805534094454,Iris-setosa
+31,5.84288278605237,3.1564522056831814,4.814683675939158,1.7846430594592768,Iris-versicolor
+32,5.438990658266957,3.4062074377973754,1.785019901440889,0.20385890755660693,Iris-setosa
+33,5.698896068459172,2.9930144641941046,3.8692110037790375,1.383220267007265,Iris-versicolor
+34,5.014267404330546,3.31081656157245,1.4036977582432029,0.19927959713459958,Iris-setosa
+35,5.63567446092638,3.0,4.244259997738974,1.317967960043587,Iris-versicolor
+36,5.6135233790060575,3.745500064596638,1.5443521837145116,0.2839978275966349,Iris-setosa
+37,6.710961369801499,3.0,4.988752882602935,1.7173103729272154,Iris-versicolor
+38,5.8960209846420355,3.0,4.168599703446397,1.450477940744911,Iris-versicolor
+39,6.015992384841206,2.7227768226524285,5.098027997793877,1.5976710924804114,Iris-versicolor
+40,6.888211949929981,3.2013231270052587,5.732924094510502,2.296172943133197,Iris-virginica
+41,5.097692253758011,3.3108427645056144,1.7262934213958678,0.4083763452227317,Iris-setosa
+42,7.9,3.7981524533742257,6.491869022377616,2.044868424681642,Iris-virginica
+43,5.205378722333736,3.744390060373905,1.4941632747123674,0.20308582097111977,Iris-setosa
+44,5.498571690832733,4.2,1.3908912730448804,0.20381147544082512,Iris-setosa
+45,7.089959580999495,3.0,5.9196153289988125,2.088323121711519,Iris-virginica
+46,5.007691000781161,3.515996554327797,1.4841221226645005,0.3389218732936784,Iris-setosa
+47,6.2642718787481195,2.5107902330692875,4.835820618344511,1.4583288859129593,Iris-versicolor
+48,4.8878743180275235,3.0964937407597994,1.5111213733169453,0.1,Iris-setosa
+49,5.005545063438964,3.185175957484688,1.2000002278936222,0.20041000772944853,Iris-setosa
+50,6.6662314044982525,3.0,4.923549209114274,1.6786685055571582,Iris-versicolor
+51,5.980202576125513,2.2,4.971790702838562,1.511267364037514,Iris-virginica
+52,4.912143332445013,2.4148721482812032,3.2847502043752423,1.0057304303567545,Iris-versicolor
+53,5.609046570566794,2.5018695624935376,3.8007208821815697,1.0540910295531236,Iris-versicolor
+54,5.492439524422653,4.2,1.4025672049139914,0.19957701218160157,Iris-setosa
+55,6.00267943883201,2.8940793293956144,4.502904895611511,1.4927000864893005,Iris-versicolor
+56,5.548655630144418,4.19999915986409,1.397611958751553,0.20974110389263406,Iris-setosa
+57,5.148432327242697,3.760633873520941,1.630939547053656,0.2002329608149978,Iris-setosa
+58,5.571142161072395,3.0,4.202380619307934,1.2813520972340582,Iris-versicolor
+59,6.023991430190616,2.715339939911451,5.077352933094625,1.609567457798374,Iris-versicolor
+60,6.1259974626474385,3.0,4.550494957475181,1.450708826901423,Iris-versicolor
+61,6.110200624772505,2.8364994458558277,4.645201988456358,1.2166878900845117,Iris-versicolor
+62,5.554300898303339,2.7000480429539717,4.151608051616012,1.2532268573381482,Iris-versicolor
+63,6.082538083911725,3.0,4.588526668180574,1.4220983699413048,Iris-versicolor
+64,4.788673820320594,3.0,1.398303326078035,0.36666340679551457,Iris-setosa
+65,5.682888443891201,3.779526620265294,1.5824476296923518,0.3100858877505177,Iris-setosa
+66,6.2368324165777755,2.296169717495908,4.348969073106486,1.2987934147399514,Iris-versicolor
+67,5.002634615970952,3.2118454620035726,1.2000001961985607,0.19732684244302817,Iris-setosa
+68,6.8667958812453795,3.219394908691494,5.636544013867939,2.2989612475799786,Iris-virginica
+69,4.589877815343378,3.4075741390185548,1.403037601139116,0.415464740088662,Iris-setosa
+70,6.0040008895639625,3.0,4.835960044625402,1.8019360821823416,Iris-virginica
+71,5.439502400247932,3.8830009029486225,1.6000904760159953,0.4371864269568013,Iris-setosa
+72,6.668142465850988,3.2797126368725724,5.793013786553522,2.109837801972521,Iris-virginica
+73,5.72750645511565,3.106068067644155,4.701398978026174,1.754115566433669,Iris-versicolor
+74,6.2255364196211085,2.2,4.508315898229326,1.5051966719185594,Iris-versicolor
+75,5.592694526668632,2.485373273006448,3.852052591434621,1.040823545186313,Iris-versicolor
+76,4.853137233693141,3.0,1.4015238543514204,0.2783411205142363,Iris-setosa
+77,4.908072415200159,3.0,1.4011083081312319,0.20057451040060176,Iris-setosa
+78,6.100253829899401,2.61148840196477,5.590300885989035,1.3946974118345126,Iris-virginica
+79,5.466587602218762,3.0,4.34498366401843,1.4210485221353435,Iris-versicolor
+80,6.494871836514052,3.0,5.4911263526865675,1.7946884665446874,Iris-virginica
+81,5.243570331352192,2.791769234871629,4.138376874086141,1.434124163581025,Iris-versicolor
+82,7.899998515558089,3.7623208705564153,6.3679007358938104,1.9877236695610567,Iris-virginica
+83,5.884617617029795,3.0,4.267113911519687,1.49293890969704,Iris-versicolor
+84,4.926544011690367,3.026145496974294,1.402402010815996,0.1981373246797407,Iris-setosa
+85,6.067212526123064,2.5882423680153264,5.621989942939985,1.4255626914776602,Iris-virginica
+86,5.406026466736899,2.9811106491812804,4.3368320242039164,1.4558398001659523,Iris-versicolor
+87,5.9621893348290165,2.7236033246782774,5.092684796815533,1.6197760252358706,Iris-versicolor
+88,6.551184057960883,3.0,5.597405489911527,1.8069468145971808,Iris-virginica
+89,7.146192371640804,3.0,5.903899312985828,2.098017191735291,Iris-virginica
+90,4.596277573992441,3.2051055637795964,1.4057376377604387,0.20234422885217765,Iris-setosa
+91,5.514706268722683,4.199999042636743,1.3984160678375956,0.19791599095428292,Iris-setosa
+92,5.603753447621168,2.7991305908212185,3.8327577347313513,1.3027040546307802,Iris-versicolor
+93,6.840146925448018,3.088887607610084,5.088651860121199,2.2900585403251217,Iris-virginica
+94,5.391314955720817,3.4051021131557286,1.4932317078474706,0.37569816727009087,Iris-setosa
+95,5.156777147109322,3.7955655288030323,1.4963714507490045,0.20170657331774852,Iris-setosa
+96,6.429000067580182,2.6926929987730115,5.25033656194995,1.882294718101812,Iris-virginica
+97,6.33876512654811,2.8730834458233434,4.362677042970422,1.2746440975657964,Iris-versicolor
+98,4.908519507521498,2.3974691773039627,3.321319513945948,0.9909455384949872,Iris-versicolor
+99,5.732515829175421,2.5051504927219437,5.01155352673678,1.9983955089638807,Iris-virginica
+100,7.9,3.8603494201527977,6.459292020151407,2.022387921285375,Iris-virginica
+101,6.138070702358808,2.603012593961274,5.6156800040555535,1.3954104694784468,Iris-virginica
+102,5.5206190717576185,4.199998794437398,1.3920622386594619,0.20506633821194478,Iris-setosa
+103,7.334769578969585,2.8805552877960943,6.340436919334936,1.8058264095620666,Iris-virginica
+104,6.88008981775458,3.0964952528183756,5.114322710828497,2.292963973663702,Iris-virginica
+105,6.859285826340545,3.110249503223011,5.092204547129651,2.298593555518604,Iris-virginica
+106,5.39643509807089,3.0,4.547946599202901,1.5428868499203388,Iris-versicolor
+107,7.899999006044451,3.816313768676696,6.397931681605124,2.033755900220657,Iris-virginica
+108,5.456790922099085,3.0,4.478972597819645,1.4705957950097974,Iris-versicolor
+109,4.906882014107282,2.391912583928484,3.3446550343574954,1.0672725672113657,Iris-versicolor
+110,5.712282832823006,2.4893844928982434,5.002861098243076,2.001604165537949,Iris-virginica
+111,4.583353707396653,3.4010985036368213,1.3991538770581557,0.2950392402646532,Iris-setosa
+112,6.677943177897369,3.303977869918585,5.706068827153134,2.1077944340744144,Iris-virginica
+113,5.4160561686723305,3.0,4.49559808652369,1.5122107230446993,Iris-versicolor
+114,6.06049567789825,3.0,4.611306242690686,1.3899848675165614,Iris-versicolor
+115,5.472954635372253,3.53886975050137,1.7581332652374542,0.3892024426055343,Iris-setosa
+116,5.797228494905499,2.7040088124130546,5.095279403794525,1.8715893377472217,Iris-virginica
+117,6.073923943725683,3.0,4.5034393455488795,1.4132218633293723,Iris-versicolor
+118,6.8803602399752055,3.198226777011954,5.794675062163149,2.3112050249185674,Iris-virginica
+119,6.313967577148933,3.3968676082417018,5.5904211082549224,2.3733485658282882,Iris-virginica
diff --git a/iris/tab_ddpm/2/17/test.csv b/iris/tab_ddpm/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/17/train.csv b/iris/tab_ddpm/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/17/val.csv b/iris/tab_ddpm/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/18/synth.csv b/iris/tab_ddpm/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e71f164d3a21b66305dea286f476de9fdffbcf05
--- /dev/null
+++ b/iris/tab_ddpm/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7900246112605576,6.369789311229653,2.007399617927648,Iris-virginica
+1,5.016687585580859,3.305686000632817,1.4036560905464266,0.1981174524697571,Iris-setosa
+2,5.212307852282702,2.702218551672967,4.0032074844443635,1.378706232401901,Iris-versicolor
+3,6.421226226949163,2.897981016319579,4.293844706640378,1.2650451628724613,Iris-versicolor
+4,5.010495236917994,2.4704458828829394,3.1937431118218607,1.0800698250197571,Iris-versicolor
+5,4.99651088846828,3.2913798062517974,1.3879639234875856,0.20388408493579238,Iris-setosa
+6,5.6727771403804335,3.8049254446592933,1.629260338050277,0.300321979964307,Iris-setosa
+7,5.243092175435733,3.39448738881909,1.7773899384859237,0.1988041473666396,Iris-setosa
+8,5.005834928973629,3.203755580249589,1.2000002001785601,0.19782474476164102,Iris-setosa
+9,6.524631783731074,3.1947901245831427,5.106255444476713,1.9938952910304164,Iris-virginica
+10,7.052229062102488,3.2083300025194745,5.790478563554687,2.2978453382808133,Iris-virginica
+11,5.3766711560450435,3.394829038217913,1.6819089137996075,0.20790589383273803,Iris-setosa
+12,7.899998805644557,3.798386394157729,6.354925884938457,1.9889440480852227,Iris-virginica
+13,5.5706327885964395,3.0,4.151825742799606,1.3207537080101621,Iris-versicolor
+14,5.507649332516514,2.390785161014931,3.75850840028554,1.0998494521364355,Iris-versicolor
+15,6.323028552642273,2.9336984972537046,5.5912476078375,1.8257598704848186,Iris-virginica
+16,6.8491246269332535,2.631307290611778,6.062379927637894,1.795024353990425,Iris-virginica
+17,6.278069725022892,2.5111291960002995,4.828565814355196,1.4866513528025362,Iris-versicolor
+18,6.837980703009749,3.200682780989389,5.7317781191378945,2.2867592918180972,Iris-virginica
+19,7.9,3.745652952880489,6.389060498518516,2.0597932258557234,Iris-virginica
+20,6.719572768478788,3.2926917073456634,5.687108925085875,2.499999612709518,Iris-virginica
+21,6.309103926335087,3.4064810174521165,5.596852092190554,2.3866007876261146,Iris-virginica
+22,6.700055975328408,3.2933838186683877,5.673575682040476,2.4999994799458944,Iris-virginica
+23,5.428325640685065,3.8877163078394292,1.6131556081824527,0.3650895349087284,Iris-setosa
+24,4.900551012693817,3.0,1.4008727970037766,0.1994496367517832,Iris-setosa
+25,6.402655804894895,2.9091715676975727,4.323809101316414,1.293719577748944,Iris-versicolor
+26,5.466863652402117,3.8447911994147708,1.5665972457000956,0.384955383329488,Iris-setosa
+27,5.25785102520626,3.629056086830257,1.5376285772128737,0.2004994658060863,Iris-setosa
+28,6.481375384515686,3.0,5.761430636632561,2.1984276151100732,Iris-virginica
+29,7.9,3.8760954788510973,6.436439903983672,2.0177575394114746,Iris-virginica
+30,6.326284029592424,3.402612251842071,5.587131067245065,2.3922404982624896,Iris-virginica
+31,6.651369646869622,3.311820693671293,5.758851037587902,2.5,Iris-virginica
+32,5.932577140340967,3.1973695291066306,4.787708792343363,1.7948270136674296,Iris-versicolor
+33,6.305027145883648,2.5082844158422626,4.93464326433497,1.5301217912223932,Iris-versicolor
+34,5.876743806208599,3.0,4.273720338239938,1.4606246564702527,Iris-versicolor
+35,5.487924717464924,2.5372566730134496,4.317969037696169,1.1297595002455605,Iris-versicolor
+36,7.9,3.825760934543749,6.367221580676972,2.0290036200201556,Iris-virginica
+37,6.19315634055006,3.0,4.608341955848722,1.376284570652526,Iris-versicolor
+38,5.002262659289826,3.403465201490391,1.642686429142966,0.41539300754155234,Iris-setosa
+39,5.389296240617136,3.0,4.469053288740927,1.4903555494265102,Iris-versicolor
+40,5.097025333319288,3.3918711653636797,1.6317848246997726,0.20270210637281288,Iris-setosa
+41,7.9,3.78787370655726,6.439327857522191,2.021339420260514,Iris-virginica
+42,6.3236108799409925,3.3936722470270833,5.603314524912444,2.3895094140037836,Iris-virginica
+43,4.942193584587112,3.29394640131084,1.4032053893922665,0.19588952707009993,Iris-setosa
+44,6.500653242772708,3.0,5.47312879411802,1.806800376379861,Iris-virginica
+45,5.0905456107610325,3.6672591845245517,1.4983035853793039,0.3767998709684443,Iris-setosa
+46,5.785799385618399,2.769839971092123,4.53936809792639,1.183998547207015,Iris-versicolor
+47,4.794100112335409,3.0,1.4005016773877565,0.2909515310770925,Iris-setosa
+48,4.61271936475778,3.2041443613373644,1.4027756833821978,0.2005048842721195,Iris-setosa
+49,6.288614739467799,3.2863296854363995,4.702276265946686,1.6044948121155242,Iris-versicolor
+50,5.739489676681445,2.5105866932797585,5.013631267052467,1.9819462249499347,Iris-virginica
+51,4.975670326054803,3.264297650273874,1.417358997148317,0.1995901130690546,Iris-setosa
+52,5.2580883630454,3.8109031709641794,1.7820598981512865,0.4148368821825287,Iris-setosa
+53,5.004057140607081,3.202078683018409,1.2,0.20665212661230922,Iris-setosa
+54,6.172150248586083,2.200000303989012,4.499302268519148,1.5002324419501774,Iris-versicolor
+55,5.558326737800705,2.8946665178586053,3.50447177756745,1.2868153084854632,Iris-versicolor
+56,6.812518000437571,2.787387297986847,4.767954233288631,1.399995863335922,Iris-versicolor
+57,5.599548755912966,2.895406959301193,3.6004382758721873,1.3132876911570188,Iris-versicolor
+58,5.000914986820782,3.221785935488194,1.2,0.19672668688764666,Iris-setosa
+59,5.192054819657384,3.8676975215781764,1.696020214648554,0.4036134161031729,Iris-setosa
+60,6.8011806507449775,2.822507699885671,4.814257810564939,1.3992775739541994,Iris-versicolor
+61,6.106991227328299,2.8219829177082145,4.657751115171646,1.2218713755677613,Iris-versicolor
+62,5.455781671411462,3.408387934413018,1.7475431466894376,0.1986799771257242,Iris-setosa
+63,7.705236294061354,2.6022115680837965,6.8999988473246985,2.304005229061193,Iris-virginica
+64,4.899760973295412,3.0,1.4021389788593777,0.2023070066297764,Iris-setosa
+65,4.802927189314869,3.0,1.4054905015100156,0.10000009707702867,Iris-setosa
+66,4.400000472216457,2.9042754431786553,1.4000147034676733,0.2032314630073908,Iris-setosa
+67,6.39996720365756,2.8829358870500177,4.334731558438318,1.3161075751941695,Iris-versicolor
+68,6.843472542146692,3.1527188092926486,5.855519093310618,2.2969081429551754,Iris-virginica
+69,5.196102271545104,3.80079608992787,1.495440916613613,0.3793942072782127,Iris-setosa
+70,6.406549048445571,2.7049050965118364,5.281827538788331,1.8973146270619703,Iris-virginica
+71,6.696689221757771,3.0,4.9929066944162654,1.7050253460632976,Iris-versicolor
+72,6.664984322374924,2.5022921243831875,5.8258128176617765,1.7854448191671486,Iris-virginica
+73,6.394018066687048,2.9002773230426055,4.37570382551318,1.314451125865029,Iris-versicolor
+74,5.715398345467082,2.537645262554793,5.011516474278016,2.003054122068919,Iris-virginica
+75,6.679495293304266,2.509060860504832,5.825679336011272,1.7970851304186617,Iris-virginica
+76,6.7118975971941115,3.301748118383039,5.665525177207294,2.4999996300496568,Iris-virginica
+77,7.318542204584575,2.8990990398059573,6.286262271806263,1.8098468991133843,Iris-virginica
+78,5.477820847380522,4.199998967495251,1.3841936262413836,0.19754391745391975,Iris-setosa
+79,5.916069636023382,3.0,5.036308558307395,1.7911046880017139,Iris-virginica
+80,6.301007018943185,2.301274479478738,4.4409639538645775,1.279408702059848,Iris-versicolor
+81,4.400000609394971,2.890997441449158,1.3781721879541562,0.1975139787463316,Iris-setosa
+82,5.9816127885832735,3.0,4.817029034253224,1.802403733434638,Iris-virginica
+83,5.785336525212499,2.6814637439727003,5.120050044730409,1.8971876922359705,Iris-virginica
+84,5.5028578996610085,2.6079472696405896,4.422104406213299,1.2093078913986781,Iris-versicolor
+85,5.430911171807795,2.5449217244117053,4.3283303177548875,1.132890888950014,Iris-versicolor
+86,5.279492084811498,3.7773781921246576,1.4936477445579788,0.198439154654511,Iris-setosa
+87,5.872750078881871,3.0,5.092545447687897,1.809357682735063,Iris-virginica
+88,6.538582535898447,3.1844000084642117,5.1267164142495,1.999749897259085,Iris-virginica
+89,4.870364464309027,3.090988614092499,1.5421517071782147,0.1,Iris-setosa
+90,5.565892477534305,2.5072830991064947,3.88109103267987,1.1217691164047539,Iris-versicolor
+91,6.0768178107075315,2.8112827937653995,4.68376148904457,1.2452803636769008,Iris-versicolor
+92,5.500277278404674,4.19999908715855,1.4005186960132456,0.1962934435202296,Iris-setosa
+93,4.40000055379827,2.8990231389344427,1.396043153408022,0.1938861790552131,Iris-setosa
+94,5.49201823581583,4.199999106991518,1.4025756035767833,0.2013013300569066,Iris-setosa
+95,5.137387247238913,2.508911579118242,3.1058418543115662,1.0947701718059368,Iris-versicolor
+96,6.0922141859175545,2.8051748883360146,4.6778407732981755,1.1813471613830784,Iris-versicolor
+97,4.84633229692595,3.0,1.423006333940814,0.1,Iris-setosa
+98,5.624185423236653,3.0,3.913410857852698,1.2904490059424059,Iris-versicolor
+99,4.484807945729111,2.291823448729185,1.29817666359014,0.28967602189073205,Iris-setosa
+100,4.8891568428984895,3.1162886229628532,1.4932098933937785,0.10000009429987143,Iris-setosa
+101,6.009823105183895,2.2000003109258603,4.968188000976461,1.4859053072216326,Iris-virginica
+102,6.647653154074944,3.2991073167121177,5.680382210837966,2.4999996483265705,Iris-virginica
+103,6.637955179739549,3.3056040002605576,5.733443059478669,2.5,Iris-virginica
+104,7.8999988237233705,3.8038060400229505,6.379078179879835,2.0013125390834228,Iris-virginica
+105,5.605974628649598,2.68413056420549,4.461218665239368,1.2062979012316104,Iris-versicolor
+106,5.577851049025582,2.990497783349156,3.8694428556171863,1.292206550789599,Iris-versicolor
+107,6.287849310684689,2.7161638131976455,4.964567087777904,1.814787013214013,Iris-virginica
+108,5.648699176960164,3.7931202029609263,1.7404114562793973,0.34901766923050476,Iris-setosa
+109,6.948595000142169,3.200271763476277,5.810113620804668,2.314501833853403,Iris-virginica
+110,4.4,2.9227942402268594,1.3937667971733032,0.1991650303221959,Iris-setosa
+111,5.806779186719284,2.683392108112817,5.099359150124068,1.8963371447204902,Iris-virginica
+112,4.894903254818351,3.046532862860611,1.4862383938755546,0.1,Iris-setosa
+113,5.977305149162839,3.0,4.802030060417249,1.8045976397984125,Iris-virginica
+114,6.692954058145346,2.4865684146549993,5.697657753386355,1.7962392880570615,Iris-virginica
+115,6.302066003329119,2.8816062663999817,5.569776469139104,1.807013300501891,Iris-virginica
+116,5.61582442031938,2.6442893027893524,4.433469108579422,1.208616495157637,Iris-versicolor
+117,4.591340228428056,3.3939856306248966,1.403762601098372,0.30828096274922134,Iris-setosa
+118,6.301842724848073,2.789904353282589,5.49698403130133,1.8143579214203969,Iris-virginica
+119,5.115298443303616,3.393380448485913,1.4985673992986255,0.19973061237728307,Iris-setosa
diff --git a/iris/tab_ddpm/2/18/test.csv b/iris/tab_ddpm/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/18/train.csv b/iris/tab_ddpm/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/18/val.csv b/iris/tab_ddpm/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/19/synth.csv b/iris/tab_ddpm/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c69cc52ac0d110bf9bfb83892bfcf0e7c63aebc4
--- /dev/null
+++ b/iris/tab_ddpm/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.045550448872967,3.0,4.878355782749488,1.7991992622725492,Iris-virginica
+1,5.1190963496696344,3.5401245674734025,1.3897433076471002,0.3286933371212426,Iris-setosa
+2,7.9,3.775435200964312,6.398727404696497,1.9813090094437775,Iris-virginica
+3,5.8844610116561356,3.0,5.097135087589732,1.7977553903220937,Iris-virginica
+4,7.8999985001493265,3.8252044457143604,6.400778277367211,2.0131029426575626,Iris-virginica
+5,6.325079357198661,2.9407464843792157,5.577704977776605,1.8085788781820396,Iris-virginica
+6,5.006030026015537,3.2943915678072564,1.4115708912669662,0.20472933718171638,Iris-setosa
+7,6.3107419808392935,2.913553421647244,5.573020387354336,1.798091845481728,Iris-virginica
+8,7.287702002828171,2.9073235692855293,6.320371207897932,1.8106250021443981,Iris-virginica
+9,6.705302792555949,3.292012470291516,5.812695526953155,2.4999996324450926,Iris-virginica
+10,5.512795931832832,4.199999138327599,1.410492667660344,0.20515122375247138,Iris-setosa
+11,6.304167820715331,3.2930114230356686,4.668730307590357,1.6152029650482556,Iris-versicolor
+12,4.9035674660985675,3.0866132676390903,1.4879785870018367,0.10000010307385522,Iris-setosa
+13,6.0374586460004105,2.6931320644817687,5.102017335406279,1.5880217350061478,Iris-versicolor
+14,7.7172977793381925,2.6010371530697722,6.9,2.324698637016375,Iris-virginica
+15,5.505783763643738,3.622045338428284,1.4964657833650157,0.35332947413578436,Iris-setosa
+16,6.115138037064509,2.978661850731824,4.583971344182279,1.3828314851190664,Iris-versicolor
+17,6.419814196709972,3.0,5.65599393365721,2.221954979636898,Iris-virginica
+18,6.394848672358532,2.881030756692134,4.370976702506951,1.2918259361716493,Iris-versicolor
+19,5.898817956180422,2.706143702002049,5.107031800413409,1.8814134476564792,Iris-virginica
+20,5.785427389234067,2.70870941773982,5.10686458128521,1.896556072618251,Iris-virginica
+21,6.097457184117372,2.5924309962792105,5.617203684651326,1.400838458385454,Iris-virginica
+22,5.537375243472914,4.199999054572743,1.4058262571280875,0.20366510615555727,Iris-setosa
+23,4.965399164557515,3.2474011020067954,1.3985364696194456,0.1982166346433591,Iris-setosa
+24,6.700743915905621,2.5041997298721532,5.848477086206704,1.7925954516869678,Iris-virginica
+25,6.697349694892254,3.3156070864277667,5.63643530958144,2.5,Iris-virginica
+26,5.797247218570937,2.8154306828251245,5.096878614150178,2.4014456469221925,Iris-virginica
+27,5.580573496201655,2.656302812679983,4.4521126995685645,1.2147792295119362,Iris-versicolor
+28,5.5920548174120395,2.6436050494703895,4.312569481192549,1.2267296936742569,Iris-versicolor
+29,6.672405417086354,3.312391620961864,5.723588967360632,2.5,Iris-virginica
+30,6.642756928741797,3.30905684788752,5.656864765171565,2.1465142658932006,Iris-virginica
+31,7.6582634379559265,2.598788291180538,6.899998818875637,2.2840210410661337,Iris-virginica
+32,5.7233048186779545,2.521269244033737,5.005251483659388,1.9914875668167975,Iris-virginica
+33,5.009444323454539,3.200682214408019,1.2,0.20123776799293347,Iris-setosa
+34,6.958053703573218,3.187755586361311,5.5392767432241445,2.300372102088675,Iris-virginica
+35,5.07759291851132,2.496006424145395,2.9591069946484163,1.0886615523563645,Iris-versicolor
+36,6.822468814616345,3.0187292531382193,5.268438411016741,2.2246103149671477,Iris-virginica
+37,5.102835215534172,3.489999476777257,1.4015007176368288,0.29705961872922165,Iris-setosa
+38,7.9,3.8053673253151254,6.439004919458284,2.0140810045086606,Iris-virginica
+39,5.44041745930408,3.8661148484295467,1.6722299999481987,0.36592168164107175,Iris-setosa
+40,5.496370656727609,2.611518933207694,4.4136357311486565,1.2232191807228499,Iris-versicolor
+41,6.281845394081394,3.3988414137727174,5.632796850172046,2.4033491409000924,Iris-virginica
+42,4.811841012458146,3.0,1.4036214005354593,0.1,Iris-setosa
+43,5.503240017418774,3.0,4.4131594965355605,1.4712785141535067,Iris-versicolor
+44,6.8323549632407445,3.176660680295747,5.786823495423705,2.2754211779659452,Iris-virginica
+45,5.227721468872712,3.42703554681441,1.6253573671434036,0.201697081195205,Iris-setosa
+46,5.111021150991058,3.297161365403555,1.821965288412471,0.42815815702268734,Iris-setosa
+47,5.436924156775759,3.406559801828802,1.6836149666188596,0.19723707084214365,Iris-setosa
+48,4.608790055490567,3.3974453510418905,1.404601780704707,0.3464588338534521,Iris-setosa
+49,5.661673100917075,2.716474973528889,4.2978194737825275,1.2598693140528645,Iris-versicolor
+50,6.4088609402783305,2.7275459478233164,5.26509164249616,2.0054312002663064,Iris-virginica
+51,6.431604489678168,2.690742892410966,5.3078008240943095,1.8878184230209594,Iris-virginica
+52,5.447424105381289,3.4055431133469476,1.6004699226684052,0.42775366817574,Iris-setosa
+53,5.509216836423012,3.0,4.373391090634719,1.3905242465999457,Iris-versicolor
+54,6.813380137801948,2.784255764112919,4.809293867152575,1.3888864689558873,Iris-versicolor
+55,6.706613620422816,2.5046837105092985,5.768276139678546,1.795509099969327,Iris-virginica
+56,4.495579482343337,2.307628530968321,1.2964336894266242,0.3170193526908322,Iris-setosa
+57,6.072515342885379,2.8392863084971225,4.6440131066929755,1.2919375265383577,Iris-versicolor
+58,5.533716205832991,2.6128053225093244,4.400496440115704,1.2218767570965925,Iris-versicolor
+59,4.99143403117635,3.3806674211718475,1.7823732661810348,0.3578806453088037,Iris-setosa
+60,6.394935034713861,2.89506485443761,4.315561995067002,1.2907298316524773,Iris-versicolor
+61,7.9,3.8315356009192456,6.416522051833282,2.0340765116668846,Iris-virginica
+62,6.302406112282783,3.3106724598213084,4.726847911900993,1.6153970204864612,Iris-versicolor
+63,5.13436546207617,3.5686786572517417,1.4957364168322105,0.3830704168787463,Iris-setosa
+64,7.1139706658128254,3.0,5.909738438103218,2.0889639551782553,Iris-virginica
+65,7.09187418237948,3.0,5.813595836759587,2.1630108797480347,Iris-virginica
+66,4.914928354729392,2.3985364391808277,3.329741821484564,0.9294436299164794,Iris-versicolor
+67,5.090948424000075,3.4180988958659295,1.401530171524504,0.3008915371274034,Iris-setosa
+68,5.961722734836595,3.0,4.7178462303278135,1.7359666021574407,Iris-versicolor
+69,6.025559312902731,2.941184382952249,4.592302838319033,1.438147595188041,Iris-versicolor
+70,6.926707688644052,3.1103805015833377,5.0954634728417165,2.301674145899177,Iris-virginica
+71,5.736323483640675,2.4979441517163106,5.008782913018029,1.989158359918416,Iris-virginica
+72,5.486709217119382,4.2,1.4013311816645961,0.20287730902011472,Iris-setosa
+73,7.126767959582795,3.0,5.92999425162595,2.1515074075585816,Iris-virginica
+74,6.718162228087494,2.501373198342258,5.727072067770607,1.8002661896524612,Iris-virginica
+75,4.887037256010122,2.4015876748180665,3.251246010322071,0.9413256338273575,Iris-versicolor
+76,5.891619931836091,3.0,4.264109992724355,1.4958707781365592,Iris-versicolor
+77,7.295497342909559,2.881941489121243,6.27639920653019,1.7952596198566946,Iris-virginica
+78,5.418489065638592,3.0,4.390784928476122,1.4415569142409688,Iris-versicolor
+79,5.68951963727457,2.818591582871938,4.368355427068591,1.2882417746661188,Iris-versicolor
+80,7.899998900734964,3.7721698036764884,6.366575243062581,2.0019741622031293,Iris-virginica
+81,6.096055046355657,3.0,4.603007069527309,1.4080561378924965,Iris-versicolor
+82,4.901628760714065,3.0979181079702123,1.6039708222122817,0.10000009358873012,Iris-setosa
+83,5.004042493192083,2.465972993040951,3.0766497865278692,1.0709419760703462,Iris-versicolor
+84,5.961108141485252,2.8783346777609258,4.58394613027493,1.4123861327791258,Iris-versicolor
+85,5.21965540203851,3.7906507467801918,1.5591450172053583,0.4148177673001279,Iris-setosa
+86,5.494136688136161,3.7843621264362755,1.6668730897755804,0.303290678332592,Iris-setosa
+87,5.81205810558784,2.813292956478302,5.104967550774006,2.3982731227811147,Iris-virginica
+88,6.0002155155964125,3.0,4.430279219245295,1.492220141100188,Iris-versicolor
+89,5.607041096809133,2.484338027786387,3.930027286938153,1.094864631810291,Iris-versicolor
+90,6.682061532590099,3.3168712812835635,5.710398687745845,2.5,Iris-virginica
+91,5.059362265211023,3.6630259286811495,1.4998499848507514,0.4171519056642893,Iris-setosa
+92,5.804568226137897,3.0,4.305190220393278,1.3729622130018186,Iris-versicolor
+93,5.603538280657439,2.664188936658287,4.260152178728976,1.2553000977224669,Iris-versicolor
+94,6.309335889615067,3.4076582994284994,5.569664624353764,2.400848507594537,Iris-virginica
+95,6.321558608736179,3.274634749344693,4.695247313627623,1.5772416400057805,Iris-versicolor
+96,5.732849439670302,2.6952358432334758,5.095982989771491,1.8920639329625872,Iris-virginica
+97,4.7869141043560965,3.0,1.4006812954580892,0.10000009725860945,Iris-setosa
+98,5.516418673817274,2.431493142136111,3.7616154546213965,1.1041965781935525,Iris-versicolor
+99,4.8816207629003,3.0916358140234657,1.5646667209216791,0.10000009173718354,Iris-setosa
+100,5.121997561964926,3.5350209653191187,1.3995491613420141,0.30752154000139825,Iris-setosa
+101,5.70202064385348,2.7821157320485668,4.457595526659068,1.3669593961700102,Iris-versicolor
+102,5.181468297626825,3.79690251359368,1.6899306893867885,0.20021811578221396,Iris-setosa
+103,6.393396087641676,2.672073931794806,5.331781721447296,1.8154806733457591,Iris-virginica
+104,5.568450192480648,4.199999289776967,1.4003091855521546,0.2078259248046841,Iris-setosa
+105,5.857550587957837,3.0,4.021551095148453,1.4920575352443493,Iris-versicolor
+106,5.289513421715235,3.8670839407452755,1.6200408331220117,0.41421172529176903,Iris-setosa
+107,7.111378747705784,3.0,5.925970297811818,2.093912409248437,Iris-virginica
+108,6.302740021147704,2.8857999507573977,5.607767214562902,1.7978758691108512,Iris-virginica
+109,5.5140591244486075,2.448878005863003,3.7728413811281793,1.0776427918474676,Iris-versicolor
+110,4.91838093989797,3.1066153528218328,1.4970450669873485,0.10000009809405183,Iris-setosa
+111,5.085826235829083,3.3993511070580986,1.497118877523522,0.2004416189876238,Iris-setosa
+112,7.012470107128186,3.0,5.733677415945916,2.1125198412891093,Iris-virginica
+113,6.31034467744577,2.300836068362673,4.37945855866234,1.3018600004365497,Iris-versicolor
+114,5.117727574501432,3.7913188035354537,1.5526720822509503,0.20082683678198762,Iris-setosa
+115,7.9,3.7896938431116536,6.419190719207315,2.020344457574715,Iris-virginica
+116,7.899998885813561,3.781690092077799,6.4144752580295235,2.0117350024502954,Iris-virginica
+117,6.68535053143472,2.489467159658515,5.790510344915454,1.7956454856866562,Iris-virginica
+118,4.602587255976966,3.1987373400450476,1.4016949132645593,0.19991027212217544,Iris-setosa
+119,4.798481060255918,3.0,1.4004649377009875,0.2978149083987024,Iris-setosa
diff --git a/iris/tab_ddpm/2/19/test.csv b/iris/tab_ddpm/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/19/train.csv b/iris/tab_ddpm/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/19/val.csv b/iris/tab_ddpm/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/2/synth.csv b/iris/tab_ddpm/2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc4d1f87f84f6ff14329a22298f690d182f6d147
--- /dev/null
+++ b/iris/tab_ddpm/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.999355623741765,2.200000325759938,4.971440934760722,1.5186234494926598,Iris-virginica
+1,4.9986725214949645,3.2207551893464714,1.2000001860482135,0.20333787189725377,Iris-setosa
+2,6.552094828177216,3.0,5.510817221541883,1.8003513093153483,Iris-virginica
+3,6.791167835998621,2.7721220988282234,4.777083782145327,1.381770955506324,Iris-versicolor
+4,6.677953909560832,3.3108145192788796,5.834474161626417,2.49999958932023,Iris-virginica
+5,6.150817938340806,3.0,4.6053435917401835,1.4045213084647583,Iris-versicolor
+6,5.498025781141488,4.199998911942167,1.399133824827681,0.19902360824265009,Iris-setosa
+7,5.090056475203413,3.383400954692119,1.4913026083320595,0.19717442814563843,Iris-setosa
+8,6.703110779970299,3.2898352461679554,5.6808457753534105,2.499999535553675,Iris-virginica
+9,5.9191249152925955,2.904719584387587,4.557185997515004,1.4545497302112838,Iris-versicolor
+10,5.560390314806891,4.199998814986625,1.4029446895790207,0.208116788106764,Iris-setosa
+11,6.529232882962418,3.0,5.5397106180624895,1.793436959128125,Iris-virginica
+12,5.906295387861373,3.0,4.11492649914679,1.5022804670880912,Iris-versicolor
+13,5.922948956450425,3.0,5.089059985536214,1.7993225796910768,Iris-virginica
+14,5.975468982738189,3.0,4.817005228521896,1.805878380181173,Iris-virginica
+15,5.628916637238629,2.7089034178028064,4.2766104596165055,1.2898557032681097,Iris-versicolor
+16,7.899998982687498,3.784517339225902,6.429002185093141,1.99615125851237,Iris-virginica
+17,5.456233467114821,3.4597960711156963,1.6620160051413622,0.19987597773446442,Iris-setosa
+18,7.720720550437617,2.6142449985305745,6.9,2.309452710448189,Iris-virginica
+19,4.99570645489687,3.4051465779970362,1.6434176797919622,0.42251272791418687,Iris-setosa
+20,7.9,3.8644380361321016,6.45123429900768,2.0098975218457458,Iris-virginica
+21,6.271288535584674,2.7163328932930733,4.916097295546762,1.8076623711229693,Iris-virginica
+22,5.708671113391388,2.491515284066321,4.987426564839551,2.0191802709219666,Iris-virginica
+23,6.292244204525989,3.3942874742148716,5.588361661171757,2.405764373075171,Iris-virginica
+24,5.526298289906956,2.459089009730976,3.781694426014034,1.092023984778693,Iris-versicolor
+25,5.224588371930464,3.878804395939691,1.6421305573872735,0.3532244488423578,Iris-setosa
+26,7.325215618676558,2.904583503860284,6.276728356368112,1.814168845319314,Iris-virginica
+27,5.106726334645369,3.40287940577355,1.6876225027341136,0.20153404528675775,Iris-setosa
+28,5.080149023581352,3.5985572474450036,1.5283547340988537,0.2510777074594011,Iris-setosa
+29,5.408963726071359,3.0,4.481526955847527,1.4918056363383196,Iris-versicolor
+30,4.400000489746825,2.908606162710149,1.3941184288656845,0.1895099823475473,Iris-setosa
+31,4.587479885505436,3.3990221991136087,1.393311815782809,0.29701578069687357,Iris-setosa
+32,5.532291166585413,2.402988951187635,3.905113780676979,1.0855742492791458,Iris-versicolor
+33,4.898418206403008,2.416275680238852,3.3221610051615307,1.070510109693984,Iris-versicolor
+34,7.705309317705871,2.5953867089614815,6.9,2.2956589563331447,Iris-virginica
+35,5.635738606519042,2.9608432427679734,3.7736166155997806,1.3287816177989682,Iris-versicolor
+36,4.906958600769087,2.403366649801475,3.3163452012020187,0.9566539391286435,Iris-versicolor
+37,7.9,3.807524262142008,6.396145633477381,2.0247533819580505,Iris-virginica
+38,6.136730253321123,3.0,4.600535899190378,1.382507353207062,Iris-versicolor
+39,5.452072653379351,3.4488816531327484,1.4947575650269835,0.36343932552828984,Iris-setosa
+40,5.575799165790487,2.856592214056249,3.841121189701182,1.335083009833474,Iris-versicolor
+41,5.4988575112415425,4.2,1.4023830358311695,0.19610926630832132,Iris-setosa
+42,7.079356271605715,3.0,5.870960358248699,2.057320491808266,Iris-virginica
+43,6.099734368754472,3.0,4.589564005658034,1.3907286785992734,Iris-versicolor
+44,5.58410464059774,2.8622298328100406,3.5246397592999634,1.3041190192820686,Iris-versicolor
+45,4.921639694130364,2.4157391127968384,3.3480191718890624,1.0759492896900202,Iris-versicolor
+46,5.990053049379338,2.6660595210854936,5.108388654109195,1.5997999804370098,Iris-versicolor
+47,6.132610431861244,3.256211909972493,4.74672915622076,1.7775428621746634,Iris-versicolor
+48,6.872024915804775,3.111384996518307,5.125322750516582,2.291108929423595,Iris-virginica
+49,4.78428481587054,3.0,1.4024101606307993,0.29604856455875356,Iris-setosa
+50,5.610127678154987,2.6777944559835745,3.9161552601020766,1.2836836876147453,Iris-versicolor
+51,5.661044646346743,3.7991149377465554,1.5853013459743246,0.2927626894426481,Iris-setosa
+52,5.017676128102058,3.5233516464204553,1.5013143273105698,0.40739173848932536,Iris-setosa
+53,5.86867646186316,2.8627697528803977,4.548923691917598,1.3866756534740654,Iris-versicolor
+54,5.122523086408212,3.3024168844252473,1.6663697489774592,0.38924143974338793,Iris-setosa
+55,7.9,3.7885068169071685,6.418904312271871,2.01214094114124,Iris-virginica
+56,5.442115521739074,3.399662670904517,1.6951990538719046,0.19586568462605514,Iris-setosa
+57,5.501812920227937,2.5825001143805517,4.386189861912247,1.1895427568561703,Iris-versicolor
+58,5.189470052240903,2.709092185181646,3.888776153208685,1.4058357242323611,Iris-versicolor
+59,6.84824231267588,3.2126164815167666,5.869012185340482,2.3156275490503497,Iris-virginica
+60,6.78782802655004,3.1899652534973906,5.883325689677191,2.2910891151399366,Iris-virginica
+61,5.908585541078756,3.0,4.252720862394676,1.500904127690858,Iris-versicolor
+62,6.176681670060662,3.1785355682273635,4.747185039095741,1.6608140243606335,Iris-versicolor
+63,6.012118263919992,2.719500520381432,5.102835754059826,1.6149501547994056,Iris-versicolor
+64,5.411422926196441,3.4512470940238225,1.6960911473890392,0.21115161506209856,Iris-setosa
+65,4.4,2.9215986275356767,1.4011072170420562,0.20003599614516773,Iris-setosa
+66,5.460044444112417,3.0,4.544340478744913,1.5312190248679984,Iris-versicolor
+67,5.612994700943253,2.7507762102295534,4.392358044598599,1.3326111654038921,Iris-versicolor
+68,5.911923592542293,3.1953631264540787,4.813991068391374,1.7901894975162607,Iris-versicolor
+69,6.860785430279773,3.201690194961586,5.693199602744944,2.312800636224334,Iris-virginica
+70,5.116057506957557,3.303196613600248,1.7350734426084489,0.45075063325358644,Iris-setosa
+71,6.299689967014466,3.2936025010310113,4.692540023278237,1.6145848666391764,Iris-versicolor
+72,5.822615908438617,2.7963302947015465,5.098699298808249,2.3981855558993095,Iris-virginica
+73,5.573468314539472,2.803653886213786,3.534163492036736,1.3178441478870098,Iris-versicolor
+74,6.5192849125108525,3.1699397155560924,5.102645657014982,1.9887233887791003,Iris-virginica
+75,5.777744993720002,2.674356463464011,5.100140288011388,1.9012919986156551,Iris-virginica
+76,5.061100139162502,2.4912977975544583,3.126083964720756,1.0939366689723924,Iris-versicolor
+77,6.0154975648082925,3.0,4.781890642967477,1.8035718451808076,Iris-virginica
+78,4.500344615581366,2.303044617890153,1.295130041889987,0.29540845210208894,Iris-setosa
+79,5.800205702854157,2.6818159050597177,5.084021029683943,1.901192562201865,Iris-virginica
+80,4.893504744453011,2.406882911377687,3.2596588848974735,0.9489942093367438,Iris-versicolor
+81,6.672295446586231,3.0,5.00342225579863,1.7004382473249824,Iris-versicolor
+82,4.799599772437957,3.0,1.4006993962637049,0.31729473002885855,Iris-setosa
+83,5.511603289175179,2.3993644513649395,3.7934869434268914,1.1169791696788864,Iris-versicolor
+84,4.604197275339982,3.3963720390734724,1.3900190312344896,0.31214614275467895,Iris-setosa
+85,5.892325521062459,3.0,5.098351307298656,1.8047861482045162,Iris-virginica
+86,5.385394414879351,3.0,4.5011722087566834,1.508481267408807,Iris-versicolor
+87,5.229368051819158,2.712415313510303,4.012245208349388,1.410144875416213,Iris-versicolor
+88,6.3316432638548354,2.4889205906798657,4.87832612217773,1.4903284665585477,Iris-versicolor
+89,6.687890951718036,3.2923806276559535,5.667711762211336,2.090413400589243,Iris-virginica
+90,5.5569276319024254,2.529068647613367,3.847095181634776,1.118841763352531,Iris-versicolor
+91,4.905123710503259,2.402777943361928,3.4068577015884753,1.0101068144218512,Iris-versicolor
+92,5.003396385995305,3.2927206561079623,1.3951110679704202,0.2018885234067737,Iris-setosa
+93,5.9758699914364275,2.6942034074593075,5.092701537758586,1.5697707193990051,Iris-versicolor
+94,6.36969987703423,2.5770996876584307,4.8387873280307785,1.4547876109487405,Iris-versicolor
+95,6.022461658065837,2.701660937613508,5.087871545404998,1.601378846945958,Iris-versicolor
+96,6.003168033619492,2.9594330729628897,4.489187043486805,1.47736296120249,Iris-versicolor
+97,6.086354579444237,2.607220560668539,5.6144333218792415,1.3850839616518207,Iris-virginica
+98,5.504457492795252,4.199999251923049,1.401208684400122,0.18953344986522935,Iris-setosa
+99,5.2301306043339615,2.5143225247038457,3.344023124445646,1.1270920574761776,Iris-versicolor
+100,5.681653726068106,2.7791026032833304,4.417268248009421,1.293582704757712,Iris-versicolor
+101,5.141188715292598,2.5163401339516382,3.2740417560505346,1.1204592597682232,Iris-versicolor
+102,5.381098559306731,3.0,4.494132157573704,1.4980771756182192,Iris-versicolor
+103,6.8205186997313305,2.8170033827802556,4.791034211145224,1.405741814054891,Iris-versicolor
+104,6.0808809948181555,2.8082758727901447,4.6806614714409305,1.2058276483521166,Iris-versicolor
+105,5.770850753738158,2.830182844826909,5.101292987303333,2.3982877255045,Iris-virginica
+106,4.400000463068982,2.9224419855815027,1.4003318584398097,0.19492399476449934,Iris-setosa
+107,5.088389766655467,3.72135048823424,1.4940946340753396,0.38732210767516795,Iris-setosa
+108,5.707993674775014,2.687706260885955,4.198415094295686,1.3024795176925257,Iris-versicolor
+109,5.437648887854649,3.4063195501471273,1.4993540302251294,0.41274022365343505,Iris-setosa
+110,5.704655306816694,3.808823674463773,1.677305120958977,0.3176045367251567,Iris-setosa
+111,7.9,3.836133006083631,6.444524982056257,2.005707385894131,Iris-virginica
+112,6.039459806897349,2.9319821312474983,4.491008297583802,1.5014945393135102,Iris-versicolor
+113,4.621002382383711,3.2242898314731336,1.409416358933904,0.209496697385383,Iris-setosa
+114,4.496195555358567,2.2942699844828263,1.3023757121885946,0.35999371041086187,Iris-setosa
+115,4.4,2.8796052047949656,1.402379353007051,0.19915843073335926,Iris-setosa
+116,5.006356228232143,3.3022514871004613,1.3992443005244635,0.2024705117013031,Iris-setosa
+117,6.479020911404023,2.6543572384533203,5.358560619425905,1.8261398624862917,Iris-virginica
+118,6.273526497877859,2.8929579503111715,5.5802381409914785,1.7979072616647525,Iris-virginica
+119,5.314087171793925,3.6448813951636168,1.5017566845119132,0.19946662419303673,Iris-setosa
diff --git a/iris/tab_ddpm/2/2/test.csv b/iris/tab_ddpm/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/2/train.csv b/iris/tab_ddpm/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/2/val.csv b/iris/tab_ddpm/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/synth.csv b/iris/tab_ddpm/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d325cd0efe6cd4ea3f2a9262ae61f17e7bf7d77
--- /dev/null
+++ b/iris/tab_ddpm/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.918431592908913,3.196964153742523,4.812171954290778,1.8102731404191295,Iris-versicolor
+1,5.425088137703123,3.0,4.475016796311654,1.4934876959736028,Iris-versicolor
+2,6.296844316897958,2.922097114203039,5.613971709464955,1.8013360169637405,Iris-virginica
+3,6.7972109543679515,3.0,5.532222944162176,2.119566039884347,Iris-virginica
+4,5.3437228451539,2.663795363073663,4.169724177297418,1.3263415111265786,Iris-versicolor
+5,7.710885042824864,2.6210803798266396,6.9,2.315579065617127,Iris-virginica
+6,5.799049852335802,3.0,4.18915158668163,1.4548699137103778,Iris-versicolor
+7,6.664429034300589,3.3101643228968385,5.700447734186104,2.5,Iris-virginica
+8,5.599400292584799,3.0,4.128203837299389,1.320441430650581,Iris-versicolor
+9,5.122387109198125,3.3073704418013916,1.6806925758896525,0.5231403887372335,Iris-setosa
+10,7.9,3.794379796268971,6.394029656117984,2.018824411049911,Iris-virginica
+11,6.505498267434682,3.204073397837106,5.114107927538054,1.9684730444873952,Iris-virginica
+12,6.179400568836286,2.2000003357277595,4.457140735442644,1.54632566340498,Iris-versicolor
+13,5.809550936410124,2.8540435643835,4.485238753146886,1.3450708780052265,Iris-versicolor
+14,5.921455123637178,3.0,5.083504105765714,1.8016612818402677,Iris-virginica
+15,4.497082796302669,2.3019942548956993,1.2966172928077555,0.31979510992375537,Iris-setosa
+16,6.717705054594483,3.295961317650085,5.672197817839644,2.5,Iris-virginica
+17,5.951565125220551,2.738945271360762,5.071996554121664,1.613844015598353,Iris-versicolor
+18,6.799371320520793,3.200342416877831,5.875050648693529,2.2901288284254044,Iris-virginica
+19,6.293733341052591,3.3961514284122813,5.623550781911963,2.4005427956810292,Iris-virginica
+20,5.645022499174112,2.7272611168995535,4.2157128566042115,1.3226525132936835,Iris-versicolor
+21,5.679332551064221,3.8218424430384594,1.6713852307770451,0.353397626334819,Iris-setosa
+22,5.64731507200706,2.4550809099346664,3.953686065043994,1.0738811961446644,Iris-versicolor
+23,4.900901137812086,3.0836419787779024,1.4906369714507397,0.1,Iris-setosa
+24,4.897043563922968,2.4228112399107333,3.3666806871163217,0.9827806855183674,Iris-versicolor
+25,6.277279919635786,2.5092059260912003,4.8838666451733035,1.4984343619947105,Iris-versicolor
+26,6.425282781131227,2.981258454630666,5.526816725766589,2.0042388803059703,Iris-virginica
+27,5.122789596649638,3.4090774521348526,1.498753467692815,0.19820168747227773,Iris-setosa
+28,4.901563039580036,3.1002632230630174,1.4976671717163976,0.1000000966179812,Iris-setosa
+29,5.8827957088485885,3.0,5.10180819212313,1.803276894031164,Iris-virginica
+30,6.125489490848155,3.210533273421054,4.717343393734682,1.6745414925521753,Iris-versicolor
+31,6.008100104284616,3.0,4.794405784931048,1.8046190214750555,Iris-virginica
+32,6.3006253880555105,2.2985183337706774,4.412319943212792,1.3016335449081495,Iris-versicolor
+33,6.444955796707367,3.198324533331813,5.083311091934877,1.970515377814605,Iris-virginica
+34,7.9,3.778409794619627,6.402468034089069,2.0085404174529238,Iris-virginica
+35,5.100584734266489,3.7810348113294214,1.5213386486513434,0.20656403682565563,Iris-setosa
+36,5.493736050638582,4.1999992232126715,1.3887361624271652,0.198527905084383,Iris-setosa
+37,7.678062701896986,2.599043544789219,6.89999853272492,2.3107761579440487,Iris-virginica
+38,6.054233542112962,3.0,4.780149453021808,1.7911820044394273,Iris-virginica
+39,6.310663892639966,3.3945993762618136,5.583035713097768,2.4060263236814685,Iris-virginica
+40,6.679413173582819,3.303588435887774,5.8296110502711445,2.5,Iris-virginica
+41,7.9,3.8072108088116305,6.3896996220896805,2.0058196846409224,Iris-virginica
+42,6.0399345124688795,2.867378761542078,4.5881758146298175,1.3063147450118158,Iris-versicolor
+43,5.813659522496312,3.0,4.1366442689942655,1.4284529576015712,Iris-versicolor
+44,6.386218371644181,2.5577952615277835,4.786322053441383,1.452964074319155,Iris-versicolor
+45,5.908985851701537,3.224336237787371,4.8153247810032,1.805694513938709,Iris-versicolor
+46,5.036628768975026,3.3875072662085786,1.4532341400263245,0.20453248046593722,Iris-setosa
+47,6.003335041347395,3.0,4.898192775625856,1.801845642472892,Iris-virginica
+48,4.574247987288572,3.3973915595921116,1.4011591507828218,0.27658347405049344,Iris-setosa
+49,5.113745565290924,3.3023474840894447,1.750535957048029,0.49214896625425697,Iris-setosa
+50,6.289908382232532,2.717929518519154,4.939192368884208,1.802666876838535,Iris-virginica
+51,7.692662080594426,2.613293450594837,6.9,2.3109217162289077,Iris-virginica
+52,6.524443351602426,3.1962621080404587,5.1075438677077685,2.025247861145769,Iris-virginica
+53,5.998811287996038,2.7096185180291505,5.085901173817786,1.6197335938726054,Iris-versicolor
+54,5.7933476147169705,2.705755449896209,5.101243736307498,1.8957852203533725,Iris-virginica
+55,4.632681146201779,3.3065708804821385,1.408164643095972,0.22623942547005352,Iris-setosa
+56,6.117365990450234,2.6062221935845558,5.597383698257971,1.417487329507249,Iris-virginica
+57,5.459790072070557,3.3988906947731046,1.6438030940124089,0.20128006077593538,Iris-setosa
+58,7.9,3.8215007007213058,6.37614560262603,1.9439646181141317,Iris-virginica
+59,6.708786868979259,3.3053767526863616,5.718501143778756,2.106844651019422,Iris-virginica
+60,6.154651512150451,2.7920670033133543,4.673200090974856,1.2087001484015971,Iris-versicolor
+61,6.6637290174277615,3.303028276725683,5.754758755654326,2.5,Iris-virginica
+62,5.038053042890758,3.3926095074636198,1.5360511157348467,0.4330791835351918,Iris-setosa
+63,6.263514597969368,3.301469567078856,4.750456541186707,1.6493721178606133,Iris-versicolor
+64,6.705634817796282,3.31066744182491,5.679439713776114,2.5,Iris-virginica
+65,6.093673360032598,2.6003951379851333,5.583207955535261,1.3862450611880277,Iris-virginica
+66,7.9,3.754665659339535,6.3883953319745,1.9986954197243345,Iris-virginica
+67,6.788539852286451,3.0,5.508827045466064,2.1011162485892703,Iris-virginica
+68,4.982959079659047,3.262825729808691,1.4012687562547614,0.19931343445954164,Iris-setosa
+69,5.451966848161851,2.386497762306857,3.7900964903740224,1.100023166414839,Iris-versicolor
+70,7.70091230943468,2.5597057668248078,6.9,2.3009838971213536,Iris-virginica
+71,5.594067927170307,2.8767064872555808,3.6029406932625876,1.2804818436894974,Iris-versicolor
+72,4.90079537943626,3.096115686920548,1.4947831539434207,0.1,Iris-setosa
+73,6.150197168541718,2.995470814411551,4.621061772365944,1.3488352202899152,Iris-versicolor
+74,5.098141736468837,3.271303429688239,1.6002414210047116,0.43428037193814467,Iris-setosa
+75,6.261974779410904,2.9163723402225514,5.622150081877708,1.802803245513203,Iris-virginica
+76,6.636577401300288,3.0,5.874089568675619,2.19156557835191,Iris-virginica
+77,4.796039121871343,3.0,1.3855395567258093,0.1,Iris-setosa
+78,5.705524452371595,2.8536677997211206,4.463329305633324,1.317949976820913,Iris-versicolor
+79,6.8885877264828705,3.117993287179013,5.101834603313507,2.312544063179828,Iris-virginica
+80,6.689336261650038,3.0,4.9899263525002535,1.6791182944177914,Iris-versicolor
+81,5.616993330724967,3.0,4.005564247054217,1.3130568438456443,Iris-versicolor
+82,7.9,3.8364500384975067,6.408588544003724,2.0248491456392026,Iris-virginica
+83,5.654596872269824,3.754917479656859,1.499935067095948,0.30710753911030786,Iris-setosa
+84,5.791761930942481,2.729307073898002,4.581370711147841,1.2096633194658335,Iris-versicolor
+85,6.7185458106796965,2.5132115122218552,5.843599871845918,1.7956018031247833,Iris-virginica
+86,4.897297440054408,3.1003437279736916,1.4970042254773128,0.10000009396843229,Iris-setosa
+87,5.989640208265386,3.0,4.780915980096737,1.8037783006981918,Iris-virginica
+88,4.8715401633612005,2.412008006449744,3.382382899676696,0.9737604803969819,Iris-versicolor
+89,5.593565611386611,2.5701239030772802,3.9571844457802947,1.1598270447329435,Iris-versicolor
+90,5.005084633756509,3.2052808803063497,1.2,0.2048320940923306,Iris-setosa
+91,4.913057362004816,3.116423831348853,1.5871157235789168,0.1,Iris-setosa
+92,6.658510878022352,3.2841523813699847,5.729033678644706,2.4999996442478207,Iris-virginica
+93,6.484566043228109,3.0,5.4942746027166605,1.796970349721572,Iris-virginica
+94,7.064421213784607,3.1875486823556165,5.556644422147697,2.291446431503273,Iris-virginica
+95,6.556105332818215,3.1921282605046435,5.098019613556577,2.0486373710154484,Iris-virginica
+96,4.601178590079212,3.3870434725998573,1.390735585333267,0.2736255591399561,Iris-setosa
+97,6.0975412837376295,3.0,4.592055584105043,1.4199493336985152,Iris-versicolor
+98,6.057158853760236,2.801643608029407,4.688164296845009,1.2344000159878434,Iris-versicolor
+99,5.890424751269486,3.0,4.123855489345898,1.5005812753564267,Iris-versicolor
+100,5.630838088604393,3.0,4.064933591357268,1.327699806297033,Iris-versicolor
+101,5.035460037053263,3.488695963401207,1.5293733724798502,0.43974427412834854,Iris-setosa
+102,6.397055702010998,2.7056096478974543,5.272976369950828,1.9090412816872713,Iris-virginica
+103,6.129028545583059,2.581724958567063,5.570944554360249,1.4306780684602451,Iris-virginica
+104,5.088165252496431,3.2973192170303816,1.7631565443973254,0.45705418742348325,Iris-setosa
+105,6.314411438405119,2.681973932730352,4.998833231446856,1.8009076734574974,Iris-virginica
+106,6.186990850546094,2.2000003131295824,4.503425216112488,1.5110435667835231,Iris-versicolor
+107,7.899995778141243,3.728369485939656,6.345775430282706,2.0043357573303062,Iris-virginica
+108,5.928322422009926,3.0,4.991585905537721,1.8052042888549036,Iris-virginica
+109,5.047884883134006,2.438240028539232,2.997502886404967,0.9812722411678472,Iris-versicolor
+110,6.106381393505651,3.0,4.60405609354252,1.4393412611524028,Iris-versicolor
+111,5.772495892503352,2.584387086017438,5.051944415629658,1.9582492824503293,Iris-virginica
+112,5.217826407469377,2.705732323476731,3.980937331929985,1.3791173056372545,Iris-versicolor
+113,5.5828475893256115,2.727815980752525,4.19957650091582,1.2743503979754864,Iris-versicolor
+114,5.623770326920572,2.7084042903435765,4.122330408288229,1.3096020670574846,Iris-versicolor
+115,6.313266288534808,3.4291995202794334,5.612702482635379,2.3742854627539125,Iris-virginica
+116,5.45894694056593,2.383158027938397,3.6828087270567167,1.080762385646114,Iris-versicolor
+117,5.400602852966924,3.872456287458352,1.7436980431604017,0.39417715763083294,Iris-setosa
+118,5.733161597496508,2.7218116332700304,4.5452973892513535,1.1902804044005373,Iris-versicolor
+119,5.61519355801572,3.0,4.198896981608146,1.3011627006595239,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/test.csv b/iris/tab_ddpm/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/train.csv b/iris/tab_ddpm/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/20/val.csv b/iris/tab_ddpm/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/21/synth.csv b/iris/tab_ddpm/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd983a6096a6b2ca1fcfd3f38eef29de9dfc7f3f
--- /dev/null
+++ b/iris/tab_ddpm/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.228314103873292,3.0,4.967628993380122,1.873065504511134,Iris-virginica
+1,5.765809516949229,3.7884778509175856,1.5137228626296402,0.2998087015677542,Iris-setosa
+2,6.006562675842051,2.6945765305993925,5.089235810258225,1.59905951958927,Iris-versicolor
+3,4.4,2.8960211583784767,1.401280462812047,0.1992272512377556,Iris-setosa
+4,7.704862587104696,2.5741817124177913,6.9,2.333339357602785,Iris-virginica
+5,6.67778934524699,2.529976294813734,5.761239768875104,1.8005578864670018,Iris-virginica
+6,4.6151558622495115,3.1831251497552495,1.3990134313074671,0.20044317653400867,Iris-setosa
+7,6.684833686213647,2.4824061950124854,5.783007878820757,1.8069555269058113,Iris-virginica
+8,4.913479347643834,3.0,1.383749262465078,0.19726038275385138,Iris-setosa
+9,5.194868415110714,3.3681471345298064,1.6961155305995719,0.4527108106970656,Iris-setosa
+10,5.622733447576254,2.780064825349569,4.502607247373818,1.2802328114225787,Iris-versicolor
+11,6.016271432689287,2.8923845454483037,4.511227477585505,1.4184765619214805,Iris-versicolor
+12,6.5014516561271245,3.2158050687604622,5.103265585829409,2.034500161036047,Iris-virginica
+13,5.9873038386212105,3.0,4.871691546515284,1.7963732394595089,Iris-virginica
+14,6.802984627444604,3.0,5.422823489595355,2.11079394107129,Iris-virginica
+15,6.734041390185753,3.291681515771649,5.7440650274802705,2.499999486662888,Iris-virginica
+16,5.376928102702863,3.650317026842592,1.4963680352871105,0.19940437054315346,Iris-setosa
+17,4.887003108014225,2.4006403458373704,3.366243878581746,0.9241181863340178,Iris-versicolor
+18,4.777254953182999,3.0,1.3858004947646854,0.1,Iris-setosa
+19,6.8309847544569315,3.215899521066097,5.820120302813525,2.2672897790838875,Iris-virginica
+20,4.889896093264275,3.096550485047631,1.5755897793097353,0.10000010245775537,Iris-setosa
+21,6.321105057540343,3.0781429790851003,5.038291468800043,1.9035172577910937,Iris-virginica
+22,5.9665777742503625,2.907331760384055,4.509290333073894,1.5099383793964611,Iris-versicolor
+23,4.79324923891398,3.0,1.3923698506915287,0.3040841763172714,Iris-setosa
+24,5.516202074535339,4.2,1.3965287151585088,0.19930953724852246,Iris-setosa
+25,5.177123904758618,3.7667637890891634,1.6443207000791107,0.4924770680232375,Iris-setosa
+26,4.8936135634345606,3.1026335165625225,1.4918565139758975,0.1,Iris-setosa
+27,5.812715247013286,2.69762914050429,5.096170723684807,1.8658155655110142,Iris-virginica
+28,5.935515814952866,3.0,5.115829734398546,1.8037141176099263,Iris-virginica
+29,5.861887248603217,3.2089931649779717,4.757234375975645,1.8069510997727827,Iris-versicolor
+30,4.400000484779615,2.907442413429758,1.3966318626338028,0.19862400489814838,Iris-setosa
+31,5.358654464681472,3.0,4.487852813930836,1.495143005116161,Iris-versicolor
+32,6.488977407664751,3.0,5.767282589858308,2.26092918873623,Iris-virginica
+33,5.07367324821012,3.3910165219680324,1.5123729574644484,0.18663989680199003,Iris-setosa
+34,5.131696929656565,3.47454582690001,1.4061217102564383,0.29827519638470534,Iris-setosa
+35,4.992462320163902,3.298314698736966,1.384296723801019,0.19742427064953022,Iris-setosa
+36,6.108190641001271,2.795881852299391,4.696215100259229,1.1707547160178207,Iris-versicolor
+37,6.664034739637738,3.30152273525203,5.683586083456202,2.5,Iris-virginica
+38,5.213641422828905,3.776533678923185,1.5585281563867748,0.201164968197518,Iris-setosa
+39,6.732150277142568,3.292780447233311,5.723123160889087,2.1088967305307706,Iris-virginica
+40,4.879481196378605,3.08446877905871,1.4966101289096605,0.10000009492483798,Iris-setosa
+41,6.295805294088653,2.5103475625317166,4.9088568310304295,1.485319484343158,Iris-versicolor
+42,5.683398294759961,3.8033051687458115,1.6326199854104775,0.2933367064036324,Iris-setosa
+43,5.570904808748976,2.4730982138121282,3.7996450084628286,1.0892097156802967,Iris-versicolor
+44,6.681057267905918,3.306510284270568,5.759581537609802,2.499999606606846,Iris-virginica
+45,6.130465728357353,2.813727369501727,4.640942287074165,1.2304228399598072,Iris-versicolor
+46,5.336270860297399,2.4283700219293216,3.4649666982880865,1.0644592897208034,Iris-versicolor
+47,5.162573014756508,3.7575625784767714,1.6264868891706654,0.20240571752003805,Iris-setosa
+48,7.274528008635163,2.9104082253776484,6.280133045561024,1.8177007345230805,Iris-virginica
+49,5.784081281770828,2.8080608398190217,5.102267684557886,2.4082555436177224,Iris-virginica
+50,4.605455762771578,3.146530445737671,1.4002918141161558,0.20202520053665293,Iris-setosa
+51,5.709135614670973,2.7986617943343406,4.500550084210945,1.2998766157748076,Iris-versicolor
+52,5.667330075195702,2.769633175720382,4.4583320731280685,1.2906851289591514,Iris-versicolor
+53,6.29828350643617,3.306391709625523,4.661660471034485,1.5684987265229458,Iris-versicolor
+54,5.00161552009308,3.1852659536364265,1.2,0.20164637846483077,Iris-setosa
+55,6.7156473184596255,2.511260700863564,5.830130011168883,1.7865727834416303,Iris-virginica
+56,4.910574028545694,2.3961268659175645,3.297094737823305,1.0168416356875825,Iris-versicolor
+57,4.504337149722347,2.2977426974906123,1.3056928869225062,0.4011508311079681,Iris-setosa
+58,4.487022140106691,2.314905503714161,1.2996561969265883,0.29649389816117583,Iris-setosa
+59,5.15751104462901,3.7970651201122765,1.493347138469983,0.42521026472607704,Iris-setosa
+60,5.740371591028548,2.7048896268777742,5.069295721872834,2.2814505029907095,Iris-virginica
+61,4.88878218378309,3.0,1.4053008659157515,0.20346725343006059,Iris-setosa
+62,4.90981769320696,2.422508045123465,3.383693616794803,0.9858808631727327,Iris-versicolor
+63,6.305057723786537,2.7044282329392773,4.850538175940376,1.8014379675630685,Iris-virginica
+64,5.195875601933032,3.7251725081054508,1.4968612020215557,0.4442526664485955,Iris-setosa
+65,5.516276221265177,2.4054422368325543,3.7329305554177292,1.1001463878980366,Iris-versicolor
+66,6.705690742245032,3.2996134602486733,5.702897156545691,2.5,Iris-virginica
+67,5.894064384654143,3.1926465271206412,4.774307979550881,1.7960964978296792,Iris-versicolor
+68,5.907483722080247,3.204219772268744,4.796877313951853,1.8062551179740047,Iris-versicolor
+69,4.9001183143626985,3.0946964777678487,1.6305484017878542,0.1,Iris-setosa
+70,5.160409805943124,3.4756921271389536,1.5345051933786422,0.21769604072328913,Iris-setosa
+71,5.012115910685231,3.4153496366323544,1.7886690385622828,0.3880216545225401,Iris-setosa
+72,6.292477146322468,2.294232439257969,4.410957745223991,1.3215925293426511,Iris-versicolor
+73,5.8613502493483525,3.0,5.093697653156603,1.792874986211707,Iris-virginica
+74,6.310190767335327,3.2997057651067068,4.7167374866422165,1.6062729514449345,Iris-versicolor
+75,5.929262742755973,2.896754880700432,4.592861115062056,1.3056376542427888,Iris-versicolor
+76,7.899998669980644,3.7884865792583255,6.431470193010558,1.9883311093126192,Iris-virginica
+77,7.033517888410692,3.2311892840501857,5.674872367779884,2.3090631115554707,Iris-virginica
+78,6.508719756156415,3.0,5.444234499069602,1.8032144923095468,Iris-virginica
+79,6.540010656928195,3.2073513280869674,5.094182922731471,2.0425864230104045,Iris-virginica
+80,7.118359199023235,3.0,5.931682013368598,2.0550848803795785,Iris-virginica
+81,5.780058224825345,2.790318548727033,5.095128436628341,2.4106104043692356,Iris-virginica
+82,6.293316261816465,2.7094186827000772,4.8937714464024085,1.7934039714627916,Iris-virginica
+83,7.9,3.818116283269488,6.408450195274835,2.0214104335156478,Iris-virginica
+84,7.899998394237123,3.8024595386767626,6.322460076793284,2.005588069058989,Iris-virginica
+85,5.81915480883507,2.790087309816312,5.09250039428045,2.3933408387737045,Iris-virginica
+86,5.544564187578679,3.0,4.2617171315836115,1.339253910249316,Iris-versicolor
+87,6.290394323480724,2.305748350430644,4.400756517153952,1.2916645064379464,Iris-versicolor
+88,5.647378402535695,2.9945121730891437,3.7577351159462618,1.3325269269234388,Iris-versicolor
+89,6.393452351206923,2.7045810817764004,5.292309961406612,1.8694189780668256,Iris-virginica
+90,6.392363639002487,2.8870372787198395,4.348412279693113,1.2892939853015775,Iris-versicolor
+91,4.909845164139818,3.0423059912576367,1.4217774674420487,0.32383000909733656,Iris-setosa
+92,5.2069930534092235,2.687959895021339,3.94745409433389,1.3908040411999487,Iris-versicolor
+93,4.900164841128261,3.1078931057067654,1.496463834779806,0.1,Iris-setosa
+94,5.545140488523749,2.5016874131202247,3.9309313975629596,1.097664051792844,Iris-versicolor
+95,4.900455844063415,3.0986511801347496,1.5978951748388233,0.1000001027145856,Iris-setosa
+96,5.504292293437853,4.2,1.3923445268047907,0.20257573650347854,Iris-setosa
+97,7.899998682857033,3.775183601010995,6.458888101275526,2.0297166193166998,Iris-virginica
+98,5.4653370777661925,2.374397652342674,3.797679681089038,1.093314945896537,Iris-versicolor
+99,6.093585163860372,3.0,4.595227270446987,1.397145020819785,Iris-versicolor
+100,4.791814735328555,3.0,1.3869691276582423,0.3300222918575618,Iris-setosa
+101,6.700796447148602,2.502159820888889,5.840863421748244,1.8010749702048894,Iris-virginica
+102,6.659205178060244,3.288339028228962,5.669495625174977,2.5,Iris-virginica
+103,6.316288010941784,3.4092389473641607,5.56799713809506,2.395428687275896,Iris-virginica
+104,6.416793821132622,2.9702978843025476,5.634664686448765,2.0466898168093888,Iris-virginica
+105,6.329983162805773,2.714591448834788,4.869001213248698,1.7923411589028333,Iris-virginica
+106,7.133509149886833,3.0,5.989177402935815,2.0772109633074627,Iris-virginica
+107,5.468734392198252,4.2,1.3961542131523257,0.19722482097427674,Iris-setosa
+108,6.521083450213205,3.108337464526823,5.168561949207543,1.9302061911420134,Iris-virginica
+109,5.5972508005582045,2.472212076590279,3.906758162374259,1.1087783226511359,Iris-versicolor
+110,6.102999720167096,2.8352700660307866,4.650345818806691,1.260265283443085,Iris-versicolor
+111,6.314968583909371,2.484476643617841,4.95724358943023,1.4976097381322708,Iris-versicolor
+112,5.48621285358923,4.2,1.4033693871082193,0.20385290985568677,Iris-setosa
+113,6.281291296787363,2.7599423972800863,4.920152140767456,1.7966721323658446,Iris-virginica
+114,5.9701908359566165,2.975114036830561,4.441660369279047,1.4781194160937652,Iris-versicolor
+115,5.414058050327685,3.4057309310497854,1.6606656119560743,0.20190425190411912,Iris-setosa
+116,4.828444973864906,3.0,1.401783089097468,0.2962637901314613,Iris-setosa
+117,5.644659147689824,3.7730753611506898,1.6494780603956931,0.3796497241983152,Iris-setosa
+118,4.797865992655353,3.0,1.3976983476535128,0.31631434231898553,Iris-setosa
+119,4.9292563236772065,3.0962606814655014,1.3980231184330325,0.2006836050865658,Iris-setosa
diff --git a/iris/tab_ddpm/2/21/test.csv b/iris/tab_ddpm/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/21/train.csv b/iris/tab_ddpm/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/21/val.csv b/iris/tab_ddpm/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/22/synth.csv b/iris/tab_ddpm/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5f87e257a7b9d7ae4e84a33eb7412c1f16f2cf43
--- /dev/null
+++ b/iris/tab_ddpm/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.297114235802806,2.701094084266681,4.899281023554087,1.7994741034466457,Iris-virginica
+1,5.864046146586722,2.8690804168628765,4.542289218483566,1.3669181227269773,Iris-versicolor
+2,5.114956175010847,3.2989538793579958,1.7260503132605012,0.5953042648535112,Iris-setosa
+3,5.808779556230881,3.183687365974,4.841958036953106,1.7913451933459976,Iris-versicolor
+4,6.283455425453716,2.3112027180289862,4.369025079329256,1.2951751056658831,Iris-versicolor
+5,6.697657828187918,2.4952943290266343,5.755973348312735,1.8007202420199506,Iris-virginica
+6,5.4285223959380895,3.9106762900476584,1.6728440188157883,0.43607395827585693,Iris-setosa
+7,5.68525328605478,3.8121010516092504,1.7722014869074039,0.3841041145832935,Iris-setosa
+8,6.131033414658503,2.8286151288498793,4.652288648379282,1.1746015470123687,Iris-versicolor
+9,6.650584360891249,3.2938658437203845,5.704216235730613,2.0952234687832694,Iris-virginica
+10,5.975991046501971,2.869567101198746,4.531713036910363,1.4508159042916269,Iris-versicolor
+11,5.878478064000016,3.0,4.335905805729134,1.5169684264349321,Iris-versicolor
+12,5.3952378461019235,3.0,4.489386171932563,1.4983951095944037,Iris-versicolor
+13,6.113663768623299,2.599860266986808,5.601449153747416,1.3837668951483444,Iris-virginica
+14,5.121447163799127,3.51217701790473,1.3989720075275827,0.32431108806840675,Iris-setosa
+15,6.0095345892922944,2.686625475126638,5.129132575729661,1.6019356606323771,Iris-versicolor
+16,4.876527706979663,3.0748899559327207,1.4869945292155755,0.1,Iris-setosa
+17,6.706122202708936,3.0,4.984045960511762,1.7108506120393172,Iris-versicolor
+18,6.726698188049076,2.8120876911616177,4.689482342200504,1.3799132055553525,Iris-versicolor
+19,6.1424781327689315,2.3533052331920157,4.354356247506345,1.2876060464018324,Iris-versicolor
+20,6.511689783171501,3.0,5.48782910415217,1.7992531622563748,Iris-virginica
+21,5.189456470413039,2.6967567093106926,3.934422429642374,1.407793296438593,Iris-versicolor
+22,6.793200866170374,3.190446850078643,5.821651448197901,2.308905555653212,Iris-virginica
+23,6.510947810822053,3.192737456483338,5.094266476103044,1.9935162511678555,Iris-virginica
+24,5.156010693142606,2.4947320367662664,2.9960838334719266,1.1070496482075485,Iris-versicolor
+25,6.0478791606870885,2.7951468646096704,4.685945063721209,1.180033207818626,Iris-versicolor
+26,7.223494215411975,2.975298317171158,6.104317526181188,1.9606876278293957,Iris-virginica
+27,4.798940448098236,3.0,1.3878533687896941,0.10000013500831399,Iris-setosa
+28,6.68513871991018,3.3065401578525524,5.85381072064854,2.5,Iris-virginica
+29,4.587009049957001,3.401939039856328,1.3885167226656396,0.2989887588378316,Iris-setosa
+30,6.680104835049927,3.0,4.985600846029618,1.7076568522203819,Iris-versicolor
+31,5.781266742387421,2.828962196298564,4.546167992109835,1.3732139272170973,Iris-versicolor
+32,6.024379635214372,2.6521207776958975,5.076978808236034,1.6004969402148659,Iris-versicolor
+33,5.352016083649355,3.4003750232629186,1.6145041382966188,0.2028233949219097,Iris-setosa
+34,6.72265423917954,3.2981197976489147,5.746890319819257,2.097389743452738,Iris-virginica
+35,5.5747436432071735,3.0,4.125980999557696,1.2897924874624966,Iris-versicolor
+36,5.584579803500834,2.9368006060717744,3.524330450007053,1.3420260655052108,Iris-versicolor
+37,6.410834647258081,2.6792197497488224,5.329145201680685,1.9022895122839054,Iris-virginica
+38,6.915463217436574,3.096345996622025,5.098489147192708,2.2929251915309097,Iris-virginica
+39,4.612186071384094,3.401091948156087,1.3932808203079388,0.30375357861736874,Iris-setosa
+40,5.604153635368838,2.5080447919212223,3.9859336643513323,1.114556458413333,Iris-versicolor
+41,5.701500791443578,2.809543704160514,4.494423882857512,1.2954389687764365,Iris-versicolor
+42,6.317840810151979,3.2738119234515803,4.716012099065115,1.614476585541385,Iris-versicolor
+43,6.071420296352516,2.9827751218345075,4.541338164624858,1.4142996992018664,Iris-versicolor
+44,6.008694957433928,2.7081627215927204,5.097826239810219,1.592055781466603,Iris-versicolor
+45,5.445384385153958,3.0,4.483835873300736,1.5054371327508915,Iris-versicolor
+46,5.3159848890428005,3.6725838028526323,1.5527775023726464,0.1996024143783155,Iris-setosa
+47,5.5175369145625135,2.419596703225146,3.920052412030624,1.0707775717448182,Iris-versicolor
+48,6.314235241894845,2.5080869549629328,4.934550781217186,1.5111248787504248,Iris-versicolor
+49,7.9,3.807427780515951,6.365175011237005,1.9765851074359189,Iris-virginica
+50,5.898968163832552,3.20429746900929,4.8202538046485675,1.7992898686157934,Iris-versicolor
+51,6.27577971793134,3.394808847260565,5.65269491994632,2.397584838707803,Iris-virginica
+52,5.695236394733546,2.4855546441883325,5.006825623774766,1.9837099012129125,Iris-virginica
+53,4.985232937152372,3.3959146889112994,1.8607387350213962,0.39171537090290076,Iris-setosa
+54,4.997418400903436,3.288036780763845,1.3855737990008812,0.19595477888880303,Iris-setosa
+55,5.72889087601895,2.508972958728587,5.004012504027755,1.9986527081433583,Iris-virginica
+56,5.906764601492429,3.0,5.102480337441539,1.8008384623729476,Iris-virginica
+57,4.613673947293694,3.1959058911285094,1.4002628706154017,0.19933895988186456,Iris-setosa
+58,6.112922140211827,2.8107485305488216,4.646598086163521,1.2538249131172337,Iris-versicolor
+59,6.635161683971512,3.3211721749711773,5.695337626041823,2.4999996309439503,Iris-virginica
+60,6.307655742191366,2.718969565136368,4.893861296428212,1.7972609888003168,Iris-virginica
+61,5.655868649855184,3.0,3.994453585072619,1.3580734901008236,Iris-versicolor
+62,5.153805854387732,3.7638124721660833,1.4973916358708186,0.20210071017502362,Iris-setosa
+63,7.689844260599835,2.5985255264378564,6.9,2.298329578099083,Iris-virginica
+64,6.711834965368895,3.2966789462096817,5.714298306164829,2.0852732197895874,Iris-virginica
+65,6.680816546463992,3.293363733656731,5.676699591480448,2.5,Iris-virginica
+66,6.673241574085936,2.5012879687676146,5.796228758531596,1.789720417427137,Iris-virginica
+67,5.754738487544829,2.8132389233898842,4.537473448899552,1.3281687797613755,Iris-versicolor
+68,5.098004378559578,3.501458197648,1.415205058022324,0.33600275458106593,Iris-setosa
+69,5.5592986619579845,3.841228310936016,1.6629589003092353,0.3306287423077748,Iris-setosa
+70,6.189823815136518,2.565085901950934,5.019968301181269,1.5270070119210404,Iris-versicolor
+71,4.505703252462555,2.314236052803914,1.2983379549061256,0.31841101023004414,Iris-setosa
+72,6.634693124342952,3.3199850555030617,5.884152614140903,2.5,Iris-virginica
+73,4.494542546657725,2.311925849205491,1.2930998693195797,0.2995448306057398,Iris-setosa
+74,5.539966690807135,2.4581431515869983,3.8321038231268627,1.0918550706494041,Iris-versicolor
+75,4.829098227647509,3.0,1.4110058068293225,0.10000009728510066,Iris-setosa
+76,6.7664708097126365,2.7925817002038213,4.785575478795199,1.3905869468928476,Iris-versicolor
+77,6.856966548332223,3.206070308386428,5.778933282001184,2.305577659377059,Iris-virginica
+78,5.243372666961217,3.398103253300218,1.6887992968744414,0.19857293590140718,Iris-setosa
+79,4.4,2.8966926284592387,1.3815278664218409,0.19870319055332641,Iris-setosa
+80,5.111003694466117,3.5075262163795715,1.4026065225908797,0.2992862579267602,Iris-setosa
+81,5.538758275896927,2.718003504787313,4.374590592253906,1.3002170933678932,Iris-versicolor
+82,6.808776559786184,3.1864859539925816,5.838926593075765,2.314124274311071,Iris-virginica
+83,4.595298173946872,3.2020475124535603,1.402263039785352,0.19640573459587582,Iris-setosa
+84,6.364140554238093,2.504631565472086,4.895512987469586,1.4746057982300886,Iris-versicolor
+85,7.8999986410655145,3.745770440479045,6.393416549593686,1.9859172240446918,Iris-virginica
+86,5.76599229200034,2.8536229674539375,4.4276975735177295,1.3064406867127119,Iris-versicolor
+87,7.9,3.8440437397356204,6.413388836451389,2.002720642244756,Iris-virginica
+88,6.034354660371531,2.2,5.007224069482277,1.4957354370557445,Iris-virginica
+89,5.6162242945056855,2.8319849643065176,3.7284898142709753,1.3007121580691237,Iris-versicolor
+90,4.821746935141486,3.0,1.3889841760627653,0.1,Iris-setosa
+91,6.312643324960721,3.3124448895187593,4.702016148691385,1.6054331452868214,Iris-versicolor
+92,5.899122527288559,3.0,4.26343785847122,1.4966709725232965,Iris-versicolor
+93,4.813675164463414,3.0,1.3989433820716286,0.3655228799194531,Iris-setosa
+94,5.921186920906302,3.0,5.088092841294844,1.808529928231893,Iris-virginica
+95,6.304519440827558,2.6939801788557136,4.905767959293392,1.791328080510554,Iris-virginica
+96,4.609120625591462,3.182458037014777,1.402325435820082,0.20219254436308778,Iris-setosa
+97,4.609849602055355,3.3954586988373694,1.4002991494403128,0.32480730244860406,Iris-setosa
+98,6.799144159479704,3.054507186993368,5.117581279400288,2.2476790677779097,Iris-virginica
+99,6.0898460024963486,2.932479892924276,4.588655462452631,1.3417074454025388,Iris-versicolor
+100,6.877994877113628,3.0,5.510490986130673,2.103538188509013,Iris-virginica
+101,4.796123499667902,3.0,1.3979135976099033,0.1,Iris-setosa
+102,5.005985625116673,3.1726979798535493,1.2,0.20523747852949084,Iris-setosa
+103,5.878591334469492,3.0,4.253891503269667,1.4998686459972745,Iris-versicolor
+104,5.119651101691807,3.815775397558202,1.632541394326521,0.1973014717627689,Iris-setosa
+105,6.014451409559914,2.933773440436974,4.577696582286967,1.3974996277662064,Iris-versicolor
+106,6.3198398182968125,2.485142263025252,4.90517843298365,1.4996688519916617,Iris-versicolor
+107,6.66824696178429,2.461198926901788,5.801064341910525,1.8088248011544161,Iris-virginica
+108,5.589547614619769,3.0,4.135274279893615,1.3024177061657125,Iris-versicolor
+109,4.886453817672499,2.3907668645401774,3.297031156342642,1.009620022479925,Iris-versicolor
+110,6.493803464600509,3.0,5.793377200087968,2.205124360312036,Iris-virginica
+111,5.496193444506332,4.199999266780051,1.3848362606797213,0.20258272748404124,Iris-setosa
+112,5.982965758024063,2.2000003010368174,5.015990864229023,1.5079092935692855,Iris-virginica
+113,6.864937015145749,3.1982729761164004,5.835426055544952,2.2929326232437006,Iris-virginica
+114,7.899998302313908,3.824764966899139,6.3690123275222446,2.042029596389342,Iris-virginica
+115,6.884683500220354,3.19427700601702,5.727658313930603,2.3050762645828615,Iris-virginica
+116,6.623442726331391,3.328607831763565,5.6938271969730385,2.1139404322864883,Iris-virginica
+117,5.531209450258964,2.6400925256430128,4.423982641050092,1.2099439472368745,Iris-versicolor
+118,5.782676700743877,2.709238422122255,5.105042852668754,1.8738980807589594,Iris-virginica
+119,4.892888946951732,3.095931289463667,1.4956416055746011,0.10000009353687817,Iris-setosa
diff --git a/iris/tab_ddpm/2/22/test.csv b/iris/tab_ddpm/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/22/train.csv b/iris/tab_ddpm/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/22/val.csv b/iris/tab_ddpm/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/synth.csv b/iris/tab_ddpm/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d1ae228b8d44b88905025665192c7e7bc99d6578
--- /dev/null
+++ b/iris/tab_ddpm/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.018578975391861,2.7050442626160778,5.090507113783279,1.602809175787057,Iris-versicolor
+1,6.048333408488231,2.9627354766735206,4.4407425949334876,1.4670974456292374,Iris-versicolor
+2,6.720894715347454,3.3103930753248574,5.698071839121106,2.5,Iris-virginica
+3,5.224794245197832,2.6879194112083407,3.8767116309525784,1.4072967624743276,Iris-versicolor
+4,7.336390603281701,2.891644687060944,6.331932998446408,1.7960988702082048,Iris-virginica
+5,5.9071455773386,3.209300364619625,4.796849332292458,1.809689986574863,Iris-versicolor
+6,5.474180403627709,3.883826022459783,1.6698184920947714,0.3665673205743425,Iris-setosa
+7,6.495795192021305,3.185775586368508,5.094869704414125,1.9921474450039898,Iris-virginica
+8,5.699295996702107,2.49473850167259,5.02578557570181,1.99389566247473,Iris-virginica
+9,5.449132851357851,2.3995823866652843,3.7522032992310965,1.0539985659532747,Iris-versicolor
+10,5.318190415569655,3.373168773358656,1.5132665255029152,0.4612854258593482,Iris-setosa
+11,5.377957129151305,3.0,4.564283627844597,1.4837941957001304,Iris-versicolor
+12,5.573025817533605,2.4585649785355246,3.8121006372741966,1.0908874486701434,Iris-versicolor
+13,5.221516121071884,3.4480654147725085,1.7412718451928653,0.19876729292842085,Iris-setosa
+14,6.772586148712788,2.777235932114247,4.778429116181774,1.3933029316845293,Iris-versicolor
+15,6.066290074939366,2.2000003055576576,5.010847664593667,1.514553104167939,Iris-virginica
+16,7.899998964967991,3.779418575423622,6.401445669882081,1.9921762110048864,Iris-virginica
+17,4.988672680510201,3.3073289023061454,1.398816281173216,0.1983221244337767,Iris-setosa
+18,6.695573928874433,3.0,4.981624705788123,1.7176095225541854,Iris-versicolor
+19,7.9,3.8236908913511427,6.353124596705094,2.0044416844309505,Iris-virginica
+20,6.784480656517709,2.8026554026059824,4.781295739751169,1.4003943521848077,Iris-versicolor
+21,5.831594054476818,2.815259886847758,4.451897407674047,1.41871906097598,Iris-versicolor
+22,4.841738804628926,3.0,1.4018606988144928,0.2689505000912832,Iris-setosa
+23,5.2704212339074115,3.5332358883684107,1.4917268620435742,0.19556675517890426,Iris-setosa
+24,5.16792887908472,2.6326701661783964,3.690646358008441,1.3250259829919717,Iris-versicolor
+25,6.664910656878573,3.2917571126992335,5.6913863067562644,2.086154365654044,Iris-virginica
+26,6.695830639877235,3.0,4.958199011588525,1.6773716614084242,Iris-versicolor
+27,6.770012709293825,2.8150362460229665,4.742849474951757,1.3771245729338013,Iris-versicolor
+28,6.0998083560986815,2.8080302882969717,4.6267302506316605,1.2177693871137356,Iris-versicolor
+29,6.513003835604012,3.0,5.771141898289278,2.167278585064753,Iris-virginica
+30,4.4,2.8913421683859517,1.399181242918176,0.20541000517741928,Iris-setosa
+31,5.1099417795268,3.509762893035551,1.396303130433558,0.31448559977332563,Iris-setosa
+32,4.594347085604947,3.4051680542305935,1.4060833939514825,0.32962826936588085,Iris-setosa
+33,6.410594255406599,2.900124654269965,4.272488551248698,1.283452028094042,Iris-versicolor
+34,6.7092943959463005,3.298509218664939,5.740501032603715,2.49999962195255,Iris-virginica
+35,6.865556615672384,3.1196201798779977,5.10070677141928,2.311518722533472,Iris-virginica
+36,5.025225379587066,3.53978680605172,1.4996438180940839,0.425726425266032,Iris-setosa
+37,4.9886053244482955,3.2061704766290755,1.2000002007745194,0.20006301181096042,Iris-setosa
+38,6.705844745447612,3.3099378211866015,5.676675300183574,2.5,Iris-virginica
+39,4.881496830559885,3.0845467050063644,1.4938674853857303,0.1,Iris-setosa
+40,5.500680290783045,4.2,1.3851670068198105,0.1942679327237003,Iris-setosa
+41,5.630328917303476,2.721835973249042,4.398843124574718,1.2796812030768883,Iris-versicolor
+42,5.324458949372093,3.8763726527983717,1.6376100437616437,0.42145872286250474,Iris-setosa
+43,5.122013029659872,3.6373099510299873,1.5571257820104987,0.1978382797965087,Iris-setosa
+44,4.59950662948501,3.3982115584534327,1.402319675686004,0.3117760021940363,Iris-setosa
+45,5.985276661171654,3.0,4.876891369005756,1.7978444851980868,Iris-virginica
+46,5.868732011195293,3.1956140195785796,4.797886699786097,1.8059674549679685,Iris-versicolor
+47,5.554552567314101,2.7698009642440877,3.6487980645853857,1.2735519481414843,Iris-versicolor
+48,4.499277944905307,2.303210746878033,1.3046056790910439,0.32445372781923293,Iris-setosa
+49,6.707567216825551,3.0,4.941165864118847,1.6203515073929393,Iris-versicolor
+50,5.865161814129959,2.8082119733815936,4.404464078413154,1.3909509166480465,Iris-versicolor
+51,6.316164307812627,3.3944862797590494,5.5887744438711895,2.3990781942369495,Iris-virginica
+52,6.396740851834768,2.7195861304556956,5.270060366390145,1.8901497236284535,Iris-virginica
+53,4.495856636324231,2.2965230357462185,1.293270133071262,0.2985054616845172,Iris-setosa
+54,6.699689127843255,2.4629481362832846,5.885072888996929,1.802866728783579,Iris-virginica
+55,5.904993603294217,3.0,4.885381847577362,1.7984307281819256,Iris-virginica
+56,5.720469620754768,2.540723266119849,5.033936589083951,1.9641114718832047,Iris-virginica
+57,4.592058351163686,3.3893701768433435,1.3981335878411891,0.29690726937430223,Iris-setosa
+58,4.499145980358063,2.308267365069649,1.2992495812727833,0.29465528784388206,Iris-setosa
+59,5.958670576700857,2.7107748227912114,5.059856827284808,1.6259911423198876,Iris-versicolor
+60,6.0171878998193655,3.0,4.8016849487701645,1.8041915037581333,Iris-virginica
+61,6.028512004864108,2.711736125995379,5.107737911571991,1.6340902934224055,Iris-versicolor
+62,6.381209187414427,2.734500771215407,5.08502506626806,1.811514638200973,Iris-virginica
+63,6.682252580916796,2.5023988125178875,5.679662212486475,1.80380420582177,Iris-virginica
+64,6.319199492032679,2.520643771213474,4.9109602673284325,1.5554847903513074,Iris-versicolor
+65,6.01826656815877,3.0,4.786789708889956,1.799234063111886,Iris-virginica
+66,5.093106682617425,2.485012157044828,2.862585803811441,1.087409484094057,Iris-versicolor
+67,5.1081851641333005,3.8047217007095138,1.607879003877326,0.20101940476630772,Iris-setosa
+68,7.703664358391853,2.626381942017639,6.9,2.29239760835221,Iris-virginica
+69,5.110806516474182,3.5213529085443707,1.3971278194404444,0.35187276828236885,Iris-setosa
+70,6.739835959969664,2.48347945723113,5.849869810658954,1.8023315321256006,Iris-virginica
+71,5.702354485243106,2.5095202014232925,5.005422107818248,2.004612637388253,Iris-virginica
+72,6.03453898917988,2.8849089180294247,4.538850498078758,1.4987142072127753,Iris-versicolor
+73,6.119864051973191,3.0,4.5592467000706165,1.4159874207792797,Iris-versicolor
+74,4.8712104236467715,2.390456878020604,3.2644516348885393,1.0699465784496913,Iris-versicolor
+75,6.059615400001329,2.8050291908947567,4.680508009269238,1.2721333080994648,Iris-versicolor
+76,6.794603280046726,3.1818527370956797,5.923373401864511,2.3078707262673306,Iris-virginica
+77,4.804890135230595,3.0,1.3923602411350067,0.3146415707071139,Iris-setosa
+78,6.408338139978109,2.8982370496797802,4.307350461165775,1.2868089594145236,Iris-versicolor
+79,5.6764610986700195,2.7501828795948047,4.497897690717857,1.259842653444483,Iris-versicolor
+80,6.107087475776771,3.0,4.622555295709417,1.413777297211336,Iris-versicolor
+81,6.098657717317891,2.597380518748098,5.588888787200993,1.411432709876518,Iris-virginica
+82,6.4672004304593145,3.0,5.8217577031142485,2.199672238370978,Iris-virginica
+83,5.541077152731489,2.581935015900253,4.329856073033966,1.2052866610789834,Iris-versicolor
+84,5.55506551854241,3.0,4.2754464552663345,1.3147292962110892,Iris-versicolor
+85,6.312724787162297,3.3963841856078,5.549536210933225,2.3945156874616194,Iris-virginica
+86,4.792290297844731,3.0,1.4026188285251886,0.2954050374098972,Iris-setosa
+87,5.0146331809987625,3.3542628918298503,1.4631774063483967,0.19876404303563733,Iris-setosa
+88,5.8913438825156765,3.200645774761381,4.832976320822796,1.8090842074044233,Iris-versicolor
+89,6.902607788621045,3.1736524200554053,5.8360174797638145,2.279389180281638,Iris-virginica
+90,6.393591305665212,3.130637254467744,5.513865031484224,2.4999094140868956,Iris-virginica
+91,6.545556154258598,3.0,5.740071210048428,2.111758274719832,Iris-virginica
+92,5.993212037354096,2.901125695650803,4.494293051520392,1.4959316856114575,Iris-versicolor
+93,6.001599857820614,2.2,5.022866449194824,1.4837444742641337,Iris-virginica
+94,5.2487216880319,3.831527443881146,1.5351791060129452,0.5281368155773852,Iris-setosa
+95,4.597096524503946,3.192763995995249,1.397083240164399,0.199390270417518,Iris-setosa
+96,5.798615398313073,3.0,4.2659855894169345,1.379690178631132,Iris-versicolor
+97,5.5995595061785135,2.6768495569585995,4.442294109196065,1.2330552602437068,Iris-versicolor
+98,5.970792803473984,3.0,4.807792766102795,1.804738709032455,Iris-virginica
+99,6.318098902245461,2.7055371259257504,4.917678591484895,1.796031658224681,Iris-virginica
+100,6.5442636414596285,3.0,5.470426186645685,1.8087847206513685,Iris-virginica
+101,6.466865536804243,2.637144351027548,5.414010374128319,1.8782160789653242,Iris-virginica
+102,6.39058195989939,2.701741534177428,5.245559614464544,1.8946890114952908,Iris-virginica
+103,5.997251883645887,2.882742899084029,4.617218193601304,1.4098211811718393,Iris-versicolor
+104,5.654541645670242,3.8324379349464324,1.7319683002899622,0.2994431642632053,Iris-setosa
+105,6.700273469647872,3.292736994553114,5.7051092020059,2.0790881077316348,Iris-virginica
+106,6.735044619451863,3.33342263885581,5.7945112397444705,2.5,Iris-virginica
+107,5.232976351829914,3.7683022192989637,1.5088729073594205,0.2093352340379091,Iris-setosa
+108,6.746037621527707,2.4917259914149685,5.837383037831377,1.8043306228375666,Iris-virginica
+109,6.317472275696859,2.699905820236036,4.903025665054243,1.7958361601745048,Iris-virginica
+110,5.012896102241479,3.313589924525709,1.402245819304256,0.20383657000130692,Iris-setosa
+111,5.967887096914911,3.226050634911754,4.80476139274779,1.7937902798397978,Iris-versicolor
+112,5.03980587083169,3.3311290885066267,1.4058179057064004,0.20533074421160818,Iris-setosa
+113,6.012172341242879,2.705364503938851,5.110025152724545,1.6087430330807373,Iris-versicolor
+114,6.504823303025117,3.210670707779661,5.113700063801583,2.018522439992546,Iris-virginica
+115,5.06363040058889,3.3970125312193726,1.5192759511837088,0.20093566803903587,Iris-setosa
+116,5.684521232321518,2.5168097986077202,4.962141626395253,2.0074963147893956,Iris-virginica
+117,5.689248440849323,3.736723303913311,1.6566317549526353,0.28518585483340964,Iris-setosa
+118,5.221796864137176,2.7086788882161854,3.9060438812639626,1.417080823042703,Iris-versicolor
+119,5.41174803127588,3.0,4.45825444336919,1.4866022496535567,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/test.csv b/iris/tab_ddpm/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/train.csv b/iris/tab_ddpm/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/23/val.csv b/iris/tab_ddpm/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/synth.csv b/iris/tab_ddpm/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab2455a9a01dbbd2b371be13672d11ea03e70d8a
--- /dev/null
+++ b/iris/tab_ddpm/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.601752025984968,3.4032671777399908,1.404301382078006,0.297035731883937,Iris-setosa
+1,5.3983788675764774,3.0,4.503194276220485,1.498856485006891,Iris-versicolor
+2,6.782022104883805,3.161807315562805,5.742314892713687,2.2905839721236867,Iris-virginica
+3,6.694975205652248,2.4802664675150328,5.691826953230174,1.7937650810184214,Iris-virginica
+4,5.397520350281472,3.0,4.496128298267181,1.5100422743556272,Iris-versicolor
+5,4.9929087484205885,3.2893134671486437,1.3986130918893265,0.19907643503708428,Iris-setosa
+6,5.712439384663563,2.5051456170196036,5.011601057892836,1.9776569601268241,Iris-virginica
+7,7.899998991723111,3.8448539469138585,6.433209210701989,2.0237145415983084,Iris-virginica
+8,6.787376304502268,2.8036228651069037,4.742245189442188,1.3911785303930715,Iris-versicolor
+9,5.927645234939287,2.884282534887989,4.5403381398443035,1.3865735774722896,Iris-versicolor
+10,5.522804330542853,2.442957861672569,3.826464605077538,1.0942283604573062,Iris-versicolor
+11,5.607764720485184,2.7924671454989793,3.9080938401501712,1.2865183819665045,Iris-versicolor
+12,6.008453678613241,2.68359512474739,5.1068026957568895,1.6130137834418388,Iris-versicolor
+13,5.691747626690775,3.0,4.092768796347805,1.3382943166573598,Iris-versicolor
+14,6.792771534689759,3.204859082979009,5.878292246528755,2.2824642947615734,Iris-virginica
+15,5.935125434885932,2.9652681315000025,4.438189662707014,1.4410747171959488,Iris-versicolor
+16,6.656765873613102,3.2246686761349155,5.624585207083796,2.047310855773597,Iris-virginica
+17,5.544926613364443,2.499773835497794,3.9166348609958326,1.1099883147044307,Iris-versicolor
+18,4.986122336457207,3.30579743972349,1.4043852840911797,0.20469715948133405,Iris-setosa
+19,5.990614787379664,3.0,4.821005293340561,1.7988134042140715,Iris-virginica
+20,5.0001652326329875,3.2092717958613903,1.2,0.1962545133391228,Iris-setosa
+21,5.7855445112244785,2.791178956007546,5.092434918488446,2.395716647077867,Iris-virginica
+22,6.042477067309769,3.0,4.463782223647995,1.4304014825904035,Iris-versicolor
+23,4.779474303683997,3.0,1.4033067815733227,0.33265781943105355,Iris-setosa
+24,5.01347199776812,2.4245251616637935,3.257952827121746,1.0830802056781137,Iris-versicolor
+25,5.619271791525102,3.780555012845957,1.6282357154991591,0.30547929387249484,Iris-setosa
+26,4.819819719285555,3.0,1.3865716987507506,0.27383171297224146,Iris-setosa
+27,5.237326107068985,3.6725908946822714,1.5968726200754797,0.37242648255622907,Iris-setosa
+28,6.830799692549976,3.2010703358882835,5.826098840829541,2.2752012395082017,Iris-virginica
+29,4.4,2.9134017698717853,1.3867398488889586,0.20322892553711408,Iris-setosa
+30,5.179257972842413,2.6774760232030594,3.7323169160179037,1.368720082059569,Iris-versicolor
+31,4.901209160782791,3.087562169963387,1.494332913031098,0.1,Iris-setosa
+32,6.414892001157641,3.0,5.53106440330355,1.7980410202560415,Iris-virginica
+33,5.089490301514488,3.799916993631423,1.499521399721016,0.2052094055592892,Iris-setosa
+34,6.715265828720356,3.3100317727891495,5.772064097284665,2.5,Iris-virginica
+35,5.5912824397896665,3.0,4.178945055878144,1.301028826547356,Iris-versicolor
+36,5.56972540865537,2.4597663391105358,3.8209908867405566,1.1019085403060587,Iris-versicolor
+37,5.456372010174937,4.199999128129136,1.390298667388273,0.2050360161135981,Iris-setosa
+38,5.905597446464005,3.0,4.151522968040841,1.5387395203414087,Iris-versicolor
+39,5.999068952071657,2.6907590867450617,5.1043234023978465,1.6198920809331612,Iris-versicolor
+40,7.108992543210706,3.0,5.881324909643409,2.0712923123097116,Iris-virginica
+41,6.328913202110101,2.7197476230079105,4.9075934124232985,1.8021642694823596,Iris-virginica
+42,6.009757372565279,3.0,4.784700542661882,1.8033852483040624,Iris-virginica
+43,5.501228432410785,2.4302792446491486,3.825124561328766,1.0586807645696077,Iris-versicolor
+44,6.038877854173205,2.2,4.982098874965004,1.545567852906161,Iris-virginica
+45,5.980740326367634,2.9422179754026185,4.44079006044995,1.5189231288878007,Iris-versicolor
+46,5.098568245873896,3.3078604479105076,1.798602413628681,0.4184849256418032,Iris-setosa
+47,4.9072028603008695,3.0,1.400395461425294,0.20297720204910308,Iris-setosa
+48,6.308909543242623,2.9024063362728216,5.592540198239493,1.7983549610315073,Iris-virginica
+49,7.686772193708922,2.599176115751892,6.9,2.284827736056316,Iris-virginica
+50,6.294969986284345,2.515493884699668,4.976596024589418,1.5045086508802668,Iris-versicolor
+51,5.108131427416989,3.4820594033770824,1.3995943747213206,0.3121788677052358,Iris-setosa
+52,5.0874024524641674,3.485318542251234,1.4020595759386014,0.30759056520968386,Iris-setosa
+53,6.921253445181017,3.1115842796933797,5.095803049986655,2.304187268848419,Iris-virginica
+54,6.261096908991086,3.2696718907515394,4.708024101014051,1.6247634334205103,Iris-versicolor
+55,6.7133440802939655,3.3073859645935504,5.744702224022012,2.5,Iris-virginica
+56,5.534847360911446,2.430806201979679,3.9015394652675726,1.0801413562603643,Iris-versicolor
+57,5.764474062548053,2.87295342344982,4.430333090762666,1.27086498636707,Iris-versicolor
+58,6.00377670217292,2.200000371420541,4.9817730710905685,1.4958967061955137,Iris-virginica
+59,6.01645651987628,2.709890401293009,5.106991573635282,1.613021546454824,Iris-versicolor
+60,5.097065552565096,3.4986254412523143,1.393320816470772,0.2998033846110356,Iris-setosa
+61,6.288323097526343,3.3055877858342875,4.679193325936123,1.617787800264791,Iris-versicolor
+62,6.282187970382225,2.673838956770977,4.8990504808712805,1.8055473638968853,Iris-virginica
+63,6.307276559681968,3.3073312965137784,4.724113364110805,1.6219647189487312,Iris-versicolor
+64,4.85797377391219,2.4266321341605073,3.2561019432120464,1.00044232689121,Iris-versicolor
+65,6.009269058859181,2.899511889760767,4.5110123787980125,1.4796339295983172,Iris-versicolor
+66,5.094609912165353,3.3013220988811667,1.6277693038917944,0.43445004555173433,Iris-setosa
+67,5.60521139814093,2.5508311796831324,3.9801690566220187,1.1951442821102782,Iris-versicolor
+68,6.1586173954662415,3.0,4.60135166147217,1.3956549307374542,Iris-versicolor
+69,4.658024199668958,3.2135074405278403,1.4018631605633491,0.19740110986133164,Iris-setosa
+70,5.560128241285333,2.453796301052283,3.9302580072215503,1.0321997903313382,Iris-versicolor
+71,5.0800337825155175,3.2871633190782115,1.7540075199876195,0.5127476461984849,Iris-setosa
+72,5.663291478767144,3.787669467777794,1.6762898177232073,0.3958511770187169,Iris-setosa
+73,6.6677829143175185,3.305594083458244,5.679930243411486,2.5,Iris-virginica
+74,6.697632003734367,3.2989048418549802,5.77435742673328,2.5,Iris-virginica
+75,5.764261297104209,2.6897660669371595,5.098119229386106,1.904129173550069,Iris-virginica
+76,6.345772466253973,3.0,5.341215526119294,1.8444103846556739,Iris-virginica
+77,5.911824663423858,3.206742829562306,4.804567534486845,1.802362160586701,Iris-versicolor
+78,5.415281970491903,3.432665922506609,1.5633663177964072,0.4548606056396152,Iris-setosa
+79,6.296981775753037,2.9148832784484666,5.599092497229891,1.8021722578186974,Iris-virginica
+80,4.909307040953232,3.0,1.4024062235693224,0.19693189304499198,Iris-setosa
+81,6.8334141178267505,3.2078484718627602,5.9061653743840195,2.304186086666844,Iris-virginica
+82,5.040470709246958,3.5499210396804926,1.5423122703722985,0.39260976119597046,Iris-setosa
+83,5.59590958395576,2.4978173383888125,3.7453378103249997,1.116517294486714,Iris-versicolor
+84,5.708360699083024,2.5169343615079387,5.008763056058208,1.999543287031576,Iris-virginica
+85,5.603360232202047,2.6899052137910258,4.304113568553352,1.2941178240519946,Iris-versicolor
+86,5.002120438044371,3.3476005017781385,1.4397926657673967,0.19526082522337906,Iris-setosa
+87,5.193625213554597,2.6998100376916447,3.98609669939602,1.3983696896252316,Iris-versicolor
+88,5.408153349953683,3.0,4.424988314336046,1.4688269271168901,Iris-versicolor
+89,6.305853564700928,2.3042113257027474,4.377288302772121,1.2979414762854227,Iris-versicolor
+90,6.045970178264724,2.704392852071238,5.110002460389939,1.603569250797626,Iris-versicolor
+91,5.573868726483465,3.606653940198974,1.667646004876625,0.2929290285078091,Iris-setosa
+92,6.56103398581843,3.1786513082278387,5.108908671102446,2.010349963169799,Iris-virginica
+93,5.091260760642421,3.28812105601879,1.716325681695725,0.43786434064243995,Iris-setosa
+94,5.888357409104541,3.0,5.104307961378915,1.7881183397896556,Iris-virginica
+95,5.568789289126307,2.841508469270192,3.345441647134131,1.3099842280746947,Iris-versicolor
+96,6.47191588494135,3.1865925820654204,5.103205505610687,2.0147388382967755,Iris-virginica
+97,5.056505128680207,3.3668052579330836,1.5492549964203115,0.42021112057353216,Iris-setosa
+98,5.599874273564204,2.9580649520807083,3.763774757208724,1.2783461248191184,Iris-versicolor
+99,6.685824447026437,3.2920465777164427,5.675868933803094,2.499999643450375,Iris-virginica
+100,4.89092709076967,3.1013964059185977,1.5446530903468092,0.10000009898614538,Iris-setosa
+101,6.67501443524364,2.511537557885914,5.90155155669572,1.8008377193628906,Iris-virginica
+102,4.707059040682683,3.2286770514463776,1.4048175853852793,0.19870270630772166,Iris-setosa
+103,7.9,3.7142123379084833,6.391547821455119,2.017788917759473,Iris-virginica
+104,6.713388270812245,3.305165725650009,5.74893290913362,2.4999996484355553,Iris-virginica
+105,6.381698099740935,2.8987003483983615,4.296303780630224,1.2729404402631634,Iris-versicolor
+106,6.658170923891791,3.2987984251901477,5.685132684127111,2.5,Iris-virginica
+107,6.293671022864686,2.2986071193356987,4.406110912989471,1.2907815894760597,Iris-versicolor
+108,7.9,3.797493369007432,6.384813675615325,2.061826024378675,Iris-virginica
+109,5.019756468385294,3.444521005279054,1.6397854336231021,0.40722980796013475,Iris-setosa
+110,4.964509793604982,2.4335528188391407,3.2755553699142212,0.935426246466905,Iris-versicolor
+111,5.595754270918748,3.0,4.063968952594748,1.3077774346160997,Iris-versicolor
+112,7.691710627267505,2.608896849556646,6.8999985939617385,2.289765692835317,Iris-virginica
+113,4.887923168509831,2.383701206336144,3.3020567051023213,0.9960167865679714,Iris-versicolor
+114,4.4,2.8928632939287513,1.408125015179082,0.20380883596790753,Iris-setosa
+115,5.591064263586606,2.6732315836480063,4.436985084114117,1.2215134283877027,Iris-versicolor
+116,6.3015450248925475,3.3109444561703647,4.709680585291199,1.588743263935385,Iris-versicolor
+117,4.4,2.896382562519315,1.4053335031575798,0.2071897494291727,Iris-setosa
+118,5.155942849185897,2.494744313831052,3.1938111295154776,1.1171247409662877,Iris-versicolor
+119,5.586459468317352,2.6123570206720403,4.337644645471541,1.1835770250992745,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/test.csv b/iris/tab_ddpm/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/train.csv b/iris/tab_ddpm/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/24/val.csv b/iris/tab_ddpm/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/25/synth.csv b/iris/tab_ddpm/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d60827d1426ba879559a6d0db952cb5e891463a8
--- /dev/null
+++ b/iris/tab_ddpm/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.416721567710448,3.5206975747174383,1.592145921919965,0.19059110466828938,Iris-setosa
+1,6.307843487896672,2.271290468224868,4.424431042675312,1.2983266574006556,Iris-versicolor
+2,4.983630513345371,3.2034611832991473,1.2,0.197672462565054,Iris-setosa
+3,7.9,3.793411540813471,6.371742934248584,2.00832210011205,Iris-virginica
+4,6.513017011125723,3.1703222691238464,5.115800378731194,1.9802128045014982,Iris-virginica
+5,6.119548399192194,2.797138929633556,4.665685724385093,1.2082176353830294,Iris-versicolor
+6,7.663812642945066,2.6152214639926155,6.899998158652485,2.2913732443524872,Iris-virginica
+7,4.90681020374587,3.0,1.3781115388468046,0.19970710300701633,Iris-setosa
+8,5.324487215012857,3.900621909089652,1.6924696760124422,0.4500657845382059,Iris-setosa
+9,5.71358509361924,2.4566827264909503,4.961209151668944,1.9998377681678212,Iris-virginica
+10,5.419388677666289,3.419261026123272,1.7533738079533396,0.19881626497877578,Iris-setosa
+11,6.198074156352376,2.200000323515313,4.48823289758389,1.463713144393619,Iris-versicolor
+12,6.41617572553547,2.9092627377281186,4.32793574744192,1.298508176820851,Iris-versicolor
+13,5.698031142757138,2.4972586830292984,4.99978511775143,2.014967494307131,Iris-virginica
+14,6.682076353439302,3.297331033736012,5.738236748997824,2.5,Iris-virginica
+15,6.678160015213579,3.0,4.9637115039556,1.709954152588125,Iris-versicolor
+16,6.852763362622362,3.2000619449124437,5.741661900285742,2.3031628356221234,Iris-virginica
+17,6.927273720597961,3.182615450125625,5.869989028002292,2.3073631998661552,Iris-virginica
+18,6.803411102833306,2.8130917825730024,4.792830114983804,1.3735719810434386,Iris-versicolor
+19,6.870884329151044,3.0909319608970427,5.107201585213339,2.2927626127070972,Iris-virginica
+20,6.686008577262913,3.293240022095632,5.710072998698931,2.113284362826573,Iris-virginica
+21,6.890649894398624,3.2135009974246707,5.818532470645006,2.293670836092658,Iris-virginica
+22,5.627146050814411,2.774252896034066,4.401739846808304,1.2778961908996187,Iris-versicolor
+23,5.973024709775515,3.0,4.950960036262595,1.8063064420963943,Iris-virginica
+24,4.568741979787145,3.3843289348010486,1.400470488356917,0.3220970861451068,Iris-setosa
+25,7.7121881599253905,2.6214067778775347,6.8999988906647935,2.309520417547845,Iris-virginica
+26,5.402644373087798,3.0,4.5281040145490055,1.5200668383000444,Iris-versicolor
+27,5.462223881640622,2.393838206325084,3.8227447006721365,1.0783307200971253,Iris-versicolor
+28,5.088977621001346,3.723826905524273,1.54228039568624,0.19782285173892203,Iris-setosa
+29,7.707298177415816,2.6018390955720654,6.899998649374688,2.3006429529292207,Iris-virginica
+30,7.28537509312132,2.8857207103125213,6.259184341860888,1.8018163187857823,Iris-virginica
+31,5.951496517013788,2.2000002838291617,4.962444539632889,1.5077976848711012,Iris-virginica
+32,6.373994530269455,2.9040880282961536,4.317254151237633,1.3020073872624698,Iris-versicolor
+33,5.113437500795292,3.397744231942381,1.570646941123,0.20268063070378464,Iris-setosa
+34,6.290119866519281,2.300730573845018,4.4418099717010255,1.3186895485510737,Iris-versicolor
+35,6.5842922620502815,3.0,5.772660993435275,2.215000654777662,Iris-virginica
+36,6.310994914629547,2.9316458319432814,4.380271123067172,1.301303507462955,Iris-versicolor
+37,6.325764341158105,2.4915427809735786,4.934272051887851,1.497541257678241,Iris-versicolor
+38,6.323882482303436,2.30454746286878,4.399229687852871,1.2910985889954838,Iris-versicolor
+39,5.949394592074737,3.0,4.927984716798209,1.7934475130394958,Iris-virginica
+40,6.673696661827701,2.4888479529634324,5.783284997157108,1.8075119661975976,Iris-virginica
+41,6.519357897284398,3.201123007851734,5.096589989293231,2.0049602849221433,Iris-virginica
+42,5.726854096980436,2.8249716000190226,4.471036473520159,1.2760084560727678,Iris-versicolor
+43,7.316820476171857,2.9118857686185744,6.2936191700172985,1.809604722559479,Iris-virginica
+44,5.353094934360847,3.693518023876105,1.5343166685646172,0.199349919623638,Iris-setosa
+45,6.0911788047824444,2.604292919714,5.571226753075739,1.4185622728543679,Iris-virginica
+46,4.83867916782548,3.0866818263752482,1.7242465181581597,0.1000001257590931,Iris-setosa
+47,5.6014194857225,2.5239223714419237,4.081538111548734,1.1230574179398354,Iris-versicolor
+48,7.899998872518518,3.8405932253332495,6.3968823989429655,2.0075886230016606,Iris-virginica
+49,5.637519157291165,3.757364459035301,1.6751939730036882,0.37444206261910984,Iris-setosa
+50,4.9962655375993545,3.4089328235084317,1.507865665295199,0.3878915563126642,Iris-setosa
+51,6.301966916719637,2.702642486908357,4.924698135920101,1.806752182177413,Iris-virginica
+52,4.872929142177494,3.0717724514565528,1.4892196623778773,0.10000010844707867,Iris-setosa
+53,6.637674693229609,3.2943206305618746,5.679658475285717,2.4999996107522913,Iris-virginica
+54,5.531436784633933,2.532920000838985,4.262948046792027,1.1183835427587752,Iris-versicolor
+55,6.70433797655977,3.296511346720067,5.748321459271248,2.5,Iris-virginica
+56,7.899998871433706,3.7532635993792063,6.40117466391293,2.0041149759866617,Iris-virginica
+57,5.367108773288634,3.913869061183444,1.4983899786588155,0.32186428927002275,Iris-setosa
+58,6.111066120627788,3.0,4.588757389138852,1.4195897871969785,Iris-versicolor
+59,6.3971366422563305,2.895577408004904,4.306063086328394,1.2775149599866098,Iris-versicolor
+60,5.03987150243265,3.5196528067887773,1.4985233233337794,0.4198167874995747,Iris-setosa
+61,7.899998852677168,3.7924227182450014,6.38972937890363,1.98573258050669,Iris-virginica
+62,5.664348212339559,3.7938672757312273,1.4987475372020016,0.29795396926634243,Iris-setosa
+63,6.685113713202005,3.0,4.9911710436777,1.7085533707091556,Iris-versicolor
+64,6.461246490639638,3.0,5.4639629959638025,1.800516373580014,Iris-virginica
+65,6.705139013609825,3.313835996373783,5.783437892486449,2.499999576661222,Iris-virginica
+66,6.4963320476510535,3.1961986597763064,5.0968407346456015,2.0036801129668946,Iris-virginica
+67,4.836111433798013,3.0,1.3984581947940748,0.10000010559196107,Iris-setosa
+68,7.158365360661166,3.0,5.881764806666994,2.1042129017246713,Iris-virginica
+69,6.689213197292695,3.28812011623741,5.690492640092798,2.499999466935118,Iris-virginica
+70,5.2784737703667695,3.676810053623535,1.4989022161885235,0.20020273091022983,Iris-setosa
+71,6.302658918459176,3.294416423673661,4.695079378788054,1.6169423294854057,Iris-versicolor
+72,4.904116787449672,3.0900982041473,1.5352562903054037,0.10000010730432397,Iris-setosa
+73,5.527445593094772,3.586189434776026,1.555761073943812,0.3362014402594341,Iris-setosa
+74,4.839787807178459,3.0,1.452497891545322,0.10000010474983045,Iris-setosa
+75,6.28273783681617,2.4892044747177016,4.911260915076733,1.4941511463821964,Iris-versicolor
+76,5.155993481632888,3.5530679999290093,1.3995390068537967,0.29880454178194576,Iris-setosa
+77,6.51015994829897,3.201871928745849,5.116456318569194,1.9679533796868325,Iris-virginica
+78,6.378529758790686,2.809196443882512,5.32264104086394,1.82132494263898,Iris-virginica
+79,6.136616129115226,3.0,4.628953838617826,1.3966655764966194,Iris-versicolor
+80,6.278443523220773,2.5067171670388753,4.907826046661836,1.5017026662416835,Iris-versicolor
+81,6.69492009923143,3.2961246652732217,5.7427256533412026,2.5,Iris-virginica
+82,6.305068688370527,2.6907149888776454,4.908228899068962,1.8077899445416912,Iris-virginica
+83,4.914353893282136,2.388573969713932,3.255035163666415,0.9529223462460947,Iris-versicolor
+84,6.09511979285606,2.5960250075193185,5.623560243500452,1.3743838948864695,Iris-virginica
+85,6.133049697804708,2.8235117658434934,4.620917042927647,1.2158280545330815,Iris-versicolor
+86,6.06916340270676,3.0,4.598191145329809,1.4141127041812225,Iris-versicolor
+87,4.932918690086454,3.0760488140896727,1.4303419512185203,0.2960511078177337,Iris-setosa
+88,6.445256464552376,3.006880670162509,5.340223947275747,1.894722848587342,Iris-virginica
+89,6.923252263196714,3.104158703792061,5.088844572542254,2.2897115409413256,Iris-virginica
+90,5.8819216572989985,3.17625979265918,4.844174630196065,1.805250130068082,Iris-versicolor
+91,4.995910499767294,3.4003416454459243,1.6711274773270504,0.4822908270144567,Iris-setosa
+92,6.712836625773176,3.301872257861239,5.776818158614613,2.5,Iris-virginica
+93,5.706751377978334,3.778488459318124,1.7266430450074122,0.29514240390590074,Iris-setosa
+94,7.9,3.8129537193871252,6.405974374178648,1.995640579469816,Iris-virginica
+95,5.515140871679496,4.2,1.377799338727163,0.18997547452120642,Iris-setosa
+96,6.033236750433905,2.683219843368577,5.112298744131051,1.5885009785325954,Iris-versicolor
+97,4.810945793487124,3.0,1.400078198842611,0.29792033759614034,Iris-setosa
+98,7.8999985040381375,3.78702608336647,6.412253262549415,2.015381972381024,Iris-virginica
+99,5.2458507773911185,3.4042910840639187,1.5854111348001114,0.19930061272683275,Iris-setosa
+100,6.869361958951034,3.0731950183498307,5.113018628882332,2.2370078430399096,Iris-virginica
+101,5.591208686343469,2.9987345082808217,3.872333035628116,1.337847640382668,Iris-versicolor
+102,5.614188492660975,2.5279681143001826,3.929170611939011,1.1251737849428478,Iris-versicolor
+103,5.995632294600376,2.7318755495163263,5.099971903326122,1.6054947964737813,Iris-versicolor
+104,5.3112495878361,3.850516577417588,1.5461921445313123,0.3565621200450335,Iris-setosa
+105,5.97099788771502,2.200000327282552,4.983765997993136,1.4903281774439283,Iris-virginica
+106,4.901382837520288,3.103139720370589,1.4963745197311349,0.1,Iris-setosa
+107,5.077390602352223,3.281455455380711,1.7213950807431495,0.42590360450410614,Iris-setosa
+108,4.905877826169359,3.0,1.4006805442314096,0.1931913810056783,Iris-setosa
+109,5.312103393716365,3.7531489931973976,1.495730824268485,0.20783411470605193,Iris-setosa
+110,6.294379174440933,2.3307297586297335,4.47090349437192,1.3396925260774832,Iris-versicolor
+111,5.150490433851621,3.504915805405329,1.4023290500922432,0.2975299642072352,Iris-setosa
+112,5.419969735952244,3.0,4.51072966933986,1.4958536722086837,Iris-versicolor
+113,5.768320779642464,2.625156765115901,5.077743343470981,1.9395829156524138,Iris-virginica
+114,6.284436796381933,2.884342980368625,5.603894899193991,1.8006306548502278,Iris-virginica
+115,6.7604479929811685,2.7459295760172804,4.79461515083052,1.4303689566035813,Iris-versicolor
+116,7.9,3.751539965023176,6.382229563534647,1.99939448959833,Iris-virginica
+117,5.253132036248313,2.7123593323578667,4.071712145786855,1.3913052205209435,Iris-versicolor
+118,5.749061202633989,2.8492013435966093,4.509656957472179,1.3163277690680637,Iris-versicolor
+119,5.883971631995881,3.0,5.081137231956141,1.8017813090321955,Iris-virginica
diff --git a/iris/tab_ddpm/2/25/test.csv b/iris/tab_ddpm/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/25/train.csv b/iris/tab_ddpm/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/25/val.csv b/iris/tab_ddpm/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/26/synth.csv b/iris/tab_ddpm/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..666eafb8445d09c56f8a4b9b22a29123c8228c04
--- /dev/null
+++ b/iris/tab_ddpm/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.162348764596426,2.502620891083433,3.03645639840888,1.1102195399176964,Iris-versicolor
+1,6.69651330719892,3.3041597188703347,5.714198194803616,2.1022458222186993,Iris-virginica
+2,5.395300665147857,3.0,4.5042604177507535,1.500576123895527,Iris-versicolor
+3,4.920412163145425,2.4121893233267415,3.3085229552558593,1.0612524473470188,Iris-versicolor
+4,6.337907227400986,3.388646408186862,5.599849547604587,2.3975570662803767,Iris-virginica
+5,6.856021231304061,3.1028000129050834,5.110235322313005,2.2849698962241463,Iris-virginica
+6,6.313760262668366,3.3943084804311225,5.585431953713498,2.3945169322740165,Iris-virginica
+7,5.154818802541756,3.75668857301225,1.695184178271923,0.2026554798735289,Iris-setosa
+8,6.300528342748626,3.407948742755079,5.666407738649004,2.3957675062704196,Iris-virginica
+9,5.014019873851407,3.4029800865926187,1.6595997881522977,0.3806331885181721,Iris-setosa
+10,4.89750059955842,3.0761809250873786,1.499996101577758,0.1,Iris-setosa
+11,6.293168757760949,2.3048755503665808,4.393799241208068,1.3215683345921307,Iris-versicolor
+12,4.997640370030199,3.4008818733536192,1.6475359951111959,0.384136034451048,Iris-setosa
+13,4.930309739744887,2.4098688703568776,3.3308312538475886,1.058843166869403,Iris-versicolor
+14,6.361061898137911,2.8773959367214648,4.302940760207314,1.3144769274207104,Iris-versicolor
+15,5.54787009712157,3.6216812408614,1.522770508831605,0.21805849813220135,Iris-setosa
+16,5.092933578361401,3.298729337865168,1.595782664275237,0.4630289209393116,Iris-setosa
+17,4.998653451992033,3.393035282033914,1.611613587143005,0.4442829424541974,Iris-setosa
+18,5.527204420451056,2.9275234671122816,3.605522404954283,1.3591418309489822,Iris-versicolor
+19,4.612081224302364,3.2005251153450263,1.4049505485448963,0.20425255206409262,Iris-setosa
+20,6.0074915117199135,3.0,4.7058772666392175,1.7997369727849482,Iris-virginica
+21,5.479080584716049,4.1999992337111935,1.4013426515909115,0.20529715487209274,Iris-setosa
+22,5.110346156942996,3.453176384183461,1.3878679199015336,0.29602565461740094,Iris-setosa
+23,6.714561256100244,3.3004692278277994,5.674221565174016,2.1028948588648686,Iris-virginica
+24,6.146652948884703,2.9112145573145867,4.666404005994777,1.2406739791806523,Iris-versicolor
+25,6.867479380116618,3.122325870996111,5.11185543443991,2.3039693632095752,Iris-virginica
+26,6.270469765018874,2.305180579651296,4.3725059820423775,1.3142248448255833,Iris-versicolor
+27,4.774143184544282,3.0,1.403544162841701,0.29079727834659985,Iris-setosa
+28,5.721841554527456,3.779407298501523,1.589433146402946,0.2953871217534985,Iris-setosa
+29,5.0092670096474645,3.2035527957746726,1.2,0.20097842224970472,Iris-setosa
+30,6.242647660520601,2.5923375095211396,5.0135854409061,1.518456966668537,Iris-versicolor
+31,6.328868861915287,2.8672050550016697,5.553137783666003,1.814831050107209,Iris-virginica
+32,5.527392330016188,4.199999222174359,1.3995967003426237,0.21337269547844256,Iris-setosa
+33,4.850166124416763,3.0,1.3946805993644296,0.2663640841853718,Iris-setosa
+34,6.08227820937352,2.8146469346437546,4.681537517367989,1.2127949419780326,Iris-versicolor
+35,6.078372989294337,2.5908018251487377,5.5706208589137445,1.4100223373342997,Iris-virginica
+36,4.827729829856898,3.0,1.3990997693165246,0.2910424754291937,Iris-setosa
+37,5.838059437721381,2.8130648335013566,5.103297106003417,2.4060594747453146,Iris-virginica
+38,5.125553731527508,3.5127568723244336,1.3979476010452851,0.29545934971430776,Iris-setosa
+39,6.637962396094242,3.2849633215080543,5.40670902771638,2.0982247640616576,Iris-virginica
+40,6.772502214131009,3.2447139872802153,5.721032251133405,2.225537636246609,Iris-virginica
+41,5.979282019652853,2.2,4.987113594889139,1.475637972724158,Iris-virginica
+42,4.600999159991943,3.3998482545658923,1.3984098736522956,0.3265138207791134,Iris-setosa
+43,6.6967390537947775,2.481459758545058,5.677872232004605,1.784598160947696,Iris-virginica
+44,6.483645377745364,3.0,5.4929080894807605,1.7960637488177258,Iris-virginica
+45,5.09500731657265,3.784644968738152,1.5162119346800966,0.20450947183775695,Iris-setosa
+46,7.89999870279782,3.7535933565402977,6.40406845036615,1.9483602843175154,Iris-virginica
+47,6.198100534430266,2.2,4.473493227907829,1.495907981875127,Iris-versicolor
+48,6.30618565838474,3.3075506171752957,4.724655091081602,1.6240167326051569,Iris-versicolor
+49,7.89999890228532,3.8397850876112227,6.4485141475647865,2.0121698343745273,Iris-virginica
+50,6.713352519530417,3.3048156433229394,5.765528143001003,2.5,Iris-virginica
+51,4.94687128273692,2.4311922559253962,3.27122131777671,1.050398407467064,Iris-versicolor
+52,6.28925383669597,2.299204252283137,4.404688482814629,1.2984673148297474,Iris-versicolor
+53,6.792257153650845,2.7915361834543537,4.761809352725444,1.3655293470556757,Iris-versicolor
+54,4.880979717219439,2.3955047499691515,3.301958556387859,1.0659949291918023,Iris-versicolor
+55,4.991357553377037,3.4612349636829607,1.4996339919455017,0.38034847417285805,Iris-setosa
+56,4.846482897048544,3.0956507591982194,1.547954053297456,0.10000010148021664,Iris-setosa
+57,6.301253576108453,2.901046728157765,5.533508349795048,1.804767147951458,Iris-virginica
+58,6.850384323086197,3.0935881513459957,5.7974034183279874,2.2760493985880643,Iris-virginica
+59,5.493839537646398,2.3753953694283494,3.7458811012425737,1.0783376927338677,Iris-versicolor
+60,4.8093478818058895,3.0,1.3988364240859248,0.1,Iris-setosa
+61,6.03464332826122,3.0,4.799557279078852,1.8024541905059244,Iris-virginica
+62,6.144181591755698,2.993246224290595,4.604996297138367,1.4257390480461862,Iris-versicolor
+63,7.303027471955412,2.9162962260643654,6.220917072873286,1.812171103767552,Iris-virginica
+64,4.885040592007052,2.397491954593196,3.260080021193753,0.8378538781139908,Iris-versicolor
+65,6.394749468344812,2.7175366341809037,5.280734554866052,1.8985917341985108,Iris-virginica
+66,6.49187290414599,3.198823670342881,5.099624995215487,2.0241999979589425,Iris-virginica
+67,4.490045891221385,2.3064320272122285,1.304170334483535,0.3680555671932607,Iris-setosa
+68,4.80573085192124,2.390870145389973,3.362161127303774,0.9530462116632428,Iris-versicolor
+69,6.621946302534479,3.3210767694224095,5.69563471316515,2.5,Iris-virginica
+70,7.139319535570072,3.0,5.935698247751252,2.0589870626400915,Iris-virginica
+71,5.095108188054759,3.3081436887111906,1.6068424840089968,0.6159056144642725,Iris-setosa
+72,6.765579501467748,2.8254778725432046,4.8059536046564695,1.445418691726357,Iris-versicolor
+73,6.301680559890802,3.311660905896061,4.70751782540859,1.598695784339116,Iris-versicolor
+74,4.997635812200305,3.206254845690713,1.2000002318115817,0.19510591636172342,Iris-setosa
+75,4.992989576821892,3.290954346710103,1.4023768053947971,0.19897926212660932,Iris-setosa
+76,5.091399684588084,3.304675765251914,1.769360168928984,0.43792034590827367,Iris-setosa
+77,5.621501238155731,3.0,3.9837066086162425,1.3175663442113177,Iris-versicolor
+78,4.7511517866035815,3.0,1.4025787509734167,0.2953873226703187,Iris-setosa
+79,4.899692553802328,3.1145851903732673,1.4996961500956285,0.10000010397694388,Iris-setosa
+80,6.706734006426953,3.313146071441058,5.7529176776949,2.5,Iris-virginica
+81,5.154691992750055,3.663622180184313,1.692507923745109,0.19881506900467852,Iris-setosa
+82,4.893542503336747,3.0859798697350276,1.491904689009818,0.10000011061615736,Iris-setosa
+83,5.90960414311005,3.0,4.282201839377929,1.5034174585579754,Iris-versicolor
+84,5.463594750526488,3.4426343210822576,1.64967614714543,0.20235495921783442,Iris-setosa
+85,6.0965604642913656,2.5934387246738155,5.5975938010139235,1.4157863568844973,Iris-virginica
+86,6.318639120504372,2.713154891133447,4.904954401118736,1.7994476078654218,Iris-virginica
+87,6.297772873598604,2.312517876997842,4.486435690138299,1.3113039658217813,Iris-versicolor
+88,5.421398670315698,3.0,4.5666570199210526,1.522463146425192,Iris-versicolor
+89,7.670120553364713,2.6158943414237283,6.899998667260833,2.2915017294680724,Iris-virginica
+90,6.380523316468931,2.6966055252098142,5.305261096480241,1.9075134998553247,Iris-virginica
+91,4.796972989486345,3.0,1.389045137821698,0.1,Iris-setosa
+92,7.720002309953053,2.5712960303388197,6.9,2.3104913396469597,Iris-virginica
+93,4.967910784049559,2.432763759834252,3.200632489787449,1.0694140154715606,Iris-versicolor
+94,6.792288148013174,3.0,5.620655181359036,2.134894260942522,Iris-virginica
+95,7.899998228768409,3.729660837501876,6.391358483804217,2.012912086213023,Iris-virginica
+96,6.481056722835248,3.1793280578991645,5.103012911632281,1.9895784365622455,Iris-virginica
+97,5.940534558200552,3.0,4.512337392485699,1.3655489956234768,Iris-versicolor
+98,5.580473168962338,2.7946360014573277,3.696757791085442,1.2771485601383576,Iris-versicolor
+99,6.283367737097562,2.8707445439128687,5.6236433837854545,1.7999778295142763,Iris-virginica
+100,6.381988835711027,2.706603258318865,5.264411806764565,1.8796123427763098,Iris-virginica
+101,5.532811254199344,2.4295194492737857,3.848080838635257,1.0956658505988242,Iris-versicolor
+102,7.650404288053944,2.584947151239717,6.9,2.29354399148217,Iris-virginica
+103,5.734448861924899,2.504014891395087,4.988383700076692,2.003781805388061,Iris-virginica
+104,6.302204445125666,2.499573328704403,4.921173103913256,1.4815637228471565,Iris-versicolor
+105,6.084458098115552,2.60733174006054,5.588623218152989,1.402170010257253,Iris-virginica
+106,6.242565518228893,2.2,4.509182638557209,1.471536671654388,Iris-versicolor
+107,5.7170072553686575,2.7399059874742298,4.4892124743622865,1.2436735433630082,Iris-versicolor
+108,5.897070998859934,3.0,5.090023331024082,1.7933140431125916,Iris-virginica
+109,5.411334950517304,3.4016065400642783,1.7860791479860147,0.20153133419756059,Iris-setosa
+110,5.013715708975861,3.3996057207276387,1.6928959855760717,0.41174039729935086,Iris-setosa
+111,6.164594111204858,3.0,4.597464230572273,1.4006050312603777,Iris-versicolor
+112,6.279010997787731,2.311920770064757,4.425436136945773,1.277656339479021,Iris-versicolor
+113,6.298197774007736,3.297532401320874,4.675462774830079,1.6012649157508725,Iris-versicolor
+114,7.712593503907041,2.601213930192013,6.9,2.314356678793483,Iris-virginica
+115,5.506984929225809,2.40624364053479,3.833502275037125,1.0860327253733038,Iris-versicolor
+116,7.899998493359266,3.802585952434994,6.418165996309744,1.998550201896391,Iris-virginica
+117,5.008883567594859,2.4463253989979457,3.2240873436431228,1.0846622638248131,Iris-versicolor
+118,5.684461703716152,2.518730128246354,5.001724188793336,1.9849672827871117,Iris-virginica
+119,5.079144131985715,3.4002916374166157,1.5192817458378027,0.20343860098722868,Iris-setosa
diff --git a/iris/tab_ddpm/2/26/test.csv b/iris/tab_ddpm/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/26/train.csv b/iris/tab_ddpm/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/26/val.csv b/iris/tab_ddpm/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/synth.csv b/iris/tab_ddpm/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b3ea0e2c0b79a4fcc8edfa85462d5679c96025fb
--- /dev/null
+++ b/iris/tab_ddpm/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997992937335,3.8009092727238927,6.436262659101382,1.9814482093800518,Iris-virginica
+1,4.878402200020891,3.102824822000219,1.5075020803488253,0.1,Iris-setosa
+2,5.121471586251817,3.4084445826958194,1.5187885048305163,0.19542376778855297,Iris-setosa
+3,5.9357468722307765,3.0,5.097373788253529,1.8082288540059597,Iris-virginica
+4,4.910213895071437,3.0948942168255127,1.494792358666825,0.1,Iris-setosa
+5,7.035449866228619,3.0,5.809552854522024,2.1361929028443996,Iris-virginica
+6,4.805454729862323,3.0,1.3944668325203757,0.2965155587261949,Iris-setosa
+7,6.286276663725112,2.3059036451740456,4.4645118396916175,1.3127304553249521,Iris-versicolor
+8,4.996365750581758,3.4070301999480135,1.786218968914256,0.3830117984868895,Iris-setosa
+9,4.902265937361338,3.0932723357942313,1.543466857595785,0.10000010109990848,Iris-setosa
+10,4.900047017837479,3.1013566838383477,1.4974034163450787,0.10000010197117537,Iris-setosa
+11,4.996253603625992,3.214597114263133,1.2000001881271058,0.1966914926084956,Iris-setosa
+12,5.393890367192269,3.0,4.531553626907669,1.4929770012185797,Iris-versicolor
+13,4.600701048571958,3.1927865221887823,1.402644082987481,0.19942956383214674,Iris-setosa
+14,6.212409013908635,2.7920682946148667,4.614098949935579,1.213299345973307,Iris-versicolor
+15,6.300497410458211,2.9012744632450502,5.635545426716472,1.8121342775516993,Iris-virginica
+16,6.304141145997726,2.6972785856871604,4.868619010938898,1.8066794297037387,Iris-virginica
+17,5.726822194367454,3.0,4.137739777553913,1.39576144145231,Iris-versicolor
+18,4.894237002380323,2.3966210999101794,3.430747764796756,1.0406191876406021,Iris-versicolor
+19,5.052962762099951,3.3862633325746274,1.4932483572348287,0.3638384889634744,Iris-setosa
+20,5.1183987475305806,3.823379585994842,1.6479246519160147,0.2116742252511853,Iris-setosa
+21,6.712202246817977,2.494574841216271,5.784847563630057,1.8027312404694997,Iris-virginica
+22,5.254165069124669,3.595709370522396,1.6802086469005784,0.20033730054980592,Iris-setosa
+23,5.884035096270701,3.1835182279668697,4.758335722744837,1.7912665614694878,Iris-versicolor
+24,6.675639042070237,3.3151322005105315,5.656289742420325,2.1658184849812008,Iris-virginica
+25,7.9,3.801779497910321,6.401151883379309,1.9773182958477444,Iris-virginica
+26,6.009413423405837,2.9145758089733076,4.4707178303807655,1.4861579954128845,Iris-versicolor
+27,4.8534476952721,2.4121268579238038,3.35498204095389,1.0168511808419094,Iris-versicolor
+28,5.6352296358276455,3.0,4.219057947303813,1.279581641506252,Iris-versicolor
+29,6.702461862100373,3.2978281747218054,5.725389470732679,2.5,Iris-virginica
+30,6.365070298617216,3.37232623713432,5.597106661497044,2.3607633558190964,Iris-virginica
+31,7.9,3.8287700378585496,6.381949978788929,2.0432052067036732,Iris-virginica
+32,5.594660047918253,2.900495544244632,3.5152270060902424,1.3145968014905565,Iris-versicolor
+33,5.305001070157564,2.9369931015903554,4.385300644152676,1.4791566170834234,Iris-versicolor
+34,5.104171483201619,3.8061112693014882,1.7020107997453469,0.20096187518047945,Iris-setosa
+35,5.678318839607624,3.806524536760354,1.624013466770306,0.3015354974885969,Iris-setosa
+36,5.5151670305174205,2.7795512232343405,3.7378293028989473,1.3274480622773746,Iris-versicolor
+37,5.559837727645064,2.4390774478886015,3.9132357570526097,1.0717710660376065,Iris-versicolor
+38,6.730312030647544,3.312467941528585,5.686777864597322,2.104414564896783,Iris-virginica
+39,6.738188922317366,2.8025487561916242,4.703574161194546,1.3945101828479205,Iris-versicolor
+40,6.065205382512656,2.7967026006992874,4.735509033279664,1.2295486873199741,Iris-versicolor
+41,6.102716086393818,3.0,4.612639016224528,1.3870802870097017,Iris-versicolor
+42,5.0063789798787885,3.492739532439495,1.4884570752398931,0.38264440149088785,Iris-setosa
+43,6.289591400738687,2.7130543947008814,4.92877829673279,1.8009864892002345,Iris-virginica
+44,4.572775665751532,3.1725397189919557,1.383138367130143,0.19909442767961066,Iris-setosa
+45,5.602220612934905,3.0,3.9955679496586467,1.2861634006654201,Iris-versicolor
+46,6.715339189416498,3.2617029960351043,5.701638976923887,2.175530381978868,Iris-virginica
+47,5.989610223176743,2.707188289489344,5.095360845665969,1.6035873201001667,Iris-versicolor
+48,4.881507436529987,3.084060064632023,1.484201960014359,0.10000010121269312,Iris-setosa
+49,7.695337045003567,2.5931249130612644,6.8999988471208775,2.307399462465859,Iris-virginica
+50,4.8218757893238795,3.0,1.398338290927266,0.1,Iris-setosa
+51,6.934984614767585,3.1494777496783244,5.861007118348088,2.273968951234698,Iris-virginica
+52,5.175913129054863,2.6855529784978533,3.7845514132629554,1.3955550959294465,Iris-versicolor
+53,6.320234402560436,2.9026493701799034,5.614769685158154,1.8068171398326343,Iris-virginica
+54,5.471219385951087,4.2,1.3969998341160101,0.21211951427226014,Iris-setosa
+55,5.700446103348854,2.514980246599902,4.988752996166132,2.011435974403663,Iris-virginica
+56,4.836571844018553,3.0,1.4274440614004824,0.10000009197827776,Iris-setosa
+57,5.018021965935068,3.320233320107991,1.4032177927103011,0.21986778595362425,Iris-setosa
+58,4.9947596672003955,3.2133333117327854,1.2,0.19969925413188844,Iris-setosa
+59,6.50286703569448,3.0,5.474812208984723,1.8059800573950027,Iris-virginica
+60,6.817000385874899,3.186577711579463,5.861180788623954,2.291135123574171,Iris-virginica
+61,6.670358870555748,2.4780569120895084,5.765285830160863,1.7945801289126198,Iris-virginica
+62,6.667294347616463,3.3007347185553364,5.6625177615246916,2.0958024691564128,Iris-virginica
+63,5.458798335544003,4.199999284749923,1.3957406257011353,0.19602815992588812,Iris-setosa
+64,5.392648386159455,3.38536503401793,1.7544596904601382,0.1984561078890975,Iris-setosa
+65,5.989416190179039,3.0,4.8153989683262965,1.8117913671450596,Iris-virginica
+66,6.505883563938278,2.62648541935668,5.451492020539385,1.858483104434339,Iris-virginica
+67,7.703986579636414,2.599188959839683,6.9,2.299248217457159,Iris-virginica
+68,4.8179296981943605,3.0,1.3981588041876067,0.28596917348843337,Iris-setosa
+69,5.153495061472928,3.606352499308314,1.4104555865184891,0.29576835377019384,Iris-setosa
+70,6.669500421603083,3.0,5.003933900469081,1.6999861155742897,Iris-versicolor
+71,5.897791237713989,3.2006634973834203,4.771482387574289,1.7923410068776895,Iris-versicolor
+72,5.183750552827307,2.684997811745627,3.8662054893936326,1.3876315474153453,Iris-versicolor
+73,6.649115410772533,3.3143781102852254,5.705064932063558,2.5,Iris-virginica
+74,5.819630265592482,2.6833780834594,5.124477577747906,1.8751915704019813,Iris-virginica
+75,6.2906939606728685,3.4046705122116623,5.615553903465903,2.377265181529999,Iris-virginica
+76,6.493069642573936,3.0,5.823085436264453,2.185088700764533,Iris-virginica
+77,5.690788175800263,3.8115012622718427,1.81901876239897,0.3647156622344786,Iris-setosa
+78,6.613910547859658,3.0,5.469487505841085,1.8669560562558227,Iris-virginica
+79,4.6146916951489,3.185871022989867,1.40449808459122,0.2064226532477741,Iris-setosa
+80,5.5608501346316395,3.5385297154216913,1.5595545894871128,0.3185483520545714,Iris-setosa
+81,5.934206416262727,2.838695079247061,4.614305080457789,1.1892915173369116,Iris-versicolor
+82,5.5313660942242135,2.5437567992194188,4.303776906336728,1.16661456291459,Iris-versicolor
+83,5.496923850565881,4.199999258595637,1.3990540073491762,0.2031122683400888,Iris-setosa
+84,6.402525347368071,2.896230945428475,4.2900303857878335,1.296206118606682,Iris-versicolor
+85,6.140108121604784,2.8106069340660147,4.679626033056593,1.1834797406718205,Iris-versicolor
+86,6.624793390106018,3.306553334163819,5.935262665563602,2.49999954729632,Iris-virginica
+87,4.839431669327704,3.0,1.3971661498474786,0.2593955178893687,Iris-setosa
+88,4.4,2.923429930236085,1.4027861744225498,0.19294317723777935,Iris-setosa
+89,6.386346195523923,2.8979927684206106,4.320380743411437,1.3057961404020992,Iris-versicolor
+90,7.9,3.801779377373197,6.413608103167498,2.022780019148986,Iris-virginica
+91,6.664407406634169,3.298915943920065,5.694490289416951,2.4999988506916355,Iris-virginica
+92,6.2721364488092135,2.496855295642036,4.935061974633833,1.4960156411659964,Iris-versicolor
+93,6.4293808668928545,3.1749117892712304,5.090723561400487,1.9823377576618997,Iris-virginica
+94,4.989566013314403,3.160462070453588,1.200000314938839,0.1993674948017855,Iris-setosa
+95,4.5053950685868065,2.3032345114196873,1.30304391294467,0.3217690777589661,Iris-setosa
+96,6.193106746898926,2.2000002854266256,4.478573221567664,1.5123363132494039,Iris-versicolor
+97,6.376796728265135,2.6925514968609834,5.163748164706792,1.856308684035329,Iris-virginica
+98,6.291254265347779,2.3131813925637874,4.458966269332667,1.3489553420123155,Iris-versicolor
+99,5.448827202742572,3.557172200047279,1.6551739828752718,0.20598214931126288,Iris-setosa
+100,7.708827787552983,2.5991471873547836,6.9,2.2952718787764583,Iris-virginica
+101,5.615076772316788,3.0,3.7721823719309295,1.3025449498745165,Iris-versicolor
+102,6.3627175434834715,2.892478887238564,4.299811607875799,1.2877018560770819,Iris-versicolor
+103,5.18692143526,3.751759215382187,1.4991807461632505,0.220748522109074,Iris-setosa
+104,7.9,3.760962338549844,6.4086769382145095,1.980344570969787,Iris-virginica
+105,7.9,3.8479174551572264,6.435671380555043,2.046467727147354,Iris-virginica
+106,5.392142857734623,3.910166322411091,1.7752903652651748,0.42988788725821486,Iris-setosa
+107,6.279413655675258,2.9100184948877628,4.295345362187094,1.3285019588692915,Iris-versicolor
+108,6.298547296003347,2.5241584076964565,4.907554851896425,1.4949519052901707,Iris-versicolor
+109,6.109388112341737,2.614128451814712,5.063614801254567,1.5687697830882337,Iris-versicolor
+110,6.509324238031098,3.0,5.79019877300177,2.206430248101217,Iris-virginica
+111,6.69281151705238,3.0,4.9659255609296675,1.7147532222209871,Iris-versicolor
+112,6.710321933923832,3.2731033075261573,5.733056517227445,2.1278239817483144,Iris-virginica
+113,5.499745713559008,4.199999253001446,1.3970105561705557,0.20227466909288783,Iris-setosa
+114,4.606184337585818,3.191099406314088,1.4065201998091417,0.20278237881526762,Iris-setosa
+115,6.194932422963773,2.2,4.513366557052382,1.5073412315359782,Iris-versicolor
+116,6.186100931837335,2.2,4.520106826663412,1.4884616327563587,Iris-versicolor
+117,5.397980173124246,3.397087988695307,1.6737047531814953,0.20729599209029465,Iris-setosa
+118,6.3225935014398305,2.5009612753046833,4.862610275131917,1.5141691907352357,Iris-versicolor
+119,5.382585856752723,3.0,4.526509730538214,1.53258184531015,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/test.csv b/iris/tab_ddpm/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/train.csv b/iris/tab_ddpm/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/27/val.csv b/iris/tab_ddpm/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/28/synth.csv b/iris/tab_ddpm/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69ab51f1c7e04d38a31b2c415ca3f88b0b95274f
--- /dev/null
+++ b/iris/tab_ddpm/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.711559180113543,3.8198263542045603,1.7405127048956734,0.33324970607094906,Iris-setosa
+1,6.12192673977068,2.9804943218676185,4.49970917626686,1.4596857103817902,Iris-versicolor
+2,5.990500601075063,2.2000003146502314,4.9736949388845115,1.492844541485878,Iris-virginica
+3,5.105324629977612,3.402498102637688,1.4992795864409099,0.19937317392896015,Iris-setosa
+4,5.547765266292871,3.589580026909618,1.4969218233115433,0.35182430430279754,Iris-setosa
+5,6.316980734913158,2.3121103915208963,4.355575695379815,1.3080427806846997,Iris-versicolor
+6,5.344949620754765,3.3842181541982077,1.6853203326827821,0.19816184379433532,Iris-setosa
+7,6.534919726134659,3.0,5.501230366741378,1.799162756084395,Iris-virginica
+8,6.064089900083688,3.213927008210675,4.789479972931651,1.7691909552679317,Iris-versicolor
+9,5.969343492296139,3.0,4.984144634690305,1.800257311795355,Iris-virginica
+10,5.919718222323249,3.167430691008012,4.862379206622785,1.8025933351202001,Iris-versicolor
+11,5.431035137457456,3.8793766283591777,1.7148000917585524,0.3323792352239673,Iris-setosa
+12,7.9,3.8328111466148775,6.364961347943557,2.0054355717059202,Iris-virginica
+13,6.7050185103446385,3.320664065886312,5.693575452720402,2.5,Iris-virginica
+14,5.757010930362699,3.0,4.212076361121182,1.400000864835739,Iris-versicolor
+15,6.0339004310619115,3.0,4.862858579098792,1.801877693795775,Iris-virginica
+16,4.90677238966664,3.1030933162177767,1.4988736002736356,0.1,Iris-setosa
+17,4.949517069231324,2.42669479075934,3.4306152722931955,1.0748057556844668,Iris-versicolor
+18,6.699478486178865,3.3136180109103828,5.6820967685127615,2.4999994627308566,Iris-virginica
+19,6.531038991048851,3.0,5.536016848329183,1.8102815806664005,Iris-virginica
+20,6.028078220742232,2.2000002924418895,4.964877975915338,1.4642515714295585,Iris-virginica
+21,7.358376141783843,2.897191057850937,6.297250147106226,1.7910844950161673,Iris-virginica
+22,7.9,3.820752784341074,6.382668817586696,2.0262174106901707,Iris-virginica
+23,6.691614175138094,3.289922916566101,5.7943923413977005,2.4999996479175173,Iris-virginica
+24,6.372015919909471,2.9807949082504877,5.641795400244862,1.8064948659239473,Iris-virginica
+25,5.82416282147955,2.7168537853470385,5.101482250453542,1.8862688724389125,Iris-virginica
+26,5.096224540155271,3.396282193100894,1.499366897764451,0.2033865681644355,Iris-setosa
+27,5.49515462276397,2.417022080696546,3.8313072003568918,1.068473277974865,Iris-versicolor
+28,5.770454078753162,2.5125619203853584,5.006151529592934,1.9909727241065902,Iris-virginica
+29,6.300153246257723,3.402972844043007,5.62209022710324,2.395782563458294,Iris-virginica
+30,6.308009831563952,2.5071379191472736,4.921480683794838,1.5194821887701238,Iris-versicolor
+31,4.625844886438399,3.39340289151268,1.40867160367378,0.31638643229278945,Iris-setosa
+32,6.732987202673314,3.293423255832813,5.805270258271385,2.5,Iris-virginica
+33,6.511989147439064,3.0,5.484786838967376,1.800065624013124,Iris-virginica
+34,6.332908339982181,2.311738275224672,4.390462025502901,1.2822628717933222,Iris-versicolor
+35,5.059696755042059,3.656307361129588,1.4969967137969027,0.39873715029747675,Iris-setosa
+36,5.154638664703197,3.7896800466670992,1.5458181095932468,0.2192513449574713,Iris-setosa
+37,5.3922488076246,3.589059272811087,1.632164014241287,0.20432549033216135,Iris-setosa
+38,5.571372580714655,2.9546009655148353,4.323853154119845,1.3046450746967213,Iris-versicolor
+39,5.993967883921,3.0,4.808294007326261,1.8035623023853098,Iris-virginica
+40,6.239562730499698,2.5478515913118875,5.032503570366961,1.567977784717681,Iris-versicolor
+41,5.956223522319759,2.897930704031546,4.491542876913438,1.4992353469938873,Iris-versicolor
+42,6.317791404308928,2.8580631189285355,4.275191606317922,1.3572477200279414,Iris-versicolor
+43,5.402591425866916,3.9035574403847564,1.5674305984812749,0.42569017371009904,Iris-setosa
+44,5.636445715738624,2.5315920805382928,3.954790650307423,1.0773638878638736,Iris-versicolor
+45,5.021994994580938,3.1982384401774167,1.200000190747539,0.19472072174875127,Iris-setosa
+46,4.60836546741427,3.3927963523658056,1.4006362334547255,0.30519161888351637,Iris-setosa
+47,5.55796433834464,2.509298761289129,3.858511517995219,1.1109199009740978,Iris-versicolor
+48,5.962708650714421,2.7008511910068784,5.0970740445569245,1.5969967706899886,Iris-versicolor
+49,5.875483736461974,3.2005707832322954,4.739450007725405,1.8098515164182578,Iris-versicolor
+50,5.363638482793401,3.3921147252572004,1.5651971568846788,0.20067107143116783,Iris-setosa
+51,4.4,2.9021774920053294,1.4008673888559733,0.1957971437455683,Iris-setosa
+52,4.901802621734188,3.0858712507709445,1.498912962362626,0.1,Iris-setosa
+53,4.4,2.8962351721647432,1.4021338448642138,0.2046565617769473,Iris-setosa
+54,6.325372240917771,2.293578175274345,4.419336446244,1.2946072055522626,Iris-versicolor
+55,6.379731009936914,2.8961828745567746,4.301131992393101,1.2673675594696927,Iris-versicolor
+56,5.205385571950567,2.7019882939310698,3.820281757314733,1.4057708190505944,Iris-versicolor
+57,6.876322809693743,3.193924544245482,5.755969373631722,2.2947421810923614,Iris-virginica
+58,5.712106488211004,2.503273854299587,5.00628455643317,1.997726656310211,Iris-virginica
+59,6.69020897848707,3.300068528517202,5.687238384781763,2.0839669675232413,Iris-virginica
+60,6.307438080659048,3.406711003253964,5.603545011976865,2.4031583034693766,Iris-virginica
+61,6.541593731871834,3.0,5.494051432389155,1.8306574243696776,Iris-virginica
+62,5.068252046524898,3.6102607156395248,1.4967831948744894,0.3739238651075949,Iris-setosa
+63,7.9,3.8278734665979925,6.416477678345914,2.0200142069465876,Iris-virginica
+64,7.899998960161173,3.8370588430244905,6.401919289674312,2.0111044320573623,Iris-virginica
+65,5.544572039414319,4.199999050997013,1.3824714101065982,0.20054498651030062,Iris-setosa
+66,6.300070565764736,2.3093211625944376,4.3999745720231225,1.304369319957939,Iris-versicolor
+67,6.683522890065394,3.2978233609493968,5.676097599445032,2.5,Iris-virginica
+68,7.305443205402242,2.9011048798816974,6.295604841665899,1.8088997395071218,Iris-virginica
+69,4.887353378371259,3.075600514307125,1.4788547529892566,0.1,Iris-setosa
+70,4.4,2.9036645393151566,1.398862152129024,0.1984552769302001,Iris-setosa
+71,5.49766052840454,4.199998911952308,1.4028408998034714,0.2005789510211947,Iris-setosa
+72,7.687025118972279,2.6158107991412685,6.9,2.3094358721247232,Iris-virginica
+73,5.114714449068597,3.5089842255916905,1.4026906433490036,0.40167711967660574,Iris-setosa
+74,5.405145302341006,3.4018416639408495,1.549898705443368,0.20838165566207645,Iris-setosa
+75,4.802475368477155,3.0,1.401961196298994,0.32859560598084436,Iris-setosa
+76,5.319288816543981,3.4970130452178543,1.493357478441869,0.1916627468596852,Iris-setosa
+77,5.625275043191224,3.0,4.139891503566127,1.3023782896122862,Iris-versicolor
+78,5.934705160166983,3.0,4.280858271538501,1.5005008301100946,Iris-versicolor
+79,5.132497743048209,3.573792732261453,1.5150092358926754,0.39719787576344984,Iris-setosa
+80,4.904044428945903,2.417696623410151,3.471681555824726,1.0495318637611146,Iris-versicolor
+81,4.596728413277891,3.1646074887719595,1.3976989351768647,0.20131418882108054,Iris-setosa
+82,5.763931322951439,2.6029341958801,5.060616997543161,1.9271076740976967,Iris-virginica
+83,5.595803453289727,3.0,4.087203588140041,1.2779570363853252,Iris-versicolor
+84,4.860906186328353,2.3828751018484895,3.3079099364618365,0.8980901668125745,Iris-versicolor
+85,5.593807267329939,2.714100462764556,4.3396805970755326,1.2367543244631753,Iris-versicolor
+86,5.470645047613075,3.43678466544398,1.6313956727059198,0.21722217091745455,Iris-setosa
+87,5.413158262441974,3.4207079789298698,1.4975842583233472,0.20166200149622296,Iris-setosa
+88,5.410798389792479,3.405350657416404,1.6163159305367367,0.20056874346769343,Iris-setosa
+89,5.086189154584025,3.388633103606141,1.5548797885547478,0.19286499361560247,Iris-setosa
+90,6.30003565372231,3.2988837370268453,4.711570703455487,1.5681261927110963,Iris-versicolor
+91,6.795884908332245,3.195587424689718,5.854494501909647,2.2943235374049538,Iris-virginica
+92,5.577783992371393,2.6322967998892493,4.334624847701448,1.210921411297485,Iris-versicolor
+93,4.400000480918332,2.888539734268281,1.4040181625154253,0.1953309696868631,Iris-setosa
+94,6.660071968034837,3.288825161726692,5.656729996945196,2.499999503729576,Iris-virginica
+95,7.658806590203005,2.5961901228584994,6.899998762454704,2.29215492018076,Iris-virginica
+96,5.200555155945241,2.6933004794903215,3.779740727414048,1.4025121571193297,Iris-versicolor
+97,4.656443440849588,3.218438610361571,1.3984153558900538,0.19946686248108342,Iris-setosa
+98,5.977960901718951,3.0,5.000553246442065,1.807781941127347,Iris-virginica
+99,6.6687383973240095,3.2806729468306886,5.665535137171128,2.5,Iris-virginica
+100,5.012383730784087,3.4030772427240694,1.501593963507301,0.42465222737220076,Iris-setosa
+101,6.155484928345746,2.8507064431896265,4.62761680130292,1.22978829643671,Iris-versicolor
+102,6.312102104440181,3.4040790716306075,5.597976461731003,2.3979006406752874,Iris-virginica
+103,4.400000741281957,2.905160703117952,1.4030964637074892,0.20144467274413763,Iris-setosa
+104,5.986337294018713,2.6839160281789014,5.094742753854909,1.6484980565853662,Iris-versicolor
+105,5.66655815409142,2.502996226979004,4.980391829701642,2.0049452993396777,Iris-virginica
+106,5.251383503333838,3.510806391770052,1.5462456954005621,0.19958124382968012,Iris-setosa
+107,5.334527660877605,3.387725839674378,1.6923532694899641,0.19800622676574672,Iris-setosa
+108,5.00659515264151,3.2101643159298865,1.200000228396807,0.1946391950449246,Iris-setosa
+109,6.445994600568057,2.8924400650557094,4.294990114196091,1.3036998021018358,Iris-versicolor
+110,5.073418137910387,3.3769442626435158,1.446291385206985,0.2100313176797935,Iris-setosa
+111,4.988802000920772,2.429007096602675,3.023937414437642,1.032988599490531,Iris-versicolor
+112,4.819080495329361,3.0,1.408710714127113,0.1,Iris-setosa
+113,5.998193471615689,3.0,4.828641432774532,1.798707691860105,Iris-virginica
+114,5.774910889781621,2.7899684231785224,5.115979582858429,2.406131599368085,Iris-virginica
+115,7.9,3.8158032502112382,6.385443525908585,2.0338340200000062,Iris-virginica
+116,6.830670319601071,3.202341741214207,5.819632836811513,2.29780252483983,Iris-virginica
+117,5.1374255894202285,2.493751667760009,3.067909390266127,1.0899750959200591,Iris-versicolor
+118,6.473728219828996,3.0,5.816740302347841,2.174134866516588,Iris-virginica
+119,7.9,3.8158136532448186,6.421644588904761,1.9950159590610927,Iris-virginica
diff --git a/iris/tab_ddpm/2/28/test.csv b/iris/tab_ddpm/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/28/train.csv b/iris/tab_ddpm/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/28/val.csv b/iris/tab_ddpm/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/29/synth.csv b/iris/tab_ddpm/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..590cbc0363d4c1c8e8adeef3b879feaa45c20017
--- /dev/null
+++ b/iris/tab_ddpm/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5156004373103675,3.172688211579282,5.096126356599365,2.020918535176249,Iris-virginica
+1,5.519752007311071,2.606855827036819,4.424002937080851,1.2016809287321428,Iris-versicolor
+2,4.914692909203285,3.0,1.3883368404292695,0.20362658327489608,Iris-setosa
+3,5.019329715618757,3.313120844604956,1.4036812322176286,0.20452098004183833,Iris-setosa
+4,5.54879342881891,4.2,1.3938991991515046,0.20551056714694316,Iris-setosa
+5,5.6223826009331335,2.7089725062389225,4.446388526861748,1.2412660411772585,Iris-versicolor
+6,4.492676766842325,2.3060502132811167,1.3000923422248951,0.2897869260277733,Iris-setosa
+7,6.258974612318974,2.5100442484126715,4.945642200426734,1.5302891975497626,Iris-versicolor
+8,4.988432239082766,3.209998737664589,1.2,0.19429840414928737,Iris-setosa
+9,6.312428167052353,2.3283630834663422,4.44999424336343,1.3152905447575918,Iris-versicolor
+10,5.631189800710915,3.0,4.138233199984845,1.2852434474251135,Iris-versicolor
+11,5.087068177768329,3.3953602671535568,1.6294852564464835,0.20147735247901233,Iris-setosa
+12,5.244878392601699,2.6682374855372197,4.002855192824364,1.334242593474738,Iris-versicolor
+13,5.595000337707969,4.2,1.4075394945251587,0.20067203283621066,Iris-setosa
+14,6.719305812606955,2.5051574644317403,5.7892793630520405,1.8089647267358653,Iris-virginica
+15,5.027064294982787,3.4722683245729358,1.4997008750893,0.41700646469013963,Iris-setosa
+16,4.812183909577657,3.0,1.3791958929072687,0.1,Iris-setosa
+17,6.899718768005383,3.198751860989334,5.698016185591675,2.2969179584771826,Iris-virginica
+18,5.16539782298251,3.398579585901509,1.5721715296493683,0.19754213625359496,Iris-setosa
+19,4.4,2.8831624948313626,1.406266958724705,0.199385090703305,Iris-setosa
+20,5.281508085949616,3.6017697973089216,1.496385828752471,0.19747455937011188,Iris-setosa
+21,5.895903969511944,3.2070771958941524,4.805042563311058,1.8114946242857766,Iris-versicolor
+22,6.904625764136497,3.107465807422924,5.140588217352831,2.3036176951924503,Iris-virginica
+23,6.493030647524546,3.1875725188462587,5.098303914932869,1.998802418760851,Iris-virginica
+24,7.899998903247267,3.805301773907956,6.416342469901747,2.038860519827777,Iris-virginica
+25,6.873013037905018,3.0,5.513880161577101,2.1504331039853195,Iris-virginica
+26,6.287902927015942,2.6899603921158866,4.846610346762091,1.7917394059708787,Iris-virginica
+27,5.975111907974623,2.711282047238802,5.078159746720791,1.5905754178894074,Iris-versicolor
+28,6.310316236610251,2.292506630134336,4.421896087241052,1.3093140660905904,Iris-versicolor
+29,6.831640777147044,3.1701709096321116,5.768576539217266,2.285017274204598,Iris-virginica
+30,5.090855476972868,3.3959347196986402,1.4951103014921463,0.20206678349631457,Iris-setosa
+31,5.681133432174437,3.807897793985095,1.7527152086664068,0.3315961350497922,Iris-setosa
+32,5.241805436483656,3.5502339044061593,1.476094435083774,0.19520450282177804,Iris-setosa
+33,6.664868011523416,3.3089120686600344,5.7187823474645,2.5,Iris-virginica
+34,6.860184747593909,3.2058002950752504,5.847084738830899,2.3068989394091215,Iris-virginica
+35,4.892926565927656,3.0952730405939,1.5720118136591927,0.1,Iris-setosa
+36,5.8872650164067215,3.2082786413303888,4.801569382255997,1.8057589668946703,Iris-versicolor
+37,6.500200585210024,3.0,5.758334131711491,2.1882704355071145,Iris-virginica
+38,4.846131586995542,3.0,1.400760679802006,0.2083438022299282,Iris-setosa
+39,6.204111954314455,2.2,4.467054622991678,1.507583450166625,Iris-versicolor
+40,5.859953588265023,3.0,4.072905872028797,1.456741743910206,Iris-versicolor
+41,4.865252865809827,3.040115258162618,1.456257946328769,0.10000010672307116,Iris-setosa
+42,7.9,3.8128543884174038,6.366525566889415,2.0167503202338706,Iris-virginica
+43,5.109806874186539,3.681243276179016,1.4844798780762771,0.39334147795253405,Iris-setosa
+44,6.288227484415015,2.8896629693041977,5.608748807632109,1.794706872734171,Iris-virginica
+45,6.37256459046716,2.8857536755915794,4.34826968731397,1.3172435840310999,Iris-versicolor
+46,5.7965148229951735,2.797942290393139,4.388260333933514,1.408307240712564,Iris-versicolor
+47,7.334550050893416,2.926944791792948,6.332255846036311,1.8003682560203031,Iris-virginica
+48,5.576184446519861,3.0,3.864622822711183,1.2816547587030895,Iris-versicolor
+49,5.56776070396424,4.199999122016665,1.388952198714399,0.20244210811796035,Iris-setosa
+50,6.103415145429204,3.0,4.590998239134601,1.4084698526732347,Iris-versicolor
+51,7.899998965188173,3.8193933313597763,6.419076388416976,1.9901841077128424,Iris-virginica
+52,5.113456536600001,3.6627035735176534,1.5251812516016712,0.19805765161499272,Iris-setosa
+53,6.400048603630255,2.89657273222661,4.321340406904501,1.2940755887667081,Iris-versicolor
+54,5.771922988706881,2.6875084500049926,5.088735817647195,1.894690585737242,Iris-virginica
+55,5.601666888829992,2.35557113331123,3.9336368207172567,1.124100550787302,Iris-versicolor
+56,6.301111219865786,2.304424599385621,4.3881438006990745,1.2941843479612858,Iris-versicolor
+57,6.0035241944736235,2.703379233710439,5.103248277518345,1.5902425952955037,Iris-versicolor
+58,6.6475103630172345,3.289025414299944,5.849471438718609,2.5,Iris-virginica
+59,5.399192008830911,3.472783970914919,1.5280215484642385,0.3717754932939975,Iris-setosa
+60,5.8179820129113535,2.8136423707278797,5.1006655148301805,2.394101130935554,Iris-virginica
+61,5.17052028976484,3.610060067235613,1.4962147224283235,0.200363896931074,Iris-setosa
+62,4.758912749436329,3.0,1.3837424664358369,0.1,Iris-setosa
+63,4.894452543038276,2.392185857233711,3.3447311351482902,0.9661654031437097,Iris-versicolor
+64,6.786162536703944,2.776442736184753,4.746490617516707,1.3880750513228892,Iris-versicolor
+65,5.816700961633123,2.8059492223055256,5.0940792260441485,2.405353296722426,Iris-virginica
+66,6.510308827054168,3.0,5.474986966272232,1.8087699553100733,Iris-virginica
+67,5.35166842706456,3.3798328685556314,1.6105213612309968,0.48712831664404954,Iris-setosa
+68,5.093491638658375,3.296254201401195,1.8231287662067266,0.5256452968216305,Iris-setosa
+69,5.997897491670417,2.698261160775667,5.096599631859781,1.605747318307546,Iris-versicolor
+70,6.3993802919293135,2.8987308408983106,4.27587589565286,1.3325608396220519,Iris-versicolor
+71,5.701387490521746,3.798560647288167,1.821269730187899,0.3242374392196409,Iris-setosa
+72,6.882899866066683,3.141022659621087,5.153476466341164,2.301199376306152,Iris-virginica
+73,6.302115561515854,2.500858311229894,4.91765226625643,1.4943364050904948,Iris-versicolor
+74,7.9,3.803722873476032,6.435526448021577,2.0360094744694934,Iris-virginica
+75,6.649680185373811,3.312287509710833,5.785566859379937,2.5,Iris-virginica
+76,5.978528803564422,2.887744415075437,4.5322294008359405,1.494115847835113,Iris-versicolor
+77,5.509568046301865,3.892277799441393,1.6177338694660348,0.42487177106054586,Iris-setosa
+78,6.087426122776546,3.244271831874181,4.720062235241924,1.737626853947422,Iris-versicolor
+79,6.111549408376385,2.8497512889094048,4.592864570937827,1.211408896614828,Iris-versicolor
+80,5.89754932073986,3.0,4.178579454482595,1.4642752045674188,Iris-versicolor
+81,6.242076424703055,2.2,4.500773228871987,1.528418952929225,Iris-versicolor
+82,6.894209519346258,3.1049756515661535,5.114717250779925,2.282789221543419,Iris-virginica
+83,5.010082881471644,3.4029041975927523,1.81332927928375,0.39813685068223115,Iris-setosa
+84,4.9344031794160905,2.4299993365028376,3.3938807015747625,1.037414545071273,Iris-versicolor
+85,6.396061133565962,2.903974758212706,4.312315723360087,1.297979640720848,Iris-versicolor
+86,6.299171345357612,2.503352961849103,4.871112803571405,1.4929522349935695,Iris-versicolor
+87,6.2967926560065735,2.2976205128225455,4.352195304300031,1.2843366556035765,Iris-versicolor
+88,5.399808369302667,3.0,4.513134090740755,1.5172849584354169,Iris-versicolor
+89,6.018087434275829,2.2,5.009173902912392,1.507636918653293,Iris-virginica
+90,6.310867497941287,2.297322213344,4.425456313036079,1.2879292298316183,Iris-versicolor
+91,7.9,3.777142095091629,6.422930822304184,1.9940382851660572,Iris-virginica
+92,5.671655865970077,2.5008316631922876,5.002468305063087,2.0072945738832244,Iris-virginica
+93,5.102749149612724,3.3993847073559476,1.5427145300758662,0.1975842855983037,Iris-setosa
+94,7.9,3.8141516530248993,6.423282311368199,2.000459972150419,Iris-virginica
+95,6.73794136893968,3.3087238294931605,5.728304769672664,2.0900187145494753,Iris-virginica
+96,5.66529273826636,3.8183764314778394,1.7797990859267934,0.3000731873144946,Iris-setosa
+97,7.899998745919302,3.8229879168738496,6.415356155542957,1.9972470303197245,Iris-virginica
+98,5.161541084515309,2.6924742042843723,3.892659038216996,1.38232189975571,Iris-versicolor
+99,6.673554579021677,3.3178519663499584,5.705241994586168,2.5,Iris-virginica
+100,4.598294653965129,3.20117750426324,1.3936415432940255,0.20000806139720348,Iris-setosa
+101,4.906761197434613,3.0,1.400244754014527,0.2018486583114963,Iris-setosa
+102,5.749191665262345,2.833770560326912,4.503512384139432,1.3205660394103946,Iris-versicolor
+103,6.6739646390147636,3.291542433192558,5.6799684892038815,2.5,Iris-virginica
+104,5.872758580802469,3.0,4.008038343193372,1.4820383812778084,Iris-versicolor
+105,7.89999895444082,3.7988185006600523,6.415423237752379,1.988658140067311,Iris-virginica
+106,6.2340394586772785,2.2000003288485654,4.551360088275733,1.511973440458779,Iris-versicolor
+107,7.89999885619104,3.753765237064824,6.432893581935463,2.000403066376242,Iris-virginica
+108,5.461682573004011,2.5634691313600424,4.336560554148623,1.1635288786522526,Iris-versicolor
+109,5.806287622979096,2.7924744983585517,5.116460860668473,2.4017427450283484,Iris-virginica
+110,4.81301026623409,3.0,1.4133342825437354,0.1,Iris-setosa
+111,7.9,3.761759112475586,6.40139054830018,2.0085877180830267,Iris-virginica
+112,5.432610937734658,2.9693169195673157,4.295263677558147,1.3944654823273432,Iris-versicolor
+113,4.989289195615465,3.297346428186024,1.397130488071138,0.20796423475183604,Iris-setosa
+114,6.508459747627169,3.0,5.494614956551,1.8059393217170256,Iris-virginica
+115,5.5243276525927385,2.4335707631160677,3.7435126418007556,1.0814496047552982,Iris-versicolor
+116,7.6895460643492655,2.579094356928533,6.9,2.302461466165155,Iris-virginica
+117,5.997191059114753,3.0,4.80178470536142,1.7971426991595199,Iris-virginica
+118,6.006499810185524,2.885031816853894,4.45318454347504,1.5041657612182593,Iris-versicolor
+119,4.820383027246758,3.0,1.4037533977969072,0.10000009378728086,Iris-setosa
diff --git a/iris/tab_ddpm/2/29/test.csv b/iris/tab_ddpm/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/29/train.csv b/iris/tab_ddpm/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/29/val.csv b/iris/tab_ddpm/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/synth.csv b/iris/tab_ddpm/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22f770c36b00e873d31c48c10e1711992ed41956
--- /dev/null
+++ b/iris/tab_ddpm/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.619202135412524,3.211076248481019,1.4050936900753976,0.20065719023536813,Iris-setosa
+1,4.500622197258875,2.3059495452880507,1.3013463086848338,0.30180760632320347,Iris-setosa
+2,6.724666019099168,3.2999236111980905,5.672021837787831,2.5,Iris-virginica
+3,4.4000006665730576,2.893455943090378,1.3848962932027842,0.19718278329475103,Iris-setosa
+4,6.499295204136671,3.0,5.57104151621742,1.800330560407825,Iris-virginica
+5,5.538525501903065,2.495299541948593,3.7657537585419822,1.0914736524444597,Iris-versicolor
+6,4.4,2.900913733546048,1.3967613700158354,0.20458714455174837,Iris-setosa
+7,6.081904465565725,2.996477467060605,4.5799994334726835,1.4216343755628218,Iris-versicolor
+8,6.2132168094961,2.2,4.535734452774296,1.4787543702775094,Iris-versicolor
+9,7.899998605453536,3.7657837973391066,6.366839830692935,1.9866613224180136,Iris-virginica
+10,5.5005739478430415,4.199998991937879,1.4002254748674177,0.2061191226129563,Iris-setosa
+11,6.011608506107667,2.715468591501544,5.086955520406597,1.62895808351181,Iris-versicolor
+12,5.583002988012518,2.4696302822591645,3.8634720000511313,1.07176740479632,Iris-versicolor
+13,5.345063119222286,3.0,4.468991237385871,1.4905940407035174,Iris-versicolor
+14,6.372793073315128,2.7044105714740465,5.328268952860189,1.895538902068078,Iris-virginica
+15,5.09631546267575,3.5389359490026084,1.3996651639060047,0.31483550165628293,Iris-setosa
+16,4.9633868959036835,3.2533581048952263,1.396525525655428,0.2025292822238907,Iris-setosa
+17,5.6078784955014855,2.8532667842737083,3.612940628079135,1.315045651069268,Iris-versicolor
+18,6.499126653185871,3.2160465825917695,5.121226129103108,2.035513388110597,Iris-virginica
+19,5.130951448282078,3.82477389435338,1.8321162609897554,0.20146030441995263,Iris-setosa
+20,7.9,3.8894043150638127,6.374260813251591,1.9866321679837489,Iris-virginica
+21,6.299011944177241,2.338482413726973,4.579003872599263,1.3813798105196173,Iris-versicolor
+22,5.6779769904204,3.7865507562064353,1.4999605645780314,0.35375840204181147,Iris-setosa
+23,5.4674773794762865,3.4175736258292115,1.6986909668716674,0.20215586764300633,Iris-setosa
+24,5.170552906764152,2.675768213732557,3.747555045689152,1.3807306853735037,Iris-versicolor
+25,5.6455228573529785,3.7806157849741355,1.8336780526367757,0.3715937143977069,Iris-setosa
+26,6.7814141410135145,2.8004342108216727,4.770737291178713,1.3800996901966958,Iris-versicolor
+27,5.411637584254891,3.0,4.4408821353524415,1.4828074871892432,Iris-versicolor
+28,5.378905868377166,3.0,4.5026151776693135,1.5211350476210364,Iris-versicolor
+29,7.9,3.8262084978920643,6.383820714459952,2.007363221665228,Iris-virginica
+30,6.912774690603094,3.1131974246288285,5.1147292026622,2.3155876202148997,Iris-virginica
+31,4.885559040552826,3.0958609110549697,1.4975842996332895,0.10000009228167957,Iris-setosa
+32,5.088172279172284,3.5202484650515644,1.4029834318555279,0.3200099200199609,Iris-setosa
+33,5.210886865735417,3.3850637572081705,1.5209858697210876,0.2011498531769469,Iris-setosa
+34,5.3961307973007315,3.407392073936084,1.4946646910285741,0.3620023472064271,Iris-setosa
+35,6.708578530319736,2.524462826149222,5.818371128389777,1.8029698184144034,Iris-virginica
+36,5.006522721735319,3.1924458653286814,1.2,0.19636698922972742,Iris-setosa
+37,6.11966057804795,2.8088355729661307,4.631780668068906,1.2550412013640795,Iris-versicolor
+38,5.548025092962685,2.5269531499408204,4.2116502301277965,1.1483950727874732,Iris-versicolor
+39,6.858886078727357,3.210838418455832,5.901755068567232,2.296410249956,Iris-virginica
+40,5.418953393888576,3.0,4.521706928405896,1.5208999432117585,Iris-versicolor
+41,5.9441739008122285,2.8775498292438484,4.533718459388706,1.4400945716904217,Iris-versicolor
+42,5.599814729696729,2.8478532291630465,3.6149994359198403,1.2945806248754206,Iris-versicolor
+43,5.608359875799194,3.0,4.108694782919046,1.3029386582517546,Iris-versicolor
+44,5.981545423973066,2.938357210303134,4.432550098499526,1.502804268949374,Iris-versicolor
+45,5.626080330641345,2.683239388471454,4.281472756612931,1.3011928646008915,Iris-versicolor
+46,6.08314707471871,2.800465276677968,4.692594822899793,1.190383889894754,Iris-versicolor
+47,5.35980033662537,3.0,4.51988805114033,1.4889111423268349,Iris-versicolor
+48,5.495988854865603,3.562075845285117,1.4946575302439666,0.3590906397641309,Iris-setosa
+49,4.4,2.8876772841568354,1.3901010129765627,0.20116100887117497,Iris-setosa
+50,6.709061692228843,3.3092062725205604,5.704365902233508,2.5,Iris-virginica
+51,6.029959617688408,2.711416720923109,5.074725777905008,1.5404008329946624,Iris-versicolor
+52,7.288129675392128,2.909214977579775,6.280114186932678,1.8089607495065965,Iris-virginica
+53,6.704910878109778,3.0,5.003416900358969,1.6847674351495647,Iris-versicolor
+54,6.107551486760443,2.7955668500449855,4.68621991145907,1.210465747369015,Iris-versicolor
+55,6.39750720145542,2.7018295648501516,5.288151708663198,1.8922319671053105,Iris-virginica
+56,5.817211567432214,3.155628112712083,4.726648421708098,1.7757533110360446,Iris-versicolor
+57,6.179025922644543,2.200000277012617,4.5012131353275695,1.4845711940380721,Iris-versicolor
+58,5.854095375778976,3.0,4.178346014901563,1.4743636851704882,Iris-versicolor
+59,6.382708905393219,2.9052013188698442,4.3151782536676375,1.2612070248595668,Iris-versicolor
+60,5.375879927814384,3.408911441688307,1.5784342861170069,0.1992633119481567,Iris-setosa
+61,6.298790290646817,2.5037842552626466,4.880552361794579,1.5475154167862715,Iris-versicolor
+62,5.12344078371133,3.4786469478664337,1.5079640420897171,0.19810964516764196,Iris-setosa
+63,5.114670963101254,3.7288629623990452,1.5000937782639308,0.42135481231785965,Iris-setosa
+64,5.118313498459355,3.804561931800656,1.6693038589156306,0.2003542880024599,Iris-setosa
+65,6.312523191207103,2.911698043792895,5.607197523566514,1.8023546686606902,Iris-virginica
+66,5.368902198173124,3.3953808245587926,1.572209668081777,0.1961767935035526,Iris-setosa
+67,6.700701914269541,3.3067965588808876,5.6667414988249885,2.1062808569073836,Iris-virginica
+68,6.517759159794426,3.1889729814165375,5.110264478093173,2.0004854717816487,Iris-virginica
+69,5.390946924425863,3.9205853544493587,1.688208842713494,0.3752405395484384,Iris-setosa
+70,4.962054274175173,3.177528178625086,1.200000188322186,0.20203190391469486,Iris-setosa
+71,5.007650830450027,3.4091468913817216,1.5896814527833227,0.40106308751999564,Iris-setosa
+72,6.294657811034661,2.322137818251711,4.3757484598164895,1.3223456607507431,Iris-versicolor
+73,5.974655821098897,3.0,4.886152761487217,1.8108096437755419,Iris-virginica
+74,7.287718677698413,2.8837882643941755,6.318922047240183,1.7917325526253849,Iris-virginica
+75,5.498942492481518,4.1999991961456455,1.3868559132106202,0.20659848768216987,Iris-setosa
+76,6.076104855814129,2.7978405550451777,4.699273870261554,1.218378667209234,Iris-versicolor
+77,6.274632242073338,3.284095997287585,4.6677398214309065,1.66756985880693,Iris-versicolor
+78,4.593284094400313,3.3992026419317947,1.396634773967297,0.3353753983301761,Iris-setosa
+79,5.074818387722021,3.5360736492944373,1.406100283374561,0.29781174155627727,Iris-setosa
+80,6.494872846651016,3.179397520554635,5.0982091845630695,1.9900916893597813,Iris-virginica
+81,4.500393441316742,2.292181528887108,1.3000005532342178,0.2988860747046127,Iris-setosa
+82,6.303565113918965,3.2937508778827134,4.702906336757457,1.5919694727102618,Iris-versicolor
+83,7.9,3.876760811192291,6.410010167124746,1.989732587018245,Iris-virginica
+84,7.721367877656496,2.615188545323908,6.899998526089391,2.3107517523099346,Iris-virginica
+85,4.906999929070469,3.1032914518274253,1.4928157679906142,0.10000011243377074,Iris-setosa
+86,5.425177520044776,3.4082753634315672,1.504044581889289,0.44052519256145406,Iris-setosa
+87,6.19179233560755,2.2,4.496584439221718,1.489544481780768,Iris-versicolor
+88,6.686658195155432,2.5209406540739043,5.665168491130469,1.817442341627221,Iris-virginica
+89,7.9,3.769672319735425,6.432913444365466,1.9789267182758086,Iris-virginica
+90,6.306020803380971,2.2982618481195587,4.4260451075601255,1.272175653163797,Iris-versicolor
+91,5.531592201993649,2.6709634116261918,4.373580044835221,1.2327181336040858,Iris-versicolor
+92,5.519197989111855,2.590965751314722,4.33416229719034,1.2172854007589107,Iris-versicolor
+93,4.805607750520231,3.0,1.3994576863477293,0.1,Iris-setosa
+94,6.346307468596811,2.9559532453315507,4.468533761076522,1.3681323186553866,Iris-versicolor
+95,5.999945735532987,3.0,4.882222319696423,1.7982421241851778,Iris-virginica
+96,6.932687052183222,3.1216437700975757,5.1161948736976814,2.297713121879412,Iris-virginica
+97,5.915106188643559,3.0,4.272984370728921,1.4925598556522297,Iris-versicolor
+98,4.879139627599507,3.0,1.3999548658965857,0.20871129992772597,Iris-setosa
+99,4.911859421929322,3.0,1.3981342066369336,0.19957120860602046,Iris-setosa
+100,5.902956651842673,3.0,4.42217771511015,1.3669799318192024,Iris-versicolor
+101,5.4642798691086245,3.482430167498966,1.4950585371682952,0.4291477269797359,Iris-setosa
+102,6.283701693775663,2.503362578390857,4.921764912361389,1.5177634743906183,Iris-versicolor
+103,7.135436710732002,3.0,5.879099408129744,2.13783968643917,Iris-virginica
+104,6.8929701496106555,3.093289810411168,5.09273703848159,2.2929295663899065,Iris-virginica
+105,4.793516167358423,3.0,1.4003469663520463,0.31763854059022256,Iris-setosa
+106,6.293589854585589,2.8841428601170636,5.6223224040189805,1.7922285302285668,Iris-virginica
+107,4.809759727377689,3.0,1.396304496930115,0.2941344334360711,Iris-setosa
+108,5.6292617049356535,2.694556002260462,4.003809259570714,1.2992955977526783,Iris-versicolor
+109,5.0729707764137615,3.393098076239441,1.5193029545537198,0.20055065221350832,Iris-setosa
+110,5.483466843388289,2.5842287403039177,4.41328039506193,1.1544640254538576,Iris-versicolor
+111,6.292888664218876,2.4646085238395576,4.872329542053183,1.4810895064343543,Iris-versicolor
+112,6.1258331460104145,2.987000142664837,4.5336313200156715,1.388951229747609,Iris-versicolor
+113,6.480663656951173,3.2063721684752746,5.096910101863011,2.033231231057677,Iris-virginica
+114,7.010226437200187,3.070670211807681,5.922028277509537,2.2140920318822817,Iris-virginica
+115,6.368154413609514,2.906557328353111,4.250584570365381,1.267260419824837,Iris-versicolor
+116,4.900949332319351,3.095765091549151,1.4989095121054865,0.1,Iris-setosa
+117,5.093504783709983,2.5040058727384196,2.9255064479875856,1.0850706894796907,Iris-versicolor
+118,4.4,2.9267021277450938,1.3914961469897034,0.2087489930135235,Iris-setosa
+119,6.287937652441323,2.297413241038554,4.363980891891147,1.2525645768942728,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/test.csv b/iris/tab_ddpm/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/train.csv b/iris/tab_ddpm/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/3/val.csv b/iris/tab_ddpm/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/synth.csv b/iris/tab_ddpm/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fbe910977fb8634e13b2edf50c887c31482c1ab3
--- /dev/null
+++ b/iris/tab_ddpm/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.969820345232689,3.0,4.427832701763777,1.4223488171098115,Iris-versicolor
+1,7.9,3.8254403523614973,6.403606853019174,1.9554375954510403,Iris-virginica
+2,5.013407237289225,3.198665188878592,1.2000002150826603,0.20462887076149305,Iris-setosa
+3,6.788794230253249,3.002860637348644,5.313638814416033,2.1870585433332943,Iris-virginica
+4,6.322388924186629,2.9380017894366053,5.570434439246407,1.7968264798572942,Iris-virginica
+5,6.278908472678333,2.510487428524462,4.91315838161636,1.5054542219461118,Iris-versicolor
+6,6.357500600534569,2.4983246153198135,4.907791917854954,1.5146990390961206,Iris-versicolor
+7,5.685971897193026,2.4942475872618806,4.9685663632848405,2.018537600845129,Iris-virginica
+8,4.699427577227857,3.4097439632530584,1.39625613719765,0.43880023562545345,Iris-setosa
+9,5.985327386614333,2.886329688822493,4.501571638495077,1.4130354968683556,Iris-versicolor
+10,5.130835751789417,3.5337588329970195,1.4100841072956347,0.2973474336797026,Iris-setosa
+11,7.9,3.790084061894821,6.421970838341053,1.9455038020092956,Iris-virginica
+12,6.311688568356094,3.3097059606548016,4.705856185785,1.6054465136434466,Iris-versicolor
+13,4.816229260170217,3.0,1.4005923735074974,0.2941128918666443,Iris-setosa
+14,5.6216393606065465,3.0,4.025702526978462,1.283119577142657,Iris-versicolor
+15,5.498808728409615,2.6784425410619503,3.962512676684001,1.3049807202745827,Iris-versicolor
+16,5.703746214328507,2.7867439320899665,4.515961700703594,1.3226177158335666,Iris-versicolor
+17,6.700872470070675,3.2858975396635968,5.750329457597359,2.115563467931307,Iris-virginica
+18,5.629489197173429,2.697786475239698,4.172445645935123,1.3007683997452428,Iris-versicolor
+19,4.888938101493451,3.0793845234436255,1.4802782031067816,0.1,Iris-setosa
+20,4.811776041254101,3.0,1.4017944778786477,0.1,Iris-setosa
+21,6.191667913243945,2.2,4.494580788637882,1.5009954839830215,Iris-versicolor
+22,6.304483559170241,2.5071145985916017,4.885664852988726,1.5019448274995373,Iris-versicolor
+23,5.258169109549252,3.361260411279836,1.5617649827702245,0.419129408026243,Iris-setosa
+24,6.14548255270792,2.2000003322920936,4.536781055129769,1.5490486355384945,Iris-versicolor
+25,5.867522087680846,3.1845894644159394,4.710968994967006,1.7866560851960103,Iris-versicolor
+26,6.090172200776689,2.7649757153567798,4.7016134375023855,1.2318039222071662,Iris-versicolor
+27,4.990968111054154,3.222192797036111,1.2,0.19856160249671156,Iris-setosa
+28,6.702104389575073,2.4942494227310896,5.797616830422854,1.8088176552282904,Iris-virginica
+29,6.293325009554863,2.443308257693584,4.777651213602847,1.4238878589978996,Iris-versicolor
+30,4.795052132067549,3.0,1.4049275955738965,0.1,Iris-setosa
+31,4.497094274490545,2.3071471111196087,1.3121977370332734,0.2956567735730738,Iris-setosa
+32,6.384194058099666,2.8898208576459017,4.307552787334627,1.2976481939365143,Iris-versicolor
+33,6.310345792472174,2.2984848920183287,4.41756310900316,1.289884183861989,Iris-versicolor
+34,4.887145661257353,3.2405152682161993,1.4056107190235567,0.20007903772266752,Iris-setosa
+35,6.285597311048282,2.335142758030085,4.398909297691825,1.3143106031997163,Iris-versicolor
+36,6.923966077880733,3.1694709875903904,5.694085730805568,2.283508809837476,Iris-virginica
+37,6.328105154895114,3.4194920782181244,5.6035231762490545,2.4045268398789625,Iris-virginica
+38,4.597521098556698,3.204098367017491,1.4003232353748203,0.1982878240420517,Iris-setosa
+39,6.298607649461469,2.7119845877495297,4.930734054527241,1.7981703543254943,Iris-virginica
+40,7.160459338357543,3.0,5.986346029218174,2.065030312885792,Iris-virginica
+41,6.318406730670378,2.914267196704897,5.5836818344766925,1.7969189682248756,Iris-virginica
+42,6.285712789454356,2.3115600353272048,4.3953965783465785,1.2993620630973166,Iris-versicolor
+43,5.596938036377484,2.911972666915547,3.669428885885133,1.3020597847165327,Iris-versicolor
+44,5.211096498505039,3.8542343977017395,1.4979825393695596,0.36206933942328534,Iris-setosa
+45,5.122984988594956,3.7579661935083966,1.498180092762136,0.2018951961113504,Iris-setosa
+46,4.756059742794409,3.0,1.4040093329610188,0.29709791759500925,Iris-setosa
+47,6.0589863785249785,3.0,4.44962781601884,1.3777158386690125,Iris-versicolor
+48,5.270664024817761,3.4086981295087,1.5276444849754096,0.1960452156180602,Iris-setosa
+49,7.050135008042895,3.0,5.920336212898893,2.0942698662668136,Iris-virginica
+50,6.3124779345650195,2.7259348176009834,4.909985012006541,1.807053492423323,Iris-virginica
+51,5.7247593272462245,3.7953290662143013,1.720789267194975,0.34512034431018546,Iris-setosa
+52,7.899998738963617,3.7720071932899657,6.33438425364299,2.014812765166082,Iris-virginica
+53,4.908458503628376,3.092464638590969,1.543934335783497,0.10000009178283133,Iris-setosa
+54,6.294162096476258,2.3012151222038635,4.429812835624741,1.293443342672505,Iris-versicolor
+55,5.880123327883073,3.0,4.126375007811635,1.4972390176253716,Iris-versicolor
+56,6.708969513150386,3.285391893747614,5.682274696738459,2.080881904375516,Iris-virginica
+57,5.364603805518567,2.930434313344813,4.3414469729346425,1.4633102879719058,Iris-versicolor
+58,4.882979304396636,3.0358993192103307,1.4692726776644245,0.10000009149526189,Iris-setosa
+59,6.309754736392825,2.303478001285743,4.329308117594731,1.32648409585693,Iris-versicolor
+60,6.008892422614173,2.2000003207641297,5.006952502666434,1.5166600640890524,Iris-virginica
+61,5.712790953616633,3.7769455504473464,1.6212279253867676,0.29746168771404,Iris-setosa
+62,4.626074449257301,3.401695344429444,1.3931224593458034,0.3327413392941423,Iris-setosa
+63,5.796918867605699,2.6715893009824474,5.105388070027719,1.929259195751815,Iris-virginica
+64,5.556841401984254,2.4662927821639467,3.8639948814265357,1.104159739625093,Iris-versicolor
+65,6.798200192297216,2.7818553090339755,4.828019542609719,1.4149811680516349,Iris-versicolor
+66,6.630329392886166,3.3048457512950984,5.67386941604345,2.4999995512062108,Iris-virginica
+67,6.296236072609786,2.3039284852557773,4.4231840336711805,1.3063352670986788,Iris-versicolor
+68,5.685409262803576,3.7818459348991516,1.7582588335391638,0.3282601640258236,Iris-setosa
+69,6.683578835878874,3.315301662528515,5.674111025243025,2.4999996134286566,Iris-virginica
+70,6.644523866640569,3.0,5.003873848974828,1.6959971039341497,Iris-versicolor
+71,5.594154806740973,4.2,1.3984683102695918,0.19603495816053684,Iris-setosa
+72,4.624578192031238,3.3938278750563144,1.403473342831358,0.29934870425478366,Iris-setosa
+73,4.606517636494949,3.184653716342131,1.3991153502753522,0.19726660320187284,Iris-setosa
+74,5.431499456311645,3.4029713568457267,1.4974953937110735,0.36119642907316385,Iris-setosa
+75,5.220892734640652,3.7865307581742025,1.7187323787886466,0.3925535181189585,Iris-setosa
+76,6.412943837054166,2.892257429012677,4.28377237674702,1.3112709105687772,Iris-versicolor
+77,5.218048656463594,2.699208921856932,3.9014202472817847,1.3978444942526969,Iris-versicolor
+78,6.722790315326391,3.303925519776223,5.694705964559511,2.088402257491938,Iris-virginica
+79,6.277369128079633,2.3108063830962693,4.408275692248865,1.3113774219412206,Iris-versicolor
+80,6.009697234169506,2.7708245281715973,4.657302363106406,1.197058297362484,Iris-versicolor
+81,7.9,3.834838778507861,6.406846210984155,2.0048551650075552,Iris-virginica
+82,6.28845112778451,3.39914441736855,5.579987158559679,2.3984688404596834,Iris-virginica
+83,5.403756322767433,3.397552647798819,1.6256148572381433,0.19787652476742135,Iris-setosa
+84,6.6942506431019355,3.3101096870427247,5.789590151752262,2.5,Iris-virginica
+85,6.3086471423731245,2.7153071177604216,4.899119826781062,1.7973499689224959,Iris-virginica
+86,6.810952134615531,3.183414280659717,5.827312873861482,2.2988667764534703,Iris-virginica
+87,5.101966987348957,3.8007480310886237,1.6242655221257125,0.1945223327154897,Iris-setosa
+88,6.494012632203879,3.0,5.813348723682474,2.2101584232406033,Iris-virginica
+89,6.383307696671801,2.686132428467372,5.290862249746266,1.9010089648269064,Iris-virginica
+90,5.77174861437102,2.644137497847162,5.0911250879412835,1.9254030696851594,Iris-virginica
+91,5.468452396685137,2.372085573613775,3.857126541550328,1.1060004866945108,Iris-versicolor
+92,6.0978381499888155,2.833596544661532,4.659779408797141,1.152163825892409,Iris-versicolor
+93,5.407953188747662,3.7832713549737096,1.5672343980070045,0.21740219235605968,Iris-setosa
+94,5.603683967888537,2.513938235296792,3.923147374349133,1.1160254103261746,Iris-versicolor
+95,5.080935069324989,3.3016304129105727,1.4978173714557337,0.5571739784998528,Iris-setosa
+96,6.9358339638783635,3.1873775020954445,5.8567395377493146,2.2903955527733943,Iris-virginica
+97,5.865781672111287,3.0,4.236609577569718,1.5225986503341786,Iris-versicolor
+98,4.97645776010242,2.4614624286783213,3.3738978098471835,1.0891512629666842,Iris-versicolor
+99,5.577489171049815,2.516638305680746,3.856334485325881,1.0937956316270705,Iris-versicolor
+100,5.250826735388733,2.6806001783301054,4.04410797103635,1.3528150373429628,Iris-versicolor
+101,6.069038978796271,2.5896247245319373,5.576913102332264,1.4300022116882825,Iris-virginica
+102,4.603299792451631,3.2160962478425326,1.3985707034226817,0.2033395201102024,Iris-setosa
+103,5.221892697571674,3.6403248126989007,1.5225320141524237,0.29523931576196716,Iris-setosa
+104,5.395795476269251,3.9036637419402562,1.5392563601574696,0.40425341353726496,Iris-setosa
+105,5.506858658030093,4.1999989847651955,1.4038373766332164,0.20146825471889315,Iris-setosa
+106,6.010082992697422,2.885892480422105,4.485970853016444,1.5091915113914944,Iris-versicolor
+107,4.875998614593264,3.1089937658711824,1.4985773678659566,0.10000010091394211,Iris-setosa
+108,5.707434132791107,2.4965848642533386,4.9942676178205545,2.011624911368283,Iris-virginica
+109,6.70111598249432,3.3129618033162656,5.712787085591763,2.1126815847838487,Iris-virginica
+110,6.297907104521149,2.494189798618982,4.8859126495404235,1.4752197981083508,Iris-versicolor
+111,6.760197483325924,2.803051496171054,4.763851585216903,1.403703612735077,Iris-versicolor
+112,4.587600355716962,3.199721190198174,1.405219371250072,0.19800287440709768,Iris-setosa
+113,6.006609151045812,2.2000003280878926,4.976516105726571,1.4818137577281607,Iris-virginica
+114,6.6729680130609275,3.0,4.978913795372748,1.7333493580092778,Iris-versicolor
+115,6.124473487641281,2.5914076373057324,5.624486085095748,1.4123062551384418,Iris-virginica
+116,6.633296245977326,3.298934621929079,5.7173046853729845,2.499999505457843,Iris-virginica
+117,6.692455321777791,3.2919358594667614,5.68085105263607,2.5,Iris-virginica
+118,7.706819269823823,2.6185146971942457,6.9,2.3205115368666727,Iris-virginica
+119,5.548080660630756,2.457804614901603,3.842426411687846,1.091867109891752,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/test.csv b/iris/tab_ddpm/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/train.csv b/iris/tab_ddpm/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/4/val.csv b/iris/tab_ddpm/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/synth.csv b/iris/tab_ddpm/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..861c781d239da006aaf0d48354ff7d61267c1ca7
--- /dev/null
+++ b/iris/tab_ddpm/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.574178929896895,2.903604710770116,3.5400610884859627,1.3231306333317894,Iris-versicolor
+1,4.895559070993288,3.0761132340495134,1.4986843262584235,0.1,Iris-setosa
+2,6.307178115112425,2.511361623937847,4.944223190607955,1.5124988407901132,Iris-versicolor
+3,4.992808807698822,3.3992717306010296,1.49983396211886,0.43811528326860716,Iris-setosa
+4,5.040427541893957,3.373958916484471,1.4902733617531945,0.20334581055260428,Iris-setosa
+5,6.711344215999388,2.492663176587322,5.765020555275494,1.8045954461456863,Iris-virginica
+6,5.647505506119336,2.7221839423755845,4.460675047055751,1.2595618639378445,Iris-versicolor
+7,6.8849028136277575,3.1039871136045973,5.106175018747467,2.3060165842239835,Iris-virginica
+8,6.5198105066923695,3.0,5.788517069919544,2.2188431945010136,Iris-virginica
+9,5.862314213867924,3.237332770376166,4.7937810654143895,1.8054935063406703,Iris-versicolor
+10,5.5292749731981505,2.393173454418955,3.9614695162168116,1.117144328956058,Iris-versicolor
+11,4.905307357961887,2.4067765216933004,3.2754145076355297,1.0679497876056943,Iris-versicolor
+12,6.400643338441576,2.6431014427630326,5.311669134320603,1.8517436800783338,Iris-virginica
+13,5.121547709208651,3.775352935872561,1.5689569365113853,0.19914494312802844,Iris-setosa
+14,5.323312620973689,3.671830795143579,1.5646007545640015,0.20318770748939552,Iris-setosa
+15,5.605189369371918,2.913721500215572,4.4591059750732445,1.3645192818741583,Iris-versicolor
+16,6.294235638781134,3.3107796523467234,4.686376510212354,1.5953922711031705,Iris-versicolor
+17,6.000322696643666,2.6901650050882604,5.106366209767554,1.6014050438624783,Iris-versicolor
+18,6.779754910190319,3.0,5.528647428135428,2.0788081914550047,Iris-virginica
+19,6.30639968033757,3.304995793403826,4.721996537234004,1.5856410520956141,Iris-versicolor
+20,7.899998899984243,3.7916391110379153,6.404879762699621,2.0145301129653714,Iris-virginica
+21,5.66544917905808,2.7623914638718725,4.311539893630749,1.2717253227014902,Iris-versicolor
+22,4.4,2.8842761760727416,1.4063093210839173,0.20109472135833076,Iris-setosa
+23,5.973768798078368,2.698615400803082,5.074136912818875,1.5740627660894626,Iris-versicolor
+24,6.057286798058065,3.0,4.799399465087612,1.8006465851646238,Iris-virginica
+25,5.122248476867957,3.539093449555307,1.389086398079498,0.323465581333416,Iris-setosa
+26,5.342409641780813,3.85271518531004,1.6304517951156245,0.3564538929950061,Iris-setosa
+27,4.753892060291148,3.266794510314747,1.4051237078534866,0.196437968249343,Iris-setosa
+28,6.294242074731998,3.296383669317965,4.650505851452186,1.6024181913023074,Iris-versicolor
+29,5.803521719997645,2.7888364285195033,5.100168153699025,2.3937993596336815,Iris-virginica
+30,6.312203925526693,2.969005676737258,5.471661488932076,1.790157706221734,Iris-virginica
+31,7.9,3.8163685957867712,6.385680523273337,2.019230257458463,Iris-virginica
+32,5.058156459761424,3.4764256341954014,1.4016167893033469,0.2996615882166146,Iris-setosa
+33,5.893975908473075,3.0,4.006430022049516,1.4831038774809717,Iris-versicolor
+34,7.9,3.754863721550154,6.376555893239901,1.9899439269936052,Iris-virginica
+35,4.400000505278713,2.904665876251211,1.4090368782474638,0.2052503885134208,Iris-setosa
+36,5.158753498021977,2.6780240927991366,3.8613359616978697,1.391217027380458,Iris-versicolor
+37,6.762512419120535,3.2001906699967573,5.848517944906674,2.2906642348703907,Iris-virginica
+38,4.616049832308849,3.400111407633445,1.4099541008851058,0.299378436403112,Iris-setosa
+39,5.514093738760086,2.370086343838834,3.8357296374871,1.1021774643482074,Iris-versicolor
+40,5.603496814378167,2.5491329533694356,3.917211297449311,1.1210224084047549,Iris-versicolor
+41,6.217261480908289,2.200000278488133,4.5115380869184705,1.5163834637433795,Iris-versicolor
+42,6.648001128311879,2.5330935695760943,5.69270981733717,1.805905256568718,Iris-virginica
+43,6.663782671503871,3.292752315047269,5.761043049707986,2.142443188160794,Iris-virginica
+44,6.6925763950032975,3.0,5.007124357497516,1.7120570184518071,Iris-versicolor
+45,6.055863716962145,2.9028804072372147,4.508374266154821,1.4770983515272949,Iris-versicolor
+46,5.5082181039238955,3.515484169027801,1.652038868168605,0.2929168512234385,Iris-setosa
+47,5.426837209727599,3.412085176327814,1.5446411295475575,0.19543353113330664,Iris-setosa
+48,5.11597039154161,2.5105523697313816,3.02639167874917,1.1170200025564863,Iris-versicolor
+49,4.975222045325141,3.187996340564863,1.2,0.19540204106778608,Iris-setosa
+50,5.731786157761273,2.507632160697135,5.001839351679679,1.9701375379379371,Iris-virginica
+51,5.709932568162154,3.7965190507863773,1.6932734922450896,0.3497995487429603,Iris-setosa
+52,5.662736020573184,2.764208771026956,4.340696236633341,1.343249159144795,Iris-versicolor
+53,5.409529644205898,3.89512373334355,1.5023623861841633,0.4876539616239757,Iris-setosa
+54,5.718474095313273,3.8082429752201454,1.6182216715958961,0.2962187774470172,Iris-setosa
+55,6.045152292033007,2.716972379191459,5.1116219752247565,1.6448609992471472,Iris-versicolor
+56,4.996395522755641,3.39927599398283,1.6473179397206223,0.37492205732432166,Iris-setosa
+57,6.955322104971767,3.1146328290102616,5.080256687798979,2.308684055930778,Iris-virginica
+58,6.2695122606511395,2.5246843167548976,4.961269498820554,1.5093162275363081,Iris-versicolor
+59,5.525126675026157,2.4045345516433425,3.671738800909191,1.0767463477313244,Iris-versicolor
+60,4.904514287699187,3.0,1.4041303590642928,0.2039970795017199,Iris-setosa
+61,7.899998625186034,3.8035271078710786,6.415328110023663,1.9879979492033246,Iris-virginica
+62,6.5705451745207375,3.0,5.766364902805872,2.2261036569593053,Iris-virginica
+63,4.904615706265663,3.111169786663936,1.5221140987171196,0.10000011147757282,Iris-setosa
+64,4.992246257568967,3.182600943024228,1.2,0.2007626124478242,Iris-setosa
+65,5.874217331294304,2.719080282840587,5.094488558862251,1.8427468897102115,Iris-virginica
+66,6.046631392353844,2.695953896700976,5.100800372472694,1.6048870106820217,Iris-versicolor
+67,5.914721079901445,3.0,5.114504054172123,1.7944363826363525,Iris-virginica
+68,7.9,3.8261059290577397,6.331337425985701,2.005026784286014,Iris-virginica
+69,6.117075616651639,2.812169580124493,4.668900754455816,1.1781735929957504,Iris-versicolor
+70,5.7916048667023405,2.8218074937390414,5.0973028852993245,2.397462322879613,Iris-virginica
+71,5.838486886646368,3.2065704842080986,4.798681582152087,1.8019098938388693,Iris-versicolor
+72,6.2746329884801435,2.2882163926814343,4.4319422861083515,1.3287671224125088,Iris-versicolor
+73,4.809050162862861,3.0,1.3822319028557093,0.1,Iris-setosa
+74,6.400831248337262,2.8965258845781845,4.322214269312786,1.305033212830119,Iris-versicolor
+75,4.400000619010522,2.8863353618149468,1.3923432943511471,0.19724587816577685,Iris-setosa
+76,5.727804292437886,2.8061446456066674,4.514655401074352,1.3098936418176093,Iris-versicolor
+77,6.716167602699404,3.0,5.001844540722855,1.7104338575053257,Iris-versicolor
+78,5.082927309077942,3.750160748547837,1.5910397818192936,0.2008340771573321,Iris-setosa
+79,6.404040898394289,2.6931268541046136,5.3169610020537705,1.8787773064211015,Iris-virginica
+80,6.4112945050468415,2.873219075519342,4.114501036032949,1.268851667566464,Iris-versicolor
+81,6.604365595885591,3.2901284405719187,5.729498228079104,2.4999996438671443,Iris-virginica
+82,6.017505682882748,2.7968041519658704,4.678114611541488,1.2416952162905575,Iris-versicolor
+83,6.482550739873728,3.215895897184379,5.084553967087433,2.0028516729056927,Iris-virginica
+84,5.62032132867043,3.0,4.135878368075504,1.297790829125781,Iris-versicolor
+85,5.010085205375263,3.314753447713112,1.4242583377067577,0.19111456272251243,Iris-setosa
+86,5.096323051199554,3.3015066754376208,1.8024375482162283,0.4886850412135765,Iris-setosa
+87,5.6034304807160735,2.9296802992904403,3.6180862717631403,1.2911378239027762,Iris-versicolor
+88,6.850978624380869,3.2020716884315967,5.772891378498716,2.300045048626762,Iris-virginica
+89,5.576567101698997,2.632986943113174,4.309943306214775,1.2123580378927195,Iris-versicolor
+90,5.795972321985923,2.787726587449709,5.106897845736862,2.406124611885343,Iris-virginica
+91,6.271767938129856,2.905225396490017,4.3493257745233755,1.3713995525092455,Iris-versicolor
+92,6.303619719023898,2.8675306365916153,4.4636633660736535,1.2612747973325433,Iris-versicolor
+93,6.280406911009276,2.694913414316545,4.902904270645995,1.8001386817104237,Iris-virginica
+94,4.816477663534508,3.0,1.4009653001526137,0.3355058877668597,Iris-setosa
+95,5.698691115869232,2.5196740765648755,5.008457462693907,2.002470517894013,Iris-virginica
+96,5.748544620934124,2.7903477278571773,4.509671968167669,1.299139826015832,Iris-versicolor
+97,5.799152504039821,2.696941686038882,5.091792649563392,1.9369088736531428,Iris-virginica
+98,6.530831329223607,3.202119466610736,5.113778653536548,2.000749016320246,Iris-virginica
+99,6.1638346779806374,2.8107231418058127,4.708719931331107,1.1885825930664011,Iris-versicolor
+100,5.606871553007944,2.886355274341115,3.6557025834436567,1.2987514189557392,Iris-versicolor
+101,5.543935199458676,3.7766813463068214,1.4995740409623448,0.3492676116346607,Iris-setosa
+102,5.5462598515557655,2.6383163643487983,4.4179819246630965,1.2059768025901851,Iris-versicolor
+103,5.018113039555334,3.401639090951761,1.7708721978488868,0.3093786490321397,Iris-setosa
+104,6.311877629960715,2.47503407999574,4.837030313018225,1.4860623229467644,Iris-versicolor
+105,6.70203733265157,2.815770221767354,4.615345552966487,1.35147638418728,Iris-versicolor
+106,5.338879047246259,3.7314720568528696,1.4998736932712968,0.20211031995603645,Iris-setosa
+107,5.505030771914143,4.1999990937252605,1.382452873281549,0.19694906920178745,Iris-setosa
+108,4.400000569579349,2.892080255044694,1.4047438445374614,0.20432933128555497,Iris-setosa
+109,5.084746168834901,3.289255321426379,1.6974920511737694,0.43339547366431885,Iris-setosa
+110,6.497440045443066,3.2026182011478177,5.107090994790397,2.0045213535592143,Iris-virginica
+111,5.235814907808089,3.3644789678191613,1.5612600297426735,0.42241348313939076,Iris-setosa
+112,6.783339670728053,2.797301959200394,4.7875110039657205,1.3822314374114022,Iris-versicolor
+113,5.5993827340934486,2.496672930034663,3.9413837938626033,1.1235223981969273,Iris-versicolor
+114,5.907269483891649,3.0,5.1010011404707125,1.8011200398904492,Iris-virginica
+115,4.986904981322831,2.4421602281302612,3.3151388717698183,1.0996727999069722,Iris-versicolor
+116,7.9,3.819900470460033,6.394152494884754,2.0120021823800722,Iris-virginica
+117,6.325355982809909,3.3111101343534464,4.677569572639294,1.579221830549915,Iris-versicolor
+118,7.043625109311836,3.0,5.847279736156624,2.067520978011508,Iris-virginica
+119,5.8876680012760785,3.0,4.1466199319915304,1.4918684193986802,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/test.csv b/iris/tab_ddpm/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/train.csv b/iris/tab_ddpm/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/5/val.csv b/iris/tab_ddpm/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/synth.csv b/iris/tab_ddpm/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2d97e18e2f8acc4fcc96f068864ce9ddbba77a3
--- /dev/null
+++ b/iris/tab_ddpm/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.60749094110664,2.5772251845174656,4.268266061200866,1.1892125059712257,Iris-versicolor
+1,6.8604932062411015,3.191519646211939,5.755064233695069,2.3044044133748884,Iris-virginica
+2,6.250656546606942,2.7055280880359973,4.94786929028236,1.7913526689661723,Iris-virginica
+3,5.409561723271285,3.0,4.4801726900000025,1.4969158356341525,Iris-versicolor
+4,6.1797870146350045,2.2,4.513047319286293,1.4724936313897916,Iris-versicolor
+5,7.9,3.8165206290859777,6.400032530537346,2.0245467844317595,Iris-virginica
+6,5.181444432493513,3.719796219203006,1.4972704065290312,0.1992296555011115,Iris-setosa
+7,7.705849713775363,2.5973955038539427,6.899998911075354,2.3047059862887087,Iris-virginica
+8,6.28070125816705,2.899015854906845,5.589373458129102,1.7988495156657671,Iris-virginica
+9,6.715350396149999,3.2999221514808816,5.68988607483374,2.105037802634299,Iris-virginica
+10,5.625597781416447,3.7875968895540133,1.6151197575621807,0.35697347376732064,Iris-setosa
+11,4.766349708716787,3.0,1.3927792574792734,0.1,Iris-setosa
+12,6.897580652376808,3.111602561518173,5.102478416391731,2.3010363035051427,Iris-virginica
+13,6.117446690548191,3.0,4.648885761760266,1.3819073508479036,Iris-versicolor
+14,6.7015981263388005,3.3059501933087234,5.71062786221442,2.1015055468268806,Iris-virginica
+15,6.293923687105964,2.9121854727021583,5.586170446865435,1.80459826747245,Iris-virginica
+16,5.044387436492808,3.401821649536619,1.4999517300363379,0.4417305570776374,Iris-setosa
+17,4.908748185186578,3.0940001828311847,1.49799521225569,0.10000010099264427,Iris-setosa
+18,6.348668617502252,2.872159577845148,4.367395207805834,1.311637519969328,Iris-versicolor
+19,5.504659568397255,3.9091315903661803,1.786118460965343,0.3394542530365309,Iris-setosa
+20,6.667715439151782,3.0,5.000878516445992,1.7078163073422084,Iris-versicolor
+21,5.793854010182513,2.7899078238013564,5.098779884412425,2.396291904382222,Iris-virginica
+22,6.507787146674047,3.0,5.828799997404455,2.2102940345584527,Iris-virginica
+23,4.807802919606346,3.0,1.4092797088572728,0.2923347058525944,Iris-setosa
+24,4.794338000638287,3.0,1.3994674755555887,0.29568057002097536,Iris-setosa
+25,7.3437297719284915,2.904223906153226,6.320461636476051,1.7799524505329802,Iris-virginica
+26,6.300349223562124,2.506011232176585,4.928107217257693,1.5051591540376132,Iris-versicolor
+27,4.7948099003349745,3.0,1.3965876805830275,0.10000010567926829,Iris-setosa
+28,6.498012586487361,3.1975039858014465,5.088807691065026,1.9924653723695196,Iris-virginica
+29,4.9946309449915205,3.3973790954662397,1.6674228733675511,0.38870661928914224,Iris-setosa
+30,7.899998493441325,3.8242123408259276,6.445017389825156,2.0225160661101165,Iris-virginica
+31,5.494652501254682,4.199999261449248,1.391196354047977,0.20027167427787737,Iris-setosa
+32,5.676463015902368,3.0,4.490029810041867,1.640501573735662,Iris-versicolor
+33,6.2946872598400585,2.7109340005641402,4.8997936078786655,1.800870905421362,Iris-virginica
+34,6.020093338957288,2.2,5.007575134979505,1.52948569814098,Iris-virginica
+35,5.0286111180090725,3.4032146437150566,1.5214056374785738,0.4080302676371046,Iris-setosa
+36,6.49800635619917,3.213838990243642,5.11347113197952,2.01895768543693,Iris-virginica
+37,6.220397895767874,2.554512043841275,5.01640386263396,1.5357647478142076,Iris-versicolor
+38,6.390324550635749,2.883130038202383,4.296586718044478,1.2973049245092565,Iris-versicolor
+39,4.82804115438059,3.0,1.4007892893554013,0.2998147024153878,Iris-setosa
+40,6.507751174895587,3.1818324909680196,5.08685073615455,1.9854378436739215,Iris-virginica
+41,6.700052402076784,3.313764221843424,5.70806776012381,2.5,Iris-virginica
+42,6.130329569978468,2.587949059772732,5.592996817518852,1.4238622797092197,Iris-virginica
+43,4.886495633868898,3.1209654231568096,1.4977382067788312,0.1000000992846806,Iris-setosa
+44,6.386370513112492,2.8974758576276844,4.309338659616872,1.3352479622579925,Iris-versicolor
+45,5.757982216630966,2.8226154464883915,4.4894826555416225,1.3297354154396404,Iris-versicolor
+46,5.332996079169794,3.6841970875930716,1.5565045850173462,0.20866995073848912,Iris-setosa
+47,6.703393665200479,3.299420877458693,5.642441466787215,2.5,Iris-virginica
+48,7.9,3.8352073271860894,6.3990016912093015,1.9668454045649328,Iris-virginica
+49,6.292463589741653,3.404421009204702,5.602016909239875,2.4015489357903412,Iris-virginica
+50,4.4,2.9079734803490447,1.398228543658188,0.2059357258275329,Iris-setosa
+51,5.884836231639522,3.0,4.251845194815011,1.4734876255231466,Iris-versicolor
+52,5.295881187556048,3.802139953486386,1.656362500476319,0.4438515538268601,Iris-setosa
+53,5.274816086710878,3.711047269677586,1.5257916042478956,0.19921748378309878,Iris-setosa
+54,5.771606708289868,2.792813199490935,5.111645859326713,2.3919030474529275,Iris-virginica
+55,7.899998853186692,3.7404260951853936,6.3733483478345345,1.988982375061628,Iris-virginica
+56,5.48397080687201,4.2,1.387036697797918,0.20498483487646346,Iris-setosa
+57,5.200823728230548,3.8369016846483577,1.4998531476832977,0.34966850683095707,Iris-setosa
+58,7.9,3.78312303940592,6.391868390421414,1.9981900467189648,Iris-virginica
+59,5.2646189689509075,2.6914773541794594,4.003352459969114,1.3907789342885528,Iris-versicolor
+60,5.391395199246799,3.387195518596067,1.6119143840571812,0.33327281670918163,Iris-setosa
+61,7.9,3.8366451292578843,6.357365516576661,2.0216214543244395,Iris-virginica
+62,6.683531755164374,3.2865670444871404,5.697855304516948,2.1165997376166716,Iris-virginica
+63,6.131675713277833,2.794976640980009,4.682629148477783,1.2107491092166764,Iris-versicolor
+64,5.8605340248683735,3.2053682964841936,4.784192141766838,1.8038811794605525,Iris-versicolor
+65,4.400000460032746,2.8829914009328874,1.406315216095364,0.19458947291462442,Iris-setosa
+66,6.4579351562616045,3.0,5.412978827827995,1.8011092359377676,Iris-virginica
+67,5.562250964781696,3.0,4.128501311330613,1.2874089581142725,Iris-versicolor
+68,5.5525178370955794,2.4296288761091898,3.8474654990317942,1.0977056708965407,Iris-versicolor
+69,5.668592883168361,3.7910244976948495,1.6831875927338447,0.31185917664556084,Iris-setosa
+70,4.890678512881441,3.0,1.3929265599761242,0.19605658995328634,Iris-setosa
+71,6.1950496762841505,3.0,4.60183934382518,1.4508674621647835,Iris-versicolor
+72,5.382571633277672,3.0,4.512487195766068,1.4926118807999755,Iris-versicolor
+73,6.191256699177724,2.2000003467108,4.4820960919806545,1.480702871582679,Iris-versicolor
+74,6.4486269735733925,2.7254292761774415,5.3996030941163555,1.930935239451693,Iris-virginica
+75,4.905427186901267,2.397479671251454,3.1534078301438275,0.9680772859097684,Iris-versicolor
+76,7.9,3.848982946969372,6.39806322623616,2.032773480140345,Iris-virginica
+77,5.924185822137155,3.223571810900667,4.859863352975157,1.8150004950481489,Iris-versicolor
+78,6.018366251500921,3.0,4.819013509548048,1.8010260033937586,Iris-virginica
+79,6.267167506501452,2.90180047400098,4.373328135923328,1.3735720473042181,Iris-versicolor
+80,5.092955871352442,3.2919321424920973,1.9490872673809498,0.49572551465276327,Iris-setosa
+81,6.390999495688177,2.709729287668681,5.293174985449056,1.9126222059428588,Iris-virginica
+82,5.20291180346701,2.705019560582084,3.8974425096355967,1.4130416710899856,Iris-versicolor
+83,6.308889947352032,3.2938320761638353,4.6763447243374845,1.5874921497704437,Iris-versicolor
+84,5.17663037756214,2.667028155355647,3.8623611669624904,1.3504843622214213,Iris-versicolor
+85,7.899998971250758,3.866472912557449,6.428730045978616,1.9935130661087688,Iris-virginica
+86,7.137989834926071,3.0,5.923298658090188,2.1193478258456135,Iris-virginica
+87,5.2649473161693265,2.6749534591209243,4.0005440978661655,1.3486179152731779,Iris-versicolor
+88,6.762408514513,3.0,5.585553142621545,2.0998158215859988,Iris-virginica
+89,6.103979875163881,2.7964746597923043,4.645928149000366,1.1924290382484046,Iris-versicolor
+90,6.316808717307689,2.704269425047624,4.943645602238701,1.8027077649022336,Iris-virginica
+91,5.709634251183847,3.7753133002631523,1.7133898667830543,0.29831435561870656,Iris-setosa
+92,6.842461880674746,3.2022771605411604,5.905292083904987,2.300655153111067,Iris-virginica
+93,4.805524201436513,3.0,1.407122725207898,0.10000011278274541,Iris-setosa
+94,6.724968029475047,3.287382158520384,5.759976978040658,2.0635796265971007,Iris-virginica
+95,6.714755438056389,3.3016012167611533,5.808551424836959,2.5,Iris-virginica
+96,6.074812682138442,3.0,4.573557311250597,1.406357390682202,Iris-versicolor
+97,6.673937981408533,3.318031161521383,5.697096851470017,2.5,Iris-virginica
+98,6.699153737119163,2.4905242274587818,5.756419263530069,1.7990034586056383,Iris-virginica
+99,5.007872800819753,3.213011923806385,1.4549933061475284,0.20724728302923773,Iris-setosa
+100,5.127024063817461,3.2993995617668066,1.7650106281475242,0.5171247390255365,Iris-setosa
+101,6.117316264138875,2.5925147741679795,5.638049064698777,1.4254357335073613,Iris-virginica
+102,6.273238296858588,2.493043876049361,4.903963585434201,1.5008530544199923,Iris-versicolor
+103,6.187324497562378,2.909892119782393,4.660237098353532,1.2918693139569535,Iris-versicolor
+104,5.931660182057943,3.0,4.250369546210638,1.5135118382655786,Iris-versicolor
+105,5.481226785874205,4.2,1.3887963149773455,0.19761533233604694,Iris-setosa
+106,5.1175084922227345,2.5089822591819866,3.1404100843122764,1.0845725175662493,Iris-versicolor
+107,5.126010422180921,3.3103558562146365,1.8226607721292643,0.4047631487509775,Iris-setosa
+108,5.3029801193841575,3.6783036323056706,1.5209867562538084,0.2000860967080347,Iris-setosa
+109,6.19854522022027,2.2,4.471677125844992,1.5113206788578646,Iris-versicolor
+110,5.52782962911751,2.9369013755653004,3.823000665644774,1.3106243627502117,Iris-versicolor
+111,6.308675435942497,2.534554006740534,4.962703802564511,1.541644686718811,Iris-versicolor
+112,7.69927563404074,2.5948978505269085,6.9,2.3086105382409885,Iris-virginica
+113,6.010180137172504,2.2,5.01124326149236,1.4924375823047284,Iris-virginica
+114,7.297414531221993,2.903049164927954,6.244906539477133,1.8056016566176898,Iris-virginica
+115,6.5098627314724125,3.208148315553109,5.102975823737033,1.996302234205784,Iris-virginica
+116,6.236496864322039,2.2,4.511032334425412,1.5243984670918316,Iris-versicolor
+117,6.672262504813069,3.0,5.374767109099822,1.9521957651120565,Iris-virginica
+118,6.482945708322731,3.0,5.528357253606976,1.830682245631819,Iris-virginica
+119,5.986285799777277,2.869564876520071,4.569489037053808,1.4909682048512372,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/test.csv b/iris/tab_ddpm/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/train.csv b/iris/tab_ddpm/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/6/val.csv b/iris/tab_ddpm/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/7/synth.csv b/iris/tab_ddpm/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b91c1dbcf3e78903e363ecc326202ef5031f56e2
--- /dev/null
+++ b/iris/tab_ddpm/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.500881025395623,2.2999276627305094,1.3027958492240554,0.2944296120379911,Iris-setosa
+1,4.802626669861917,3.0,1.4021445407743687,0.29238244467408653,Iris-setosa
+2,7.9,3.81205905436148,6.356146122388382,2.015126245722346,Iris-virginica
+3,5.821345907784958,2.824378776257973,5.087457529795538,2.400131721232829,Iris-virginica
+4,5.964921573499788,2.2,5.000884340352391,1.5181635602160002,Iris-virginica
+5,6.856648104016578,3.192341092248265,5.783155946378318,2.306778407843211,Iris-virginica
+6,5.009820788326668,3.4085133651706787,1.5332019420194252,0.4020725336726002,Iris-setosa
+7,5.578666718560307,2.65314047755974,4.325443743228086,1.23236982158786,Iris-versicolor
+8,6.288447602301605,3.419648106142659,5.581381706350277,2.4042751974006293,Iris-virginica
+9,5.880637076886139,3.0,5.105186531642721,1.7939902962096015,Iris-virginica
+10,4.4000005764201555,2.920004928740498,1.4035608617608935,0.21305213245635513,Iris-setosa
+11,4.906574036600451,3.099967030611833,1.4957834242816557,0.1,Iris-setosa
+12,5.021719372040307,3.477268629307564,1.4998711830474645,0.4141280096521826,Iris-setosa
+13,5.014278359630061,3.2077653883139683,1.2000001847375161,0.19744600516941346,Iris-setosa
+14,4.9976144370518245,3.395894550027596,1.5014908541337029,0.43274600769274574,Iris-setosa
+15,7.899998840312698,3.756515831588215,6.420617144658165,2.0187099753556907,Iris-virginica
+16,4.502889486509945,2.309893059874012,1.3041744294581497,0.2988310232037178,Iris-setosa
+17,6.394270410400439,2.6612363942491704,5.3147363137002,1.8670873282913643,Iris-virginica
+18,5.005876082532661,3.2014107015874815,1.2,0.1940951912795102,Iris-setosa
+19,6.287142317522444,2.8879751721962577,5.597595431096201,1.79296565156367,Iris-virginica
+20,6.5011924165373705,3.189450975068102,5.108069575362405,1.9777043650207746,Iris-virginica
+21,6.914722520041956,3.10525637321061,5.112422500750604,2.32150949575537,Iris-virginica
+22,6.896106633900715,3.135088016813245,5.966615048214524,2.24023881621132,Iris-virginica
+23,4.799043362762787,3.0,1.400232622353606,0.10000010079456578,Iris-setosa
+24,6.030091610136504,2.2,4.994605113477185,1.5031601184777297,Iris-virginica
+25,5.992447528696147,3.0,4.872299932004758,1.798389235250786,Iris-virginica
+26,6.7129701529567685,2.5009396500736214,5.913773362730813,1.8005009510949463,Iris-virginica
+27,6.694449213034772,2.492133626378978,5.757384917254613,1.8013740224104435,Iris-virginica
+28,5.009381108458172,3.4061244672209017,1.5525175588716165,0.4722545506624589,Iris-setosa
+29,5.810357217095757,2.8041940490184913,5.092701000792362,2.386275638495771,Iris-virginica
+30,6.110405928436245,2.959534512976333,4.616554250667781,1.3353998548647075,Iris-versicolor
+31,5.3641851902299225,3.7036360707820113,1.4929888604023696,0.19964221217992364,Iris-setosa
+32,6.226233623404761,2.2,4.4978497426143615,1.501213414232831,Iris-versicolor
+33,5.772965082858623,2.5999113583413744,5.058200334219731,1.9219775329767248,Iris-virginica
+34,6.269390548345428,3.2784921143833974,4.657030048167479,1.6146451666054182,Iris-versicolor
+35,5.499501689324627,4.2,1.4053075463485363,0.19994741442578817,Iris-setosa
+36,4.8351037555898895,3.0,1.401079092129519,0.2237199281324602,Iris-setosa
+37,5.1335416456554785,3.398814130602467,1.6171552447450965,0.19818392714731914,Iris-setosa
+38,5.9633400323185635,2.200000333508188,4.998866210582195,1.4937381700341072,Iris-virginica
+39,6.246600939654803,2.304449853364003,4.365321212094856,1.2536888169678075,Iris-versicolor
+40,6.791685348444925,2.8168941301312267,4.806091846371288,1.4450601049343317,Iris-versicolor
+41,7.9,3.828962041659066,6.413705380553919,1.9966467097681644,Iris-virginica
+42,6.219715251971836,2.2000003765579734,4.456212927302915,1.4918941450871892,Iris-versicolor
+43,5.582019410502428,3.0,4.2592618662879795,1.3196651699911794,Iris-versicolor
+44,5.07919861996387,3.4101463673553027,1.4066751484122535,0.29938443300049805,Iris-setosa
+45,4.907288493611957,3.113523251259554,1.4975410978403643,0.10000010282785174,Iris-setosa
+46,5.998874388416937,2.5911695288258296,4.983828290729189,1.9133705418492524,Iris-virginica
+47,6.449993684150216,2.8831992086025275,4.330641878147495,1.3237181554156465,Iris-versicolor
+48,6.19018384070109,2.200000303931093,4.546811104759183,1.500939918149001,Iris-versicolor
+49,6.799118028128649,3.1745622614429028,5.793241739584603,2.3071871514506337,Iris-virginica
+50,4.7562877666204075,3.0,1.4109622386605776,0.1000001887139219,Iris-setosa
+51,6.172443356930361,2.8226941149386486,4.706164944777616,1.1843721811752703,Iris-versicolor
+52,4.5849630889173865,3.4037523979230104,1.4001940326192925,0.30554215466182916,Iris-setosa
+53,6.723807192161289,2.4978716793477105,5.741731651211053,1.8011737663344813,Iris-virginica
+54,6.7200475314499535,2.511054016678632,5.778524760268818,1.7836028101395656,Iris-virginica
+55,5.773061870724837,2.8030923047973646,5.095549060977077,2.4021196306839463,Iris-virginica
+56,6.29105919581782,2.8887153039050344,5.55359929004,1.7921108660987135,Iris-virginica
+57,6.6797472284979005,3.2765028924760475,5.673864102466854,2.060518478657353,Iris-virginica
+58,6.407555646611557,2.678145954751192,5.336860198208393,1.904051569644611,Iris-virginica
+59,5.960085868255641,2.200000311309188,5.014842175825941,1.5123360385768152,Iris-virginica
+60,7.6905636445438885,2.6461940136271256,6.899998579662697,2.3185444168712004,Iris-virginica
+61,5.586818201664052,2.469363657426563,3.929787990784513,1.1006701230156035,Iris-versicolor
+62,5.966640430605769,2.734720696996402,5.106653137411228,1.8718873832050353,Iris-virginica
+63,5.5732202728817635,2.4632837168056403,3.990985383714771,1.0852178952594103,Iris-versicolor
+64,5.610278948272069,2.706332843543027,4.221911752267989,1.2886547000932447,Iris-versicolor
+65,5.048011180365735,2.4835492132707855,2.9007728196911633,1.0905225037899193,Iris-versicolor
+66,4.900740489101673,3.090457954547548,1.4966000185695747,0.10000009565602826,Iris-setosa
+67,6.030747658642093,2.7000227373232457,5.103258935319246,1.6086752842729684,Iris-versicolor
+68,5.520231877543481,2.675720424201775,4.415587916117315,1.2447233424959845,Iris-versicolor
+69,5.582158132216917,3.0,4.1535957263836405,1.306879327102335,Iris-versicolor
+70,6.025023216584128,3.0,4.52564005780129,1.4390105965855842,Iris-versicolor
+71,6.102625494284209,3.0,4.593747673535921,1.438952829320456,Iris-versicolor
+72,5.436510069539906,3.874026136420889,1.9174469235359768,0.41472545835115737,Iris-setosa
+73,5.531543612935748,4.2,1.4039538155141444,0.21494587468461948,Iris-setosa
+74,5.68823052152757,3.7916151321971325,1.5209094524148778,0.32139001428487446,Iris-setosa
+75,5.981848546756272,2.2000003264977126,5.0041546909386465,1.4676117347987074,Iris-virginica
+76,5.083442981788224,2.4925704095272163,3.070541092897749,1.0855130382263394,Iris-versicolor
+77,6.294591424756823,2.3003275538452685,4.420538248060683,1.2834629355135063,Iris-versicolor
+78,6.29781690247456,3.28487080105324,4.684842589321644,1.5951093391122149,Iris-versicolor
+79,4.898566742932983,3.1044694235502694,1.6120265793572537,0.1,Iris-setosa
+80,6.298949366311225,2.7151035986688647,4.850690324787422,1.798724991700622,Iris-virginica
+81,6.011748001485794,3.0,5.127634425737035,1.8089003529533438,Iris-virginica
+82,5.824896437843325,2.7857393942831874,5.109066595793497,1.87116356729871,Iris-virginica
+83,7.9,3.7806787095398304,6.410718104795677,1.9574922549947824,Iris-virginica
+84,5.778519707825299,3.7963004345315263,1.6252660354540152,0.30213322457667374,Iris-setosa
+85,5.790787915589446,2.707074934481938,5.107107650623065,1.8657175979118459,Iris-virginica
+86,5.425108860564557,3.0,4.53976462716531,1.5240435195183688,Iris-versicolor
+87,7.3280664835337594,2.90042051318593,6.2698949896854845,1.8183992015561081,Iris-virginica
+88,5.160222937189812,3.795295680246666,1.5345168913280458,0.19826238983734393,Iris-setosa
+89,5.248333631283306,3.889087930968935,1.7832626485817438,0.38863101504744535,Iris-setosa
+90,5.891020053529241,3.1824738592972523,4.810108266031952,1.8024888008696083,Iris-versicolor
+91,5.096061074912125,3.2981827457892,1.5790207686779054,0.43766286670591226,Iris-setosa
+92,5.109317086889273,3.5333031389634413,1.4018725457857637,0.2967166531771971,Iris-setosa
+93,6.120919939991147,2.7925707610677954,4.718159145950745,1.199603901383687,Iris-versicolor
+94,5.651611468312016,2.7694364539261764,4.418270356578979,1.3009510932210777,Iris-versicolor
+95,5.914481502141612,3.0,4.221893628212705,1.4834131458892255,Iris-versicolor
+96,7.8999985062483375,3.827478036418286,6.391863692015155,2.0619251023080403,Iris-virginica
+97,6.707841887675508,3.316411750283334,5.696410183312318,2.5,Iris-virginica
+98,6.007293260054488,2.6875275298940413,5.07711177138914,1.6150839562109154,Iris-versicolor
+99,5.393085673019274,3.88496049536741,1.6166423264268759,0.3997412786616379,Iris-setosa
+100,6.289499460078083,2.654703656658579,4.877885304196908,1.795338403473932,Iris-virginica
+101,4.8127495794008315,3.0,1.4032702880017256,0.3075023206949671,Iris-setosa
+102,6.315213661391356,3.3939275320661553,5.567753956515249,2.3952506235974225,Iris-virginica
+103,7.337348519762088,2.901130224019626,6.2947302042504285,1.7972157257060162,Iris-virginica
+104,6.288580446813358,2.487388819486762,4.901363087516082,1.4933403471778317,Iris-versicolor
+105,4.604055648987795,3.406098842654569,1.3936652602000157,0.3079222911495859,Iris-setosa
+106,6.307166207450349,2.910295680436441,5.591037707538625,1.795477201845225,Iris-virginica
+107,6.2405829943341,3.2894272314997752,4.704848303562536,1.6709318959535904,Iris-versicolor
+108,6.3087682537108085,2.300755660140274,4.441268151724116,1.3249232114756444,Iris-versicolor
+109,7.9,3.863886225325847,6.419428232922597,2.017600982996542,Iris-virginica
+110,5.8715564349299365,3.198383759219561,4.799170615810592,1.7986031575091812,Iris-versicolor
+111,5.906758036167671,3.0,5.101695329027063,1.7976306399998032,Iris-virginica
+112,6.69509543415762,3.2983293778171077,5.691774056826125,2.0899934486455023,Iris-virginica
+113,6.917161341155257,3.0767965020627,5.105451122477469,2.275419750326217,Iris-virginica
+114,7.6710783158120215,2.599499105384454,6.8999985655624885,2.3087243380260625,Iris-virginica
+115,6.69554355565914,2.5062027105188265,5.796447172044555,1.8068239484854973,Iris-virginica
+116,5.928170249931906,3.0,4.281181589341724,1.4980174203552838,Iris-versicolor
+117,5.9047713011237395,3.0,5.100749695776404,1.7991948612048791,Iris-virginica
+118,7.320146100901318,2.913259497578163,6.261243851620962,1.8139052016383477,Iris-virginica
+119,5.092378183056864,3.365277987806533,1.4927447019540636,0.29781890817530543,Iris-setosa
diff --git a/iris/tab_ddpm/2/7/test.csv b/iris/tab_ddpm/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/7/train.csv b/iris/tab_ddpm/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/7/val.csv b/iris/tab_ddpm/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/synth.csv b/iris/tab_ddpm/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4ba4e9bfd33195ba07bc966a9701692d88e1377
--- /dev/null
+++ b/iris/tab_ddpm/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.394006366869556,2.7013436535390696,5.236637604416383,1.8796524595149182,Iris-virginica
+1,5.648104125446217,2.8085871308430588,4.54266002545787,1.3037428190128082,Iris-versicolor
+2,5.370335568523012,3.3992006709733316,1.6719787956819119,0.2018485563758862,Iris-setosa
+3,5.145183294808348,3.7915841306573155,1.623756873489635,0.200953518341368,Iris-setosa
+4,6.09170444034678,2.8028797740662807,4.673475959199382,1.2029950695985974,Iris-versicolor
+5,6.287069161706414,2.5009305803594257,4.874814659536679,1.499123814649638,Iris-versicolor
+6,6.276945180937155,2.305870422350222,4.441454298516068,1.2930181151518265,Iris-versicolor
+7,5.696851417013939,3.8122029961521817,1.7789649961785854,0.40282650439882545,Iris-setosa
+8,5.996681202528354,2.7648149692946578,4.631229905479417,1.2117529834011274,Iris-versicolor
+9,6.561316381562219,3.0,5.50752977558233,1.8084982434681525,Iris-virginica
+10,6.169166884887726,2.200000300385342,4.526454497845283,1.487870735768546,Iris-versicolor
+11,7.9,3.830967306914861,6.46662383230166,2.031306099519313,Iris-virginica
+12,4.511364819588735,2.2983849505282894,1.30401093008056,0.32155786029115974,Iris-setosa
+13,6.282587670495989,3.406954220839165,5.591582608533033,2.389774395861911,Iris-virginica
+14,5.029431736818474,3.3419048092007095,1.4006566143981423,0.20697193008094708,Iris-setosa
+15,6.292738876321474,2.2920847286910933,4.405096660848631,1.2851904096171132,Iris-versicolor
+16,5.085449337887579,3.483148461242824,1.3651292983350236,0.29821924520997145,Iris-setosa
+17,5.434233777417181,2.4229564052174997,3.7817139859723437,1.0779053719462854,Iris-versicolor
+18,5.863979288582012,3.0,4.148450002688332,1.5072084050870154,Iris-versicolor
+19,4.980635062542148,3.2226030890934183,1.2,0.19441737193127517,Iris-setosa
+20,6.051327774709946,2.200000351806984,4.9689497424728035,1.5353191483701834,Iris-virginica
+21,6.139763430410795,2.60034027145323,5.602923682010052,1.4116384892975702,Iris-virginica
+22,5.67136306690061,2.4799603248781716,5.001578058412658,1.977297848442206,Iris-virginica
+23,7.899998259466037,3.774979913620251,6.46532452883197,1.9950729276078614,Iris-virginica
+24,5.007571652828695,3.2189317754946223,1.2,0.19819633566627182,Iris-setosa
+25,5.575823486240771,2.6873148588538367,4.478029463171015,1.2484086794603055,Iris-versicolor
+26,5.521637553227499,4.2,1.402668976106292,0.20289173477529387,Iris-setosa
+27,4.993256049273433,3.410819688914793,1.5746351906733382,0.36947338539554614,Iris-setosa
+28,6.773544231079639,2.7888371719858607,4.7437419737124245,1.3984805955900603,Iris-versicolor
+29,5.994544879433746,2.2,4.983178755791397,1.5080663546725228,Iris-virginica
+30,7.690279004381201,2.606189045511958,6.9,2.316301097048888,Iris-virginica
+31,4.495725174628408,2.303293089609353,1.2970542278551411,0.29876303616297095,Iris-setosa
+32,4.902997201131983,3.091472928865918,1.600670352218039,0.10000009387348957,Iris-setosa
+33,6.482997704378017,3.0,5.734085552949918,2.183939209209707,Iris-virginica
+34,6.293441126793888,2.7038599034261472,4.930047287520156,1.8145449171919679,Iris-virginica
+35,7.9,3.842971312195216,6.467556551522797,2.021349820946432,Iris-virginica
+36,6.518451306339047,2.662535634903295,5.505395775855276,1.8670919924308957,Iris-virginica
+37,5.318769962445288,3.4097472647181197,1.5371817138832964,0.2000610068536521,Iris-setosa
+38,6.300244248559305,2.296920482555346,4.441496276602217,1.3018198921268005,Iris-versicolor
+39,5.129852083109566,3.3958490084361337,1.6837940153553723,0.20223297381954675,Iris-setosa
+40,5.976699575737148,2.200000362691825,5.018091706955596,1.4880209190604927,Iris-virginica
+41,5.484993188065031,3.881346394844133,1.7604170913390176,0.3865586319853863,Iris-setosa
+42,5.351019678156957,3.0,4.5054517732732124,1.5376614533734885,Iris-versicolor
+43,5.975253981186376,2.705124750276915,5.102635128181296,1.6199180771100903,Iris-versicolor
+44,6.45905155829157,3.198582035062259,5.093268019408379,2.0175076449532936,Iris-virginica
+45,5.51529603475407,3.6552679868456517,1.6213170675991315,0.2364154588185053,Iris-setosa
+46,4.909271675549967,2.410764251133465,3.507522699535605,1.0141993688834892,Iris-versicolor
+47,7.89999889749091,3.77102423814064,6.419152600586677,1.9997695596082865,Iris-virginica
+48,6.470050230442739,3.0,5.502110113310579,1.8018874807896814,Iris-virginica
+49,4.400000510252791,2.9127000790817013,1.4092191619844325,0.20553205853925932,Iris-setosa
+50,5.387818203824375,3.0,4.516660665808166,1.586051180423113,Iris-versicolor
+51,4.868371780287671,3.014085148995408,1.4445212312628652,0.10000010096336592,Iris-setosa
+52,6.296310846791518,3.405217140434194,5.632842474781103,2.3847899876256284,Iris-virginica
+53,5.017303736584476,3.3104251571951164,1.3991007489763245,0.20046142914328674,Iris-setosa
+54,5.345649790490233,3.852367609516563,1.778001147728666,0.347911978558585,Iris-setosa
+55,6.310594508702137,2.3017806064267132,4.430687717443982,1.2727451274853043,Iris-versicolor
+56,5.994607604012513,2.713166925154553,5.1015173974882,1.6082746375390986,Iris-versicolor
+57,5.510963697100132,2.600345334724511,4.365666035661153,1.1845930455762457,Iris-versicolor
+58,7.107829824658132,3.0,5.861570246667067,2.133583440575253,Iris-virginica
+59,5.900699262421818,3.21928650108571,4.811489900862133,1.8105704365723574,Iris-versicolor
+60,5.321988080000803,3.373352127507022,1.7094235530829167,0.20443012322565535,Iris-setosa
+61,6.64311641432835,3.3141689958171154,5.752730419980469,2.5,Iris-virginica
+62,6.5293195570739275,3.2100334768017733,5.076255349505686,2.033128596558292,Iris-virginica
+63,6.798338174388919,2.8007969644215476,4.8050849138122835,1.390096053510195,Iris-versicolor
+64,5.092251904328599,3.5147730679851596,1.4001113849147233,0.3444796601726075,Iris-setosa
+65,5.344549637541897,3.383564517035238,1.5443658077533144,0.3586616500842423,Iris-setosa
+66,5.615939742678281,2.7840310818279117,4.230350924081799,1.3237135027350686,Iris-versicolor
+67,5.960480285388814,3.0,4.8030431723445215,1.7958644719857213,Iris-virginica
+68,7.347314076531899,2.91497154348433,6.236816543224341,1.8351620693855493,Iris-virginica
+69,7.689596555902565,2.587766451042197,6.899998904208718,2.2852453655374254,Iris-virginica
+70,7.9,3.8639832078401803,6.3868237606719545,1.9905816336025297,Iris-virginica
+71,5.88896156601866,3.0,4.2796531837816865,1.519897700386352,Iris-versicolor
+72,6.280879312280647,3.294331666515404,4.7179902135639775,1.5984488317841081,Iris-versicolor
+73,4.879261334411804,3.046493756083258,1.4873013551847996,0.1,Iris-setosa
+74,4.9861847010087725,3.2755463465390204,1.4005297646990034,0.20238742702400478,Iris-setosa
+75,5.537311917870932,2.4064930965370883,3.903514587013522,1.122451810986854,Iris-versicolor
+76,6.4779574583732495,3.191804170446903,5.093896594897657,1.977703808521314,Iris-virginica
+77,5.772399133519285,2.6571164236569143,5.087704805678467,1.931260619405235,Iris-virginica
+78,5.990722182768032,2.2000003362841003,5.009026397453031,1.4747784766160685,Iris-virginica
+79,6.694249551972016,3.3036445641253054,5.691249119327964,2.5,Iris-virginica
+80,4.786520781117696,3.0,1.3993945134840358,0.2838771736523691,Iris-setosa
+81,6.020773728910816,2.7969257105896133,4.689065800658729,1.1608796218648287,Iris-versicolor
+82,5.645619681088719,3.0,4.504915570623716,1.526348248240944,Iris-versicolor
+83,5.623023705658418,3.0,4.196674639975604,1.2979653565438931,Iris-versicolor
+84,6.844883867322589,3.212254022405631,5.898779010569117,2.3187493531249688,Iris-virginica
+85,6.286636859769476,3.30731870254823,4.716549112628326,1.5761577822961828,Iris-versicolor
+86,4.495002321249011,2.296149866489441,1.3073707409518145,0.29448428302165014,Iris-setosa
+87,6.689945024118482,2.5126420568030574,5.777028157553767,1.8040897433104923,Iris-virginica
+88,5.976112609899554,2.9063243340509133,4.506454603439103,1.4929356640509508,Iris-versicolor
+89,6.1859303360294655,2.2000002973093737,4.5063225984552036,1.4775441045097346,Iris-versicolor
+90,5.167293772378524,3.3837629706844705,1.5587435644761387,0.41268692460485246,Iris-setosa
+91,4.8371502797551775,3.0,1.3922157656112673,0.3665209067667097,Iris-setosa
+92,5.984367324430061,2.900741019094621,4.506293914479548,1.4887021641770155,Iris-versicolor
+93,6.066081090377367,3.0,4.551908329995111,1.3837125909505783,Iris-versicolor
+94,5.002657231088958,3.310215911360946,1.3986290137394488,0.2024641115500274,Iris-setosa
+95,5.599899848517934,2.46411276970562,3.9094746897603585,1.096743045844402,Iris-versicolor
+96,6.2629555217540265,3.2789209879957752,4.701844308394718,1.6417525507480366,Iris-versicolor
+97,5.384086732177865,3.4029194950543378,1.5850761893500107,0.20200039898685287,Iris-setosa
+98,4.8875534210932585,3.113347759678636,1.7635403163231027,0.1000000947570236,Iris-setosa
+99,5.089331086993037,3.3958361913880872,1.4973701879159587,0.19793377720850913,Iris-setosa
+100,4.778608308129736,3.0,1.3961602504312869,0.3007663370309543,Iris-setosa
+101,5.311243940168545,3.4476013145026077,1.6604248651869757,0.20345505596310012,Iris-setosa
+102,4.778584956200012,3.0,1.4005981284800177,0.3082097807655979,Iris-setosa
+103,5.464783949053835,4.2,1.401874730965456,0.1954918550107389,Iris-setosa
+104,5.913107050069878,3.0,5.049208596655482,1.7946168448022746,Iris-virginica
+105,6.294811309519192,3.2775169485441205,4.708131539598737,1.631802724153066,Iris-versicolor
+106,6.705658222070019,3.0,4.978760519744922,1.715746397418143,Iris-versicolor
+107,4.878474357296432,3.108781030763753,1.498541834954987,0.1,Iris-setosa
+108,4.711831914360448,3.285584322402038,1.4190858647704225,0.19776604143528592,Iris-setosa
+109,4.799126069250584,3.0,1.4012153941898202,0.1,Iris-setosa
+110,6.304343708628687,2.8881042537385353,5.588612424088697,1.8002869582241177,Iris-virginica
+111,5.108936407732716,3.4663503720520925,1.4040997568917624,0.2711032858961836,Iris-setosa
+112,6.017992670919035,2.2000003017325915,5.003559599555241,1.4563773196808971,Iris-virginica
+113,6.390439842073485,2.9010030120156935,4.336127144648631,1.2889311881684076,Iris-versicolor
+114,5.752258043060107,2.8099364912528193,4.389056801563576,1.3870365585196582,Iris-versicolor
+115,6.242330544257115,2.2,4.54205080961169,1.4790584983884147,Iris-versicolor
+116,6.496456039176261,3.0,5.479354531829632,1.8031689133170945,Iris-virginica
+117,6.893209547605789,3.061096643579777,5.099285816437331,2.3078402435590597,Iris-virginica
+118,6.293148159924192,2.305010528127223,4.421557280240273,1.3175850065190133,Iris-versicolor
+119,6.101900816259882,2.801026035491101,4.6960114108545055,1.21176302896837,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/test.csv b/iris/tab_ddpm/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/train.csv b/iris/tab_ddpm/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/8/val.csv b/iris/tab_ddpm/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/9/synth.csv b/iris/tab_ddpm/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..903bf4278bf064ada429d3b4c302eafa1b37fa63
--- /dev/null
+++ b/iris/tab_ddpm/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.3382826758989275,3.3885019632196833,1.6785908653422554,0.2046331684515626,Iris-setosa
+1,7.899998947001337,3.7493468703930097,6.361250602944153,1.9772891476198744,Iris-virginica
+2,4.917832971184211,2.421376853972877,3.3464818515811046,1.0181781953823914,Iris-versicolor
+3,5.120357782151632,3.3969552875747007,1.5765150523030012,0.2016203237552315,Iris-setosa
+4,5.342817790868393,3.398341101831766,1.6840750570477283,0.19894167815325337,Iris-setosa
+5,5.581044243313587,3.0,3.9969045896981124,1.303449815641684,Iris-versicolor
+6,4.897655837126647,3.105930111096797,1.496225013667574,0.1000000971854016,Iris-setosa
+7,5.5087858464676565,4.2,1.401730791697668,0.20204227318308085,Iris-setosa
+8,5.425832081630636,3.9114082355181026,1.8169854865315527,0.38385219841493784,Iris-setosa
+9,5.188199042605139,2.7348912478214364,4.073330241480408,1.4253119693564065,Iris-versicolor
+10,5.497744651385787,2.426382021040759,3.8906359003309756,1.0683589527919586,Iris-versicolor
+11,5.370760764984495,3.4010368187888234,1.7049306140818399,0.201405525485981,Iris-setosa
+12,6.062049979378655,3.0,4.586177084211149,1.4126102964672542,Iris-versicolor
+13,6.295027976980634,3.30966281574429,4.688617169549575,1.6156364188272012,Iris-versicolor
+14,7.703623374831956,2.603461634713476,6.899998685929268,2.2637815164838844,Iris-virginica
+15,5.414879178990432,3.8909388053213343,1.6250541479487648,0.4555119551083173,Iris-setosa
+16,5.092556470248967,3.740287343421702,1.4942056537502426,0.19702245296335136,Iris-setosa
+17,6.74925984668941,3.205771911156976,5.914892529978557,2.3092863869173645,Iris-virginica
+18,6.676512283432539,3.306539274517539,5.667078044682739,2.111630559972565,Iris-virginica
+19,5.9682221114184735,2.8928886046175895,4.458575881709192,1.4842663866651684,Iris-versicolor
+20,5.727185113862929,2.8189296045080043,4.52197284896835,1.3132378221734913,Iris-versicolor
+21,5.00470142448289,3.4029407528162934,1.637385700332024,0.4457002027918829,Iris-setosa
+22,6.158113564367474,2.794548652810118,4.667017659228913,1.2116353524665655,Iris-versicolor
+23,5.796692873611317,2.789016113222516,5.098309760695538,2.386067783718793,Iris-virginica
+24,4.880049776242295,3.093234769076533,1.4968002221968177,0.10000009196911175,Iris-setosa
+25,4.883799037723032,3.0980888836110396,1.5139037695921336,0.1000001089183479,Iris-setosa
+26,7.182532568626467,3.0,6.011057929870709,2.0567456685732917,Iris-virginica
+27,6.6835386650557735,3.0,5.014408344117853,1.7059298912275007,Iris-versicolor
+28,5.013613472338944,3.4087834271679265,1.5748909519839094,0.41491936950366615,Iris-setosa
+29,6.125277686575533,2.803641618900282,4.668858299157195,1.2199965676447597,Iris-versicolor
+30,4.80993332856894,3.0,1.3993010709700753,0.2950865896120175,Iris-setosa
+31,6.928502463882085,3.1132251629154863,5.0969011026449325,2.3169167241217052,Iris-virginica
+32,4.809860143656935,3.0,1.4078459672411452,0.10000010717082185,Iris-setosa
+33,6.287283637904659,3.3999108913250615,5.635109546622085,2.3996413850000464,Iris-virginica
+34,7.899998616879941,3.824205628701101,6.397361364410658,2.02650085561741,Iris-virginica
+35,6.445365952257548,3.186314137262384,5.095280120892093,1.9666235557414335,Iris-virginica
+36,5.229375021280286,3.7438236864224015,1.4889935376456083,0.19773294257795118,Iris-setosa
+37,6.0317101809454226,3.0,4.799888440457193,1.803876101989957,Iris-virginica
+38,6.022904006100064,2.790082102252493,4.627257903550402,1.2342673199507355,Iris-versicolor
+39,5.1327878004601155,3.6917444048206325,1.5693388453239108,0.3614877657996065,Iris-setosa
+40,6.369095664404843,2.8679670601079765,4.42594823078401,1.2533339684544988,Iris-versicolor
+41,5.862757560613236,3.0,4.3279368980660555,1.4613544209399743,Iris-versicolor
+42,7.9,3.759990730316169,6.38666345814098,2.0096294692586927,Iris-virginica
+43,4.506733344795108,2.3006535940282262,1.3066880282536193,0.3516380841140179,Iris-setosa
+44,5.229422417683894,2.732013594530406,3.9443866396038922,1.401050825886832,Iris-versicolor
+45,7.9,3.8264989221725294,6.380648577025774,2.011765370531696,Iris-virginica
+46,5.901229703966186,3.186590474932098,4.8160655364922444,1.8060025837618388,Iris-versicolor
+47,6.6378856228098035,2.526903018714175,5.658106958691562,1.8167714233561987,Iris-virginica
+48,7.899998957623823,3.820586377812484,6.377490413224274,1.9899585972994118,Iris-virginica
+49,7.306310485531336,2.893744026424588,6.296469664906229,1.8021052611087087,Iris-virginica
+50,5.101996057633488,3.8399960689785977,1.5930574052122288,0.20155963373855218,Iris-setosa
+51,6.915818739799289,3.217363056355057,5.699591845581664,2.3187018101008308,Iris-virginica
+52,6.32449043945466,2.3010266458852833,4.4219955816824985,1.3258805303966927,Iris-versicolor
+53,7.305033068184337,2.9173258546730048,6.259183234436647,1.802188354934301,Iris-virginica
+54,5.991908355320847,3.0,4.780741820670393,1.8028956950053516,Iris-virginica
+55,5.250725162440622,3.373123682861119,1.712012197152482,0.27141851114303417,Iris-setosa
+56,5.493062203223647,3.6009283262137695,1.4956777278249052,0.20693480587372068,Iris-setosa
+57,4.595573355688456,3.2037086311957728,1.4059448226199447,0.20235344545254855,Iris-setosa
+58,5.1392235471695,3.5981382669617523,1.4978787699184666,0.19740603328618983,Iris-setosa
+59,7.899998358832628,3.755961755016476,6.428373821047622,2.0107294095794073,Iris-virginica
+60,5.207651491943478,3.731565218660924,1.494427760067779,0.19435437565646252,Iris-setosa
+61,7.899998842148138,3.7839821511606875,6.4081534029355405,2.0043700406722444,Iris-virginica
+62,5.779310255573854,2.7849584190649095,5.110897302976806,2.390376482122059,Iris-virginica
+63,5.11578287751365,2.4900816580775573,3.0861479915697227,1.076947240214893,Iris-versicolor
+64,5.575302560129647,2.521308899798076,4.056283643937619,1.0985951239905154,Iris-versicolor
+65,6.888059678817434,3.055141645379908,5.13955144128972,2.2415712432512125,Iris-virginica
+66,5.143553260904832,3.5103437949616727,1.4072968863210147,0.3794700271908803,Iris-setosa
+67,6.410573486343048,2.6898826838433765,5.298495453125092,1.901698672428812,Iris-virginica
+68,4.4,2.9023712637683485,1.4005792843469433,0.19788788864097895,Iris-setosa
+69,4.935532388166858,2.423951473106526,3.1944718585658665,1.10489483235635,Iris-versicolor
+70,5.352750193597078,3.57019592508788,1.6359406292571772,0.19478054949898876,Iris-setosa
+71,6.121448485691916,2.8138562558884055,4.687638413074256,1.1898495295477718,Iris-versicolor
+72,6.710063659352787,3.303828749530044,5.800909923614108,2.5,Iris-virginica
+73,6.542109109280461,3.0,5.509647955402423,1.791115516278406,Iris-virginica
+74,6.684235132669959,3.289198104988106,5.692075488248688,2.4999991232746863,Iris-virginica
+75,5.108827833016683,3.848554042688914,1.592241294201043,0.20885071621211204,Iris-setosa
+76,6.304121781580677,2.707391383762795,4.9030116000624435,1.8049576889989434,Iris-virginica
+77,5.805326998333757,2.679876057889739,5.094670754434688,1.9114480162650453,Iris-virginica
+78,6.184014940537857,2.2000003150481473,4.49107181496577,1.4817583758394215,Iris-versicolor
+79,6.804785324640179,3.196621797045214,5.889619734683002,2.3051220646568953,Iris-virginica
+80,7.9,3.795029297703309,6.4252478676461635,1.9982917874158996,Iris-virginica
+81,5.008600168007261,3.403737656675434,1.6677826907255984,0.4445724963520362,Iris-setosa
+82,6.009959323617143,2.2000002844559794,5.011066113239187,1.5203414938984083,Iris-virginica
+83,4.900373126521754,3.1125428450100663,1.498100653656887,0.1,Iris-setosa
+84,5.600320817881765,2.6643989313179035,4.085000595977354,1.2556927013543562,Iris-versicolor
+85,5.106085245676742,3.5027912250583606,1.3999578449249104,0.2995518778285302,Iris-setosa
+86,6.361434023777769,2.903566086653492,4.330499694453547,1.2811937660523631,Iris-versicolor
+87,5.564245878070092,3.0,4.242963238715117,1.3096528923475153,Iris-versicolor
+88,4.875339769126484,3.0960213724026526,1.647443480032743,0.1,Iris-setosa
+89,6.9628865722159805,3.1473413751995074,5.163095582969344,2.3094848975273896,Iris-virginica
+90,5.436921642023844,4.199999194504319,1.3809606733042545,0.20132780373758,Iris-setosa
+91,6.287288443032037,2.5144683643464694,4.892702308065247,1.4997706951931007,Iris-versicolor
+92,5.0966600751057225,3.7019670805451614,1.4961329586111496,0.4368427524479368,Iris-setosa
+93,5.82165377411902,2.6890309315696572,5.100605194847399,1.8950811242098369,Iris-virginica
+94,6.019412652119189,2.6994680417423758,5.082492803817263,1.6123270377352341,Iris-versicolor
+95,6.715232940891285,3.3069939302497455,5.694779922959596,2.4999996320524103,Iris-virginica
+96,4.8786675803113875,3.111111022032439,1.4997310592097557,0.1,Iris-setosa
+97,5.155620398819703,3.8232770306295896,1.6122073160843609,0.21024163393366146,Iris-setosa
+98,5.51244401594876,2.40315206412569,3.842295963666757,1.086483369893844,Iris-versicolor
+99,5.911241073296753,3.0,4.192784870956928,1.5330940545062826,Iris-versicolor
+100,5.136018813507692,3.2944763021464545,1.8144941586547843,0.5007743458898823,Iris-setosa
+101,5.901609908708205,3.171686710526984,4.776169545114469,1.8105241478563423,Iris-versicolor
+102,6.186899898570204,2.5779467476617812,5.006210480889157,1.498336662676241,Iris-versicolor
+103,6.681643726181519,3.298966823453061,5.644395624120728,2.1054158266504066,Iris-virginica
+104,6.008415904266583,2.9255726250219007,4.58021373011658,1.4602751365304663,Iris-versicolor
+105,6.18111278382501,2.2000002724129875,4.489350759540904,1.4850151109021956,Iris-versicolor
+106,7.095309551201053,3.0,5.894708550992235,2.1275572610757205,Iris-virginica
+107,5.575610581316512,2.6919319105147568,4.355713404606117,1.253478585339717,Iris-versicolor
+108,6.010855624301309,2.697582281858544,5.116968536395133,1.62399782426002,Iris-versicolor
+109,4.63236838338995,3.396254100560766,1.3927730079111602,0.3109203812824849,Iris-setosa
+110,6.30207108477599,2.690580889906992,4.941497478249701,1.8068668212305425,Iris-virginica
+111,5.432749091981041,3.39549115246325,1.8087371544935191,0.20348310391391042,Iris-setosa
+112,6.657498589940673,3.313868409485679,5.754113735751124,2.499999644847857,Iris-virginica
+113,5.535532428206304,2.4484410287466334,3.8386543406803355,1.1143075614314903,Iris-versicolor
+114,6.799968077582906,2.8007097531715184,4.801684984334861,1.3901347510710909,Iris-versicolor
+115,6.2402488029012115,2.5702990831854895,4.9847648568108,1.5422467601140188,Iris-versicolor
+116,6.329898408580985,2.9501893612004935,4.3713330786050895,1.3419210972427822,Iris-versicolor
+117,5.121004226873395,3.8323151624218066,1.6430142553476115,0.20295260338644303,Iris-setosa
+118,6.296880540851598,2.7008961963609206,4.888363311233916,1.7989150893406647,Iris-virginica
+119,5.182779966608917,3.8082336753800785,1.5825796854347824,0.38702438433680825,Iris-setosa
diff --git a/iris/tab_ddpm/2/9/test.csv b/iris/tab_ddpm/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/9/train.csv b/iris/tab_ddpm/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/9/val.csv b/iris/tab_ddpm/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/diffusion.pt b/iris/tab_ddpm/2/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..189d798f4a55bb08aa05e67b4259663b7bbbef66
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:715e86d325e872ae6806c1bce987a953151b4e4f283e157b63198089c997e1b7
+size 6499333
diff --git a/iris/tab_ddpm/2/diffusion_state.json b/iris/tab_ddpm/2/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1b2548833a03155672f861a149e8f606cf5ce76
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec2c5448162423e1369065cd9198dfa11b11008d7b2624db6cba150f9c8e4a32
+size 6480710
diff --git a/iris/tab_ddpm/2/mlu_log.csv b/iris/tab_ddpm/2/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..80a648d1751d68e2f278b1152f77d8f62e95c5a4
--- /dev/null
+++ b/iris/tab_ddpm/2/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,0.9656955003738403,,,,,,
+tab_ddpm,1,0.9046158194541931,,,,,,
+tab_ddpm,2,1.0130574703216553,,,,,,
+tab_ddpm,3,0.7770968079566956,,,,,,
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diff --git a/iris/tab_ddpm/2/model.pt b/iris/tab_ddpm/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f47a54691ffbe211c4c55c0d0de88d024eef2769
--- /dev/null
+++ b/iris/tab_ddpm/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ba9ca515f6569b6e6a61eef69e8a49d9df0484150af8ff960c2ae1fee263643
+size 6456342
diff --git a/iris/tab_ddpm/2/model_state.json b/iris/tab_ddpm/2/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbfb15785011c9d47e8e6856bcda5fe4e2dbc769
--- /dev/null
+++ b/iris/tab_ddpm/2/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55877ee07ee63ed58b5613a88adc16748635e980d407b672a33654460fc4c0e8
+size 6453564
diff --git a/iris/tab_ddpm/2/params.json b/iris/tab_ddpm/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1ed0785ce9697aa744e6ceae60d5e2846e040ae3
--- /dev/null
+++ b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2459 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "58a76fee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:44.006520Z",
+     "iopub.status.busy": "2024-07-25T10:53:44.006145Z",
+     "iopub.status.idle": "2024-07-25T10:53:55.041882Z",
+     "shell.execute_reply": "2024-07-25T10:53:55.040767Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 11.048105,
+     "end_time": "2024-07-25T10:53:55.044562",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:43.996457",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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... 79%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "005a387e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:55.071594Z",
+     "iopub.status.busy": "2024-07-25T10:53:55.071207Z",
+     "iopub.status.idle": "2024-07-25T10:53:55.079135Z",
+     "shell.execute_reply": "2024-07-25T10:53:55.078305Z"
+    },
+    "papermill": {
+     "duration": 0.023815,
+     "end_time": "2024-07-25T10:53:55.081130",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.057315",
+     "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": "a0efdaa1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009651,
+     "end_time": "2024-07-25T10:53:55.100594",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.090943",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "bd7e1831",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:55.121465Z",
+     "iopub.status.busy": "2024-07-25T10:53:55.120932Z",
+     "iopub.status.idle": "2024-07-25T10:53:55.128880Z",
+     "shell.execute_reply": "2024-07-25T10:53:55.128014Z"
+    },
+    "papermill": {
+     "duration": 0.020494,
+     "end_time": "2024-07-25T10:53:55.130778",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.110284",
+     "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": "d0839a11",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:55.151614Z",
+     "iopub.status.busy": "2024-07-25T10:53:55.151152Z",
+     "iopub.status.idle": "2024-07-25T10:53:55.156340Z",
+     "shell.execute_reply": "2024-07-25T10:53:55.155493Z"
+    },
+    "papermill": {
+     "duration": 0.017895,
+     "end_time": "2024-07-25T10:53:55.158329",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.140434",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "68f25148",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:55.180646Z",
+     "iopub.status.busy": "2024-07-25T10:53:55.180343Z",
+     "iopub.status.idle": "2024-07-25T10:53:55.185803Z",
+     "shell.execute_reply": "2024-07-25T10:53:55.184946Z"
+    },
+    "papermill": {
+     "duration": 0.019127,
+     "end_time": "2024-07-25T10:53:55.187950",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.168823",
+     "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": "687771c0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:55.209629Z",
+     "iopub.status.busy": "2024-07-25T10:53:55.209331Z",
+     "iopub.status.idle": "2024-07-25T10:53:56.212573Z",
+     "shell.execute_reply": "2024-07-25T10:53:56.211564Z"
+    },
+    "papermill": {
+     "duration": 1.017113,
+     "end_time": "2024-07-25T10:53:56.215091",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:55.197978",
+     "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": "f8225981",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:56.237988Z",
+     "iopub.status.busy": "2024-07-25T10:53:56.237590Z",
+     "iopub.status.idle": "2024-07-25T10:53:57.232215Z",
+     "shell.execute_reply": "2024-07-25T10:53:57.231125Z"
+    },
+    "papermill": {
+     "duration": 1.008676,
+     "end_time": "2024-07-25T10:53:57.234464",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:56.225788",
+     "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": "02d63395",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:57.258058Z",
+     "iopub.status.busy": "2024-07-25T10:53:57.257156Z",
+     "iopub.status.idle": "2024-07-25T10:53:57.267712Z",
+     "shell.execute_reply": "2024-07-25T10:53:57.266801Z"
+    },
+    "papermill": {
+     "duration": 0.024544,
+     "end_time": "2024-07-25T10:53:57.269664",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:57.245120",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/2\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "7350a5c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:57.295396Z",
+     "iopub.status.busy": "2024-07-25T10:53:57.295068Z",
+     "iopub.status.idle": "2024-07-25T10:53:57.663773Z",
+     "shell.execute_reply": "2024-07-25T10:53:57.663010Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.383899,
+     "end_time": "2024-07-25T10:53:57.666151",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:57.282252",
+     "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": "67f92f1e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:57.689576Z",
+     "iopub.status.busy": "2024-07-25T10:53:57.689281Z",
+     "iopub.status.idle": "2024-07-25T10:53:59.312226Z",
+     "shell.execute_reply": "2024-07-25T10:53:59.311425Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.637253,
+     "end_time": "2024-07-25T10:53:59.314671",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:57.677418",
+     "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": "a4c1b3f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:59.341300Z",
+     "iopub.status.busy": "2024-07-25T10:53:59.340854Z",
+     "iopub.status.idle": "2024-07-25T10:53:59.349468Z",
+     "shell.execute_reply": "2024-07-25T10:53:59.348682Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023823,
+     "end_time": "2024-07-25T10:53:59.351601",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:59.327778",
+     "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": "834c0b01",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:59.374813Z",
+     "iopub.status.busy": "2024-07-25T10:53:59.374477Z",
+     "iopub.status.idle": "2024-07-25T10:53:59.379226Z",
+     "shell.execute_reply": "2024-07-25T10:53:59.378434Z"
+    },
+    "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": 0.018811,
+     "end_time": "2024-07-25T10:53:59.381236",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:59.362425",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b6b1f0a0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:59.404741Z",
+     "iopub.status.busy": "2024-07-25T10:53:59.404113Z",
+     "iopub.status.idle": "2024-07-25T10:53:59.520035Z",
+     "shell.execute_reply": "2024-07-25T10:53:59.519261Z"
+    },
+    "papermill": {
+     "duration": 0.130383,
+     "end_time": "2024-07-25T10:53:59.522427",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:59.392044",
+     "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": "1306ce86",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:59.547597Z",
+     "iopub.status.busy": "2024-07-25T10:53:59.547280Z",
+     "iopub.status.idle": "2024-07-25T10:54:03.953522Z",
+     "shell.execute_reply": "2024-07-25T10:54:03.952664Z"
+    },
+    "papermill": {
+     "duration": 4.421242,
+     "end_time": "2024-07-25T10:54:03.955615",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:59.534373",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:54:01.338053: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 10:54:01.338109: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 10:54:01.339777: 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": "84ed763f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:03.980154Z",
+     "iopub.status.busy": "2024-07-25T10:54:03.979570Z",
+     "iopub.status.idle": "2024-07-25T10:54:03.986584Z",
+     "shell.execute_reply": "2024-07-25T10:54:03.985867Z"
+    },
+    "papermill": {
+     "duration": 0.02141,
+     "end_time": "2024-07-25T10:54:03.988604",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:03.967194",
+     "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": "e8c4d6d7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:04.014194Z",
+     "iopub.status.busy": "2024-07-25T10:54:04.013450Z",
+     "iopub.status.idle": "2024-07-25T10:54:06.727813Z",
+     "shell.execute_reply": "2024-07-25T10:54:06.727015Z"
+    },
+    "papermill": {
+     "duration": 2.72979,
+     "end_time": "2024-07-25T10:54:06.730184",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:04.000394",
+     "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": "f422a6ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:06.756880Z",
+     "iopub.status.busy": "2024-07-25T10:54:06.756039Z",
+     "iopub.status.idle": "2024-07-25T10:54:06.762888Z",
+     "shell.execute_reply": "2024-07-25T10:54:06.762013Z"
+    },
+    "papermill": {
+     "duration": 0.022199,
+     "end_time": "2024-07-25T10:54:06.764823",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:06.742624",
+     "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": "dfd668b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:06.789419Z",
+     "iopub.status.busy": "2024-07-25T10:54:06.788766Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.298123Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.297326Z"
+    },
+    "papermill": {
+     "duration": 0.524335,
+     "end_time": "2024-07-25T10:54:07.300543",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:06.776208",
+     "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": "1ef51e87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.328277Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.327929Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.349886Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.348553Z"
+    },
+    "papermill": {
+     "duration": 0.03927,
+     "end_time": "2024-07-25T10:54:07.352758",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.313488",
+     "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": "051b88f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.378538Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.378213Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.427297Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.426445Z"
+    },
+    "papermill": {
+     "duration": 0.064426,
+     "end_time": "2024-07-25T10:54:07.429482",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.365056",
+     "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 0x79a4521d4b80>, '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": "28a7c82c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.456321Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.455600Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.472035Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.471238Z"
+    },
+    "papermill": {
+     "duration": 0.032003,
+     "end_time": "2024-07-25T10:54:07.474171",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.442168",
+     "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": "60d169fa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.499535Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.499210Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.503241Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.502404Z"
+    },
+    "papermill": {
+     "duration": 0.019068,
+     "end_time": "2024-07-25T10:54:07.505137",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.486069",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "b231594f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.530976Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.530646Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.634860Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.633926Z"
+    },
+    "papermill": {
+     "duration": 0.119855,
+     "end_time": "2024-07-25T10:54:07.637112",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.517257",
+     "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": "acadeac5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.665322Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.665000Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.674929Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.674210Z"
+    },
+    "papermill": {
+     "duration": 0.025831,
+     "end_time": "2024-07-25T10:54:07.676806",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.650975",
+     "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": "f10f972b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.702718Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.702079Z",
+     "iopub.status.idle": "2024-07-25T10:54:07.709957Z",
+     "shell.execute_reply": "2024-07-25T10:54:07.709142Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02268,
+     "end_time": "2024-07-25T10:54:07.711729",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.689049",
+     "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": "2615e110",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:54:07.738608Z",
+     "iopub.status.busy": "2024-07-25T10:54:07.737852Z",
+     "iopub.status.idle": "2024-07-25T11:04:09.041081Z",
+     "shell.execute_reply": "2024-07-25T11:04:09.040216Z"
+    },
+    "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": 601.319634,
+     "end_time": "2024-07-25T11:04:09.043540",
+     "exception": false,
+     "start_time": "2024-07-25T10:54:07.723906",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.354 Sum: 0.354\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3053 Sum: 0.3053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.288 Sum: 0.288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.283 Sum: 0.283\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09439852274954319\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.3243 Sum: 0.3243\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2746 Sum: 0.2746\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2688 Sum: 0.2688\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2612 Sum: 0.2612\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04393214359879494\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2806 Sum: 0.2806\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2539 Sum: 0.2539\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2479 Sum: 0.2479\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2449 Sum: 0.2449\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.019053414463996887\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.259 Sum: 0.259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2378 Sum: 0.2378\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2399 Sum: 0.2399\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2341 Sum: 0.2341\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020850911736488342\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2495 Sum: 0.2495\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2318 Sum: 0.2318\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2296 Sum: 0.2296\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2266 Sum: 0.2266\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021644677966833115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2442 Sum: 0.2442\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2261 Sum: 0.2261\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2238 Sum: 0.2238\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2255 Sum: 0.2255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09289012663066387\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2339 Sum: 0.2339\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.22 Sum: 0.22\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2197 Sum: 0.2197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.06624694354832172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2264 Sum: 0.2264\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.218 Sum: 0.218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2168 Sum: 0.2168\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2162 Sum: 0.2162\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014603255316615105\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2213 Sum: 0.2213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2135 Sum: 0.2135\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.2134 Sum: 0.2134\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.010026209056377411\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2178 Sum: 0.2178\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2153 Sum: 0.2153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2086 Sum: 0.2086\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014159714803099632\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2094 Sum: 0.2094\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.207 Sum: 0.207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08471843414008617\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2057 Sum: 0.2057\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2038 Sum: 0.2038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.06614012084901333\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2095 Sum: 0.2095\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2039 Sum: 0.2039\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015032703056931496\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2074 Sum: 0.2074\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1996 Sum: 0.1996\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1985 Sum: 0.1985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012366048991680145\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.2042 Sum: 0.2042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1991 Sum: 0.1991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08140479028224945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.2022 Sum: 0.2022\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.06618826277554035\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1955 Sum: 0.1955\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.196 Sum: 0.196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017444247379899025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1954 Sum: 0.1954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0028150659054517746\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1943 Sum: 0.1943\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1935 Sum: 0.1935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01990150474011898\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.2044 Sum: 0.2044\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\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": "9d29b913",
+   "metadata": {
+    "papermill": {
+     "duration": 0.021607,
+     "end_time": "2024-07-25T11:04:09.086788",
+     "exception": false,
+     "start_time": "2024-07-25T11:04:09.065181",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "1fc25826",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:04:09.129257Z",
+     "iopub.status.busy": "2024-07-25T11:04:09.128537Z",
+     "iopub.status.idle": "2024-07-25T11:04:09.186318Z",
+     "shell.execute_reply": "2024-07-25T11:04:09.185564Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.081538,
+     "end_time": "2024-07-25T11:04:09.188485",
+     "exception": false,
+     "start_time": "2024-07-25T11:04:09.106947",
+     "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": "0208058a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T11:04:09.232326Z",
+     "iopub.status.busy": "2024-07-25T11:04:09.231997Z",
+     "iopub.status.idle": "2024-07-25T11:04:26.708422Z",
+     "shell.execute_reply": "2024-07-25T11:04:26.707618Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 17.500974,
+     "end_time": "2024-07-25T11:04:26.710821",
+     "exception": false,
+     "start_time": "2024-07-25T11:04:09.209847",
+     "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": "ffc241cf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025782,
+     "end_time": "2024-07-25T11:04:26.758471",
+     "exception": false,
+     "start_time": "2024-07-25T11:04:26.732689",
+     "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": 646.147935,
+   "end_time": "2024-07-25T11:04:28.711126",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-25T10:53:42.563191",
+   "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