diff --git "a/samples.csv" "b/samples.csv"
--- "a/samples.csv"
+++ "b/samples.csv"
@@ -1,5001 +1,5001 @@
-circuit,config_id,archive,def_member,label_member,def_bytes,label_bytes,def_sha256,label_sha256,wns,tns,power,area,density_weight,learning_rate,gamma,target_density,stop_overflow,random_seed,gp_noise_ratio,wirelength,macro_halo_x,macro_halo_y,iteration
-bp_be12,cfg_001,data/bp_be12.tar.zst,bp_be12/cfg_001_final.def,bp_be12/grt_jsons/cfg_001_final_grt.json,10793732,2024,4888a37dab9c060b4fd3e1aab72a555d53f0a531f92e44e8bf0d452c829cd0f7,adae02fd6e448a4922d0402e37fea2eef7eff1a3e6b90342d8c400c9840d9296,-5.91958,-649.506,0.0753722,659547,1.8039615030067847e-05,0.004737823817439191,4.96638419386065,0.8853529977697203,0.15,64386,0.0429104645308332,logsumexp,8,8,1000
-bp_be12,cfg_002,data/bp_be12.tar.zst,bp_be12/cfg_002_final.def,bp_be12/grt_jsons/cfg_002_final_grt.json,10808309,2022,9f54f0b0f1a06eed950e70bc0eac4bba9ba265464012b7b30eb1632d2e11bfff,bfcc19e70826795b19b6fe60cb5d7bbb50690dbc2c1273f849c9e67610c53832,-0.597409,-55.143,0.0739972,659547,0.00012857886092104668,0.0012465964452993302,8.621049375940657,0.826332879824413,0.05,16523,0.024181038725194733,logsumexp,4,4,800
-bp_be12,cfg_004,data/bp_be12.tar.zst,bp_be12/cfg_004_final.def,bp_be12/grt_jsons/cfg_004_final_grt.json,10788108,2026,606a266dcb10e9b01f878706ca6fbcdbd0b3fc4917b60c4fe4f0e073866c51f3,cc010afe68d84a8b70f063bb3c4fcd368f7cde15b02dd34be02a46fae36cfe62,-274.298,-11025.3,0.0744007,659547,0.0008610323423725228,0.0030813287578910797,4.963677648278951,0.7939111622551616,0.1,79568,0.015196860213418865,weighted_average,10,10,1200
-bp_be12,cfg_007,data/bp_be12.tar.zst,bp_be12/cfg_007_final.def,bp_be12/grt_jsons/cfg_007_final_grt.json,10794563,2025,462797631b97738e908a1abed3329749d3a6983ea78c4a5ec563b9549a58785a,123f208f961672dd10c390204a8fecd8cae730a48a840d56c9b79b6533afdc3c,-32.9981,-2713.32,0.0742772,659547,0.00021364941755036074,0.011422155490321509,8.245832248175743,0.791783155107668,0.1,56874,0.015591879925106298,weighted_average,8,8,800
-bp_be12,cfg_008,data/bp_be12.tar.zst,bp_be12/cfg_008_final.def,bp_be12/grt_jsons/cfg_008_final_grt.json,10796038,2023,ea816ca0f3425f6a12d6a287d826525f125072754f2c6d60eeb83595e4307272,6ab240ce330feaae503e7f09beabd0e90ee174365cdc7c8007e97e62e1a0809b,-24.8252,-1295.27,0.0738712,659547,8.753715188811553e-05,0.007044564659629004,8.119990859328205,0.8269436640001182,0.1,56537,0.03236828642981654,logsumexp,4,4,1500
-bp_be12,cfg_010,data/bp_be12.tar.zst,bp_be12/cfg_010_final.def,bp_be12/grt_jsons/cfg_010_final_grt.json,10795443,2026,34e296667643717225ecbc195c6b345db2306287b6939ad70fea833258c742cf,bb00949da19f3126eb140188d1cf6abc3b929d12d372d091a275a2c47375cd69,-0.520529,-46.596,0.0749025,659547,3.865338349256125e-05,0.00983727409111129,6.456257218730227,0.8567796418212827,0.07,99610,0.026255474457602825,logsumexp,9,9,1000
-bp_be12,cfg_011,data/bp_be12.tar.zst,bp_be12/cfg_011_final.def,bp_be12/grt_jsons/cfg_011_final_grt.json,10787588,2026,7ed730d8176d8f77cb099d25df3502eb0ae3b833b4cfb0cc948661fff150be21,0cef42ad3bbecba2c962a860048948b0e0ae03c862879d5097555034d4514b59,-7.58298,-1321.37,0.0745225,659547,2.157475337005262e-05,0.0010816035641341723,2.720382886205134,0.84447187011929,0.1,46188,0.016450871161344072,logsumexp,8,8,1200
-bp_be12,cfg_013,data/bp_be12.tar.zst,bp_be12/cfg_013_final.def,bp_be12/grt_jsons/cfg_013_final_grt.json,10799787,2025,b1fb1bb80d536f4fbe090ddc861104ea8c52c7c140f9ea04c2f1d8260f43c327,46799f608142c77538f566d9c6977fd78a6fbce73a33730a4708508e84a9aa25,-1.05409,-259.715,0.0754474,659547,1.721915376473836e-05,0.027723400364380178,9.268645525660856,0.8399414267621499,0.07,26587,0.04876705509390896,weighted_average,0,0,1500
-bp_be12,cfg_014,data/bp_be12.tar.zst,bp_be12/cfg_014_final.def,bp_be12/grt_jsons/cfg_014_final_grt.json,10792317,2024,e0e53b13665423211dcae334c01a7af849d785cbeb93a75055a910ad9423bde7,53f06b3cd2f4f9d88df51685061a92223bf3bdedd4d0ca9a78095d667c38cf6b,-30.3809,-3047.49,0.0759835,659547,7.919960293789878e-05,0.0025607214699792167,2.7711276972279943,0.8805204793087683,0.1,12758,0.018094534591809215,weighted_average,2,2,1200
-bp_be12,cfg_016,data/bp_be12.tar.zst,bp_be12/cfg_016_final.def,bp_be12/grt_jsons/cfg_016_final_grt.json,10796353,2022,3cc8d73a7bb32c0b8e80b3dab5a64a0dffc8010316f9035e0b33377ae027003e,73dd3971a9c1186760e635415f4ce1a8043dd74569134f636ef1c435c4e2f629,-0.442527,-38.2643,0.0735433,659547,0.00019938533076381345,0.0013386482719678894,5.326459217364877,0.7083228347723785,0.1,17946,0.023194448493311412,weighted_average,1,1,1200
-bp_be12,cfg_018,data/bp_be12.tar.zst,bp_be12/cfg_018_final.def,bp_be12/grt_jsons/cfg_018_final_grt.json,10794173,2022,3b66c131d53ef68766ef94ac31e1b5074569f08bc1583f7750ce7710cec06496,4d381e116be66caba694b0417664cf3436f62fed33d2d8e00ed64b9b0ced23c6,-7921.42,-253533,0.0745069,659547,0.0008262632301463915,0.005289993707213174,8.26188181800229,0.7165459999844876,0.05,27585,0.029628279774180838,weighted_average,3,3,1000
-bp_be12,cfg_019,data/bp_be12.tar.zst,bp_be12/cfg_019_final.def,bp_be12/grt_jsons/cfg_019_final_grt.json,10792985,2027,2ae01f5005f125f818f314974f01d20375d76d1a7075cfabe4007b353ce94934,cf16b58a3b7493ca181a37bbc20723fa6d49d38c28e946c169741bd1a87b8384,-0.822768,-91.4855,0.0738558,659547,0.00013914131540709968,0.005131379107096779,4.135805304735149,0.7663137994685104,0.1,52067,0.02755645841220187,weighted_average,10,10,800
-bp_be12,cfg_021,data/bp_be12.tar.zst,bp_be12/cfg_021_final.def,bp_be12/grt_jsons/cfg_021_final_grt.json,10786430,2025,6933c83fbad65861f9fbdcb09dacfc8fa1102f6cf485f421f75962836895ee3b,ed029741dd081026bbdf77e15d1618a89471b0e8177aa007f334d40f3331e874,-34.384,-1026.17,0.0758586,659547,0.00028443905596414813,0.014222345933364921,2.8619275676471725,0.8832023690275216,0.15,23022,0.01149650224704719,weighted_average,7,7,1200
-bp_be12,cfg_022,data/bp_be12.tar.zst,bp_be12/cfg_022_final.def,bp_be12/grt_jsons/cfg_022_final_grt.json,10789152,2024,fa4fa326a4e698c20699924ebbc8b00c49647698ecefca71224be3f161f296fb,ad821661824970172a072043bada7e5e7a61668ea7eb881c5e0f132cb5ab5221,-0.901891,-162.941,0.0749172,659547,0.00045664581964797345,0.016307117785388885,4.537111142581723,0.890579879013949,0.07,63483,0.030602285169268585,weighted_average,6,6,1500
-bp_be12,cfg_023,data/bp_be12.tar.zst,bp_be12/cfg_023_final.def,bp_be12/grt_jsons/cfg_023_final_grt.json,10786172,2026,c655143b2345934a4dd153a916bbfd5c34037ffd6b2b2bde57e194646e7e4e58,fff176f9cd2b3810bb48425616f9fcbe465982fc7b892f463576d92c591a0cba,-0.995797,-133.762,0.0748861,659547,0.000744881417499879,0.0017656788966657153,2.359284955138632,0.7870194120006075,0.15,99237,0.045667090650196564,weighted_average,2,2,1200
-bp_be12,cfg_025,data/bp_be12.tar.zst,bp_be12/cfg_025_final.def,bp_be12/grt_jsons/cfg_025_final_grt.json,10800951,2025,a3307859f73faab8e5e8021b56c954c042e86cb274ada32348f36fbef19d2aeb,cd304e8801025f782f491349bb458f93cbd02b11b9dfb9380cd2f2e77080f3fd,-0.570153,-48.7577,0.0740515,659547,0.00031158692316638636,0.002475658712798711,9.494505204270233,0.748194115001137,0.05,12276,0.043244506884996245,logsumexp,1,1,800
-bp_be12,cfg_026,data/bp_be12.tar.zst,bp_be12/cfg_026_final.def,bp_be12/grt_jsons/cfg_026_final_grt.json,10797801,2022,7aea562de07e13790ff4cb3f09f9afe6bfe1a61c6b94d42665190e5f26cd2da1,2ef69c1095f2e77d3cd9cd86f0492cfa3f6d754b5fa802b929b4c08c1d03777f,-236.903,-9419.62,0.0740491,659547,0.00015803947672362418,0.020504210948993348,3.571477325716586,0.7620647345800189,0.05,99802,0.048873057042438696,logsumexp,8,8,1000
-bp_be12,cfg_028,data/bp_be12.tar.zst,bp_be12/cfg_028_final.def,bp_be12/grt_jsons/cfg_028_final_grt.json,10798048,2023,26acefe111eb23111044fb63246692a107f2fc1a7c7bc176faca9896420f7bee,2e0e5bf39333ea2fcbf451cf9fc2a0e2dd82eb62f41c8a3b7a4a943bb576b2e7,-0.684896,-63.4843,0.0747374,659547,0.0001452891618647095,0.001993716841486608,8.432996209458102,0.8430814259231604,0.1,8439,0.01524231006229253,logsumexp,10,10,1000
-bp_be12,cfg_029,data/bp_be12.tar.zst,bp_be12/cfg_029_final.def,bp_be12/grt_jsons/cfg_029_final_grt.json,10792093,2024,2df96cdc01e621a130b4e01acc0020b0c1589737f22a3c3bd2d30f030934c629,e8fd5f740add3795bfcf3f51b6c6eb2bd2ef8bf395061a4ab081ff27c7a8d51a,-248.65,-9841.77,0.0744404,659547,0.0007163497307877628,0.003947910428910431,4.407589534247518,0.7977168090703066,0.1,66286,0.0482249302818788,logsumexp,1,1,1000
-bp_be12,cfg_030,data/bp_be12.tar.zst,bp_be12/cfg_030_final.def,bp_be12/grt_jsons/cfg_030_final_grt.json,10791959,2025,764d57536a961c75c7b9879f8772ffcbd35419ef3c1373345f94fb7ad908dc42,4e4a1c767302e2b7cced3bb8c1d2afc76b736f99ca74bd433032b777fca95ff8,-0.637739,-62.6285,0.0740069,659547,1.121292669061128e-05,0.0068045132406417555,7.071800893448681,0.7211794807501506,0.15,72332,0.02676457277265215,weighted_average,10,10,800
-bp_be12,cfg_031,data/bp_be12.tar.zst,bp_be12/cfg_031_final.def,bp_be12/grt_jsons/cfg_031_final_grt.json,10797690,2025,3b646f788669fbbe5b22f7d08866cf7cdc3d5607de9f4f9d1ceae6bc1e2fafee,c88f2dc6668a058b8a3d16dc07b0b66a1e94c15de6eae4168602145319b9081e,-0.589001,-56.0135,0.0744059,659547,0.00015562705761113137,0.0250919742048449,8.434887324903766,0.7934763203110583,0.1,78476,0.01071347135907951,logsumexp,10,10,800
-bp_be12,cfg_033,data/bp_be12.tar.zst,bp_be12/cfg_033_final.def,bp_be12/grt_jsons/cfg_033_final_grt.json,10793407,2024,8f56b4bb2b5eec7f8ef2225470ae2ceabe71a0639cc9df684d9b2ebdf7cc5bf4,33ff59a7cbf67509fdeba35ef8fd8404b6aba04bfb78c6b38addcf40495b90c8,-0.8036,-81.8917,0.0747549,659547,5.6023222583431276e-05,0.004353345435639002,7.215448204639793,0.873498126350465,0.07,45390,0.019913582518054324,weighted_average,4,4,800
-bp_be12,cfg_036,data/bp_be12.tar.zst,bp_be12/cfg_036_final.def,bp_be12/grt_jsons/cfg_036_final_grt.json,10789849,2025,60daf78c8584450c498ad8b92218846c59600bd9c1c66433faf29207335f204d,434ed0ebef67c849737efdbe86371eeac8674478211b7de5240a72cefbbde290,-0.79275,-63.0542,0.0747763,659547,2.235027864198879e-05,0.0012024662588717714,6.72915052888777,0.8361429053599012,0.05,80310,0.022719643878081976,weighted_average,7,7,1500
-bp_be12,cfg_037,data/bp_be12.tar.zst,bp_be12/cfg_037_final.def,bp_be12/grt_jsons/cfg_037_final_grt.json,10794022,2024,66fcdb9c4f836c74c92f8e360e969a8559d274c5843fdbaf8cedb4d4efb64ca9,c19f3edf1e1b3a9ca93220dc9140c020fe175f17169086543ffb8f5cbd3fc2b8,-245.279,-9758.54,0.0749922,659547,0.0005623541241297905,0.018910257394734693,2.3478004961023355,0.7362996819193048,0.15,23675,0.019975503033288475,logsumexp,5,5,1200
-bp_be12,cfg_038,data/bp_be12.tar.zst,bp_be12/cfg_038_final.def,bp_be12/grt_jsons/cfg_038_final_grt.json,10791730,2023,8cfffe897308075e93832c14f180042d1d342e3f69bd7d87a1f35e9da30c4398,36b138e00fd76cfa889a472475e00d9d4822c1c183ad8ea520d99ba20614bf31,-29.326,-746.034,0.0737764,659547,1.254608541279546e-05,0.0036343036284750877,6.190023589741098,0.7203343805807432,0.07,9333,0.01207847465860417,logsumexp,10,10,1000
-bp_be12,cfg_039,data/bp_be12.tar.zst,bp_be12/cfg_039_final.def,bp_be12/grt_jsons/cfg_039_final_grt.json,10804255,2027,f913e8d12a2a2c0a19d04cc0b10d652646120717864726eebaba676cbfda2a3d,49368a53341f975f6c4e7dfc733f37f151da9b9835b75c0ed150fd8d8cd9e8c6,-0.603465,-55.1915,0.0744521,659547,1.5784334765095764e-05,0.01842308803530557,9.221225151420937,0.8959141361173186,0.07,80202,0.04117910163085316,logsumexp,10,10,1200
-bp_be12,cfg_040,data/bp_be12.tar.zst,bp_be12/cfg_040_final.def,bp_be12/grt_jsons/cfg_040_final_grt.json,10786584,2024,e48b20ee5ccc340bb3a022a27af39d64f43c0d9256211c483b6c669b8cf355d7,f854696c65b01900151e6e66eb22b09ad0002c0675c4d5e95ff0dc0b70273b51,-1.07385,-216.491,0.0752246,659547,1.858251178167694e-05,0.006369451776938398,6.113782961523316,0.8715144288245116,0.15,83370,0.02540357984401414,weighted_average,6,6,1200
-bp_be12,cfg_042,data/bp_be12.tar.zst,bp_be12/cfg_042_final.def,bp_be12/grt_jsons/cfg_042_final_grt.json,10787728,2022,6f8668f74bfea9e055fe529913c52b4171662625a8f346c92621442701146e0e,1cc1d13e1e99d0b6ba314a0b428d5acaefebaad3f242d52243a7a5651b0d8452,-6.35518,-1527.49,0.073864,659547,5.7402150030760036e-05,0.010681076318074075,4.375011796570282,0.8897715853430681,0.07,67084,0.029236417132003145,logsumexp,8,8,1500
-bp_be12,cfg_043,data/bp_be12.tar.zst,bp_be12/cfg_043_final.def,bp_be12/grt_jsons/cfg_043_final_grt.json,10791818,2025,03c40003fc1af6df82924dec6083a5c5112e3f5658ee675aef6c618f4b4dff4d,4475e675bffa2400eae2d03e033cda81c49ced6d029c47bd87101ed634eb7524,-1.05826,-272.606,0.0752924,659547,0.00011772523869125333,0.01874307025927904,7.220698724480816,0.8608783655894154,0.1,53272,0.03531670517070483,weighted_average,3,3,1000
-bp_be12,cfg_044,data/bp_be12.tar.zst,bp_be12/cfg_044_final.def,bp_be12/grt_jsons/cfg_044_final_grt.json,10787021,2024,611f6454c4173bd874d9a15318cb752584d21a8605b2e11a971a08793654c3df,cd97b967c516a7984aaeb0d3e7215c6201bf05b5de520fde57cacf1b47047081,-0.472473,-40.7441,0.0738225,659547,2.5398565365691535e-05,0.011020395816433987,8.885752546607153,0.7264205674603087,0.1,95251,0.013803829929197384,logsumexp,1,1,1200
-bp_be12,cfg_047,data/bp_be12.tar.zst,bp_be12/cfg_047_final.def,bp_be12/grt_jsons/cfg_047_final_grt.json,10799493,2026,722bfb193a2e4f750da86364dcaaf82f00ae952a1b4d013649d353951f38d770,db9482bd94e6c99a290b43029ddd6fbe8766423d1031fe365b5ea7708fbb7b9b,-0.929276,-109.973,0.0741591,659547,0.00013959216020656935,0.005000088939703944,6.181054204104982,0.8527846780013176,0.15,79924,0.029686128623017165,weighted_average,6,6,1200
-bp_be12,cfg_048,data/bp_be12.tar.zst,bp_be12/cfg_048_final.def,bp_be12/grt_jsons/cfg_048_final_grt.json,10791870,2025,687a58f3402fff383e2b633e7b9740357ba85d4d630ef7715a4ab838bc4c53d9,7f04e68ebfd821e649e9895e5458c25aac5d1218fb497f74cfdd1968d8f75798,-7.33322,-2304.25,0.0748768,659547,1.7356700798829677e-05,0.0014984951748264984,2.7016720952861473,0.8315726570081056,0.15,72881,0.04097285664567373,weighted_average,1,1,800
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