Update to use data from from s3 directly

README.md

@@ -3,5 +3,15 @@ license: cc-by-4.0
 ---
 
 ### Submitting Results to the Leaderboard
+First, install teh TabArena dependencies:
+```bash
+# Requires latest mainline AutoGluon (or AutoGluon 1.3+)
+git clone https://github.com/autogluon/autogluon
+./autogluon/full_install.sh
 
-To submit results, please concat your model performance results to 'df_results.csv', rerun 'get_leaderboard_csv.py' and write a pull request using the provided template.
+git clone https://github.com/autogluon/tabrepo.git
+pip install -e tabrepo/[benchmark]
+
+git clone https://huggingface.co/datasets/TabArena/benchmark_results
+```
+Next, concatenate your model performance results to 'df_results.csv' and rerun 'get_leaderboard_csv.py' to obtain an updated leaderboard. 

df_results.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cae0eb198f9436e7d79a5a2b1e0c5440ce91064b5cdcf790254046d34da487d6
+size 882636

get_leaderboard_csv.py

@@ -112,9 +112,54 @@ dataset_sizes = {'APSFailure': 76000.0,
     }
 
 if __name__ == '__main__':
+
+    if os.path.exists("benchmark_results/df_results.parquet"):
+        df_results = load_pd.load(path="benchmark_results/df_results.parquet")
+    else:
+        print(f"Loading results...")
+
+        context_name = "tabarena_paper_full_51"
+        s3_prefix_public = "https://tabarena.s3.us-west-2.amazonaws.com/evaluation"
+        df_result_save_path = f"{context_name}/data/df_results.parquet"
+        df_results = load_pd.load(path=f"{s3_prefix_public}/{df_result_save_path}")
+
+
+        df_results.rename({"framework": "method"}, inplace=True,axis=1)
+
+        df_results["method"] = df_results["method"].map({
+            "AutoGluon_bq_4h8c": "AutoGluon 1.3 (4h)",
+            "AutoGluon_bq_1h8c": "AutoGluon 1.3 (1h)",
+            "AutoGluon_bq_5m8c": "AutoGluon 1.3 (5m)",
+            "LightGBM_c1_BAG_L1": "GBM (default)",
+            "XGBoost_c1_BAG_L1": "XGB (default)",
+            "CatBoost_c1_BAG_L1": "CAT (default)",
+            "NeuralNetTorch_c1_BAG_L1": "NN_TORCH (default)",
+            "NeuralNetFastAI_c1_BAG_L1": "FASTAI (default)",
+            "KNeighbors_c1_BAG_L1": "KNN (default)",
+            "RandomForest_c1_BAG_L1": "RF (default)",
+            "ExtraTrees_c1_BAG_L1": "XT (default)",
+            "LinearModel_c1_BAG_L1": "LR (default)",
+            "TabPFN_c1_BAG_L1": "TABPFN (default)",
+            "RealMLP_c1_BAG_L1": "REALMLP (default)",
+            "ExplainableBM_c1_BAG_L1": "EBM (default)",
+            "FTTransformer_c1_BAG_L1": "FT_TRANSFORMER (default)",
+            "TabPFNv2_c1_BAG_L1": "TABPFNV2 (default)",
+            "TabICL_c1_BAG_L1": "TABICL (default)",
+            'TabDPT_c1_BAG_L1': "TABDPT (default)",
+            'TabM_c1_BAG_L1': "TABM (default)",
+            'ModernNCA_c1_BAG_L1': "MNCA (default)",
+        }).fillna(df_results["method"])
+
+        df_results = df_results.loc[df_results["method"].apply(lambda x: "default" in x or "(tuned)" in x or "(tuned + ensemble)" in x or "AutoGluon 1.3 (4h)" in x)]
+    
+        df_results.loc[:, "seed"] = 0
+        df_results.drop(columns=["config_selected", "metadata", "rank"], inplace=True, errors="ignore")
+
+        save_pd.save(path="benchmark_results/df_results.parquet", df=df_results)
+    
+    
     elo_bootstrap_rounds = 10
 
-    df_results = pd.read_csv("df_results.csv")
 
     df_results = compute_normalized_error_dynamic(df_results)
     df_results["normalized-error"] = df_results["normalized-error-dataset"]
@@ -167,4 +212,4 @@ if __name__ == '__main__':
     elo_map = leaderboard["elo"]
     leaderboard = leaderboard.reset_index(drop=False)
 
-    save_pd.save(path=f"tabarena_leaderboard.csv", df=leaderboard)
+    save_pd.save(path=f"benchmark_results/tabarena_leaderboard.csv", df=leaderboard)

tabarena_leaderboard.csv

@@ -1,45 +1,46 @@
 method,time_train_s,time_infer_s,time_train_s_per_1K,time_infer_s_per_1K,normalized-error,normalized-error-task,champ_delta,loss_rescaled,time_train_s_rescaled,time_infer_s_rescaled,rank,median_metric_error,median_time_train_s,median_time_infer_s,median_time_train_s_per_1K,median_time_infer_s_per_1K,median_normalized-error,median_normalized-error-task,median_champ_delta,median_loss_rescaled,median_time_train_s_rescaled,median_time_infer_s_rescaled,median_rank,rank=1_count,rank=2_count,rank=3_count,rank>3_count,elo,elo+,elo-,winrate,mrr
-REALMLP (tuned + ensemble),82918.85938235045,50.75538799222518,8670.919775777696,17.379653590906823,0.4168638276936593,0.46522486543163427,0.061688216426284394,0.04228497913106759,179788.54928349206,846.8926595159494,8.372549019607844,0.20859,30826.14291326205,23.329282654656303,6566.618256034785,10.263652729721208,0.3818665550412475,0.43309678028435356,0.027798517685924562,0.020583223407182,136595.87091904954,808.3809230744695,7.0,2,7,2,40,1565.4,18.3,33.7,0.8285453716370269,0.22323515264691735
-GBM (tuned + ensemble),3088.2834950947295,22.058380506500956,771.4696177956965,4.079511267084072,0.4965444286779091,0.5395142186069455,0.08092857018345104,0.05687307313004266,11617.562781863639,427.3461655076809,9.696078431372548,0.2112,1667.667911251386,3.7860276963975696,417.0474735648702,2.6386738309580253,0.5416588157338842,0.5593505098057872,0.031447285784914514,0.021931422867572554,9501.568897853982,118.56327192619683,9.0,2,1,9,39,1531.1,20.3,14.0,0.797765617875057,0.1902967415863126
-TABM (tuned + ensemble),309945.85844461835,131.41347681909863,50992.23186278812,25.966007479697893,0.4833937084822297,0.527662991629337,0.06971132771025715,0.06300675126368147,1062292.4422391057,1826.3188257642526,9.813725490196079,0.20583,261121.6058749623,56.5677855014801,38348.59823876663,18.19368855657421,0.4799388525946232,0.5336364991195935,0.03234201709565321,0.029389991826645936,684372.7347620113,1502.185192005209,9.0,3,2,5,41,1529.3,20.7,21.4,0.7950296397628819,0.20732572406081626
-CAT (tuned + ensemble),20021.3498029566,3.148214934334516,4131.157990402895,0.9789028273051836,0.5176588402536559,0.5461494497192764,0.07465084960629444,0.05143820974657852,58497.647265017345,62.60491239485124,11.529411764705882,0.21079,7127.110804247856,1.3727677133348253,1658.431106942659,0.65278892715772,0.5077954495106399,0.5465689951015877,0.041621845573322824,0.025036082174698975,22349.139522535355,41.43902270876455,9.0,0,3,3,45,1488.3,16.9,12.6,0.7551299589603283,0.1396848765821662
-CAT (tuned),20021.3498029566,0.45918073721700764,4131.157990402895,0.1326399433788993,0.5340939510792267,0.560241189670243,0.07657642344207914,0.052142309382478255,58497.647265017345,8.05853748827096,12.07843137254902,0.21123,7127.110804247856,0.1666894753774007,1658.431106942659,0.08101450844552295,0.5302077268378067,0.5897290925717864,0.031525996057162775,0.029191919960694195,22349.139522535355,5.582269457200406,10.0,2,3,2,44,1478.1,4.9,17.9,0.7423620611035112,0.16767987499496947
-GBM (tuned),3088.2834950947295,3.280151636356362,771.4696177956965,0.7006538439498573,0.5855939719295641,0.6054436635097997,0.08824390076126835,0.06705477487523903,11617.562781863639,67.66975356224873,12.950980392156863,0.21181,1667.667911251386,0.5984517203436958,417.0474735648702,0.33376035314871977,0.6166809796992984,0.6457913506687698,0.040799476189841366,0.028946281575058085,9501.568897853982,17.56175518068717,11.0,0,0,0,51,1451.7,7.7,23.7,0.7220702234382125,0.09658870454529672
-XGB (tuned + ensemble),6066.175009788823,8.000445660682546,1229.3396535120692,3.119617584418379,0.592736096344163,0.6155854071545386,0.08897455703950505,0.06687166623000446,14800.692905333455,192.56405868832493,13.411764705882353,0.21458,2256.9276883072325,3.0598979949951173,693.4907982506384,1.6894451629541258,0.6371593498471637,0.6462976286741621,0.04112798968870923,0.03124154502861207,11769.825378159281,82.2877578838671,13.0,1,2,0,48,1441.9,9.1,14.9,0.7113543091655267,0.12808129533333062
-TABM (tuned),309945.85844461835,14.40000900593718,50992.23186278812,2.82530864865144,0.5961366156178172,0.6068470822608255,0.08197172744109267,0.07732216051615445,1062292.4422391057,184.73418386890836,13.794117647058824,0.21083,261121.6058749623,4.427005794313219,38348.59823876663,2.038203656717485,0.6353903270183762,0.6219311591470645,0.03979882553447056,0.034176546224293385,684372.7347620113,130.23219507457006,13.0,0,3,3,45,1432.7,18.6,6.5,0.7024623803009576,0.12602986562329124
-CAT (default),190.03885268302784,0.2709793741147242,87.85477829976735,0.13556345001146092,0.5824430026546973,0.6170029837677764,0.08789056287422015,0.0594755591282597,428.26912869207985,7.186903437353155,13.892156862745098,0.21142,28.268621895048355,0.18547145525614417,6.827020885706225,0.08026752106160412,0.574532210998386,0.5948951171173775,0.04297936180174722,0.029179578269185175,113.47556087857686,6.139565341592894,15.0,2,2,1,46,1432.4,20.6,22.8,0.7001823985408117,0.14580420869437943
-MNCA (tuned + ensemble),236280.2154733103,1702.196323570239,30006.94935586565,242.28091421135778,0.5505767660456689,0.5586240829218156,0.08664207766754953,0.06754385113988148,652156.5791152017,15602.161928533395,14.137254901960784,0.21292,121087.6539443069,180.97370640436807,20604.601796717565,62.20216151532996,0.541453039808286,0.5456102653473301,0.0430773666280555,0.02715435675098635,411805.39657275786,5363.328713863691,11.0,3,2,3,43,1429.9,4.5,32.2,0.6944824441404469,0.17900509017688904
-TABPFNV2 (tuned + ensemble),10256.531407853461,95.46951768190513,2959.3267031650266,47.66674133700557,0.503197928773918,0.5700964346025057,0.08122967375518858,0.08144792307465215,64069.99714449901,3721.4147607998016,14.784313725490197,0.22709,4578.3020022392275,13.798940539360046,3031.497965050595,21.441745344797773,0.5337673254910522,0.5850719212832521,0.038662968410838605,0.03246599803688503,29840.566580772273,861.2724496865974,11.0,11,5,3,32,1412.3,22.0,21.0,0.6794345645234838,0.32754813047254516
-XGB (tuned),6066.175009788823,1.6190793797341305,1229.3396535120692,0.700121681977388,0.6399553616600582,0.6523914608653362,0.09242539010249577,0.0711168313478587,14800.692905333455,40.1709192350484,15.0,0.21499,2256.9276883072325,0.41774741808573407,693.4907982506384,0.30807601554053166,0.6669546265555522,0.70210928999892,0.05170619453009351,0.03462028858330469,11769.825378159281,12.136706817415504,15.0,0,0,0,51,1401.4,21.0,18.3,0.6744186046511628,0.08427229700319627
-TABICL (default),82.80334805787777,14.446106202929627,7.466879203260337,1.6843418131047034,0.5918583004865708,0.642337482634756,0.0875419134792788,0.08838426144985995,132.8309504851054,173.47404322746522,15.92156862745098,0.21659,20.0619904200236,1.316457470258077,6.6270115137100225,1.479660415649414,0.6122367359437335,0.7288871207662829,0.05183434289459943,0.02747963525474764,110.37274820175764,91.25701004379175,12.0,7,3,1,40,1387.8,26.7,20.7,0.6529867761057911,0.23354563591767594
-MNCA (tuned),236280.2154733103,132.95273180870188,30006.94935586565,12.11660203671404,0.6802004436773026,0.6525246439940443,0.09271379272963949,0.07057393673192208,652156.5791152017,1042.4108253893155,15.92156862745098,0.21326,121087.6539443069,7.72004418902927,20604.601796717565,3.084316739055195,0.6677351461060136,0.6505615420190676,0.05810835963747607,0.04513587282105141,411805.39657275786,246.05730829827976,15.0,0,2,1,48,1387.6,27.7,17.8,0.6529867761057911,0.10031778370165712
-REALMLP (tuned),82918.85938235045,2.265432894048088,8670.919775777696,0.9264900528190781,0.7389586445041083,0.70029023973971,0.09659892461491905,0.08207609716020928,179788.54928349206,40.77005886388897,17.647058823529413,0.21508,30826.14291326205,1.0006839964124892,6566.618256034785,0.48749297777811695,0.8387978690853825,0.745244032216585,0.06316180783476799,0.053202622492465136,136595.87091904954,36.17393097895673,17.0,0,0,0,51,1349.4,25.0,12.4,0.612859097127223,0.06790542415647745
-TABPFNV2 (tuned),10256.531407853461,3.508518432739773,2959.3267031650266,1.6627901692072438,0.6232375524417093,0.6563921255920102,0.10222872451877378,0.09869357539741673,64069.99714449901,134.38769780419096,17.95098039215686,0.22751,4578.3020022392275,0.5097733656565349,3031.497965050595,0.46198440414964803,0.7318822746796125,0.7030050854033848,0.0763369368627963,0.04641495405969184,29840.566580772273,22.486278308901746,13.5,1,9,2,39,1346.3,13.5,16.0,0.6057911536707706,0.17720105680966697
-TABM (default),892.3161711748909,11.073448471150368,115.89421747045174,1.8536708133194066,0.6964894973438743,0.7139990788254938,0.11184424398862675,0.10286402245372848,2275.1270097443276,125.71608963592972,18.215686274509803,0.21634,409.2738807996114,3.2030898465050592,65.59975180574475,1.0119200928441636,0.7971619826286321,0.7916271358030448,0.05542898892892967,0.039773366059758904,1333.0629108506891,91.60318880657768,17.0,0,1,0,50,1337.5,19.7,10.4,0.5996352029183767,0.08429884996590406
-NN_TORCH (tuned + ensemble),29590.123960411,13.183612702147375,3730.4883371756378,3.5605725894053775,0.748551089057436,0.7410830400076495,0.10163089676455901,0.08787484128894504,97942.50427646749,194.19437074218936,18.431372549019606,0.21479,10848.660208092795,3.946354971991645,2875.520340774676,1.9516254299583915,0.8918402507857954,0.7854962777205111,0.0655838819050707,0.05785446391646682,61441.834728019094,144.99924838142883,18.0,0,0,1,50,1329.6,13.9,9.5,0.5946192430460556,0.07544818131413467
-MNCA (default),795.306494966,33.3562901808026,90.93203020141935,7.463237374429941,0.7842454576104358,0.7715129001192104,0.12756645405022168,0.0928250470149411,1891.7439043706402,401.9459402385641,19.30392156862745,0.22115,168.86419762505426,2.495272477467855,43.5328308061671,1.4533180631966292,0.9036980011670422,0.8397745521998465,0.0581075785329781,0.057037982337386,1003.1000523368327,103.14689436289233,21.0,1,0,0,50,1318.9,8.3,15.4,0.574327405380757,0.08989311812182865
-TABPFNV2 (default),12.045264010803372,0.825882379421741,4.479779889710856,0.45291413655168883,0.6574942806370782,0.7097934044927047,0.11248713479463117,0.11011936574776773,69.53545044274783,29.750306503263065,19.333333333333332,0.22887,9.117408725950453,0.42119165261586505,3.3572004182270923,0.31292319242745453,0.9332080994174107,0.8423307481260834,0.06834049124367259,0.04813768599620556,52.33126667019037,18.51200905119134,20.0,4,1,4,42,1320.8,18.3,16.7,0.5736434108527132,0.18137568921761685
-TABDPT (default),166.18249968905855,63.11337411850366,27.98679036192257,23.230531355690207,0.6850262903119554,0.691267563988496,0.11865382648532427,0.09263127381464388,577.6877537613718,1486.1376930964916,20.352941176470587,0.22562,99.10453534126282,28.39870807859633,22.530373428033148,8.550738306685618,0.969887307882428,0.8536947881683028,0.0487242733173503,0.04336809244638817,528.5286701518511,1255.4344274404375,21.0,7,0,3,41,1295.3,21.8,15.8,0.5499316005471956,0.20628538762821777
-EBM (tuned + ensemble),34026.536489860475,1.2927426090946903,5480.053727232626,0.4888849106706617,0.7880760081731729,0.803641000984927,0.14251389315599514,0.1285059673277001,45019.15254023785,18.10977395935744,20.676470588235293,0.21615,2925.6548613442314,0.400875727335612,1331.6775166450918,0.19902019540593416,0.9274868990697457,0.868575098336034,0.07731439010501406,0.04951330258923894,17751.99098903196,11.139223540399453,19.0,1,0,1,49,1287.1,17.2,18.6,0.542407660738714,0.08549658184946837
-FASTAI (tuned + ensemble),6629.648996400055,16.16286987151975,1343.8759291428362,7.700638070237855,0.8226538541849838,0.8244791094875679,0.13567337929807913,0.11330383482050299,22455.39930054225,425.2477189439316,22.58823529411765,0.21679,3182.895098288854,10.795994228786892,593.2377884028931,4.4666950702667245,1.0,0.9549503084406218,0.08596683524722959,0.0716794123723004,19851.12522910101,409.9439232561687,24.0,1,0,1,49,1245.5,26.4,13.8,0.49794801641586867,0.08516676893355465
-REALMLP (default),273.729912211121,2.9575047363123343,25.289999363604277,2.930568901016023,0.8705664938523109,0.832152229616817,0.12233444943446369,0.10631781120309812,570.5207778272489,128.70805989538428,22.764705882352942,0.21516,107.08700556225247,2.6188460985819497,21.862018442697384,0.8380396174929482,1.0,0.8839875983570681,0.0891990825949841,0.07444845646092325,497.2788668972909,54.538678872317874,23.0,0,0,0,51,1244.5,13.7,9.6,0.493844049247606,0.05357735934419802
-XT (tuned + ensemble),1289.1519403179227,3.0578905248434194,465.042745028218,1.2896231314620477,0.8535500678824685,0.8419856402373398,0.13902458643572385,0.11519988693813606,5501.829777288319,78.9471514852573,22.92156862745098,0.21814,763.5855970117781,1.8364481396145291,183.01944048073585,0.761281055543471,1.0,0.9501297831996555,0.08482265400407019,0.07079319457267828,3537.1622158448413,68.2023166779235,26.0,0,0,2,49,1239.9,13.2,21.1,0.49019607843137253,0.06709444078720042
-EBM (tuned),34026.536489860475,0.16189759790507793,5480.053727232626,0.07137075521963594,0.8407495210800369,0.8372043355353069,0.14921480566449333,0.13771329887387015,45019.15254023785,2.1906554232861577,23.352941176470587,0.21772,2925.6548613442314,0.04404108524322505,1331.6775166450918,0.02273063659667958,1.0,0.9142764108717601,0.08863297174906704,0.06554958177928982,17751.99098903196,1.2223545537568272,23.0,0,1,0,50,1235.1,9.0,19.4,0.4801641586867305,0.06085279448941046
-XGB (default),12.860019501050314,0.6666093941607507,3.1832840182109794,0.29993850473749506,0.852888414744164,0.8344526535976129,0.12266868590211899,0.11601342215105712,40.716829559380585,17.428033516508393,23.53921568627451,0.21667,5.82192047437032,0.3283502260843913,1.9409389396340444,0.12262328807300621,1.0,0.9403669620474374,0.0846161947106483,0.06555377426448053,34.48133232859513,10.220210819729587,23.0,0,0,1,50,1224.6,19.1,13.5,0.47583219334245325,0.05524975091879773
-NN_TORCH (tuned),29590.123960411,0.7234875786018787,3730.4883371756378,0.20866384944268937,0.8601642719013879,0.8300843960980898,0.12229829141381855,0.1108390862933938,97942.50427646749,10.830632864633378,23.833333333333332,0.21784,10848.660208092795,0.2631075382232666,2875.520340774676,0.1311128328263719,1.0,0.9141296613785662,0.09365465607587997,0.0689682938764631,61441.834728019094,8.236695976463636,24.0,0,0,0,51,1220.7,20.0,15.7,0.4689922480620155,0.049800303347480715
-GBM (default),8.619418829147072,1.0011564760166576,3.047022521329099,0.25257353763130375,0.8826883229340132,0.8672739049978396,0.13090085983585453,0.1135971567246027,44.26353412937291,22.939896191571762,24.745098039215687,0.21706,5.971681065029568,0.28582448429531515,1.9600326879612946,0.14167879422505694,1.0,0.9258834782903861,0.0967727590356654,0.07460814077084837,32.72231234173677,8.612355874421972,25.0,0,0,0,51,1203.4,13.5,20.1,0.4477884176926585,0.04570559123879827
-EBM (default),104.78526760316363,0.1716523252541203,11.08112585843055,0.09394874944629131,0.8443677396339563,0.8546245387510296,0.15885092490765987,0.14574133892903993,148.09015179756557,3.2508346897376414,24.80392156862745,0.21677,11.465454594294231,0.05977429548899328,4.67476436351229,0.039604149366679865,1.0,0.9641603943643783,0.10271933543623057,0.06419218276989164,75.98904610132907,2.400460311914134,25.0,1,0,2,48,1201.6,18.6,23.1,0.4464204286365709,0.07612266299259128
-RF (tuned + ensemble),2245.014868743487,2.632504310950734,531.0647599377726,1.2193234835880606,0.8813146334235634,0.8669869325235431,0.14704376524940307,0.12617709738906796,6771.2411119905,73.516367828813,24.84313725490196,0.21966,886.9249708387587,1.8479143513573542,373.23710550957964,0.7709478321252661,1.0,0.975823221810082,0.09158970293575486,0.08441696004508682,5833.62839815795,63.70867748039599,27.0,1,1,0,49,1196.7,13.8,23.5,0.44550843593251255,0.07790242183779597
-XT (tuned),1289.1519403179227,0.34362246091589166,465.042745028218,0.17439940130400713,0.8936120044715219,0.8745227503759583,0.14985882734377726,0.12471808949644363,5501.829777288319,9.97674146406185,25.07843137254902,0.21915,763.5855970117781,0.19129647148980033,183.01944048073585,0.09117045402526854,1.0,0.9662503990127185,0.10167120373133975,0.07854459509757207,3537.1622158448413,8.867381424714143,28.0,0,1,0,50,1198.8,12.7,20.6,0.44003647970816234,0.06050073130463785
-FASTAI (tuned),6629.648996400055,1.0291698354002177,1343.8759291428362,0.6088453941926839,0.9172097422224721,0.8834979793984152,0.15192328077353953,0.1337763345974162,22455.39930054225,33.54113778341804,26.784313725490197,0.2173,3182.895098288854,0.8112125396728516,593.2377884028931,0.306391541190021,1.0,0.9696798644410526,0.09698823511745125,0.08330206169020714,19851.12522910101,31.295598410590877,27.0,0,0,0,51,1156.4,14.5,12.7,0.40036479708162337,0.04738627563989901
-RF (tuned),2245.014868743487,0.2778017885544721,531.0647599377726,0.15578193241202615,0.9088124005972364,0.8919726527109453,0.15740377133336161,0.1370402316270242,6771.2411119905,8.46900596879359,27.166666666666668,0.22016,886.9249708387587,0.17402595943874777,373.23710550957964,0.08522791862487793,1.0,0.9922294674281203,0.10456209496862223,0.09283342230804396,5833.62839815795,7.948817422002401,30.0,0,2,0,49,1155.6,14.1,22.1,0.39147286821705424,0.060504303925655055
-NN_TORCH (default),74.85835825680128,0.5412627521423472,14.699152435241754,0.19913845161978772,0.9747521976215978,0.9514464669707063,0.17085143338983064,0.1566783899750688,327.5182175918235,9.710846453772232,30.637254901960784,0.22759,34.192402362823486,0.22645958264668778,9.99256321379882,0.12580467878727217,1.0,0.992329781710752,0.13913423122778046,0.10253030727386281,204.15320945265734,7.844934898940224,32.0,0,0,0,51,1060.6,29.6,10.1,0.31076151390788875,0.03593632811563251
-FASTAI (default),27.993367113578813,1.070063710732138,4.952361571487086,0.5054555597809186,0.9683750263062947,0.9481840244699836,0.20432875071184084,0.195402296438023,87.08936574190916,29.523324076097808,32.72549019607843,0.24127,12.973222759034899,0.8480017715030246,2.8561491958896226,0.37317813888351864,1.0,1.0,0.15314426653127045,0.13990539919374914,77.36570184770022,28.7038313989467,35.0,0,0,0,51,1013.1,17.2,26.5,0.26219790241678065,0.03365493433859321
-RF (default),5.289521401640116,0.18747803105248342,0.8915698745910589,0.07553700445777334,0.9837135188865558,0.9703594623854082,0.20898713830539567,0.21787983803252176,11.631600573110777,4.814878723410736,33.03921568627451,0.2484,1.2628253036075168,0.08775801128811302,0.43432508267329906,0.05354057584727897,1.0,1.0,0.15235784814374598,0.135174332369648,7.010079512208331,3.907687455946829,34.5,0,0,0,51,1000.0,0.0,0.0,0.2549019607843137,0.032019599201536936
-XT (default),3.067954011524425,0.20851136391458944,0.7601454087869071,0.07664730662224606,0.9684602587576486,0.9570945182917132,0.22654446396491512,0.23723350012294867,6.922794409042175,5.082769758447122,34.009803921568626,0.24428,1.029017792807685,0.09326590432061087,0.24740086254260138,0.04980371561279119,1.0,1.0,0.1737557797158895,0.15315330767061192,5.707021421143386,4.456198846093203,37.0,0,0,0,51,967.1,11.1,18.6,0.23233014135886912,0.03301807620066852
-LR (tuned + ensemble),298.0772925112502,1.5473658189794337,106.95304500279676,0.5271289376342425,0.9677020762221659,0.9630285351426494,0.3056064879342507,0.36201761591645715,1326.7185005565493,20.631703511708903,35.6078431372549,0.25172,171.24826147821216,0.28876688745286727,47.501645263036096,0.16750652813217004,1.0,1.0,0.24584819980048045,0.25856044395126276,1064.131515124883,12.175213508812945,39.0,0,1,0,50,916.9,12.1,14.0,0.19516643866849065,0.039433432907508656
-LR (tuned),298.0772925112502,0.41952294077488844,106.95304500279676,0.14524538835852532,0.9773860427432061,0.9688956225002109,0.3129945647862763,0.37117774215772664,1326.7185005565493,5.927745129039788,36.549019607843135,0.25255,171.24826147821216,0.10993631680806473,47.501645263036096,0.06654478859384132,1.0,1.0,0.2606488378881827,0.2575122541077485,1064.131515124883,4.067640041721806,40.0,0,0,0,51,880.8,18.0,17.0,0.17327861377108983,0.03136806909462917
-LR (default),6.912347784956555,0.44447321055501626,2.5223707391297756,0.16002684992270574,0.9846631180923032,0.973614695813098,0.32675164560365494,0.41654414908819326,32.350216500842315,7.018103298699653,37.07843137254902,0.2546,5.298751910527547,0.12218634287516271,1.5165079991022747,0.08876054279575402,1.0,1.0,0.2694230174177955,0.29385559917332216,22.99165268796126,4.7253994159800135,40.5,0,0,1,50,855.2,26.2,25.1,0.16096671226630188,0.033525333271882625
-KNN (tuned + ensemble),185.73769010095035,9.265668427242952,28.081404273463935,0.6762472264130079,1.0,0.9957151476385667,0.452231543384976,0.6093238540765269,80.58448043507401,64.66285269534399,40.450980392156865,0.34658,12.91673379474216,0.2728701432545979,3.260815615968559,0.17676389939136206,1.0,1.0,0.41352429770943944,0.666034473008279,60.87290895584066,13.905171842603409,42.0,0,0,0,51,679.7,16.7,21.1,0.08253533971728226,0.0248960643800676
-KNN (tuned),185.73769010095035,1.4108907164571591,28.081404273463935,0.11142848145447759,1.0,0.9977860987071425,0.46783590670536196,0.6519936353211002,80.58448043507401,10.18272171264043,41.431372549019606,0.35012,12.91673379474216,0.08784447775946719,3.260815615968559,0.036247397655556596,1.0,1.0,0.44567860120734004,0.740394718900499,60.87290895584066,2.2791618782574203,43.0,0,0,0,51,607.5,20.0,19.3,0.05973552211582307,0.02423393471937969
-KNN (default),1.8202055170645122,0.18718713898544473,0.49687618115517646,0.036391366354917104,1.0,0.9999609812702358,0.5407052627176018,0.9146123052180143,1.035103875827835,2.1647566343855713,42.833333333333336,0.40859,0.2256740464104546,0.03688870535956486,0.05069250352723759,0.02194048198250301,1.0,1.0,0.5109534123207523,1.0,1.0,1.2564234767690339,44.0,0,0,0,51,451.4,47.2,36.2,0.027131782945736434,0.023459136873451785
+AutoGluon 1.3 (4h),8462.98349033711,33.138286938542635,2912.875787521814,4.389816861945122,0.3635669556944184,0.3896215720521826,0.057654222795175375,0.03817230652680425,43301.56973340033,539.3969074295995,8.372549019607844,0.2055,7367.614226023356,3.9490213659074573,1408.7828331379249,3.3329524777152324,0.3044018393532601,0.33953610134952955,0.02056403863005596,0.016643068102528722,33121.993698706065,185.27028732280235,5.0,9,6,3,33,1593.7,17.4,26.9,0.8324420677361853,0.3399752297369219
+REALMLP (tuned + ensemble),82918.85938235045,50.75538799222518,8670.919775777696,17.379653590906823,0.44263849214762896,0.48497037885857563,0.06567751034669823,0.0431882812764437,179788.549283492,846.8926595159473,9.0,0.20859,30826.14291326205,23.329282654656303,6566.618256034785,10.263652729721208,0.3956092857672641,0.44188527123320337,0.03156527565035572,0.021508499838004493,136595.8709190495,808.3809230744637,7.0,0,6,4,41,1565.8,36.9,13.9,0.8181818181818182,0.18434139513460535
+GBM (tuned + ensemble),3088.2834950947295,22.058380506500956,771.4696177956965,4.079511267084072,0.525811295820376,0.5640023820883296,0.08501598259023818,0.057783765165561,11617.562781863631,427.3461655076801,10.431372549019608,0.2112,1667.667911251386,3.7860276963975696,417.0474735648702,2.6386738309580253,0.5611707554840613,0.5877609403072317,0.04023364809387353,0.02358471585546149,9501.568897853978,118.5632719261967,10.0,1,1,2,47,1537.5,15.5,20.5,0.785650623885918,0.15768658281387643
+TABM (tuned + ensemble),309945.85844461835,131.41347681909863,50992.23186278812,25.966007479697893,0.5065567733400523,0.546358811475396,0.07370112076908342,0.06386893208040223,1062292.4422391052,1826.3188257642494,10.441176470588236,0.20583,261121.6058749623,56.5677855014801,38348.59823876663,18.19368855657421,0.49744372082405736,0.548509179928477,0.03671669035307801,0.029389991826646106,684372.7347620113,1502.1851920052088,9.0,3,1,4,43,1529.4,27.8,19.2,0.785427807486631,0.19400223610779618
+CAT (tuned + ensemble),20021.3498029566,3.148214934334516,4131.157990402895,0.9789028273051836,0.5460209598278055,0.571439938293487,0.07876472469975362,0.05234425502480596,58497.64726501732,62.60491239485109,12.294117647058824,0.21079,7127.110804247856,1.3727677133348253,1658.431106942659,0.65278892715772,0.5387041440781117,0.580739408646159,0.045997426086837434,0.02774155341625371,22349.13952253535,41.43902270876451,10.0,0,1,4,46,1485.3,21.8,20.4,0.7433155080213903,0.12357819518738011
+CAT (tuned),20021.3498029566,0.45918073721700764,4131.157990402895,0.13263994337889934,0.5624236702212376,0.5846619654260011,0.08067749746348073,0.0530500444136245,58497.64726501732,8.058537488270943,12.862745098039216,0.21123,7127.110804247856,0.16668947537740073,1658.431106942659,0.08101450844552308,0.5666294994858754,0.6177160932775133,0.05045951030687079,0.030933936753504664,22349.13952253535,5.582269457200397,11.0,1,3,2,45,1474.1,11.0,20.6,0.7303921568627451,0.14566274298496376
+GBM (tuned),3088.2834950947295,3.280151636356362,771.4696177956965,0.7006538439498573,0.6128642930820589,0.6278827149656209,0.0922626129737203,0.06795540586736351,11617.562781863631,67.66975356224859,13.764705882352942,0.21181,1667.667911251386,0.5984517203436958,417.0474735648702,0.3337603531487198,0.6226099322809459,0.6667157103100004,0.04892093432282629,0.03622173092974084,9501.568897853978,17.561755180687065,12.0,0,0,0,51,1451.0,13.7,9.3,0.7098930481283422,0.0875926389003697
+XGB (tuned + ensemble),6066.175009788823,8.000445660682546,1229.3396535120692,3.119617584418379,0.6193514913251393,0.6375753241872198,0.09297435479528073,0.0677801225855068,14800.692905333448,192.56405868832437,14.27450980392157,0.21458,2256.9276883072325,3.0598979949951173,693.4907982506384,1.6894451629541258,0.6439981269758711,0.6550696762017482,0.05552089944600691,0.03200108278665274,11769.825378159274,82.2877578838671,13.0,0,1,2,48,1445.1,11.0,12.8,0.698306595365419,0.1039261646796731
+TABM (tuned),309945.85844461835,14.40000900593718,50992.23186278812,2.82530864865144,0.6144381815678241,0.6252455397661633,0.0859367947502771,0.07817408373683407,1062292.4422391052,184.734183868908,14.480392156862745,0.21083,261121.6058749623,4.427005794313219,38348.59823876663,2.038203656717485,0.6422101168201856,0.6275308354962762,0.040439143561471935,0.034176546224293385,684372.7347620113,130.2321950745699,14.0,0,3,2,46,1442.4,15.2,18.8,0.6936274509803921,0.1194084947930243
+CAT (default),190.03885268302784,0.2709793741147243,87.85477829976735,0.13556345001146095,0.6082081658976909,0.6404601061949418,0.09195992203094681,0.060371285754051957,428.26912869207973,7.186903437353133,14.696078431372548,0.21142,28.268621895048355,0.1854714552561442,6.827020885706225,0.08026752106160412,0.5857152724777045,0.6333867753245674,0.04582475392187091,0.02917957826918542,113.47556087857672,6.139565341592893,16.0,1,3,1,46,1440.7,15.2,13.7,0.6887254901960784,0.12856633021644806
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+XT (default),3.067954011524425,0.20851136391458946,0.7601454087869071,0.0766473066222461,0.971502707932014,0.9595590881516284,0.22932468940692688,0.23799057451089797,6.922794409042171,5.082769758447109,34.990196078431374,0.24428,1.029017792807685,0.0932659043206109,0.24740086254260138,0.04980371561279119,1.0,1.0,0.1737557797158895,0.153153307670612,5.707021421143385,4.456198846093199,38.0,0,0,0,51,974.3,12.6,21.7,0.22749554367201427,0.03185193243707849
+LR (tuned + ensemble),298.0772925112502,1.5473658189794337,106.95304500279676,0.5271289376342425,0.9678818154046225,0.9639069355797897,0.3073408158422202,0.36240337245419724,1326.7185005565484,20.631703511708864,36.549019607843135,0.25172,171.24826147821216,0.28876688745286727,47.501645263036096,0.16750652813217018,1.0,1.0,0.24584819980048034,0.25856044395126276,1064.131515124883,12.175213508812917,40.0,0,1,0,50,925.4,16.0,12.7,0.19206773618538325,0.03865555717325825
+LR (tuned),298.0772925112502,0.41952294077488855,106.95304500279676,0.14524538835852538,0.9786234676143835,0.9696293471220698,0.31468726941373526,0.37154148083331817,1326.7185005565484,5.927745129039777,37.529411764705884,0.25255,171.24826147821216,0.10993631680806477,47.501645263036096,0.0665447885938415,1.0,1.0,0.2610498572359117,0.2575122541077485,1064.131515124883,4.067640041721783,41.0,0,0,0,51,887.0,21.9,36.0,0.1697860962566845,0.030486918361176625
+LR (default),6.912347784956555,0.4444732105550163,2.5223707391297756,0.1600268499227058,0.985747474208862,0.9742298545011148,0.32843079646400875,0.41687244022193837,32.35021650084229,7.018103298699637,38.03921568627451,0.2546,5.298751910527547,0.12218634287516277,1.5165079991022747,0.08876054279575407,1.0,1.0,0.2694230174177955,0.29385559917332205,22.991652687961256,4.725399415979996,41.5,0,0,1,50,867.4,16.7,29.8,0.15819964349376114,0.03278290099821232
+KNN (tuned + ensemble),185.73769010095035,9.265668427242952,28.081404273463935,0.6762472264130079,1.0,0.9959334582467879,0.45295234466455525,0.6097664442498428,80.584480435074,64.66285269534394,41.431372549019606,0.34658,12.91673379474216,0.27287014325459796,3.260815615968559,0.17676389939136214,1.0,1.0,0.41352429770943944,0.666034473008279,60.87290895584066,13.90517184260326,43.0,0,0,0,51,691.1,30.2,30.8,0.08110516934046345,0.02430200505969366
+KNN (tuned),185.73769010095035,1.4108907164571591,28.081404273463935,0.11142848145447765,1.0,0.9978399581835835,0.46850654754209287,0.652378382901079,80.584480435074,10.182721712640424,42.431372549019606,0.35012,12.91673379474216,0.08784447775946723,3.260815615968559,0.03624739765555662,1.0,1.0,0.4456786012073394,0.740394718900499,60.87290895584066,2.2791618782574123,44.0,0,0,0,51,613.7,32.5,38.2,0.05837789661319073,0.023658093377554222
+KNN (default),1.8202055170645122,0.18718713898544476,0.4968761811551765,0.03639136635491715,1.0,0.9999621915068946,0.5411884208593382,0.9146971563178934,1.035103875827835,2.1647566343855695,43.833333333333336,0.40859,0.22567404641045463,0.036888705359564886,0.050692503527237594,0.021940481982503018,1.0,1.0,0.5109534123207524,1.0,1.0,1.2564234767690339,45.0,0,0,0,51,461.6,23.8,29.9,0.026515151515151516,0.022918450740172708