Add Lingjiang model results

results/Lingjiang/all_results.csv

@@ -0,0 +1,98 @@
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+m4_daily/D/short,Lingjiang,331589.9271,331589.9271,176.5032931,3.261506635,0.039373714,0.031576714,130.4602654,575.8384557,0.088951127,0.027264881,0.027264881,Econ/Fin,1
+us_births/W/short,Lingjiang,4926780.983,4926780.983,1620.081473,1.472719685,0.021859846,0.021904478,58.90878738,2219.635327,0.030131332,0.021992447,0.021992447,Healthcare,1
+kdd_cup_2018/D/short,Lingjiang,2742.720805,2742.720805,20.18182227,1.148881139,0.534454374,0.44235616,45.95524555,52.37099202,1.173165863,0.452094261,0.452094261,Nature,1
+bitbrains_rnd/5T/short,Lingjiang,1563034.521,1563034.521,171.7924192,9.471485986,2.640436108,0.766948461,378.8594394,1250.21379,5.115513928,0.702924988,0.702924988,Web/CloudOps,2
+bitbrains_rnd/5T/medium,Lingjiang,2115303.454,2115303.454,228.3728982,15.57718051,4.156968848,0.812938991,623.0872205,1454.408283,6.119437108,0.960881208,0.960881208,Web/CloudOps,2
+bitbrains_rnd/5T/long,Lingjiang,2793160.472,2793160.472,276.6171838,20.07605899,5.973897872,0.806352239,803.0423596,1671.275104,6.402278546,1.059658136,1.059658136,Web/CloudOps,2
+jena_weather/D/short,Lingjiang,427.6749223,427.6749223,11.70474306,3.139750836,3.915999248,0.492048165,125.5900334,20.68030276,0.124529223,0.070481684,0.070481684,Nature,21
+bizitobs_service/10S/short,Lingjiang,55503.45755,55503.45755,82.44800424,3.553379594,0.587053331,0.181477147,142.1351837,235.5917179,0.174533881,0.061080119,0.061080119,Web/CloudOps,2
+bizitobs_service/10S/medium,Lingjiang,153198.7979,153198.7979,145.5003088,6.230578844,1.209188238,0.320306154,249.2231538,391.4061802,0.294581515,0.109506961,0.109506961,Web/CloudOps,2
+bizitobs_service/10S/long,Lingjiang,217325.8271,217325.8271,165.1344158,6.94368015,1.673428843,0.366394311,277.747206,466.1821823,0.345362664,0.122336854,0.122336854,Web/CloudOps,2
+us_births/D/short,Lingjiang,2768055.571,2768055.571,1241.804712,1.827580139,0.122571399,0.120236605,73.10320557,1663.747448,0.155962823,0.116409115,0.116409115,Healthcare,1
+bitbrains_fast_storage/5T/short,Lingjiang,2108433.047,2108433.047,248.7122475,3.547717558,4.332396285,0.805229778,141.9087023,1452.044437,4.55906042,0.780894947,0.780894947,Web/CloudOps,2
+bitbrains_fast_storage/5T/medium,Lingjiang,3241430.592,3241430.592,334.7803259,10.71759182,6.624595074,0.847590508,428.7036727,1800.397343,5.470104218,1.017155063,1.017155063,Web/CloudOps,2
+bitbrains_fast_storage/5T/long,Lingjiang,4658729.319,4658729.319,444.6845926,13.25502532,7.507413694,0.864011202,530.2010129,2158.408979,5.70403043,1.175168596,1.175168596,Web/CloudOps,2
+hierarchical_sales/D/short,Lingjiang,37.71514202,37.71514202,2.747456494,0.873472888,0.890436265,0.997668281,34.93891552,6.141265506,1.884072247,0.842889226,0.842889226,Sales,1
+bizitobs_l2c/5T/short,Lingjiang,36.78574198,36.78574198,4.174807108,0.441778645,0.220746073,0.257645476,17.67114582,6.065125059,0.208300944,0.143379774,0.143379774,Web/CloudOps,7
+bizitobs_l2c/5T/medium,Lingjiang,176.086051,176.086051,9.60026274,0.939819096,0.605253337,0.822297153,37.59276385,13.26974193,0.698183566,0.505114998,0.505114998,Web/CloudOps,7
+bizitobs_l2c/5T/long,Lingjiang,242.673116,242.673116,11.3218181,1.066691371,0.945808729,0.916294966,42.66765483,15.57796893,0.874679666,0.63570316,0.63570316,Web/CloudOps,7
+us_births/M/short,Lingjiang,264723985.4,264723985.4,13378.96484,1.513530826,0.04096056,0.041681515,60.54123306,16270.34067,0.050535567,0.041554974,0.041554974,Healthcare,1
+sz_taxi/15T/short,Lingjiang,17.19179521,17.19179521,2.837602723,0.567623371,1.25E+12,0.410839263,22.70493484,4.146298977,0.387696701,0.265328,0.265328,Transport,1
+sz_taxi/15T/medium,Lingjiang,16.71401839,16.71401839,2.858509726,0.556358082,1.10E+13,0.419213787,22.25432329,4.088278169,0.380482508,0.266032033,0.266032033,Transport,1
+sz_taxi/15T/long,Lingjiang,15.7540786,15.7540786,2.794952216,0.526703445,6.51E+12,0.413350334,21.06813781,3.969140788,0.367376582,0.258695785,0.258695785,Transport,1
+jena_weather/H/short,Lingjiang,1269.614807,1269.614807,10.58166413,0.649798696,1.975841985,0.624484894,25.99194784,35.63165457,0.218419775,0.064864928,0.064864928,Nature,21
+jena_weather/H/medium,Lingjiang,1253.20069,1253.20069,12.33538965,1.131880616,3.541076294,0.682111354,45.27522463,35.40057472,0.216622395,0.075482437,0.075482437,Nature,21
+jena_weather/H/long,Lingjiang,1541.731744,1541.731744,15.56530295,2.167242104,3.518398584,0.692609412,86.68968414,39.264892,0.236418152,0.093720369,0.093720369,Nature,21
+loop_seattle/D/short,Lingjiang,30.66889829,30.66889829,4.375676929,1.281323937,0.081336212,0.079840291,51.25295749,5.53795073,0.098970576,0.078199191,0.078199191,Transport,1
+restaurant/D/short,Lingjiang,188.2811982,188.2811982,8.799591455,0.824454469,0.89075718,0.455070621,32.97817877,13.72155961,0.631497966,0.404977587,0.404977587,Sales,1
+jena_weather/10T/short,Lingjiang,964.8006105,964.8006105,8.575602313,0.473539011,0.57072644,0.576264677,18.94156043,31.06123968,0.192929228,0.053265238,0.053265238,Nature,21
+jena_weather/10T/medium,Lingjiang,1529.998033,1529.998033,11.67031335,0.79995136,1.015856872,0.69040413,31.9980544,39.11518929,0.240049248,0.071620514,0.071620514,Nature,21
+jena_weather/10T/long,Lingjiang,1437.723729,1437.723729,11.40626306,0.859882254,0.959845495,0.685474384,34.39529016,37.91732756,0.232022626,0.069796879,0.069796879,Nature,21
+bitbrains_rnd/H/short,Lingjiang,1888965.363,1888965.363,226.6065297,16.62843804,5.247987555,0.724078165,665.1375215,1374.396363,6.015031083,0.99174107,0.99174107,Web/CloudOps,2
+car_parts/M/short,Lingjiang,1.887340311,1.887340311,0.643026902,1.172264018,0.609605519,1.762660196,46.8905607,1.373805048,3.294243581,1.541912549,1.541912549,Sales,1
+m_dense/D/short,Lingjiang,18784.36821,18784.36821,87.66827756,1.200748057,0.208743019,0.176438697,48.02992226,137.0560769,0.237264342,0.151766756,0.151766756,Transport,1
+m_dense/H/short,Lingjiang,56131.98962,56131.98962,112.5907505,0.968627849,0.369869438,0.263837746,38.74511395,236.9219062,0.420240457,0.199707951,0.199707951,Transport,1
+m_dense/H/medium,Lingjiang,45907.57411,45907.57411,104.7818438,0.883180442,0.34805667,0.247554819,35.32721769,214.2605286,0.372786251,0.18230717,0.18230717,Transport,1
+m_dense/H/long,Lingjiang,47582.7901,47582.7901,108.0539458,0.915595043,0.367361975,0.252584983,36.62380171,218.134798,0.377623582,0.187057354,0.187057354,Transport,1
+covid_deaths/D/short,Lingjiang,895054.8721,895054.8721,151.9838318,51.99347795,0.193989929,0.413348093,2079.739118,946.0733968,0.355964703,0.057184654,0.057184654,Healthcare,1
+temperature_rain/D/short,Lingjiang,175.1608976,175.1608976,6.939811184,1.82420102,121.8427454,1.403684769,72.96804079,13.23483652,1.558090178,0.81699926,0.81699926,Nature,1
+saugeen/D/short,Lingjiang,1124.162241,1124.162241,15.9630334,3.544785993,0.503615678,0.435904777,141.7914397,33.52852876,1.085997035,0.517046455,0.517046455,Nature,1
+hierarchical_sales/W/short,Lingjiang,485.3450826,485.3450826,11.71793311,0.859229369,0.977066174,0.552691564,34.36917474,22.03054885,1.011433274,0.537976041,0.537976041,Sales,1
+m4_yearly/A/short,Lingjiang,3943299.282,3943299.282,924.3895952,3.471352012,0.173922702,0.152841614,138.8540805,1985.774227,0.318428101,0.148230156,0.148230156,Econ/Fin,1
+loop_seattle/5T/short,Lingjiang,48.9818971,48.9818971,3.942156702,0.620089771,0.118521703,0.083857796,24.80359086,6.998706816,0.120012369,0.067599283,0.067599283,Transport,1
+loop_seattle/5T/medium,Lingjiang,99.10800938,99.10800938,6.210541116,0.979093826,0.203429999,0.140882581,39.16375302,9.955300567,0.177125253,0.110498288,0.110498288,Transport,1
+loop_seattle/5T/long,Lingjiang,107.5598955,107.5598955,6.514483953,1.025513757,0.209476621,0.146087914,41.02055026,10.37110869,0.183363333,0.115177415,0.115177415,Transport,1
+saugeen/M/short,Lingjiang,808.5916123,808.5916123,18.77568315,1.09938903,0.72968607,0.551834302,43.97556121,28.43574533,0.853726381,0.563702335,0.563702335,Nature,1
+kdd_cup_2018/H/short,Lingjiang,4435.889356,4435.889356,24.119839,1.011659619,1.079877019,0.521998931,40.46638475,66.6024726,1.394110373,0.504871913,0.504871913,Nature,1
+kdd_cup_2018/H/medium,Lingjiang,4928.681983,4928.681983,25.12403451,1.065646153,1.157451796,0.551971234,42.62584611,70.20457238,1.4695088,0.525891528,0.525891528,Nature,1
+kdd_cup_2018/H/long,Lingjiang,3869.240537,3869.240537,23.36399572,1.007814121,1.088275284,0.594680609,40.31256483,62.20321967,1.459538859,0.548213739,0.548213739,Nature,1
+m4_weekly/W/short,Lingjiang,417133.0546,417133.0546,321.7717527,2.474939112,0.079719923,0.084284329,98.99756447,645.8583859,0.117665377,0.058621821,0.058621821,Econ/Fin,1
+bizitobs_l2c/H/short,Lingjiang,141.0828465,141.0828465,8.551827227,0.856003166,0.953685822,0.773043348,34.24012662,11.87783004,0.640245459,0.460965389,0.460965389,Web/CloudOps,7
+bizitobs_l2c/H/medium,Lingjiang,184.5220173,184.5220173,10.11235835,1.015437402,1.296546343,0.938912125,40.61749608,13.58388815,0.82252506,0.612318658,0.612318658,Web/CloudOps,7
+bizitobs_l2c/H/long,Lingjiang,165.5839097,165.5839097,9.230995222,0.94550629,1.079288756,0.890398935,37.82025162,12.86794116,0.786010985,0.56385583,0.56385583,Web/CloudOps,7
+loop_seattle/H/short,Lingjiang,64.25019398,64.25019398,4.931822965,0.997558765,0.136176248,0.111156539,39.90235058,8.015621871,0.141884658,0.087298282,0.087298282,Transport,1
+loop_seattle/H/medium,Lingjiang,74.38607242,74.38607242,5.558457263,1.140813769,0.142518823,0.123526003,45.63255077,8.624736078,0.152441245,0.09824511,0.09824511,Transport,1
+loop_seattle/H/long,Lingjiang,66.11949619,66.11949619,5.223348223,1.085711042,0.153222491,0.119351933,43.42844167,8.131389561,0.145318796,0.093348212,0.093348212,Transport,1
+hospital/M/short,Lingjiang,5351.413754,5351.413754,22.45688959,0.927055078,0.276276042,0.209016333,37.08220311,73.15335777,0.265563676,0.081523724,0.081523724,Healthcare,1
+saugeen/W/short,Lingjiang,1276.698888,1276.698888,20.10242001,1.630024281,0.783363484,0.571704605,65.20097124,35.73092342,1.078567635,0.606808264,0.606808264,Nature,1
+bizitobs_application/10S/short,Lingjiang,12420442.35,12420442.35,1776.193782,13.46852194,0.220070906,0.216002567,538.7408774,3524.264796,0.135916806,0.068500695,0.068500695,Web/CloudOps,2
+bizitobs_application/10S/medium,Lingjiang,27263041.17,27263041.17,3095.021028,90.4899274,1.289421713,0.846662587,3619.597096,5221.402222,0.205029098,0.121532367,0.121532367,Web/CloudOps,2
+bizitobs_application/10S/long,Lingjiang,30453385.67,30453385.67,3339.809507,108.1856951,1.580880342,0.838894957,4327.427804,5518.458631,0.212824892,0.128803103,0.128803103,Web/CloudOps,2
+solar/D/short,Lingjiang,117312.4122,117312.4122,257.7053599,1.005635604,1.02472873,0.439720075,40.22542416,342.5089958,0.494808855,0.372296482,0.372296482,Energy,1
+electricity/H/short,Lingjiang,1512477.038,1512477.038,174.2815018,0.942805049,0.239339043,0.132558629,37.71220197,1229.828052,0.580566667,0.082273315,0.082273315,Energy,1
+electricity/H/medium,Lingjiang,6184333.968,6184333.968,251.0831309,1.123136451,0.262241061,0.144676179,44.92545804,2486.832115,0.970692522,0.09800602,0.09800602,Energy,1
+electricity/H/long,Lingjiang,9857622.18,9857622.18,295.5738628,1.280911542,0.332223318,0.158813216,51.23646168,3139.685045,1.238290873,0.116574246,0.116574246,Energy,1
+solar/10T/short,Lingjiang,10.341325,10.341325,1.467231819,0.631400634,2.952455976,1.480292644,25.25602534,3.215793059,0.935473836,0.42681757,0.42681757,Energy,1
+solar/10T/medium,Lingjiang,13.71749071,13.71749071,1.599425882,0.696257706,2.681779253,1.43513699,27.85030824,3.703713098,0.821868673,0.354918967,0.354918967,Energy,1
+solar/10T/long,Lingjiang,17.23078861,17.23078861,1.818964621,0.791036766,3.184493026,1.44426207,31.64147063,4.150998508,0.897171913,0.3931401,0.3931401,Energy,1
+ett2/H/short,Lingjiang,112.7788541,112.7788541,6.759011328,0.773369661,0.125505521,0.115092431,30.93478643,10.61973889,0.13468783,0.085723065,0.085723065,Energy,7
+ett2/H/medium,Lingjiang,264.2006189,264.2006189,10.27632171,1.094375138,0.178840593,0.180144545,43.77500554,16.25424926,0.219036461,0.138480043,0.138480043,Energy,7
+ett2/H/long,Lingjiang,240.0716174,240.0716174,9.712438832,1.065979518,0.182601133,0.179666149,42.63918074,15.49424465,0.212181755,0.133004375,0.133004375,Energy,7
+solar/W/short,Lingjiang,1917085.458,1917085.458,1131.323325,1.259445334,0.263318267,0.222626309,50.37781336,1384.588552,0.28262914,0.230931375,0.230931375,Energy,1
+electricity/15T/short,Lingjiang,126564.8955,126564.8955,52.98333762,0.990020869,0.184085553,0.168711465,39.60083477,355.7596035,0.701272322,0.104440605,0.104440605,Energy,1
+electricity/15T/medium,Lingjiang,261287.4067,261287.4067,55.38113048,0.874807621,0.150832856,0.141395989,34.99230486,511.1627986,0.880784954,0.095427262,0.095427262,Energy,1
+electricity/15T/long,Lingjiang,324676.191,324676.191,60.3996559,0.931307934,0.163069205,0.144819364,37.25231738,569.8036425,0.898935119,0.095287864,0.095287864,Energy,1
+ett2/15T/short,Lingjiang,7.90230525,7.90230525,1.782176692,0.772194773,0.11167747,0.132295825,30.88779094,2.81110392,0.133453107,0.08460627,0.08460627,Energy,7
+ett2/15T/medium,Lingjiang,11.12053604,11.12053604,2.088976957,0.866218325,0.132219268,0.160946261,34.64873302,3.334746772,0.177714692,0.111325363,0.111325363,Energy,7
+ett2/15T/long,Lingjiang,11.85656817,11.85656817,2.203714723,0.913647117,0.140762422,0.170151315,36.54588469,3.443336778,0.18350165,0.117439947,0.117439947,Energy,7
+ett2/W/short,Lingjiang,4461767.188,4461767.188,1392.368981,0.863645233,0.141492297,0.146434537,34.54580931,2112.289561,0.177188711,0.116798411,0.116798411,Energy,7
+ett1/15T/short,Lingjiang,5.118573077,5.118573077,1.140915467,0.728690522,0.50789968,0.250847278,29.1476209,2.262426369,0.427692758,0.215680514,0.215680514,Energy,7
+ett1/15T/medium,Lingjiang,7.605039157,7.605039157,1.495181248,0.969099628,0.696060902,0.377664181,38.76398511,2.757723546,0.525624835,0.284983024,0.284983024,Energy,7
+ett1/15T/long,Lingjiang,7.434995449,7.434995449,1.512222298,0.997990935,0.744547068,0.388845681,39.9196374,2.726718806,0.519715301,0.288231065,0.288231065,Energy,7
+electricity/D/short,Lingjiang,3995818360,3995818360,6432.448879,1.836732904,0.692014525,0.131452524,73.46931614,63212.48579,1.038791073,0.105706498,0.105706498,Energy,1
+ett2/D/short,Lingjiang,128052.1545,128052.1545,221.1263911,1.43464338,0.4127901,0.148714404,57.38573521,357.8437571,0.204803424,0.126556468,0.126556468,Energy,7
+electricity/W/short,Lingjiang,3.05E+11,3.05E+11,56245.97785,2.113950246,0.280712627,0.132135538,84.55800985,552504.2746,1.260632435,0.128334761,0.128334761,Energy,1
+solar/H/short,Lingjiang,378.4548504,378.4548504,8.666835487,0.666684036,3.512429189,1.380676244,26.66736143,19.45391607,0.717077826,0.319462443,0.319462443,Energy,1
+solar/H/medium,Lingjiang,421.0798462,421.0798462,9.782205315,0.742579768,3.673205998,1.385878543,29.70319071,20.52023017,0.739186604,0.352377876,0.352377876,Energy,1
+solar/H/long,Lingjiang,472.9125791,472.9125791,10.5225087,0.794303115,5.014658751,1.388174545,31.77212462,21.74655327,0.753992725,0.364834597,0.364834597,Energy,1
+ett1/W/short,Lingjiang,974138.9118,974138.9118,797.3602392,1.475080064,0.608663421,0.523189316,59.00320257,986.9847576,0.392744792,0.31728867,0.31728867,Energy,7
+ett1/H/short,Lingjiang,101.7774433,101.7774433,5.183612677,0.861514638,0.493560065,0.270626716,34.46058552,10.08848072,0.470870675,0.241940414,0.241940414,Energy,7
+ett1/H/medium,Lingjiang,132.3005083,132.3005083,6.757688816,1.212783035,4.47E+12,0.436921111,48.51132139,11.5021958,0.550927913,0.323677275,0.323677275,Energy,7
+ett1/H/long,Lingjiang,138.4687573,138.4687573,7.065248592,1.345580727,4.37E+12,0.468696772,53.82322909,11.76727485,0.563509306,0.338339453,0.338339453,Energy,7
+ett1/D/short,Lingjiang,37464.18102,37464.18102,129.0242905,1.620550195,1.268104593,0.468554479,64.82200778,193.556661,0.50838299,0.338886579,0.338886579,Energy,7
+sz_taxi/H/short,Lingjiang,7.982063186,7.982063186,2.038453256,0.615688543,1.116686042,0.328442728,24.62754171,2.825254535,0.263189901,0.189894504,0.189894504,Transport,1
+bitbrains_fast_storage/H/short,Lingjiang,4101911.843,4101911.843,426.4628238,18.93071363,7.190911115,0.722434737,757.2285452,2025.317714,5.772813304,1.215557562,1.215557562,Web/CloudOps,2
+m4_hourly/H/short,Lingjiang,32188501.36,32188501.36,955.9243949,3.019504948,0.186883681,0.157076506,120.7801979,5673.491109,0.774556868,0.130504797,0.130504797,Econ/Fin,1
+m4_quarterly/Q/short,Lingjiang,1894278.641,1894278.641,597.9298152,1.302256591,0.124112479,0.10759849,52.09026364,1376.327956,0.230373063,0.100082922,0.100082922,Econ/Fin,1
+m4_monthly/M/short,Lingjiang,2019417.15,2019417.15,606.4044781,1.125151539,0.175650021,0.141611095,45.00606157,1421.061979,0.295345463,0.126031668,0.126031668,Econ/Fin,1

results/Lingjiang/config.json

@@ -0,0 +1,10 @@
+{
+    "model": "Lingjiang",
+    "model_type": "zero-shot",
+    "model_dtype": "bf16",
+    "model_link": "",
+    "code_link": "",
+    "org": "Alibaba Cloud",
+    "testdata_leakage": "No",
+    "replication_code_available": "No"
+}