fix visionts link, modify ttm-name, add ttm-r2-zeroshot

results/TTM-R1-Zeroshot/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_yearly/A/short,TTM-R1-Zeroshot,4839935.5,4839935.5,1196.179443359375,5.112272262573242,0.232824757695198,0.2032455503940582,204.4908905029297,2199.9853515625,0.3527778387069702,0.1918129175901413,0.1918129175901413,Econ/Fin,1.0
+m4_quarterly/Q/short,TTM-R1-Zeroshot,2172303.25,2172303.25,762.6624145507812,1.9847232103347776,0.1766680777072906,0.1416244357824325,79.38892364501953,1473.87353515625,0.2467004805803299,0.1276562511920929,0.1276562511920929,Econ/Fin,1.0
+m4_monthly/M/short,TTM-R1-Zeroshot,2287464.25,2287464.25,733.611572265625,1.4358307123184204,0.2279524058103561,0.1735519915819168,57.4332275390625,1512.4365234375,0.3143362402915954,0.152469664812088,0.152469664812088,Econ/Fin,1.0
+m4_weekly/W/short,TTM-R1-Zeroshot,422039.78125,422039.78125,342.1238708496094,2.8267741203308105,0.0932142734527587,0.0928001403808593,113.07096099853516,649.6458740234375,0.1183554157614708,0.0623296685516834,0.0623296722769737,Econ/Fin,1.0
+m4_daily/D/short,TTM-R1-Zeroshot,411048.875,411048.875,216.05897521972656,4.402057647705078,0.0544536747038364,0.040205355733633,176.08229064941406,641.1309204101562,0.0990370139479637,0.0333751402795314,0.0333751402795314,Econ/Fin,1.0
+m4_hourly/H/short,TTM-R1-Zeroshot,1733123.125,1733123.125,274.3367919921875,2.284323215484619,0.1546705365180969,0.1287814080715179,91.3729248046875,1316.4813232421875,0.1797287613153457,0.0374530255794525,0.0374530255794525,Econ/Fin,1.0
+electricity/15T/short,TTM-R1-Zeroshot,257502.15625,257502.15625,88.42657470703125,1.5933691263198853,0.2426293641328811,0.2388309836387634,63.73476409912109,507.44671630859375,1.0002775192260742,0.1743062138557434,0.1743062138557434,Energy,1.0
+electricity/H/short,TTM-R1-Zeroshot,1847637.375,1847637.375,209.80812072753903,1.1588753461837769,0.2957945764064789,0.1582918018102646,46.35501480102539,1359.2783203125,0.6416764259338379,0.099044419825077,0.099044419825077,Energy,1.0
+electricity/D/short,TTM-R1-Zeroshot,2313620736.0,2313620736.0,5347.56494140625,1.626549243927002,0.6676267981529236,0.1234149485826492,65.06197357177734,48100.11328125,0.7904446125030518,0.0878782495856285,0.0878782570362091,Energy,1.0
+electricity/W/short,TTM-R1-Zeroshot,401613684736.0,401613684736.0,71897.9140625,2.820096492767334,0.3193942010402679,0.1503859013319015,112.8038558959961,633729.9375,1.44596266746521,0.1640473157167434,0.1640473008155822,Energy,1.0
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+hospital/M/short,TTM-R1-Zeroshot,12836.142578125,12836.142578125,32.64528274536133,0.9913527369499208,0.2491465359926223,0.203258529305458,39.654109954833984,113.29669952392578,0.4112933278083801,0.1185099557042121,0.1185099706053733,Healthcare,1.0
+covid_deaths/D/short,TTM-R1-Zeroshot,1131897.75,1131897.75,222.81866455078125,44.56435394287109,0.1296754330396652,0.4075009226799011,1782.57421875,1063.9068603515625,0.4003001153469085,0.0838366076350212,0.0838366150856018,Healthcare,1.0
+us_births/D/short,TTM-R1-Zeroshot,1401044.5,1401044.5,1088.5601806640625,1.6032034158706665,0.1065103560686111,0.1045429110527038,64.12813568115234,1183.6572265625,0.1109582632780075,0.1020436882972717,0.1020436808466911,Healthcare,1.0
+us_births/M/short,TTM-R1-Zeroshot,368808928.0,368808928.0,14531.2119140625,1.643504619598389,0.0464245378971099,0.0449309945106506,65.74018096923828,19204.3984375,0.0596487298607826,0.0451338477432727,0.0451338477432727,Healthcare,1.0
+us_births/W/short,TTM-R1-Zeroshot,6060797.0,6060797.0,1816.890869140625,1.6510907411575315,0.0242670644074678,0.0244892444461584,66.04362487792969,2461.86865234375,0.0334196239709854,0.0246641151607036,0.0246641170233488,Healthcare,1.0
+saugeen/D/short,TTM-R1-Zeroshot,1217.6488037109375,1217.6488037109375,18.195556640625,4.038330078125,0.736946702003479,0.5322720408439636,161.533203125,34.89482498168945,1.1302517652511597,0.589358389377594,0.589358389377594,Nature,1.0
+saugeen/M/short,TTM-R1-Zeroshot,403.4919128417969,403.4919128417969,12.90295696258545,0.7559629678726196,0.430253803730011,0.3774499595165252,30.2385196685791,20.087108612060547,0.6030752658843994,0.3873854875564575,0.3873854577541351,Nature,1.0
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+temperature_rain/D/short,TTM-R1-Zeroshot,164.8345947265625,164.8345947265625,6.6282057762146,1.636677384376526,95.407470703125,1.397904634475708,65.46709442138672,12.838791847229004,1.511465311050415,0.7803150415420532,0.7803150415420532,Nature,1.0
+kdd_cup_2018/H/short,TTM-R1-Zeroshot,4423.197265625,4423.197265625,24.123720169067383,0.9970476627349854,1.096936583518982,0.5092742443084717,39.88190841674805,66.50711822509766,1.392114520072937,0.504953145980835,0.504953145980835,Nature,1.0
+kdd_cup_2018/D/short,TTM-R1-Zeroshot,2660.199462890625,2660.199462890625,20.4514102935791,1.1857279539108276,0.5912871360778809,0.4502138793468475,47.42911911010742,51.57712173461914,1.15538227558136,0.4581333100795746,0.4581332802772522,Nature,1.0
+car_parts/M/short,TTM-R1-Zeroshot,1.949265718460083,1.949265718460083,0.7429021596908569,1.3475180864334106,0.5989811420440674,1.742508053779602,53.900726318359375,1.3961610794067385,3.347851037979126,1.7814031839370728,1.7814030647277832,Sales,1.0
+restaurant/D/short,TTM-R1-Zeroshot,189.1906890869141,189.1906890869141,8.840666770935059,0.8296910524368286,0.9069666266441344,0.4570354223251343,33.18764114379883,13.754660606384276,0.633021354675293,0.4068679809570312,0.4068679809570312,Sales,1.0
+hierarchical_sales/D/short,TTM-R1-Zeroshot,28.03666305541992,28.03666305541992,2.56404709815979,0.8271127343177795,0.8048070073127747,0.9882603287696838,33.084510803222656,5.294965744018555,1.624436855316162,0.7866212129592896,0.7866212129592896,Sales,1.0
+hierarchical_sales/W/short,TTM-R1-Zeroshot,564.8724365234375,564.8724365234375,12.2916898727417,0.9056759476661682,1.0096296072006226,0.5597119331359863,36.22703552246094,23.76704406738281,1.0911566019058228,0.564317524433136,0.564317524433136,Sales,1.0
+loop_seattle/5T/short,TTM-R1-Zeroshot,82.84699249267578,82.84699249267578,5.735431671142578,0.8927099704742432,0.1390590518712997,0.117562897503376,35.708396911621094,9.102032661437988,0.1560797691345214,0.0983499959111213,0.0983499959111213,Transport,1.0
+loop_seattle/H/short,TTM-R1-Zeroshot,78.17028045654297,78.17028045654297,5.784073352813721,1.1600669622421265,0.1653453558683395,0.1292116194963455,46.402679443359375,8.841395378112793,0.1565016955137252,0.102383978664875,0.102383978664875,Transport,1.0
+loop_seattle/D/short,TTM-R1-Zeroshot,39.735931396484375,39.735931396484375,5.312212944030762,1.637539029121399,0.100871056318283,0.0958108827471733,65.50155639648438,6.303644180297852,0.1126545518636703,0.0949363484978675,0.0949363484978675,Transport,1.0
+sz_taxi/15T/short,TTM-R1-Zeroshot,18.08315086364746,18.08315086364746,2.9162304401397705,0.5838834047317505,1241597870080.0,0.4137653708457947,23.355337142944336,4.252429008483887,0.397620290517807,0.2726800143718719,0.2726800143718719,Transport,1.0
+sz_taxi/H/short,TTM-R1-Zeroshot,7.639774799346924,7.639774799346924,1.977967381477356,0.6016649603843689,1.2737908363342283,0.3176651895046234,24.06659889221192,2.76401424407959,0.2574849724769592,0.1842598617076873,0.1842598617076873,Transport,1.0
+m_dense/H/short,TTM-R1-Zeroshot,61866.4765625,61866.4765625,125.69860076904295,1.0748567581176758,0.4138478338718414,0.2934266030788421,42.99427032470703,248.729721069336,0.4411845505237579,0.2229579836130142,0.2229579985141754,Transport,1.0
+m_dense/D/short,TTM-R1-Zeroshot,18425.615234375,18425.615234375,86.44058990478516,1.195383071899414,0.2065937370061874,0.1755319833755493,47.81532287597656,135.74098205566406,0.2349877208471298,0.1496414542198181,0.1496414393186569,Transport,1.0
+ett1/15T/short,TTM-R1-Zeroshot,7.1254191398620605,7.1254191398620605,1.507292866706848,0.929407835006714,0.4586927890777588,0.3414961099624634,37.17631530761719,2.6693480014801025,0.5046178698539734,0.2849410772323608,0.2849410772323608,Energy,7.0
+ett1/H/short,TTM-R1-Zeroshot,106.6740493774414,106.6740493774414,5.530933856964111,0.9026903510093688,0.49075448513031,0.2867715656757355,36.10761260986328,10.328312873840332,0.4820646345615387,0.2581512928009033,0.2581512928009033,Energy,7.0
+ett1/D/short,TTM-R1-Zeroshot,56256.45703125,56256.45703125,158.85206604003906,1.9342973232269287,1.07516610622406,0.5437031984329224,77.37189483642578,237.18443298339844,0.6229727864265442,0.4172302186489105,0.4172302186489105,Energy,7.0
+ett1/W/short,TTM-R1-Zeroshot,1469617.875,1469617.875,879.71875,1.447729229927063,0.7957108616828918,0.4806247055530548,57.9091682434082,1212.2779541015625,0.4823943376541137,0.3500610888004303,0.3500610888004303,Energy,7.0
+ett2/15T/short,TTM-R1-Zeroshot,9.67288589477539,9.67288589477539,2.0208580493927,0.8757458925247192,0.122892290353775,0.1461191624403,35.02983856201172,3.110126256942749,0.1476487666368484,0.0959373190999031,0.0959373190999031,Energy,7.0
+ett2/H/short,TTM-R1-Zeroshot,120.1141357421875,120.1141357421875,6.845362663269043,0.7833001017570496,0.1272993832826614,0.1162665784358978,31.332002639770508,10.959659576416016,0.1389989703893661,0.0868182405829429,0.0868182480335235,Energy,7.0
+ett2/D/short,TTM-R1-Zeroshot,116203.3046875,116203.3046875,213.6118621826172,1.5472772121429443,0.4215363562107086,0.1568193733692169,61.891090393066406,340.88604736328125,0.1950980871915817,0.1222556978464126,0.1222556978464126,Energy,7.0
+ett2/W/short,TTM-R1-Zeroshot,8909286.0,8909286.0,2076.41357421875,1.2180850505828855,0.2469210624694824,0.2033569812774658,48.72340393066406,2984.8427734375,0.2503825426101684,0.1741792559623718,0.1741792559623718,Energy,7.0
+jena_weather/10T/short,TTM-R1-Zeroshot,782.1746826171875,782.1746826171875,7.494993209838867,0.3400033116340637,0.4026773571968078,0.5611201524734497,13.60013198852539,27.96738624572754,0.1737125217914581,0.0465533025562763,0.046553298830986,Nature,21.0
+jena_weather/H/short,TTM-R1-Zeroshot,1094.249755859375,1094.249755859375,9.976097106933594,0.5863804817199707,1.7231212854385376,0.6161960363388062,23.455219268798828,33.079444885253906,0.2027748823165893,0.0611528344452381,0.0611528381705284,Nature,21.0
+jena_weather/D/short,TTM-R1-Zeroshot,718.0636596679688,718.0636596679688,15.289955139160156,2.276055097579956,1.530358076095581,0.4862256646156311,91.04220581054688,26.796709060668945,0.1613599956035614,0.0920705199241638,0.0920705199241638,Nature,21.0
+bitbrains_fast_storage/5T/short,TTM-R1-Zeroshot,1628531.125,1628531.125,187.12472534179688,1.171704649925232,2.403828859329224,0.7738839983940125,46.86818313598633,1276.13916015625,4.00676155090332,0.5875253677368164,0.5875253677368164,Web/CloudOps,2.0
+bitbrains_fast_storage/H/short,TTM-R1-Zeroshot,2192248.25,2192248.25,295.1697998046875,1.3008264303207395,4.625766277313232,0.6319354772567749,52.03305816650391,1480.624267578125,4.220260143280029,0.8413297533988953,0.8413297533988953,Web/CloudOps,2.0
+bitbrains_rnd/5T/short,TTM-R1-Zeroshot,1510926.75,1510926.75,147.6888885498047,2.705741167068481,1.7197303771972656,0.7114022970199585,108.22964477539062,1229.1976318359375,5.029521465301514,0.604300320148468,0.604300320148468,Web/CloudOps,2.0
+bitbrains_rnd/H/short,TTM-R1-Zeroshot,1933281.5,1933281.5,244.4737243652344,5.975783824920654,5.3333740234375,0.6560726165771484,239.0313415527344,1390.4249267578125,6.085179805755615,1.0699366331100464,1.0699366331100464,Web/CloudOps,2.0
+bizitobs_application/10S/short,TTM-R1-Zeroshot,6637856.5,6637856.5,1252.2286376953125,4.147694110870361,0.059621375054121,0.0600129775702953,165.9077606201172,2576.40380859375,0.0993615984916687,0.0482934527099132,0.0482934489846229,Web/CloudOps,2.0
+bizitobs_service/10S/short,TTM-R1-Zeroshot,27536.26171875,27536.26171875,59.36934661865234,2.4597558975219727,0.4024703204631805,0.1219735294580459,98.3902359008789,165.94053649902344,0.1229340583086013,0.0439827106893062,0.0439827106893062,Web/CloudOps,2.0
+bizitobs_l2c/5T/short,TTM-R1-Zeroshot,23.40999794006348,23.40999794006348,2.9665751457214355,0.308409571647644,0.1606444716453552,0.2220607250928878,12.336382865905762,4.838387966156006,0.1661698222160339,0.1018841937184333,0.1018842011690139,Web/CloudOps,7.0
+bizitobs_l2c/H/short,TTM-R1-Zeroshot,205.36241149902344,205.36241149902344,9.765654563903809,0.9571609497070312,1.011512279510498,0.8193023204803467,38.28643798828125,14.33047103881836,0.7724491357803345,0.5263938307762146,0.5263938307762146,Web/CloudOps,7.0
+electricity/15T/medium,TTM-R1-Zeroshot,651701.3125,651701.3125,105.96629333496094,1.6732470989227295,0.2470926195383072,0.2312248647212982,66.92987823486328,807.2802124023438,1.3910250663757324,0.1825906038284301,0.1825905889272689,Energy,1.0
+electricity/H/medium,TTM-R1-Zeroshot,6365218.5,6365218.5,276.15478515625,1.2359539270401,0.3267567455768585,0.1584555804729461,49.43815612792969,2522.9384765625,0.9847859740257264,0.1077923104166984,0.107792317867279,Energy,1.0
+solar/10T/medium,TTM-R1-Zeroshot,26.01571273803711,26.01571273803711,2.7237861156463623,1.1924405097961426,3.2334301471710205,1.5169990062713623,47.6976203918457,5.100560188293457,1.1318345069885254,0.6044189929962158,0.6044189929962158,Energy,1.0
+solar/H/medium,TTM-R1-Zeroshot,660.3209228515625,660.3209228515625,12.42536163330078,0.9503023624420166,5.636295795440674,1.412003517150879,38.01209259033203,25.69671058654785,0.925655484199524,0.4475905001163482,0.447590559720993,Energy,1.0
+kdd_cup_2018/H/medium,TTM-R1-Zeroshot,4856.63623046875,4856.63623046875,25.49256134033203,1.081132888793945,1.1571370363235474,0.5635550618171692,43.24531936645508,69.68956756591797,1.458728909492493,0.5336055159568787,0.5336055159568787,Nature,1.0
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results/{TTMs → TTM-R1-Zeroshot}/config.json

@@ -1,5 +1,5 @@
 {
-    "model": "TTMs",
+    "model": "TTM-R1-Zeroshot",
     "model_type": "pretrained",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/ibm-granite/granite-timeseries-ttm-r1"

results/TTM-R2-Finetuned/all_results.csv

@@ -0,0 +1,98 @@
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[mean],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,horizon,ttm_context_len,available_context_len,finetune_success,finetune_train_num_samples,finetune_valid_num_samples
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+bitbrains_fast_storage/5T/medium,TTM-R2-Finetuned,3249127.037854915,3249127.037854915,292.2069576886881,292.2069576886881,1.068926268149068,3.625343013166696,0.8301840716269131,29.18423143146788,1802.533505334898,5.476594260946222,0.8878053821191525,0.826709846974402,Web/CloudOps,2,480,1536,7680,True,1245773,50000
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+bitbrains_fast_storage/H/short,TTM-R2-Finetuned,4344492.392656429,4344492.392656429,404.63607039880026,404.63607039880026,1.203414758921277,5.71502528939867,0.6278372787609021,30.39962961492866,2084.3445954679446,5.941059081247001,1.153344224304327,1.0296736576079033,Web/CloudOps,2,48,512,625,True,7460,24842
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+bizitobs_l2c/H/short,TTM-R2-Finetuned,78.14909774010499,78.14909774010499,5.546012105261315,5.546012105261315,0.5435152097394856,0.5780409039277786,0.6457920257724117,11.411088932758696,8.84019783376509,0.4765093531458912,0.2989442872786705,0.2687340421215659,Web/CloudOps,7,48,1536,2376,True,671,75
+bizitobs_service/10S/long,TTM-R2-Finetuned,134693.30318441408,134693.30318441408,82.81125770993333,82.81125770993333,1.484405498580213,0.1014633370096811,0.0971758845204192,30.252642482619773,367.0058626022397,0.2718896758982561,0.0613492271208839,0.0585457023184435,Web/CloudOps,2,900,1536,7935,True,20097,50000
+bizitobs_service/10S/medium,TTM-R2-Finetuned,75657.24127704305,75657.24127704305,59.6229792909407,59.6229792909407,1.2581486734750804,0.0945603257995074,0.0848820626135408,23.058280622353003,275.0586142571126,0.2070155701454109,0.0448736538756228,0.0425885641088247,Web/CloudOps,2,600,1536,7635,True,20601,50000
+bizitobs_service/10S/short,TTM-R2-Finetuned,4588.52369820641,4588.52369820641,22.126349300283287,22.126349300283287,0.8004796284569702,0.096575100262483,0.0665724585406827,12.107727473424148,67.73864257723511,0.050182951971187,0.0163919069232571,0.0141385329491915,Web/CloudOps,2,60,1536,7935,True,26397,50000
+car_parts/M/short,TTM-R2-Finetuned,1.4442935107115205,1.4442935107115205,0.4419399650181421,0.4419399650181421,0.8386547466107044,0.9717486638081546,1.970092511174389,25.378073970389792,1.2017876312857945,2.8817634599197754,1.0597267017176029,1.1033172198674626,Sales,1,12,52,39,True,3208,2140
+covid_deaths/D/short,TTM-R2-Finetuned,439736.681305744,439736.681305744,106.70256081814183,106.70256081814183,30.802133756496268,0.0806300350729297,0.3542695231529109,1014.124711888012,663.1264444325411,0.2495045518621446,0.0401473577822035,0.0363315475135989,Healthcare,1,30,90,182,True,2021,7023
+electricity/15T/long,TTM-R2-Finetuned,336562.8387956083,336562.8387956083,58.3607436575558,58.3607436575558,0.8690734747097738,0.1351603997323847,0.1337067624815786,9.353249350887372,580.1403612882044,0.9152424493425534,0.092071218509927,0.0777052617484491,Energy,1,720,1536,125856,True,7102180,50000
+electricity/15T/medium,TTM-R2-Finetuned,257127.67912482997,257127.67912482997,52.780662473620765,52.780662473620765,0.8218928213652269,0.1292499070553392,0.1317834832847808,8.880300417609902,507.07758688866335,0.8737458254333293,0.0909464048350009,0.0770630364608743,Energy,1,480,1536,130656,True,7492631,50000
+electricity/15T/short,TTM-R2-Finetuned,119705.58448301347,119705.58448301347,48.59937561734672,48.59937561734672,0.9094568181618008,0.1622210466267415,0.1579737777074153,12.972320920478412,345.9849483474873,0.6820045203734956,0.0957989473723318,0.0820100155145277,Energy,1,48,1536,139296,True,8195927,50000
+electricity/D/short,TTM-R2-Finetuned,1333267777.0619736,1333267777.0619736,4365.374888445959,4365.374888445959,1.450006078761732,0.4880746608626539,0.1014148504567703,14.55150844560079,36513.93948976163,0.6000453116959725,0.0717376095872044,0.0582507098177698,Energy,1,30,512,1311,True,37250,50000
+electricity/H/long,TTM-R2-Finetuned,7549380.474011288,7549380.474011288,269.6763688776685,269.6763688776685,1.190830614263655,0.3098392198442808,0.145400840191354,13.022997488151796,2747.613596197851,1.0836581128813445,0.1063602922154211,0.0900480630201141,Energy,1,720,1536,31464,True,1616854,50000
+electricity/H/medium,TTM-R2-Finetuned,5275819.253762455,5275819.253762455,238.5704892880387,238.5704892880387,1.088301608207917,0.2620826734995694,0.134943219370252,12.41849997173217,2296.9151603318865,0.8965617038942549,0.0931219263423139,0.0783165659213535,Energy,1,480,1536,31224,True,1634614,50000
+electricity/H/short,TTM-R2-Finetuned,1550363.966265456,1550363.966265456,168.3150108868993,168.3150108868993,0.9007559192273588,0.2109411422281394,0.1259674011318526,12.876260896656936,1245.1361235886843,0.5877931094011524,0.079456696929613,0.0679677625145763,Energy,1,48,1536,34104,True,1905459,50000
+electricity/W/short,TTM-R2-Finetuned,83676432381.37059,83676432381.37059,31841.730473766234,31841.730473766234,1.5231457560796156,0.2446386554976566,0.1010386403493328,15.290630781883015,289268.78915875213,0.6600159395543558,0.072652323525113,0.0600722804856087,Energy,1,8,52,184,True,6336,23865
+ett1/15T/long,TTM-R2-Finetuned,8.408904252800742,8.408904252800742,1.6197972905284002,1.6197972905284002,1.0361023047005702,0.7522825031891818,0.4049011245025554,9.8933541618783,2.899811071914986,0.5527068574738195,0.3087349651373447,0.2550946917689166,Energy,7,720,1536,62480,True,11902,47604
+ett1/15T/medium,TTM-R2-Finetuned,10.058694688420726,10.058694688420726,1.6986942830720235,1.6986942830720235,1.0713683105231129,0.8114314443320914,0.4105710038533517,12.230412944300484,3.1715445272643934,0.6044994512980157,0.3237727716614558,0.2724508766170448,Energy,7,480,1536,62480,True,11998,47988
+ett1/15T/short,TTM-R2-Finetuned,5.004888064584772,5.004888064584772,1.1054498727677302,1.1054498727677302,0.7017014643993879,0.4777680957454654,0.2379910799657742,7.613342081307175,2.237160714965461,0.4229164508205112,0.2089760175134006,0.1746602561248265,Energy,7,48,1536,68720,True,13418,50000
+ett1/D/short,TTM-R2-Finetuned,54233.97142442728,54233.97142442728,156.6628830936693,156.6628830936693,1.8783711731388808,1.8450246454271868,0.508047805752223,22.574287751559112,232.88188298883892,0.6116719904411642,0.4114802590064452,0.3422974262160394,Energy,7,30,90,635,True,438,49
+ett1/H/long,TTM-R2-Finetuned,139.26848726320068,139.26848726320068,7.233611632789431,7.233611632789431,1.3916495607179538,5716136586382.574,0.4809650992400971,11.595269783314029,11.80120702569024,0.5651342448204123,0.3464019941791932,0.2814228178365797,Energy,7,720,1536,15260,True,2458,9828
+ett1/H/medium,TTM-R2-Finetuned,136.2572997173227,136.2572997173227,7.035971585285318,7.035971585285318,1.283771562495028,4571102978247.225,0.4501648192952452,10.948037536345415,11.672930211276118,0.5591056865366579,0.3370063602233518,0.2731913921366523,Energy,7,480,1536,15500,True,2602,10404
+ett1/H/short,TTM-R2-Finetuned,95.73171920645308,95.73171920645308,5.082683220785111,5.082683220785111,0.8491898994946865,0.4937908547059401,0.2673134546448237,7.777577714892671,9.784258745886326,0.4566713847309904,0.2372296200323598,0.1956015298087723,Energy,7,48,1536,16460,True,2966,11864
+ett1/W/short,TTM-R2-Finetuned,1897707.3115461853,1897707.3115461853,959.6023575919016,959.6023575919016,1.595421115270097,0.6961972419647289,0.541494656486197,8.944862040158123,1377.5729786643558,0.5481691677765439,0.3818486816339677,0.2826049995830222,Energy,7,8,52,87,False,0,0
+ett2/15T/long,TTM-R2-Finetuned,11.97367903572408,11.97367903572408,2.207197171101968,2.207197171101968,0.9292484940203256,0.1423092974325643,0.1724494061986992,7.892311541530495,3.460300425645739,0.1844056610940287,0.1176255247912391,0.0954227469331208,Energy,7,720,1536,62480,True,11902,47604
+ett2/15T/medium,TTM-R2-Finetuned,12.935646508019092,12.935646508019092,2.196617647839917,2.196617647839917,0.9162652491736158,0.1414128329474338,0.1675855923530771,8.743979093549168,3.5966159800594637,0.1916701632577016,0.117061722883538,0.0962783883370847,Energy,7,480,1536,62480,True,11998,47988
+ett2/15T/short,TTM-R2-Finetuned,7.188523605598402,7.188523605598402,1.6395947484033448,1.6395947484033448,0.7265459281883621,0.1094471765316008,0.1306025191430742,6.716443591545541,2.681142220322973,0.127283359243905,0.0778373954926955,0.0638024638580599,Energy,7,48,1536,68720,True,13418,50000
+ett2/D/short,TTM-R2-Finetuned,80486.69203791575,80486.69203791575,174.3293711881789,174.3293711881789,1.2063392096600205,0.3859023877112171,0.1296956176473962,12.368302311309805,283.7017660112742,0.1623699874686452,0.0997732873263698,0.084808235456253,Energy,7,30,90,635,True,438,49
+ett2/H/long,TTM-R2-Finetuned,219.53345370489097,219.53345370489097,9.32815616597574,9.32815616597574,1.0367416326474896,0.1799637193963178,0.1848296236470286,9.184412119810862,14.81666135486976,0.2029027735101604,0.1277419192138255,0.1047603839816333,Energy,7,720,1536,15260,True,2458,9828
+ett2/H/medium,TTM-R2-Finetuned,230.41130318471835,230.41130318471835,9.607191027284024,9.607191027284024,1.0297214386196107,0.1744180626803237,0.1692420850598097,8.638144380120853,15.179305095580572,0.2045508847904433,0.1294630691331125,0.1043410179800058,Energy,7,480,1536,15500,True,2602,10404
+ett2/H/short,TTM-R2-Finetuned,108.88921838733243,108.88921838733243,6.499234867663611,6.499234867663611,0.7490450306502651,0.1232307722858447,0.1123025814409968,5.432461711277027,10.43499968314961,0.132344830360383,0.0824283816148243,0.0660197049007416,Energy,7,48,1536,16460,True,2966,11864
+ett2/W/short,TTM-R2-Finetuned,3513368.864840004,3513368.864840004,1213.015591212681,1213.015591212681,0.7851441888401532,0.1410909017532056,0.1325781801190562,9.8800335042682,1874.3982674021024,0.1572332489174371,0.101753392387745,0.0938982197996595,Energy,7,8,52,87,False,0,0
+hierarchical_sales/D/short,TTM-R2-Finetuned,28.589752290585817,28.589752290585817,2.341005290653549,2.341005290653549,0.7558194057222575,0.6585733660409635,1.07452080262651,9.560927393298128,5.346938590500719,1.640381545792748,0.7181944981028212,0.6055440831607339,Sales,1,30,512,1615,True,24756,50000
+hierarchical_sales/W/short,TTM-R2-Finetuned,463.32052309393424,463.32052309393424,9.001271133453159,9.001271133453159,0.7266241501560372,0.5048170260743002,0.4627752523515008,7.757190601358129,21.52488148849917,0.9882178377396484,0.413252760586029,0.3623076482868095,Sales,1,8,52,228,True,3917,15199
+hospital/M/short,TTM-R2-Finetuned,2752.660356480849,2752.660356480849,17.658572890405186,17.658572890405186,0.7501570429495468,0.1900828068220556,0.1712629991642552,8.138612788254267,52.46580178059656,0.1904630437661532,0.0641047201630091,0.052531347819068,Healthcare,1,12,52,72,True,1457,77
+jena_weather/10T/long,TTM-R2-Finetuned,1344.6176090178942,1344.6176090178942,10.508136727662974,10.508136727662974,0.7677551680933851,1.2146917818499083,0.6768647266390039,11.17249187139836,36.66902792572901,0.2243840695695657,0.064301090482195,0.0679027734900091,Nature,21,720,1536,46944,True,8794,35176
+jena_weather/10T/medium,TTM-R2-Finetuned,1473.085149369133,1473.085149369133,10.877388597026956,10.877388597026956,0.7166583775400284,1.1248253065966252,0.6945346929120937,10.764682703088829,38.38079141144868,0.2355422346862938,0.0667543404779999,0.0686871603404671,Nature,21,480,1536,47424,True,8986,35944
+jena_weather/10T/short,TTM-R2-Finetuned,802.982970012603,802.982970012603,6.156891899193741,6.156891899193741,0.3199931574966327,0.5150276749797056,0.5486170384199108,4.096130262956272,28.33695414141405,0.1760080140858996,0.0382420182038865,0.0442038167557609,Nature,21,48,1536,51744,True,10023,40091
+jena_weather/D/short,TTM-R2-Finetuned,1036.6139241238948,1036.6139241238948,14.581254965796353,14.581254965796353,1.3215369857400292,0.9240619084341852,0.4991891953001095,17.070422858454698,32.1964893136487,0.1938754883899192,0.087802986850287,0.0722635366492006,Nature,21,30,90,306,True,142,16
+jena_weather/H/long,TTM-R2-Finetuned,13515.425531950814,13515.425531950814,34.97071057227205,34.97071057227205,1.4615745692770212,16.06791351360322,0.7508313689941326,22.280792208312736,116.2558623551983,0.6999891639203384,0.2105624435556929,0.1880689408600099,Nature,21,720,1536,7344,True,874,3496
+jena_weather/H/medium,TTM-R2-Finetuned,1119.0063387720384,1119.0063387720384,10.923703099323744,10.923703099323744,0.8607151865283422,3.939852283822764,0.680770148980091,8.341654481865412,33.45155211304908,0.2046959645831601,0.0668440715450054,0.0700992221744368,Nature,21,480,1536,7824,True,1066,4264
+jena_weather/H/short,TTM-R2-Finetuned,1076.0239644329688,1076.0239644329688,9.433530784341135,9.433530784341135,0.5795535454775498,2.3518342090449016,0.6176426567660769,6.143105874699168,32.80280421599606,0.2010790941939984,0.0578269410345568,0.0620991881611656,Nature,21,48,1536,7872,True,1249,4993
+kdd_cup_2018/D/short,TTM-R2-Finetuned,2848.4118769315155,2848.4118769315155,20.965047893405508,20.965047893405508,1.1973446875504572,0.540226583840539,0.4664272335270795,16.358302315991132,53.37051505214762,1.195556170868228,0.4696393197071141,0.3999446612737116,Nature,1,30,90,336,True,13457,50000
+kdd_cup_2018/H/long,TTM-R2-Finetuned,4001.562527207656,4001.562527207656,23.7286117764831,23.7286117764831,1.0041888350478287,1.0378465349683166,0.5983899924047913,14.338841958497513,63.25790485945338,1.4842860665155695,0.5567691170904748,0.474812103000245,Nature,1,720,1536,8064,True,348278,50000
+kdd_cup_2018/H/medium,TTM-R2-Finetuned,5066.420793907919,5066.420793907919,24.98807853510702,24.98807853510702,1.0300342985241164,0.9761313496635068,0.5493991600089639,15.963938101447754,71.17879455222544,1.4899010807805642,0.5230457392583302,0.4533451613555603,Nature,1,480,1536,8544,True,400118,50000
+kdd_cup_2018/H/short,TTM-R2-Finetuned,4237.688043314994,4237.688043314994,22.618570198048044,22.618570198048044,0.9503651163898056,0.9934963495283244,0.5026998669484174,15.846964613242552,65.09752716743543,1.362609140728582,0.4734476383841654,0.4150173649028795,Nature,1,48,1536,8544,True,446774,50000
+loop_seattle/5T/long,TTM-R2-Finetuned,92.0580331469956,92.0580331469956,5.515043888644893,5.515043888644893,0.8712097454636959,0.1807579260865432,0.1252468139582421,13.123989915693516,9.594687756618011,0.1696360159668495,0.0975070890146204,0.0837589585066582,Transport,1,720,1536,94320,True,5901210,50000
+loop_seattle/5T/medium,TTM-R2-Finetuned,77.86216862102242,77.86216862102242,5.094546677426496,5.094546677426496,0.8081732986650807,0.1714950352553733,0.1171031307804299,11.60726465047383,8.823954250845956,0.1569963124915259,0.090642473820083,0.0774842272883536,Transport,1,480,1536,95520,True,6009738,50000
+loop_seattle/5T/short,TTM-R2-Finetuned,42.337402585306975,42.337402585306975,3.518743016403572,3.518743016403572,0.5578499820149161,0.100639000131973,0.0748376311855928,7.370931736333671,6.506719802274183,0.1115758689247602,0.0603386685624512,0.0512422104462477,Transport,1,48,1536,104160,True,6623696,50000
+loop_seattle/D/short,TTM-R2-Finetuned,19.55483705039727,19.55483705039727,2.9701338773910475,2.9701338773910475,0.8986515774335462,0.0547562328931325,0.0548156698339821,13.47509331743076,4.422085147348168,0.0790285758403194,0.0530802647538481,0.045484379909896,Transport,1,30,90,305,True,10400,40311
+loop_seattle/H/long,TTM-R2-Finetuned,59.94969654966273,59.94969654966273,4.329157502346938,4.329157502346938,0.9041125930021258,0.1288173112929354,0.1012509716561975,15.007689207923113,7.742718937793282,0.1383727534451628,0.0773678404847611,0.0673313452421905,Transport,1,720,1536,7320,True,281010,50000
+loop_seattle/H/medium,TTM-R2-Finetuned,65.41648450841902,65.41648450841902,4.509739167301678,4.509739167301678,0.923027931109258,0.1207065108055209,0.1033637772908705,15.54335002721584,8.088045778086263,0.1429552876266784,0.0797091259707794,0.0695813841844502,Transport,1,480,1536,7800,True,343026,50000
+loop_seattle/H/short,TTM-R2-Finetuned,61.17475227680792,61.17475227680792,4.331291202146785,4.331291202146785,0.8765368514705689,0.1212845742564667,0.1003675946110766,14.70058350147883,7.821429043135782,0.138447262338499,0.0766682668884296,0.0669154357819431,Transport,1,48,1536,7848,True,401941,50000
+m4_daily/D/short,TTM-R2-Finetuned,500525.932557577,500525.932557577,183.63845336410236,183.63845336410236,3.3021415646450025,0.0437547718786537,0.0307762178551557,39.358854064123086,707.4785739212015,0.1092858935956797,0.028367067518655,0.0236183882479448,Econ/Fin,1,14,52,93,True,1930372,50000
+m4_hourly/H/short,TTM-R2-Finetuned,2203642.370204953,2203642.370204953,299.5032355710984,299.5032355710984,1.0285249674517116,0.1342407386672194,0.1236739116656917,10.931187826654586,1484.4670323738933,0.202662516140094,0.0408888025056861,0.0345370165685745,Econ/Fin,1,48,512,700,True,20854,50000
+m4_monthly/M/short,TTM-R2-Finetuned,1811822.76532497,1811822.76532497,559.5738262831657,559.5738262831657,0.9459661764045142,0.1625363202043201,0.1320072535425892,13.340170093056225,1346.0396596404469,0.2797532450042483,0.1162986488555431,0.100139085311179,Econ/Fin,1,18,90,42,True,1079231,50000
+m4_quarterly/Q/short,TTM-R2-Finetuned,1766018.6118972718,1766018.6118972718,558.0696902663708,558.0696902663708,1.1703985407478166,0.117594016696113,0.1008550175782274,14.437332864823702,1328.9163299084228,0.2224371964367004,0.0934110406542326,0.0793010071018279,Econ/Fin,1,8,52,16,True,184138,50000
+m4_weekly/W/short,TTM-R2-Finetuned,303324.578179548,303324.578179548,286.0836692615523,286.0836692615523,1.9451689201983928,0.0682534934279221,0.0700380197697396,19.34079759994533,550.7491063810708,0.1003379520369709,0.0521200110038215,0.0439194912940532,Econ/Fin,1,13,52,80,True,68212,50000
+m4_yearly/A/short,TTM-R2-Finetuned,3384000.521197124,3384000.521197124,868.4606953251434,868.4606953251434,3.248184285763506,0.1751104317305402,0.1442590056031276,46.029197446821016,1839.565307673833,0.2949828343976984,0.1392617029693568,0.1184634783883809,Econ/Fin,1,6,12,13,True,46324,22974
+m_dense/D/short,TTM-R2-Finetuned,9462.01117986406,9462.01117986406,48.88319931312844,48.88319931312844,0.7308909878732596,0.1316374955025459,0.1055929381077148,10.468297172395774,97.27286970098118,0.1683937259946441,0.0846240487833936,0.070599366408306,Transport,1,30,90,640,True,2976,11784
+m_dense/H/long,TTM-R2-Finetuned,38394.09074348282,38394.09074348282,88.38877565174191,88.38877565174191,0.7343058598768367,0.2949320313367448,0.2115885662407611,10.33381268583465,195.9441010683476,0.339208204754526,0.1530140368901424,0.1284081069475143,Transport,1,720,1536,15360,True,74340,50000
+m_dense/H/medium,TTM-R2-Finetuned,36730.02805231242,36730.02805231242,82.71570273076495,82.71570273076495,0.7093661857795744,0.280354330076024,0.2064712047822474,10.502620798489756,191.6507971606495,0.3334481745539553,0.1439148727328346,0.1216492005248433,Transport,1,480,1536,15600,True,78660,50000
+m_dense/H/short,TTM-R2-Finetuned,45223.88210982993,45223.88210982993,92.80494226222235,92.80494226222235,0.8089684686941805,0.2955884284166603,0.2259849119584681,13.537539987166856,212.6590748353569,0.3772042075129728,0.164612842063811,0.1413059972310579,Transport,1,48,1536,16560,True,89604,50000
+restaurant/D/short,TTM-R2-Finetuned,147.20829323158657,147.20829323158657,7.324924714070715,7.324924714070715,0.6993508872343396,0.6919500803799655,0.4008715963544431,5.59887868201049,12.132942480354323,0.5583861246911804,0.337110007021574,0.268645343232859,Sales,1,30,90,37,True,29958,50000
+saugeen/D/short,TTM-R2-Finetuned,1257.8865659218332,1257.8865659218332,13.48077788511912,13.48077788511912,2.995442968673398,0.3013468542838003,0.3431995426634633,61.60920920417827,35.46669657469995,1.1487747525418297,0.4366456077021913,0.406232631293201,Nature,1,30,512,23141,True,4515,18056
+saugeen/M/short,TTM-R2-Finetuned,429.7865415555531,429.7865415555531,12.87617880389804,12.87617880389804,0.7543076513874725,0.3741984776281304,0.3622322353597975,8.790606974752798,20.731293774281266,0.6224156324027447,0.3865815158676399,0.3402124650401258,Nature,1,12,52,696,True,559,63
+saugeen/W/short,TTM-R2-Finetuned,1245.2074313066437,1245.2074313066437,16.921667659282683,16.921667659282683,1.3726144196481544,0.4374534917861674,0.4473308849178943,23.441278446721725,35.28749681270469,1.0651824337388456,0.5107946090906951,0.4449652484734065,Nature,1,8,52,3231,True,633,2532
+solar/10T/long,TTM-R2-Finetuned,24.106624968459617,24.106624968459617,2.274907917091668,2.274907917091668,0.9967629971059592,3.5460661134909155,1.485266335289733,23.020251915976047,4.909849790824524,1.061185422003298,0.4916849233410376,0.4864949311521215,Energy,1,720,1536,46800,True,1200942,50000
+solar/10T/medium,TTM-R2-Finetuned,22.675328474634977,22.675328474634977,2.2626503737366037,2.2626503737366037,0.9964435246334038,3.682353443607661,1.4885704961514463,22.60604427028864,4.761861870595888,1.0566760397842505,0.5020910940529146,0.4969546540739344,Energy,1,480,1536,47280,True,1227246,50000
+solar/10T/short,TTM-R2-Finetuned,18.18986335016142,18.18986335016142,1.8882772505212824,1.8882772505212824,0.8242733388399077,4.529708666092756,1.5142377470106416,18.87999783416226,4.264957602387323,1.2406756617906909,0.5492996287052052,0.5438311696411915,Energy,1,48,1536,51600,True,1369287,50000
+solar/D/short,TTM-R2-Finetuned,121475.94234583798,121475.94234583798,251.80065037861937,251.80065037861937,0.983329700327178,1.0234806179544629,0.4315540953588807,11.463944549407964,348.5339902302758,0.5035129036806506,0.3637661753938215,0.3026790772642457,Energy,1,30,90,305,True,4411,17098
+solar/H/long,TTM-R2-Finetuned,1433.5521865927371,1433.5521865927371,18.379803093302552,18.379803093302552,1.404319556197409,14.791187645029792,1.4590804342398966,33.44613403317858,37.86227920493875,1.3127542220782806,0.637261269484091,0.6070426439351164,Energy,1,720,1536,7320,True,119190,50000
+solar/H/medium,TTM-R2-Finetuned,1260.3570832123844,1260.3570832123844,16.143869952156933,16.143869952156933,1.236835907212823,9.13455202018815,1.4466055377864244,29.262671234336963,35.501508182222125,1.2788471856492558,0.5815398756535652,0.5594317517836956,Energy,1,480,1536,7800,True,145494,50000
+solar/H/short,TTM-R2-Finetuned,679.2118448892412,679.2118448892412,11.452339916929382,11.452339916929382,0.8811319325347442,4.951693154709561,1.414137694441523,19.22833705136635,26.06169305492721,0.9606426417086568,0.4221370441420566,0.4086000223429751,Energy,1,48,1536,7848,True,170482,50000
+solar/W/short,TTM-R2-Finetuned,1483383.111319217,1483383.111319217,910.7644108124894,910.7644108124894,0.9964112954738998,0.2015942514264415,0.1797747707268696,25.29607551768195,1217.942162550922,0.2486124454334966,0.1859097864808697,0.1713271204395393,Energy,1,8,52,44,True,260,14
+sz_taxi/15T/long,TTM-R2-Finetuned,18.88971030578781,18.88971030578781,3.0695779671652987,3.0695779671652987,0.5878725560105701,5556432642002.792,0.5340047144612867,7.224979770669387,4.346229435474824,0.4022792545343039,0.2841146687487923,0.2386006786721174,Transport,1,720,1536,2256,True,296,16
+sz_taxi/15T/medium,TTM-R2-Finetuned,16.39882923135458,16.39882923135458,2.800987388962407,2.800987388962407,0.5453092252850363,9948193259524.152,0.4113589773337562,6.066163262310245,4.049546793328184,0.3768779221436963,0.2606786292337821,0.2149692499086918,Transport,1,480,1536,2496,True,296,16
+sz_taxi/15T/short,TTM-R2-Finetuned,17.048315920397886,17.048315920397886,2.8013623594872508,2.8013623594872508,0.5605156933694326,1067939522103.7512,0.406705093062238,5.079523694281257,4.128960634396734,0.3860754620075483,0.2619393505909786,0.2104809215725871,Transport,1,48,1536,2640,True,31636,50000
+sz_taxi/H/short,TTM-R2-Finetuned,7.379044825662702,7.379044825662702,1.8870738831103355,1.8870738831103355,0.5757605277865321,0.8716845870909969,0.3081890049577074,5.080901439170924,2.716439733486223,0.2530531240190062,0.1757925771328986,0.141545966002123,Transport,1,48,512,648,True,1435,5117
+temperature_rain/D/short,TTM-R2-Finetuned,194.50302871134244,194.50302871134244,6.079708987622277,6.079708987622277,1.412977798224388,41.86091627143595,1.51455887311814,34.38417093311251,13.946434265121049,1.6418634501735585,0.7157422309323213,0.656265216764425,Nature,1,30,90,635,True,3149470,50000
+us_births/D/short,TTM-R2-Finetuned,191350.36152520575,191350.36152520575,263.86083821614585,263.86083821614585,0.3884755896720457,0.0255366320330654,0.0250423825591462,4.80824721593255,437.43612279418096,0.0410060869225552,0.0247348124755587,0.0204127443656561,Healthcare,1,30,512,6705,True,1227,4908
+us_births/M/short,TTM-R2-Finetuned,38197364.474487305,38197364.474487305,4520.766927083333,4520.766927083333,0.5114597475856147,0.0142461788809181,0.0141813270286441,4.157953542877262,6180.401643460343,0.0191962853671417,0.0140414712533213,0.0114450665117938,Healthcare,1,12,52,216,True,127,15
+us_births/W/short,TTM-R2-Finetuned,2760538.0309273857,2760538.0309273857,1253.249302455357,1253.249302455357,1.1392721120886458,0.0168702937680205,0.0169479904286968,13.192386624515793,1661.4866929733098,0.0225545189409892,0.0170127363941909,0.0142611268547496,Healthcare,1,8,52,931,True,778,87

results/{TTM-R2 → TTM-R2-Finetuned}/config.json

@@ -1,5 +1,5 @@
 {
-    "model": "TTM-R2",
+    "model": "TTM-R2-Finetuned",
     "model_type": "fine-tuned",
     "model_dtype": "float32",
     "model_link": "https://huggingface.co/ibm-granite/granite-timeseries-ttm-r2",

results/TTM-R2-Zeroshot/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_yearly/A/short,TTM-R2-Zeroshot,5041324.0,5041324.0,1227.967529296875,5.130594253540039,0.26075807213783264,0.20997147262096405,205.22377014160156,2245.289306640625,0.360042542219162,0.1969102919101715,0.1969102919101715,Econ/Fin,1
+m4_quarterly/Q/short,TTM-R2-Zeroshot,2419099.25,2419099.25,829.3945922851562,2.027404546737671,0.2134242057800293,0.1531578153371811,81.09618377685547,1555.3453369140625,0.2603374123573303,0.13882605731487274,0.13882605731487274,Econ/Fin,1
+m4_monthly/M/short,TTM-R2-Zeroshot,2809195.75,2809195.75,853.7319946289062,1.533287525177002,0.2921540439128876,0.20111285150051117,61.331504821777344,1676.0655517578125,0.34834396839141846,0.17743481695652008,0.17743481695652008,Econ/Fin,1
+m4_weekly/W/short,TTM-R2-Zeroshot,485578.84375,485578.84375,380.5999450683594,3.483421564102173,0.10566350817680359,0.10109246522188187,139.33685302734375,696.8348999023438,0.12695251405239105,0.06933940947055817,0.06933940947055817,Econ/Fin,1
+m4_daily/D/short,TTM-R2-Zeroshot,484801.0625,484801.0625,227.68121337890625,4.401748180389404,0.061012763530015945,0.04191255196928978,176.06993103027344,696.2765502929688,0.10755548626184464,0.035170454531908035,0.035170454531908035,Econ/Fin,1
+m4_hourly/H/short,TTM-R2-Zeroshot,2191172.0,2191172.0,294.4319152832031,2.782658100128174,0.1602412611246109,0.13437475264072418,111.30632781982422,1480.2607421875,0.20208826661109924,0.040196456015110016,0.040196459740400314,Econ/Fin,1
+electricity/15T/short,TTM-R2-Zeroshot,217371.640625,217371.640625,77.01490783691406,1.4320731163024902,0.2330285906791687,0.22012728452682495,57.282928466796875,466.2313232421875,0.9190338253974915,0.15181156992912292,0.15181156992912292,Energy,1
+electricity/H/short,TTM-R2-Zeroshot,1608349.0,1608349.0,205.38311767578125,1.159241795539856,0.32240381836891174,0.1580224633216858,46.36967086791992,1268.20703125,0.5986843109130859,0.09695550054311752,0.09695549309253693,Energy,1
+electricity/D/short,TTM-R2-Zeroshot,2721178624.0,2721178624.0,5633.8505859375,1.6594325304031372,0.6992169618606567,0.12481007725000381,66.3772964477539,52164.91796875,0.8572428822517395,0.09258288145065308,0.09258287400007248,Energy,1
+electricity/W/short,TTM-R2-Zeroshot,435031867392.0,435031867392.0,69856.296875,2.5212364196777344,0.3161992132663727,0.14358647167682648,100.84944915771484,659569.4375,1.5049197673797607,0.15938901901245117,0.15938901901245117,Energy,1
+solar/10T/short,TTM-R2-Zeroshot,25.674766540527344,25.674766540527344,2.6975016593933105,1.1790286302566528,5.4343438148498535,1.5516341924667358,47.16114807128906,5.067027568817139,1.473997712135315,0.7847028970718384,0.7847028970718384,Energy,1
+solar/H/short,TTM-R2-Zeroshot,619.8744506835938,619.8744506835938,12.693642616271973,0.9796592593193054,5.864431858062744,1.4270025491714478,39.186370849609375,24.89727783203125,0.9177219867706299,0.4678918719291687,0.4678918719291687,Energy,1
+solar/D/short,TTM-R2-Zeroshot,174468.765625,174468.765625,274.03997802734375,1.068386435508728,1.2658942937850952,0.4365691542625427,42.73545837402344,417.694580078125,0.6034263968467712,0.3958944082260132,0.3958944082260132,Energy,1
+solar/W/short,TTM-R2-Zeroshot,8813000.0,8813000.0,2602.568359375,2.877580165863037,0.5861544609069824,0.434007465839386,115.10320281982422,2968.669677734375,0.6059797406196594,0.5312492847442627,0.5312492847442627,Energy,1
+hospital/M/short,TTM-R2-Zeroshot,12283.0078125,12283.0078125,33.84686279296875,1.050584316253662,0.28865745663642883,0.22228078544139862,42.023372650146484,110.8287353515625,0.4023340344429016,0.12287196516990662,0.12287196516990662,Healthcare,1
+covid_deaths/D/short,TTM-R2-Zeroshot,2181495.0,2181495.0,326.9200134277344,53.48585891723633,0.18292130529880524,0.4471057057380676,2139.434326171875,1476.988525390625,0.5557240843772888,0.12300524860620499,0.12300524860620499,Healthcare,1
+us_births/D/short,TTM-R2-Zeroshot,1462623.625,1462623.625,1105.77490234375,1.6285947561264038,0.1084594875574112,0.10614823549985886,65.14379119873047,1209.3897705078125,0.11337047815322876,0.10365742444992065,0.10365742444992065,Healthcare,1
+us_births/M/short,TTM-R2-Zeroshot,203729680.0,203729680.0,11695.4287109375,1.3240991830825806,0.03641016408801079,0.036412689834833145,52.963966369628906,14273.390625,0.04433305561542511,0.03632592037320137,0.03632592037320137,Healthcare,1
+us_births/W/short,TTM-R2-Zeroshot,7337176.0,7337176.0,1957.2852783203125,1.778560757637024,0.026068169623613358,0.026361528784036636,71.1424331665039,2708.72216796875,0.03677063807845116,0.026569955050945282,0.026569955050945282,Healthcare,1
+saugeen/D/short,TTM-R2-Zeroshot,1256.2291259765625,1256.2291259765625,18.179595947265625,4.034393787384033,0.7102912664413452,0.54073566198349,161.37574768066406,35.44332504272461,1.1480176448822021,0.588841438293457,0.5888414978981018,Nature,1
+saugeen/M/short,TTM-R2-Zeroshot,395.8756408691406,395.8756408691406,13.489892959594727,0.7903389930725098,0.46876707673072815,0.39558157324790955,31.61355972290039,19.896623611450195,0.5973563194274902,0.4050070643424988,0.4050070345401764,Nature,1
+saugeen/W/short,TTM-R2-Zeroshot,1452.2073974609375,1452.2073974609375,23.04207420349121,1.867565631866455,0.9696307182312012,0.6474501490592957,74.70262908935547,38.10783767700195,1.150316834449768,0.6955441832542419,0.6955441236495972,Nature,1
+temperature_rain/D/short,TTM-R2-Zeroshot,166.6985321044922,166.6985321044922,6.7175984382629395,1.6619073152542114,104.13045501708984,1.4001303911209106,66.4762954711914,12.911178588867188,1.5199871063232422,0.7908389568328857,0.7908389568328857,Nature,1
+kdd_cup_2018/H/short,TTM-R2-Zeroshot,4468.35791015625,4468.35791015625,24.576093673706055,1.0117350816726685,1.1454356908798218,0.515670120716095,40.46940231323242,66.84577941894531,1.3992031812667847,0.5144221186637878,0.5144221186637878,Nature,1
+kdd_cup_2018/D/short,TTM-R2-Zeroshot,2629.543701171875,2629.543701171875,20.171777725219727,1.172845721244812,0.6205669641494751,0.4447740316390991,46.91382598876953,51.279075622558594,1.1487058401107788,0.45186924934387207,0.4518692195415497,Nature,1
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+ett2/15T/short,TTM-R2-Zeroshot,9.754693031311035,9.754693031311035,1.9594718217849731,0.8321967720985413,0.11617407947778702,0.13838815689086914,33.287872314453125,3.1232504844665527,0.1482718139886856,0.09302309900522232,0.09302308410406113,Energy,7
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+jena_weather/10T/short,TTM-R2-Zeroshot,766.1596069335938,766.1596069335938,7.308579921722412,0.3458213806152344,0.43337202072143555,0.5557089447975159,13.832855224609375,27.679588317871094,0.17192493379116058,0.045395441353321075,0.04539543762803078,Nature,21
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+bizitobs_l2c/H/short,TTM-R2-Zeroshot,213.2822723388672,213.2822723388672,10.186047554016113,0.9834961295127869,0.9913681149482727,0.8249644041061401,39.33984375,14.60418701171875,0.7872030735015869,0.5490540862083435,0.5490540862083435,Web/CloudOps,7
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+electricity/H/medium,TTM-R2-Zeroshot,6960439.5,6960439.5,280.2503662109375,1.2517058849334717,0.36617472767829895,0.15959197282791138,50.0682373046875,2638.264404296875,1.0298014879226685,0.10939095169305801,0.10939095169305801,Energy,1
+solar/10T/medium,TTM-R2-Zeroshot,23.291641235351562,23.291641235351562,2.581629991531372,1.1273674964904785,3.8910577297210693,1.4938726425170898,45.09469985961914,4.826141357421875,1.0709398984909058,0.5728739500045776,0.5728738903999329,Energy,1
+solar/H/medium,TTM-R2-Zeroshot,673.9286499023438,673.9286499023438,13.676705360412598,1.0454044342041016,6.807587623596191,1.4293445348739624,41.81617736816406,25.96013641357422,0.9351446628570557,0.4926668405532837,0.4926668703556061,Energy,1
+kdd_cup_2018/H/medium,TTM-R2-Zeroshot,4815.142578125,4815.142578125,25.404191970825195,1.0737661123275757,1.1820731163024902,0.559693455696106,42.95064163208008,69.39122772216797,1.452484130859375,0.5317557454109192,0.5317556858062744,Nature,1
+loop_seattle/5T/medium,TTM-R2-Zeroshot,116.44446563720703,116.44446563720703,6.789214134216309,1.0654295682907104,0.237552210688591,0.14933940768241882,42.617183685302734,10.790943145751953,0.19199305772781372,0.12079407274723053,0.12079407274723053,Transport,1
+loop_seattle/H/medium,TTM-R2-Zeroshot,80.56887817382812,80.56887817382812,5.882454872131348,1.1938070058822632,0.15960149466991425,0.13077092170715332,47.752281188964844,8.976016998291016,0.15865008533000946,0.10397172719240189,0.10397172719240189,Transport,1
+sz_taxi/15T/medium,TTM-R2-Zeroshot,17.407360076904297,17.407360076904297,2.9041669368743896,0.5661407113075256,12433696489472.0,0.4201682507991791,22.645627975463867,4.172213077545166,0.3882940411567688,0.27028119564056396,0.27028119564056396,Transport,1
+m_dense/H/medium,TTM-R2-Zeroshot,58433.80859375,58433.80859375,122.33402252197266,1.0201516151428223,0.43751060962677,0.29099923372268677,40.80606460571289,241.73086547851562,0.4205811619758606,0.21284574270248413,0.21284572780132294,Transport,1
+ett1/15T/medium,TTM-R2-Zeroshot,9.845744132995605,9.845744132995605,1.7487417459487915,1.137412428855896,0.7454333305358887,0.4337901473045349,45.496498107910156,3.1377928256988525,0.5980664491653442,0.33331191539764404,0.33331191539764404,Energy,7
+ett1/H/medium,TTM-R2-Zeroshot,138.2218780517578,138.2218780517578,7.0701584815979,1.3201416730880737,3522723315712.0,0.4641319215297699,52.8056640625,11.756780624389648,0.5631219148635864,0.3386438190937042,0.3386438190937042,Energy,7
+ett2/15T/medium,TTM-R2-Zeroshot,14.557876586914062,14.557876586914062,2.3989028930664062,0.9867962598800659,0.1484927535057068,0.17977158725261688,39.47185134887695,3.815478563308716,0.2033337652683258,0.12784188985824585,0.12784187495708466,Energy,7
+ett2/H/medium,TTM-R2-Zeroshot,269.994140625,269.994140625,10.284690856933594,1.097788691520691,0.17862552404403687,0.1798628270626068,43.91154861450195,16.43149757385254,0.22142501175403595,0.13859282433986664,0.13859283924102783,Energy,7
+jena_weather/10T/medium,TTM-R2-Zeroshot,1497.083984375,1497.083984375,11.306266784667969,0.6561654806137085,0.9674649834632874,0.6653227210044861,26.246618270874023,38.692169189453125,0.2374531775712967,0.06938636302947998,0.06938636302947998,Nature,21
+jena_weather/H/medium,TTM-R2-Zeroshot,1447.2547607421875,1447.2547607421875,11.986462593078613,0.8147535920143127,3.532595634460449,0.6771256327629089,32.59014129638672,38.04280090332031,0.23279064893722534,0.0733472928404808,0.0733472928404808,Nature,21
+bitbrains_fast_storage/5T/medium,TTM-R2-Zeroshot,2803018.75,2803018.75,298.1320495605469,1.2348387241363525,5.41544771194458,0.8186819553375244,49.393550872802734,1674.2218017578125,5.0867486000061035,0.9058074951171875,0.9058074951171875,Web/CloudOps,2
+bitbrains_rnd/5T/medium,TTM-R2-Zeroshot,2112217.75,2112217.75,198.39056396484375,4.8130364418029785,2.431964635848999,0.7751559019088745,192.52145385742188,1453.3470458984375,6.114972114562988,0.8347302675247192,0.8347302675247192,Web/CloudOps,2
+bizitobs_application/10S/medium,TTM-R2-Zeroshot,34985988.0,34985988.0,3205.0234375,9.018702507019043,0.12491956353187561,0.1292904019355774,360.74810791015625,5914.8955078125,0.2322605401277542,0.1258518397808075,0.1258518248796463,Web/CloudOps,2
+bizitobs_service/10S/medium,TTM-R2-Zeroshot,182072.703125,182072.703125,155.6486053466797,5.1217827796936035,0.48198986053466797,0.20569010078907013,204.87130737304688,426.6997985839844,0.32114431262016296,0.11714481562376022,0.11714481562376022,Web/CloudOps,2
+bizitobs_l2c/5T/medium,TTM-R2-Zeroshot,195.24891662597656,195.24891662597656,10.268324851989746,0.9921779036521912,0.6358968019485474,1.0157976150512695,39.68711471557617,13.973150253295898,0.7351931929588318,0.540264904499054,0.540264904499054,Web/CloudOps,7
+bizitobs_l2c/H/medium,TTM-R2-Zeroshot,289.9211730957031,289.9211730957031,12.913840293884277,1.2396725416183472,1.3855247497558594,1.0475947856903076,49.5869026184082,17.027070999145508,1.0310150384902954,0.7819526791572571,0.7819526791572571,Web/CloudOps,7
+electricity/15T/long,TTM-R2-Zeroshot,718197.1875,718197.1875,90.5474853515625,1.3471070528030396,0.2316545844078064,0.19732432067394257,53.88428497314453,847.4651489257812,1.3369802236557007,0.14284975826740265,0.14284975826740265,Energy,1
+electricity/H/long,TTM-R2-Zeroshot,10661256.0,10661256.0,325.055908203125,1.3821061849594116,0.39065104722976685,0.1722196787595749,55.28424835205078,3265.157958984375,1.287777304649353,0.12820196151733398,0.1282019466161728,Energy,1
+solar/10T/long,TTM-R2-Zeroshot,22.359167098999023,22.359167098999023,2.523888111114502,1.10085928440094,3.154728651046753,1.4919425249099731,44.03437423706055,4.728548049926758,1.0220000743865967,0.5454980731010437,0.5454980134963989,Energy,1
+solar/H/long,TTM-R2-Zeroshot,705.2949829101562,705.2949829101562,14.768033027648926,1.1248584985733032,8.415304183959961,1.436413049697876,44.99434280395508,26.557390213012695,0.9207931160926819,0.5120345950126648,0.5120344758033752,Energy,1
+kdd_cup_2018/H/long,TTM-R2-Zeroshot,3760.123779296875,3760.123779296875,23.107446670532227,1.0000991821289062,1.153912901878357,0.589838981628418,40.003963470458984,61.319847106933594,1.4388114213943481,0.5421940684318542,0.5421940684318542,Nature,1
+loop_seattle/5T/long,TTM-R2-Zeroshot,124.74163818359375,124.74163818359375,7.093927383422852,1.1124976873397827,0.2543075382709503,0.15363603830337524,44.499908447265625,11.168779373168945,0.19746631383895874,0.12542209029197693,0.12542209029197693,Transport,1
+loop_seattle/H/long,TTM-R2-Zeroshot,74.29878997802734,74.29878997802734,5.402324199676514,1.114170789718628,0.17675289511680603,0.1240486353635788,44.56683349609375,8.619674682617188,0.15404511988162994,0.09654676914215088,0.09654677659273148,Transport,1
+sz_taxi/15T/long,TTM-R2-Zeroshot,16.31110191345215,16.31110191345215,2.8116378784179688,0.5310652256011963,8224755941376.0,0.40968406200408936,21.242610931396484,4.038700580596924,0.3738149106502533,0.26024019718170166,0.26024019718170166,Transport,1
+m_dense/H/long,TTM-R2-Zeroshot,62940.5234375,62940.5234375,128.40859985351562,1.0597881078720093,0.470628559589386,0.2987874746322632,42.39152526855469,250.87950134277344,0.4343095123767853,0.22229425609111786,0.22229427099227905,Transport,1
+ett1/15T/long,TTM-R2-Zeroshot,10.124308586120605,10.124308586120605,1.8443189859390259,1.1956290006637573,0.7989325523376465,0.45920833945274353,47.82516098022461,3.1818718910217285,0.6064679026603699,0.3515290319919586,0.3515290319919586,Energy,7
+ett1/H/long,TTM-R2-Zeroshot,142.861328125,142.861328125,7.135627269744873,1.355435848236084,3003883454464.0,0.4777284562587738,54.217430114746094,11.952461242675781,0.5723775029182434,0.3417097330093384,0.34170976281166077,Energy,7
+ett2/15T/long,TTM-R2-Zeroshot,13.01650333404541,13.01650333404541,2.3665223121643066,0.986086905002594,0.14943784475326538,0.1789281815290451,39.443477630615234,3.6078391075134277,0.1922682821750641,0.12611626088619232,0.12611627578735352,Energy,7
+ett2/H/long,TTM-R2-Zeroshot,278.0689392089844,278.0689392089844,10.509333610534668,1.131842017173767,0.19035466015338898,0.1890520304441452,45.273681640625,16.675399780273438,0.2283567637205124,0.1439172327518463,0.1439172327518463,Energy,7
+jena_weather/10T/long,TTM-R2-Zeroshot,1487.92626953125,1487.92626953125,11.109465599060059,0.6489807367324829,0.8593838214874268,0.6524072885513306,25.959230422973633,38.573646545410156,0.23603875935077667,0.06798072904348373,0.06798072159290314,Nature,21
+jena_weather/H/long,TTM-R2-Zeroshot,1266.5963134765625,1266.5963134765625,13.908403396606445,1.0716230869293213,3.8741116523742676,0.6689540147781372,42.864925384521484,35.589271545410156,0.21428684890270233,0.08374399691820145,0.08374399691820145,Nature,21
+bitbrains_fast_storage/5T/long,TTM-R2-Zeroshot,3219523.0,3219523.0,355.3838195800781,1.1635642051696777,4.895505428314209,0.8371726274490356,46.54256820678711,1794.302978515625,4.741806983947754,0.9391733407974243,0.9391733407974243,Web/CloudOps,2
+bitbrains_rnd/5T/long,TTM-R2-Zeroshot,1991291.25,1991291.25,203.39283752441406,3.782886266708374,2.9021401405334473,0.7515886425971985,151.31544494628906,1411.1312255859375,5.405725955963135,0.7791521549224854,0.7791520953178406,Web/CloudOps,2
+bizitobs_application/10S/long,TTM-R2-Zeroshot,41283780.0,41283780.0,3723.089111328125,9.590826034545898,0.13113968074321747,0.13875478506088257,383.633056640625,6425.24560546875,0.24779604375362396,0.14358466863632202,0.14358466863632202,Web/CloudOps,2
+bizitobs_service/10S/long,TTM-R2-Zeroshot,267102.25,267102.25,188.78057861328125,5.33817720413208,0.43358832597732544,0.21543104946613312,213.52708435058594,516.8193359375,0.38287630677223206,0.13985468447208405,0.13985469937324524,Web/CloudOps,2
+bizitobs_l2c/5T/long,TTM-R2-Zeroshot,358.9239196777344,358.9239196777344,13.98556137084961,1.316333532333374,0.9028239250183105,1.1863360404968262,52.653343200683594,18.945287704467773,1.0637495517730713,0.7852683663368225,0.7852683663368225,Web/CloudOps,7
+bizitobs_l2c/H/long,TTM-R2-Zeroshot,248.46641540527344,248.46641540527344,12.290800094604492,1.2374670505523682,1.677781105041504,0.9531240463256836,49.498680114746094,15.7628173828125,0.9628384113311768,0.7507575750350952,0.7507575154304504,Web/CloudOps,7

results/{units → TTM-R2-Zeroshot}/config.json

@@ -1,6 +1,6 @@
 {
-    "model": "UniTS",
+    "model": "TTM-R2-Zeroshot",
     "model_type": "pretrained",
     "model_dtype": "float32",
-    "model_link": "https://github.com/mims-harvard/UniTS/releases/tag/ckpt"
+    "model_link": "https://huggingface.co/ibm-granite/granite-timeseries-ttm-r2"
 }

results/TTM-R2/all_results.csv

@@ -1,98 +0,0 @@
-dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[mean],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,horizon,ttm_context_len,available_context_len,finetune_success,finetune_train_num_samples,finetune_valid_num_samples
-bitbrains_fast_storage/5T/long,TTM-R2,4529164.012994989,4529164.012994989,380.9420524424308,380.9420524424308,0.9394458164208644,3.048631886635439,0.8391820701172429,22.74414870175866,2128.183265838492,5.624153256627958,1.0067161598446797,0.936580219208045,Web/CloudOps,2,720,1536,7200,True,1024165,50000
-bitbrains_fast_storage/5T/medium,TTM-R2,3249127.037854915,3249127.037854915,292.2069576886881,292.2069576886881,1.068926268149068,3.625343013166696,0.8301840716269131,29.18423143146788,1802.533505334898,5.476594260946222,0.8878053821191525,0.826709846974402,Web/CloudOps,2,480,1536,7680,True,1245773,50000
-bitbrains_fast_storage/5T/short,TTM-R2,2188035.3089685044,2188035.3089685044,179.84600146677184,179.84600146677184,0.7361521349445582,2.4303922735853773,0.7435961398563781,19.923774370529102,1479.200902165931,4.6443268731817,0.564672193224979,0.5632991082577066,Web/CloudOps,2,48,1536,7776,True,1485084,50000
-bitbrains_fast_storage/H/short,TTM-R2,4344492.392656429,4344492.392656429,404.63607039880026,404.63607039880026,1.203414758921277,5.71502528939867,0.6278372787609021,30.39962961492866,2084.3445954679446,5.941059081247001,1.153344224304327,1.0296736576079033,Web/CloudOps,2,48,512,625,True,7460,24842
-bitbrains_rnd/5T/long,TTM-R2,2520869.066531096,2520869.066531096,208.53265792401265,208.53265792401265,3.5032975288077983,2.470789267306167,0.7526276027151398,124.19434503556668,1587.7244932705094,6.0822145584442655,0.7988415958261679,0.7619744795916943,Web/CloudOps,2,720,1536,7200,True,386117,50000
-bitbrains_rnd/5T/medium,TTM-R2,2581120.5718967826,2581120.5718967826,189.13196051911396,189.13196051911396,4.529739862550385,1.8597838592086184,0.755947169280326,166.9955513472105,1606.586621348747,6.759728977156079,0.795774580118248,0.7830223720104336,Web/CloudOps,2,480,1536,7680,True,470991,50000
-bitbrains_rnd/5T/short,TTM-R2,1405960.4180228312,1405960.4180228312,113.64165808495376,113.64165808495376,1.752523322122541,1.2208038790000864,0.6699318741274589,59.85162637591433,1185.7320177944218,4.851673710598114,0.4649889154423941,0.4672911821190151,Web/CloudOps,2,48,1536,7776,True,567101,50000
-bitbrains_rnd/H/short,TTM-R2,1935735.4710476396,1935735.4710476396,220.11680854703272,220.11680854703272,6.063022334614292,4.07971041973791,0.6767789985993902,220.39908083295688,1391.3071088180493,6.0890411810833,0.9633389374615716,0.892160566815821,Web/CloudOps,2,48,512,624,True,2352,7411
-bizitobs_application/10S/long,TTM-R2,7161095.623435257,7161095.623435257,1605.0678208584256,1605.0678208584256,3.805221051216473,0.0547638732332978,0.0557829134301814,82.12953432503635,2676.0223510716905,0.1032034857138036,0.0619010502110752,0.0576616997186825,Web/CloudOps,2,900,1536,7934,True,956,3824
-bizitobs_application/10S/medium,TTM-R2,5597720.431698502,5597720.431698502,1338.1251528501512,1338.1251528501512,3.0532961256965945,0.0437932691255441,0.0447142822820668,63.03790058416509,2365.9502175021566,0.0929039016337513,0.0525442364147822,0.048599971547467,Web/CloudOps,2,600,1536,7634,True,980,3920
-bizitobs_application/10S/short,TTM-R2,1418764.1740745015,1418764.1740745015,661.7335265350342,661.7335265350342,1.6460449758139195,0.0245918127768868,0.024773967570927,24.83854327791876,1191.1188748712286,0.0459366939655734,0.0255204170939578,0.0222384547406303,Web/CloudOps,2,60,1536,7934,True,1256,5024
-bizitobs_l2c/5T/long,TTM-R2,62.470369355733006,62.470369355733006,5.093444598731659,5.093444598731659,0.505296526133817,0.417843424682201,0.7001290646917994,6.488885809375362,7.903819921767766,0.4437876723752507,0.2859892995054287,0.2415972766784644,Web/CloudOps,7,720,1536,28368,True,5079,20315
-bizitobs_l2c/5T/medium,TTM-R2,80.17025632731486,80.17025632731486,5.547996273981471,5.547996273981471,0.5483145095504464,0.409270507574847,0.6333780866556856,6.868300472131972,8.95378446955894,0.4711007342017006,0.2919061908299115,0.2471796327112555,Web/CloudOps,7,480,1536,28608,True,5223,20891
-bizitobs_l2c/5T/short,TTM-R2,16.205792370808222,16.205792370808222,2.397432395656194,2.397432395656194,0.2468623680809994,0.1341035048011359,0.1950921500155867,3.376331746948789,4.0256418582392826,0.1382568359804648,0.0823375325408267,0.0689155581501164,Web/CloudOps,7,48,1536,31008,True,5876,23502
-bizitobs_l2c/H/long,TTM-R2,219.8848697020858,219.8848697020858,11.727490265070209,11.727490265070209,1.2040442447092374,1.8445669051373543,0.9078352233143232,37.97871558477482,14.828515424751252,0.9057685198748544,0.7163489530117676,0.6928988189299576,Web/CloudOps,7,720,1536,1944,False,0,0
-bizitobs_l2c/H/medium,TTM-R2,216.68475567478188,216.68475567478188,11.527593849096004,11.527593849096004,1.1379096971688818,1.6315930419837237,0.9159887953028948,35.764858102867805,14.720215884109235,0.891331430506784,0.6980133169723353,0.6748325382897294,Web/CloudOps,7,480,1536,2184,False,0,0
-bizitobs_l2c/H/short,TTM-R2,78.14909774010499,78.14909774010499,5.546012105261315,5.546012105261315,0.5435152097394856,0.5780409039277786,0.6457920257724117,11.411088932758696,8.84019783376509,0.4765093531458912,0.2989442872786705,0.2687340421215659,Web/CloudOps,7,48,1536,2376,True,671,75
-bizitobs_service/10S/long,TTM-R2,134693.30318441408,134693.30318441408,82.81125770993333,82.81125770993333,1.484405498580213,0.1014633370096811,0.0971758845204192,30.252642482619773,367.0058626022397,0.2718896758982561,0.0613492271208839,0.0585457023184435,Web/CloudOps,2,900,1536,7935,True,20097,50000
-bizitobs_service/10S/medium,TTM-R2,75657.24127704305,75657.24127704305,59.6229792909407,59.6229792909407,1.2581486734750804,0.0945603257995074,0.0848820626135408,23.058280622353003,275.0586142571126,0.2070155701454109,0.0448736538756228,0.0425885641088247,Web/CloudOps,2,600,1536,7635,True,20601,50000
-bizitobs_service/10S/short,TTM-R2,4588.52369820641,4588.52369820641,22.126349300283287,22.126349300283287,0.8004796284569702,0.096575100262483,0.0665724585406827,12.107727473424148,67.73864257723511,0.050182951971187,0.0163919069232571,0.0141385329491915,Web/CloudOps,2,60,1536,7935,True,26397,50000
-car_parts/M/short,TTM-R2,1.4442935107115205,1.4442935107115205,0.4419399650181421,0.4419399650181421,0.8386547466107044,0.9717486638081546,1.970092511174389,25.378073970389792,1.2017876312857945,2.8817634599197754,1.0597267017176029,1.1033172198674626,Sales,1,12,52,39,True,3208,2140
-covid_deaths/D/short,TTM-R2,439736.681305744,439736.681305744,106.70256081814183,106.70256081814183,30.802133756496268,0.0806300350729297,0.3542695231529109,1014.124711888012,663.1264444325411,0.2495045518621446,0.0401473577822035,0.0363315475135989,Healthcare,1,30,90,182,True,2021,7023
-electricity/15T/long,TTM-R2,336562.8387956083,336562.8387956083,58.3607436575558,58.3607436575558,0.8690734747097738,0.1351603997323847,0.1337067624815786,9.353249350887372,580.1403612882044,0.9152424493425534,0.092071218509927,0.0777052617484491,Energy,1,720,1536,125856,True,7102180,50000
-electricity/15T/medium,TTM-R2,257127.67912482997,257127.67912482997,52.780662473620765,52.780662473620765,0.8218928213652269,0.1292499070553392,0.1317834832847808,8.880300417609902,507.07758688866335,0.8737458254333293,0.0909464048350009,0.0770630364608743,Energy,1,480,1536,130656,True,7492631,50000
-electricity/15T/short,TTM-R2,119705.58448301347,119705.58448301347,48.59937561734672,48.59937561734672,0.9094568181618008,0.1622210466267415,0.1579737777074153,12.972320920478412,345.9849483474873,0.6820045203734956,0.0957989473723318,0.0820100155145277,Energy,1,48,1536,139296,True,8195927,50000
-electricity/D/short,TTM-R2,1333267777.0619736,1333267777.0619736,4365.374888445959,4365.374888445959,1.450006078761732,0.4880746608626539,0.1014148504567703,14.55150844560079,36513.93948976163,0.6000453116959725,0.0717376095872044,0.0582507098177698,Energy,1,30,512,1311,True,37250,50000
-electricity/H/long,TTM-R2,7549380.474011288,7549380.474011288,269.6763688776685,269.6763688776685,1.190830614263655,0.3098392198442808,0.145400840191354,13.022997488151796,2747.613596197851,1.0836581128813445,0.1063602922154211,0.0900480630201141,Energy,1,720,1536,31464,True,1616854,50000
-electricity/H/medium,TTM-R2,5275819.253762455,5275819.253762455,238.5704892880387,238.5704892880387,1.088301608207917,0.2620826734995694,0.134943219370252,12.41849997173217,2296.9151603318865,0.8965617038942549,0.0931219263423139,0.0783165659213535,Energy,1,480,1536,31224,True,1634614,50000
-electricity/H/short,TTM-R2,1550363.966265456,1550363.966265456,168.3150108868993,168.3150108868993,0.9007559192273588,0.2109411422281394,0.1259674011318526,12.876260896656936,1245.1361235886843,0.5877931094011524,0.079456696929613,0.0679677625145763,Energy,1,48,1536,34104,True,1905459,50000
-electricity/W/short,TTM-R2,83676432381.37059,83676432381.37059,31841.730473766234,31841.730473766234,1.5231457560796156,0.2446386554976566,0.1010386403493328,15.290630781883015,289268.78915875213,0.6600159395543558,0.072652323525113,0.0600722804856087,Energy,1,8,52,184,True,6336,23865
-ett1/15T/long,TTM-R2,8.408904252800742,8.408904252800742,1.6197972905284002,1.6197972905284002,1.0361023047005702,0.7522825031891818,0.4049011245025554,9.8933541618783,2.899811071914986,0.5527068574738195,0.3087349651373447,0.2550946917689166,Energy,7,720,1536,62480,True,11902,47604
-ett1/15T/medium,TTM-R2,10.058694688420726,10.058694688420726,1.6986942830720235,1.6986942830720235,1.0713683105231129,0.8114314443320914,0.4105710038533517,12.230412944300484,3.1715445272643934,0.6044994512980157,0.3237727716614558,0.2724508766170448,Energy,7,480,1536,62480,True,11998,47988
-ett1/15T/short,TTM-R2,5.004888064584772,5.004888064584772,1.1054498727677302,1.1054498727677302,0.7017014643993879,0.4777680957454654,0.2379910799657742,7.613342081307175,2.237160714965461,0.4229164508205112,0.2089760175134006,0.1746602561248265,Energy,7,48,1536,68720,True,13418,50000
-ett1/D/short,TTM-R2,54233.97142442728,54233.97142442728,156.6628830936693,156.6628830936693,1.8783711731388808,1.8450246454271868,0.508047805752223,22.574287751559112,232.88188298883892,0.6116719904411642,0.4114802590064452,0.3422974262160394,Energy,7,30,90,635,True,438,49
-ett1/H/long,TTM-R2,139.26848726320068,139.26848726320068,7.233611632789431,7.233611632789431,1.3916495607179538,5716136586382.574,0.4809650992400971,11.595269783314029,11.80120702569024,0.5651342448204123,0.3464019941791932,0.2814228178365797,Energy,7,720,1536,15260,True,2458,9828
-ett1/H/medium,TTM-R2,136.2572997173227,136.2572997173227,7.035971585285318,7.035971585285318,1.283771562495028,4571102978247.225,0.4501648192952452,10.948037536345415,11.672930211276118,0.5591056865366579,0.3370063602233518,0.2731913921366523,Energy,7,480,1536,15500,True,2602,10404
-ett1/H/short,TTM-R2,95.73171920645308,95.73171920645308,5.082683220785111,5.082683220785111,0.8491898994946865,0.4937908547059401,0.2673134546448237,7.777577714892671,9.784258745886326,0.4566713847309904,0.2372296200323598,0.1956015298087723,Energy,7,48,1536,16460,True,2966,11864
-ett1/W/short,TTM-R2,1897707.3115461853,1897707.3115461853,959.6023575919016,959.6023575919016,1.595421115270097,0.6961972419647289,0.541494656486197,8.944862040158123,1377.5729786643558,0.5481691677765439,0.3818486816339677,0.2826049995830222,Energy,7,8,52,87,False,0,0
-ett2/15T/long,TTM-R2,11.97367903572408,11.97367903572408,2.207197171101968,2.207197171101968,0.9292484940203256,0.1423092974325643,0.1724494061986992,7.892311541530495,3.460300425645739,0.1844056610940287,0.1176255247912391,0.0954227469331208,Energy,7,720,1536,62480,True,11902,47604
-ett2/15T/medium,TTM-R2,12.935646508019092,12.935646508019092,2.196617647839917,2.196617647839917,0.9162652491736158,0.1414128329474338,0.1675855923530771,8.743979093549168,3.5966159800594637,0.1916701632577016,0.117061722883538,0.0962783883370847,Energy,7,480,1536,62480,True,11998,47988
-ett2/15T/short,TTM-R2,7.188523605598402,7.188523605598402,1.6395947484033448,1.6395947484033448,0.7265459281883621,0.1094471765316008,0.1306025191430742,6.716443591545541,2.681142220322973,0.127283359243905,0.0778373954926955,0.0638024638580599,Energy,7,48,1536,68720,True,13418,50000
-ett2/D/short,TTM-R2,80486.69203791575,80486.69203791575,174.3293711881789,174.3293711881789,1.2063392096600205,0.3859023877112171,0.1296956176473962,12.368302311309805,283.7017660112742,0.1623699874686452,0.0997732873263698,0.084808235456253,Energy,7,30,90,635,True,438,49
-ett2/H/long,TTM-R2,219.53345370489097,219.53345370489097,9.32815616597574,9.32815616597574,1.0367416326474896,0.1799637193963178,0.1848296236470286,9.184412119810862,14.81666135486976,0.2029027735101604,0.1277419192138255,0.1047603839816333,Energy,7,720,1536,15260,True,2458,9828
-ett2/H/medium,TTM-R2,230.41130318471835,230.41130318471835,9.607191027284024,9.607191027284024,1.0297214386196107,0.1744180626803237,0.1692420850598097,8.638144380120853,15.179305095580572,0.2045508847904433,0.1294630691331125,0.1043410179800058,Energy,7,480,1536,15500,True,2602,10404
-ett2/H/short,TTM-R2,108.88921838733243,108.88921838733243,6.499234867663611,6.499234867663611,0.7490450306502651,0.1232307722858447,0.1123025814409968,5.432461711277027,10.43499968314961,0.132344830360383,0.0824283816148243,0.0660197049007416,Energy,7,48,1536,16460,True,2966,11864
-ett2/W/short,TTM-R2,3513368.864840004,3513368.864840004,1213.015591212681,1213.015591212681,0.7851441888401532,0.1410909017532056,0.1325781801190562,9.8800335042682,1874.3982674021024,0.1572332489174371,0.101753392387745,0.0938982197996595,Energy,7,8,52,87,False,0,0
-hierarchical_sales/D/short,TTM-R2,28.589752290585817,28.589752290585817,2.341005290653549,2.341005290653549,0.7558194057222575,0.6585733660409635,1.07452080262651,9.560927393298128,5.346938590500719,1.640381545792748,0.7181944981028212,0.6055440831607339,Sales,1,30,512,1615,True,24756,50000
-hierarchical_sales/W/short,TTM-R2,463.32052309393424,463.32052309393424,9.001271133453159,9.001271133453159,0.7266241501560372,0.5048170260743002,0.4627752523515008,7.757190601358129,21.52488148849917,0.9882178377396484,0.413252760586029,0.3623076482868095,Sales,1,8,52,228,True,3917,15199
-hospital/M/short,TTM-R2,2752.660356480849,2752.660356480849,17.658572890405186,17.658572890405186,0.7501570429495468,0.1900828068220556,0.1712629991642552,8.138612788254267,52.46580178059656,0.1904630437661532,0.0641047201630091,0.052531347819068,Healthcare,1,12,52,72,True,1457,77
-jena_weather/10T/long,TTM-R2,1344.6176090178942,1344.6176090178942,10.508136727662974,10.508136727662974,0.7677551680933851,1.2146917818499083,0.6768647266390039,11.17249187139836,36.66902792572901,0.2243840695695657,0.064301090482195,0.0679027734900091,Nature,21,720,1536,46944,True,8794,35176
-jena_weather/10T/medium,TTM-R2,1473.085149369133,1473.085149369133,10.877388597026956,10.877388597026956,0.7166583775400284,1.1248253065966252,0.6945346929120937,10.764682703088829,38.38079141144868,0.2355422346862938,0.0667543404779999,0.0686871603404671,Nature,21,480,1536,47424,True,8986,35944
-jena_weather/10T/short,TTM-R2,802.982970012603,802.982970012603,6.156891899193741,6.156891899193741,0.3199931574966327,0.5150276749797056,0.5486170384199108,4.096130262956272,28.33695414141405,0.1760080140858996,0.0382420182038865,0.0442038167557609,Nature,21,48,1536,51744,True,10023,40091
-jena_weather/D/short,TTM-R2,1036.6139241238948,1036.6139241238948,14.581254965796353,14.581254965796353,1.3215369857400292,0.9240619084341852,0.4991891953001095,17.070422858454698,32.1964893136487,0.1938754883899192,0.087802986850287,0.0722635366492006,Nature,21,30,90,306,True,142,16
-jena_weather/H/long,TTM-R2,13515.425531950814,13515.425531950814,34.97071057227205,34.97071057227205,1.4615745692770212,16.06791351360322,0.7508313689941326,22.280792208312736,116.2558623551983,0.6999891639203384,0.2105624435556929,0.1880689408600099,Nature,21,720,1536,7344,True,874,3496
-jena_weather/H/medium,TTM-R2,1119.0063387720384,1119.0063387720384,10.923703099323744,10.923703099323744,0.8607151865283422,3.939852283822764,0.680770148980091,8.341654481865412,33.45155211304908,0.2046959645831601,0.0668440715450054,0.0700992221744368,Nature,21,480,1536,7824,True,1066,4264
-jena_weather/H/short,TTM-R2,1076.0239644329688,1076.0239644329688,9.433530784341135,9.433530784341135,0.5795535454775498,2.3518342090449016,0.6176426567660769,6.143105874699168,32.80280421599606,0.2010790941939984,0.0578269410345568,0.0620991881611656,Nature,21,48,1536,7872,True,1249,4993
-kdd_cup_2018/D/short,TTM-R2,2848.4118769315155,2848.4118769315155,20.965047893405508,20.965047893405508,1.1973446875504572,0.540226583840539,0.4664272335270795,16.358302315991132,53.37051505214762,1.195556170868228,0.4696393197071141,0.3999446612737116,Nature,1,30,90,336,True,13457,50000
-kdd_cup_2018/H/long,TTM-R2,4001.562527207656,4001.562527207656,23.7286117764831,23.7286117764831,1.0041888350478287,1.0378465349683166,0.5983899924047913,14.338841958497513,63.25790485945338,1.4842860665155695,0.5567691170904748,0.474812103000245,Nature,1,720,1536,8064,True,348278,50000
-kdd_cup_2018/H/medium,TTM-R2,5066.420793907919,5066.420793907919,24.98807853510702,24.98807853510702,1.0300342985241164,0.9761313496635068,0.5493991600089639,15.963938101447754,71.17879455222544,1.4899010807805642,0.5230457392583302,0.4533451613555603,Nature,1,480,1536,8544,True,400118,50000
-kdd_cup_2018/H/short,TTM-R2,4237.688043314994,4237.688043314994,22.618570198048044,22.618570198048044,0.9503651163898056,0.9934963495283244,0.5026998669484174,15.846964613242552,65.09752716743543,1.362609140728582,0.4734476383841654,0.4150173649028795,Nature,1,48,1536,8544,True,446774,50000
-loop_seattle/5T/long,TTM-R2,92.0580331469956,92.0580331469956,5.515043888644893,5.515043888644893,0.8712097454636959,0.1807579260865432,0.1252468139582421,13.123989915693516,9.594687756618011,0.1696360159668495,0.0975070890146204,0.0837589585066582,Transport,1,720,1536,94320,True,5901210,50000
-loop_seattle/5T/medium,TTM-R2,77.86216862102242,77.86216862102242,5.094546677426496,5.094546677426496,0.8081732986650807,0.1714950352553733,0.1171031307804299,11.60726465047383,8.823954250845956,0.1569963124915259,0.090642473820083,0.0774842272883536,Transport,1,480,1536,95520,True,6009738,50000
-loop_seattle/5T/short,TTM-R2,42.337402585306975,42.337402585306975,3.518743016403572,3.518743016403572,0.5578499820149161,0.100639000131973,0.0748376311855928,7.370931736333671,6.506719802274183,0.1115758689247602,0.0603386685624512,0.0512422104462477,Transport,1,48,1536,104160,True,6623696,50000
-loop_seattle/D/short,TTM-R2,19.55483705039727,19.55483705039727,2.9701338773910475,2.9701338773910475,0.8986515774335462,0.0547562328931325,0.0548156698339821,13.47509331743076,4.422085147348168,0.0790285758403194,0.0530802647538481,0.045484379909896,Transport,1,30,90,305,True,10400,40311
-loop_seattle/H/long,TTM-R2,59.94969654966273,59.94969654966273,4.329157502346938,4.329157502346938,0.9041125930021258,0.1288173112929354,0.1012509716561975,15.007689207923113,7.742718937793282,0.1383727534451628,0.0773678404847611,0.0673313452421905,Transport,1,720,1536,7320,True,281010,50000
-loop_seattle/H/medium,TTM-R2,65.41648450841902,65.41648450841902,4.509739167301678,4.509739167301678,0.923027931109258,0.1207065108055209,0.1033637772908705,15.54335002721584,8.088045778086263,0.1429552876266784,0.0797091259707794,0.0695813841844502,Transport,1,480,1536,7800,True,343026,50000
-loop_seattle/H/short,TTM-R2,61.17475227680792,61.17475227680792,4.331291202146785,4.331291202146785,0.8765368514705689,0.1212845742564667,0.1003675946110766,14.70058350147883,7.821429043135782,0.138447262338499,0.0766682668884296,0.0669154357819431,Transport,1,48,1536,7848,True,401941,50000
-m4_daily/D/short,TTM-R2,500525.932557577,500525.932557577,183.63845336410236,183.63845336410236,3.3021415646450025,0.0437547718786537,0.0307762178551557,39.358854064123086,707.4785739212015,0.1092858935956797,0.028367067518655,0.0236183882479448,Econ/Fin,1,14,52,93,True,1930372,50000
-m4_hourly/H/short,TTM-R2,2203642.370204953,2203642.370204953,299.5032355710984,299.5032355710984,1.0285249674517116,0.1342407386672194,0.1236739116656917,10.931187826654586,1484.4670323738933,0.202662516140094,0.0408888025056861,0.0345370165685745,Econ/Fin,1,48,512,700,True,20854,50000
-m4_monthly/M/short,TTM-R2,1811822.76532497,1811822.76532497,559.5738262831657,559.5738262831657,0.9459661764045142,0.1625363202043201,0.1320072535425892,13.340170093056225,1346.0396596404469,0.2797532450042483,0.1162986488555431,0.100139085311179,Econ/Fin,1,18,90,42,True,1079231,50000
-m4_quarterly/Q/short,TTM-R2,1766018.6118972718,1766018.6118972718,558.0696902663708,558.0696902663708,1.1703985407478166,0.117594016696113,0.1008550175782274,14.437332864823702,1328.9163299084228,0.2224371964367004,0.0934110406542326,0.0793010071018279,Econ/Fin,1,8,52,16,True,184138,50000
-m4_weekly/W/short,TTM-R2,303324.578179548,303324.578179548,286.0836692615523,286.0836692615523,1.9451689201983928,0.0682534934279221,0.0700380197697396,19.34079759994533,550.7491063810708,0.1003379520369709,0.0521200110038215,0.0439194912940532,Econ/Fin,1,13,52,80,True,68212,50000
-m4_yearly/A/short,TTM-R2,3384000.521197124,3384000.521197124,868.4606953251434,868.4606953251434,3.248184285763506,0.1751104317305402,0.1442590056031276,46.029197446821016,1839.565307673833,0.2949828343976984,0.1392617029693568,0.1184634783883809,Econ/Fin,1,6,12,13,True,46324,22974
-m_dense/D/short,TTM-R2,9462.01117986406,9462.01117986406,48.88319931312844,48.88319931312844,0.7308909878732596,0.1316374955025459,0.1055929381077148,10.468297172395774,97.27286970098118,0.1683937259946441,0.0846240487833936,0.070599366408306,Transport,1,30,90,640,True,2976,11784
-m_dense/H/long,TTM-R2,38394.09074348282,38394.09074348282,88.38877565174191,88.38877565174191,0.7343058598768367,0.2949320313367448,0.2115885662407611,10.33381268583465,195.9441010683476,0.339208204754526,0.1530140368901424,0.1284081069475143,Transport,1,720,1536,15360,True,74340,50000
-m_dense/H/medium,TTM-R2,36730.02805231242,36730.02805231242,82.71570273076495,82.71570273076495,0.7093661857795744,0.280354330076024,0.2064712047822474,10.502620798489756,191.6507971606495,0.3334481745539553,0.1439148727328346,0.1216492005248433,Transport,1,480,1536,15600,True,78660,50000
-m_dense/H/short,TTM-R2,45223.88210982993,45223.88210982993,92.80494226222235,92.80494226222235,0.8089684686941805,0.2955884284166603,0.2259849119584681,13.537539987166856,212.6590748353569,0.3772042075129728,0.164612842063811,0.1413059972310579,Transport,1,48,1536,16560,True,89604,50000
-restaurant/D/short,TTM-R2,147.20829323158657,147.20829323158657,7.324924714070715,7.324924714070715,0.6993508872343396,0.6919500803799655,0.4008715963544431,5.59887868201049,12.132942480354323,0.5583861246911804,0.337110007021574,0.268645343232859,Sales,1,30,90,37,True,29958,50000
-saugeen/D/short,TTM-R2,1257.8865659218332,1257.8865659218332,13.48077788511912,13.48077788511912,2.995442968673398,0.3013468542838003,0.3431995426634633,61.60920920417827,35.46669657469995,1.1487747525418297,0.4366456077021913,0.406232631293201,Nature,1,30,512,23141,True,4515,18056
-saugeen/M/short,TTM-R2,429.7865415555531,429.7865415555531,12.87617880389804,12.87617880389804,0.7543076513874725,0.3741984776281304,0.3622322353597975,8.790606974752798,20.731293774281266,0.6224156324027447,0.3865815158676399,0.3402124650401258,Nature,1,12,52,696,True,559,63
-saugeen/W/short,TTM-R2,1245.2074313066437,1245.2074313066437,16.921667659282683,16.921667659282683,1.3726144196481544,0.4374534917861674,0.4473308849178943,23.441278446721725,35.28749681270469,1.0651824337388456,0.5107946090906951,0.4449652484734065,Nature,1,8,52,3231,True,633,2532
-solar/10T/long,TTM-R2,24.106624968459617,24.106624968459617,2.274907917091668,2.274907917091668,0.9967629971059592,3.5460661134909155,1.485266335289733,23.020251915976047,4.909849790824524,1.061185422003298,0.4916849233410376,0.4864949311521215,Energy,1,720,1536,46800,True,1200942,50000
-solar/10T/medium,TTM-R2,22.675328474634977,22.675328474634977,2.2626503737366037,2.2626503737366037,0.9964435246334038,3.682353443607661,1.4885704961514463,22.60604427028864,4.761861870595888,1.0566760397842505,0.5020910940529146,0.4969546540739344,Energy,1,480,1536,47280,True,1227246,50000
-solar/10T/short,TTM-R2,18.18986335016142,18.18986335016142,1.8882772505212824,1.8882772505212824,0.8242733388399077,4.529708666092756,1.5142377470106416,18.87999783416226,4.264957602387323,1.2406756617906909,0.5492996287052052,0.5438311696411915,Energy,1,48,1536,51600,True,1369287,50000
-solar/D/short,TTM-R2,121475.94234583798,121475.94234583798,251.80065037861937,251.80065037861937,0.983329700327178,1.0234806179544629,0.4315540953588807,11.463944549407964,348.5339902302758,0.5035129036806506,0.3637661753938215,0.3026790772642457,Energy,1,30,90,305,True,4411,17098
-solar/H/long,TTM-R2,1433.5521865927371,1433.5521865927371,18.379803093302552,18.379803093302552,1.404319556197409,14.791187645029792,1.4590804342398966,33.44613403317858,37.86227920493875,1.3127542220782806,0.637261269484091,0.6070426439351164,Energy,1,720,1536,7320,True,119190,50000
-solar/H/medium,TTM-R2,1260.3570832123844,1260.3570832123844,16.143869952156933,16.143869952156933,1.236835907212823,9.13455202018815,1.4466055377864244,29.262671234336963,35.501508182222125,1.2788471856492558,0.5815398756535652,0.5594317517836956,Energy,1,480,1536,7800,True,145494,50000
-solar/H/short,TTM-R2,679.2118448892412,679.2118448892412,11.452339916929382,11.452339916929382,0.8811319325347442,4.951693154709561,1.414137694441523,19.22833705136635,26.06169305492721,0.9606426417086568,0.4221370441420566,0.4086000223429751,Energy,1,48,1536,7848,True,170482,50000
-solar/W/short,TTM-R2,1483383.111319217,1483383.111319217,910.7644108124894,910.7644108124894,0.9964112954738998,0.2015942514264415,0.1797747707268696,25.29607551768195,1217.942162550922,0.2486124454334966,0.1859097864808697,0.1713271204395393,Energy,1,8,52,44,True,260,14
-sz_taxi/15T/long,TTM-R2,18.88971030578781,18.88971030578781,3.0695779671652987,3.0695779671652987,0.5878725560105701,5556432642002.792,0.5340047144612867,7.224979770669387,4.346229435474824,0.4022792545343039,0.2841146687487923,0.2386006786721174,Transport,1,720,1536,2256,True,296,16
-sz_taxi/15T/medium,TTM-R2,16.39882923135458,16.39882923135458,2.800987388962407,2.800987388962407,0.5453092252850363,9948193259524.152,0.4113589773337562,6.066163262310245,4.049546793328184,0.3768779221436963,0.2606786292337821,0.2149692499086918,Transport,1,480,1536,2496,True,296,16
-sz_taxi/15T/short,TTM-R2,17.048315920397886,17.048315920397886,2.8013623594872508,2.8013623594872508,0.5605156933694326,1067939522103.7512,0.406705093062238,5.079523694281257,4.128960634396734,0.3860754620075483,0.2619393505909786,0.2104809215725871,Transport,1,48,1536,2640,True,31636,50000
-sz_taxi/H/short,TTM-R2,7.379044825662702,7.379044825662702,1.8870738831103355,1.8870738831103355,0.5757605277865321,0.8716845870909969,0.3081890049577074,5.080901439170924,2.716439733486223,0.2530531240190062,0.1757925771328986,0.141545966002123,Transport,1,48,512,648,True,1435,5117
-temperature_rain/D/short,TTM-R2,194.50302871134244,194.50302871134244,6.079708987622277,6.079708987622277,1.412977798224388,41.86091627143595,1.51455887311814,34.38417093311251,13.946434265121049,1.6418634501735585,0.7157422309323213,0.656265216764425,Nature,1,30,90,635,True,3149470,50000
-us_births/D/short,TTM-R2,191350.36152520575,191350.36152520575,263.86083821614585,263.86083821614585,0.3884755896720457,0.0255366320330654,0.0250423825591462,4.80824721593255,437.43612279418096,0.0410060869225552,0.0247348124755587,0.0204127443656561,Healthcare,1,30,512,6705,True,1227,4908
-us_births/M/short,TTM-R2,38197364.474487305,38197364.474487305,4520.766927083333,4520.766927083333,0.5114597475856147,0.0142461788809181,0.0141813270286441,4.157953542877262,6180.401643460343,0.0191962853671417,0.0140414712533213,0.0114450665117938,Healthcare,1,12,52,216,True,127,15
-us_births/W/short,TTM-R2,2760538.0309273857,2760538.0309273857,1253.249302455357,1253.249302455357,1.1392721120886458,0.0168702937680205,0.0169479904286968,13.192386624515793,1661.4866929733098,0.0225545189409892,0.0170127363941909,0.0142611268547496,Healthcare,1,8,52,931,True,778,87

results/TTMs/all_results.csv

@@ -1,98 +0,0 @@
-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_yearly/A/short,TTMs,4839935.5,4839935.5,1196.179443359375,5.112272262573242,0.232824757695198,0.2032455503940582,204.4908905029297,2199.9853515625,0.3527778387069702,0.1918129175901413,0.1918129175901413,Econ/Fin,1.0
-m4_quarterly/Q/short,TTMs,2172303.25,2172303.25,762.6624145507812,1.9847232103347776,0.1766680777072906,0.1416244357824325,79.38892364501953,1473.87353515625,0.2467004805803299,0.1276562511920929,0.1276562511920929,Econ/Fin,1.0
-m4_monthly/M/short,TTMs,2287464.25,2287464.25,733.611572265625,1.4358307123184204,0.2279524058103561,0.1735519915819168,57.4332275390625,1512.4365234375,0.3143362402915954,0.152469664812088,0.152469664812088,Econ/Fin,1.0
-m4_weekly/W/short,TTMs,422039.78125,422039.78125,342.1238708496094,2.8267741203308105,0.0932142734527587,0.0928001403808593,113.07096099853516,649.6458740234375,0.1183554157614708,0.0623296685516834,0.0623296722769737,Econ/Fin,1.0
-m4_daily/D/short,TTMs,411048.875,411048.875,216.05897521972656,4.402057647705078,0.0544536747038364,0.040205355733633,176.08229064941406,641.1309204101562,0.0990370139479637,0.0333751402795314,0.0333751402795314,Econ/Fin,1.0
-m4_hourly/H/short,TTMs,1733123.125,1733123.125,274.3367919921875,2.284323215484619,0.1546705365180969,0.1287814080715179,91.3729248046875,1316.4813232421875,0.1797287613153457,0.0374530255794525,0.0374530255794525,Econ/Fin,1.0
-electricity/15T/short,TTMs,257502.15625,257502.15625,88.42657470703125,1.5933691263198853,0.2426293641328811,0.2388309836387634,63.73476409912109,507.44671630859375,1.0002775192260742,0.1743062138557434,0.1743062138557434,Energy,1.0
-electricity/H/short,TTMs,1847637.375,1847637.375,209.80812072753903,1.1588753461837769,0.2957945764064789,0.1582918018102646,46.35501480102539,1359.2783203125,0.6416764259338379,0.099044419825077,0.099044419825077,Energy,1.0
-electricity/D/short,TTMs,2313620736.0,2313620736.0,5347.56494140625,1.626549243927002,0.6676267981529236,0.1234149485826492,65.06197357177734,48100.11328125,0.7904446125030518,0.0878782495856285,0.0878782570362091,Energy,1.0
-electricity/W/short,TTMs,401613684736.0,401613684736.0,71897.9140625,2.820096492767334,0.3193942010402679,0.1503859013319015,112.8038558959961,633729.9375,1.44596266746521,0.1640473157167434,0.1640473008155822,Energy,1.0
-solar/10T/short,TTMs,24.345251083374023,24.345251083374023,2.662130355834961,1.1646230220794678,5.660563945770264,1.5489561557769775,46.584922790527344,4.934090614318848,1.4353264570236206,0.7744134068489075,0.7744134068489075,Energy,1.0
-solar/H/short,TTMs,620.20068359375,620.20068359375,12.117817878723145,0.9356493949890136,4.952815055847168,1.4163239002227783,37.42597579956055,24.903827667236328,0.9179633855819702,0.446666806936264,0.446666806936264,Energy,1.0
-solar/D/short,TTMs,118481.9609375,118481.9609375,253.32144165039065,0.9883174300193788,1.0210517644882202,0.4342885315418243,39.53269577026367,344.21209716796875,0.4972692430019378,0.3659631907939911,0.3659631907939911,Energy,1.0
-solar/W/short,TTMs,7674999.5,7674999.5,2448.83447265625,2.70544981956482,0.5475783348083496,0.4141778945922851,108.2179946899414,2770.37890625,0.5655035972595215,0.4998683333396911,0.4998683035373688,Energy,1.0
-hospital/M/short,TTMs,12836.142578125,12836.142578125,32.64528274536133,0.9913527369499208,0.2491465359926223,0.203258529305458,39.654109954833984,113.29669952392578,0.4112933278083801,0.1185099557042121,0.1185099706053733,Healthcare,1.0
-covid_deaths/D/short,TTMs,1131897.75,1131897.75,222.81866455078125,44.56435394287109,0.1296754330396652,0.4075009226799011,1782.57421875,1063.9068603515625,0.4003001153469085,0.0838366076350212,0.0838366150856018,Healthcare,1.0
-us_births/D/short,TTMs,1401044.5,1401044.5,1088.5601806640625,1.6032034158706665,0.1065103560686111,0.1045429110527038,64.12813568115234,1183.6572265625,0.1109582632780075,0.1020436882972717,0.1020436808466911,Healthcare,1.0
-us_births/M/short,TTMs,368808928.0,368808928.0,14531.2119140625,1.643504619598389,0.0464245378971099,0.0449309945106506,65.74018096923828,19204.3984375,0.0596487298607826,0.0451338477432727,0.0451338477432727,Healthcare,1.0
-us_births/W/short,TTMs,6060797.0,6060797.0,1816.890869140625,1.6510907411575315,0.0242670644074678,0.0244892444461584,66.04362487792969,2461.86865234375,0.0334196239709854,0.0246641151607036,0.0246641170233488,Healthcare,1.0
-saugeen/D/short,TTMs,1217.6488037109375,1217.6488037109375,18.195556640625,4.038330078125,0.736946702003479,0.5322720408439636,161.533203125,34.89482498168945,1.1302517652511597,0.589358389377594,0.589358389377594,Nature,1.0
-saugeen/M/short,TTMs,403.4919128417969,403.4919128417969,12.90295696258545,0.7559629678726196,0.430253803730011,0.3774499595165252,30.2385196685791,20.087108612060547,0.6030752658843994,0.3873854875564575,0.3873854577541351,Nature,1.0
-saugeen/W/short,TTMs,1417.9427490234375,1417.9427490234375,22.10640335083008,1.7919658422470093,0.9105833172798156,0.621161162853241,71.67863464355469,37.65558242797852,1.1366649866104126,0.6673001646995544,0.6673002243041992,Nature,1.0
-temperature_rain/D/short,TTMs,164.8345947265625,164.8345947265625,6.6282057762146,1.636677384376526,95.407470703125,1.397904634475708,65.46709442138672,12.838791847229004,1.511465311050415,0.7803150415420532,0.7803150415420532,Nature,1.0
-kdd_cup_2018/H/short,TTMs,4423.197265625,4423.197265625,24.123720169067383,0.9970476627349854,1.096936583518982,0.5092742443084717,39.88190841674805,66.50711822509766,1.392114520072937,0.504953145980835,0.504953145980835,Nature,1.0
-kdd_cup_2018/D/short,TTMs,2660.199462890625,2660.199462890625,20.4514102935791,1.1857279539108276,0.5912871360778809,0.4502138793468475,47.42911911010742,51.57712173461914,1.15538227558136,0.4581333100795746,0.4581332802772522,Nature,1.0
-car_parts/M/short,TTMs,1.949265718460083,1.949265718460083,0.7429021596908569,1.3475180864334106,0.5989811420440674,1.742508053779602,53.900726318359375,1.3961610794067385,3.347851037979126,1.7814031839370728,1.7814030647277832,Sales,1.0
-restaurant/D/short,TTMs,189.1906890869141,189.1906890869141,8.840666770935059,0.8296910524368286,0.9069666266441344,0.4570354223251343,33.18764114379883,13.754660606384276,0.633021354675293,0.4068679809570312,0.4068679809570312,Sales,1.0
-hierarchical_sales/D/short,TTMs,28.03666305541992,28.03666305541992,2.56404709815979,0.8271127343177795,0.8048070073127747,0.9882603287696838,33.084510803222656,5.294965744018555,1.624436855316162,0.7866212129592896,0.7866212129592896,Sales,1.0
-hierarchical_sales/W/short,TTMs,564.8724365234375,564.8724365234375,12.2916898727417,0.9056759476661682,1.0096296072006226,0.5597119331359863,36.22703552246094,23.76704406738281,1.0911566019058228,0.564317524433136,0.564317524433136,Sales,1.0
-loop_seattle/5T/short,TTMs,82.84699249267578,82.84699249267578,5.735431671142578,0.8927099704742432,0.1390590518712997,0.117562897503376,35.708396911621094,9.102032661437988,0.1560797691345214,0.0983499959111213,0.0983499959111213,Transport,1.0
-loop_seattle/H/short,TTMs,78.17028045654297,78.17028045654297,5.784073352813721,1.1600669622421265,0.1653453558683395,0.1292116194963455,46.402679443359375,8.841395378112793,0.1565016955137252,0.102383978664875,0.102383978664875,Transport,1.0
-loop_seattle/D/short,TTMs,39.735931396484375,39.735931396484375,5.312212944030762,1.637539029121399,0.100871056318283,0.0958108827471733,65.50155639648438,6.303644180297852,0.1126545518636703,0.0949363484978675,0.0949363484978675,Transport,1.0
-sz_taxi/15T/short,TTMs,18.08315086364746,18.08315086364746,2.9162304401397705,0.5838834047317505,1241597870080.0,0.4137653708457947,23.355337142944336,4.252429008483887,0.397620290517807,0.2726800143718719,0.2726800143718719,Transport,1.0
-sz_taxi/H/short,TTMs,7.639774799346924,7.639774799346924,1.977967381477356,0.6016649603843689,1.2737908363342283,0.3176651895046234,24.06659889221192,2.76401424407959,0.2574849724769592,0.1842598617076873,0.1842598617076873,Transport,1.0
-m_dense/H/short,TTMs,61866.4765625,61866.4765625,125.69860076904295,1.0748567581176758,0.4138478338718414,0.2934266030788421,42.99427032470703,248.729721069336,0.4411845505237579,0.2229579836130142,0.2229579985141754,Transport,1.0
-m_dense/D/short,TTMs,18425.615234375,18425.615234375,86.44058990478516,1.195383071899414,0.2065937370061874,0.1755319833755493,47.81532287597656,135.74098205566406,0.2349877208471298,0.1496414542198181,0.1496414393186569,Transport,1.0
-ett1/15T/short,TTMs,7.1254191398620605,7.1254191398620605,1.507292866706848,0.929407835006714,0.4586927890777588,0.3414961099624634,37.17631530761719,2.6693480014801025,0.5046178698539734,0.2849410772323608,0.2849410772323608,Energy,7.0
-ett1/H/short,TTMs,106.6740493774414,106.6740493774414,5.530933856964111,0.9026903510093688,0.49075448513031,0.2867715656757355,36.10761260986328,10.328312873840332,0.4820646345615387,0.2581512928009033,0.2581512928009033,Energy,7.0
-ett1/D/short,TTMs,56256.45703125,56256.45703125,158.85206604003906,1.9342973232269287,1.07516610622406,0.5437031984329224,77.37189483642578,237.18443298339844,0.6229727864265442,0.4172302186489105,0.4172302186489105,Energy,7.0
-ett1/W/short,TTMs,1469617.875,1469617.875,879.71875,1.447729229927063,0.7957108616828918,0.4806247055530548,57.9091682434082,1212.2779541015625,0.4823943376541137,0.3500610888004303,0.3500610888004303,Energy,7.0
-ett2/15T/short,TTMs,9.67288589477539,9.67288589477539,2.0208580493927,0.8757458925247192,0.122892290353775,0.1461191624403,35.02983856201172,3.110126256942749,0.1476487666368484,0.0959373190999031,0.0959373190999031,Energy,7.0
-ett2/H/short,TTMs,120.1141357421875,120.1141357421875,6.845362663269043,0.7833001017570496,0.1272993832826614,0.1162665784358978,31.332002639770508,10.959659576416016,0.1389989703893661,0.0868182405829429,0.0868182480335235,Energy,7.0
-ett2/D/short,TTMs,116203.3046875,116203.3046875,213.6118621826172,1.5472772121429443,0.4215363562107086,0.1568193733692169,61.891090393066406,340.88604736328125,0.1950980871915817,0.1222556978464126,0.1222556978464126,Energy,7.0
-ett2/W/short,TTMs,8909286.0,8909286.0,2076.41357421875,1.2180850505828855,0.2469210624694824,0.2033569812774658,48.72340393066406,2984.8427734375,0.2503825426101684,0.1741792559623718,0.1741792559623718,Energy,7.0
-jena_weather/10T/short,TTMs,782.1746826171875,782.1746826171875,7.494993209838867,0.3400033116340637,0.4026773571968078,0.5611201524734497,13.60013198852539,27.96738624572754,0.1737125217914581,0.0465533025562763,0.046553298830986,Nature,21.0
-jena_weather/H/short,TTMs,1094.249755859375,1094.249755859375,9.976097106933594,0.5863804817199707,1.7231212854385376,0.6161960363388062,23.455219268798828,33.079444885253906,0.2027748823165893,0.0611528344452381,0.0611528381705284,Nature,21.0
-jena_weather/D/short,TTMs,718.0636596679688,718.0636596679688,15.289955139160156,2.276055097579956,1.530358076095581,0.4862256646156311,91.04220581054688,26.796709060668945,0.1613599956035614,0.0920705199241638,0.0920705199241638,Nature,21.0
-bitbrains_fast_storage/5T/short,TTMs,1628531.125,1628531.125,187.12472534179688,1.171704649925232,2.403828859329224,0.7738839983940125,46.86818313598633,1276.13916015625,4.00676155090332,0.5875253677368164,0.5875253677368164,Web/CloudOps,2.0
-bitbrains_fast_storage/H/short,TTMs,2192248.25,2192248.25,295.1697998046875,1.3008264303207395,4.625766277313232,0.6319354772567749,52.03305816650391,1480.624267578125,4.220260143280029,0.8413297533988953,0.8413297533988953,Web/CloudOps,2.0
-bitbrains_rnd/5T/short,TTMs,1510926.75,1510926.75,147.6888885498047,2.705741167068481,1.7197303771972656,0.7114022970199585,108.22964477539062,1229.1976318359375,5.029521465301514,0.604300320148468,0.604300320148468,Web/CloudOps,2.0
-bitbrains_rnd/H/short,TTMs,1933281.5,1933281.5,244.4737243652344,5.975783824920654,5.3333740234375,0.6560726165771484,239.0313415527344,1390.4249267578125,6.085179805755615,1.0699366331100464,1.0699366331100464,Web/CloudOps,2.0
-bizitobs_application/10S/short,TTMs,6637856.5,6637856.5,1252.2286376953125,4.147694110870361,0.059621375054121,0.0600129775702953,165.9077606201172,2576.40380859375,0.0993615984916687,0.0482934527099132,0.0482934489846229,Web/CloudOps,2.0
-bizitobs_service/10S/short,TTMs,27536.26171875,27536.26171875,59.36934661865234,2.4597558975219727,0.4024703204631805,0.1219735294580459,98.3902359008789,165.94053649902344,0.1229340583086013,0.0439827106893062,0.0439827106893062,Web/CloudOps,2.0
-bizitobs_l2c/5T/short,TTMs,23.40999794006348,23.40999794006348,2.9665751457214355,0.308409571647644,0.1606444716453552,0.2220607250928878,12.336382865905762,4.838387966156006,0.1661698222160339,0.1018841937184333,0.1018842011690139,Web/CloudOps,7.0
-bizitobs_l2c/H/short,TTMs,205.36241149902344,205.36241149902344,9.765654563903809,0.9571609497070312,1.011512279510498,0.8193023204803467,38.28643798828125,14.33047103881836,0.7724491357803345,0.5263938307762146,0.5263938307762146,Web/CloudOps,7.0
-electricity/15T/medium,TTMs,651701.3125,651701.3125,105.96629333496094,1.6732470989227295,0.2470926195383072,0.2312248647212982,66.92987823486328,807.2802124023438,1.3910250663757324,0.1825906038284301,0.1825905889272689,Energy,1.0
-electricity/H/medium,TTMs,6365218.5,6365218.5,276.15478515625,1.2359539270401,0.3267567455768585,0.1584555804729461,49.43815612792969,2522.9384765625,0.9847859740257264,0.1077923104166984,0.107792317867279,Energy,1.0
-solar/10T/medium,TTMs,26.01571273803711,26.01571273803711,2.7237861156463623,1.1924405097961426,3.2334301471710205,1.5169990062713623,47.6976203918457,5.100560188293457,1.1318345069885254,0.6044189929962158,0.6044189929962158,Energy,1.0
-solar/H/medium,TTMs,660.3209228515625,660.3209228515625,12.42536163330078,0.9503023624420166,5.636295795440674,1.412003517150879,38.01209259033203,25.69671058654785,0.925655484199524,0.4475905001163482,0.447590559720993,Energy,1.0
-kdd_cup_2018/H/medium,TTMs,4856.63623046875,4856.63623046875,25.49256134033203,1.081132888793945,1.1571370363235474,0.5635550618171692,43.24531936645508,69.68956756591797,1.458728909492493,0.5336055159568787,0.5336055159568787,Nature,1.0
-loop_seattle/5T/medium,TTMs,283.7026062011719,283.7026062011719,12.758612632751465,1.9841841459274288,0.320991039276123,0.2810423076152801,79.36736297607422,16.843473434448242,0.2996800243854522,0.2270019352436065,0.2270019352436065,Transport,1.0
-loop_seattle/H/medium,TTMs,90.72705841064452,90.72705841064452,6.5600266456604,1.3280991315841677,0.1687787175178527,0.143565759062767,53.12396240234375,9.52507495880127,0.1683546304702758,0.1159477308392524,0.1159477308392524,Transport,1.0
-sz_taxi/15T/medium,TTMs,18.11094856262207,18.11094856262207,2.979530096054077,0.5815892219543457,12430919860224.0,0.4278164207935333,23.263568878173828,4.255696296691895,0.3960635662078857,0.2772950232028961,0.2772950232028961,Transport,1.0
-m_dense/H/medium,TTMs,56997.91015625,56997.91015625,121.361083984375,1.0112087726593018,0.4383679628372192,0.2912840247154236,40.4483528137207,238.7423553466797,0.415381520986557,0.2111529558897018,0.2111529558897018,Transport,1.0
-ett1/15T/medium,TTMs,15.956341743469238,15.956341743469238,2.393866777420044,1.4170336723327637,0.7636879682540894,0.5661241412162781,56.68134689331055,3.994539022445679,0.7613630890846252,0.4562734067440033,0.4562733471393585,Energy,7.0
-ett1/H/medium,TTMs,147.88861083984375,147.88861083984375,7.473272800445557,1.3740049600601196,4030999822336.0,0.4816672801971435,54.96020126342773,12.160945892333984,0.5824804902076721,0.3579520583152771,0.3579520285129547,Energy,7.0
-ett2/15T/medium,TTMs,15.00575351715088,15.00575351715088,2.521174669265747,1.052714705467224,0.1634148955345153,0.1984668672084808,42.10858917236328,3.873726129531861,0.2064378708600998,0.1343579590320587,0.1343579739332199,Energy,7.0
-ett2/H/medium,TTMs,305.8819885253906,305.8819885253906,11.393686294555664,1.2107949256896973,0.1966899782419204,0.2058309763669967,48.43179702758789,17.48948097229004,0.2356820106506347,0.15353724360466,0.15353724360466,Energy,7.0
-jena_weather/10T/medium,TTMs,1537.4500732421875,1537.4500732421875,11.29836082458496,0.680471658706665,0.9417414665222168,0.6616309285163879,27.218868255615234,39.210330963134766,0.2406331300735473,0.0693378448486328,0.0693378448486328,Nature,21.0
-jena_weather/H/medium,TTMs,1495.2928466796875,1495.2928466796875,12.530884742736816,0.8401451706886292,3.385291337966919,0.6819665431976318,33.60580825805664,38.66901779174805,0.2366225719451904,0.0766787081956863,0.0766787081956863,Nature,21.0
-bitbrains_fast_storage/5T/medium,TTMs,2465359.25,2465359.25,268.6639404296875,2.242617607116699,3.788220882415772,0.819374680519104,89.70470428466797,1570.146240234375,4.770537853240967,0.8162752389907837,0.8162752389907837,Web/CloudOps,2.0
-bitbrains_rnd/5T/medium,TTMs,2117112.5,2117112.5,198.3486785888672,7.39147138595581,2.527876615524292,0.7744432091712952,295.6588439941406,1455.030029296875,6.122053146362305,0.8345540761947632,0.8345540761947632,Web/CloudOps,2.0
-bizitobs_application/10S/medium,TTMs,52785060.0,52785060.0,4526.90380859375,13.303730010986328,0.1894544214010238,0.1915669292211532,532.149169921875,7265.33251953125,0.2852882444858551,0.1777581870555877,0.1777581870555877,Web/CloudOps,2.0
-bizitobs_service/10S/medium,TTMs,191248.296875,191248.296875,196.9491271972656,7.098899841308594,1.7195463180541992,0.2512445151805877,283.9559936523437,437.3194274902344,0.3291369080543518,0.1482285559177398,0.1482285559177398,Web/CloudOps,2.0
-bizitobs_l2c/5T/medium,TTMs,200.64273071289065,200.64273071289065,10.290497779846191,1.0041199922561646,0.6574810743331909,1.018429160118103,40.164798736572266,14.164841651916504,0.7452789545059204,0.5414315462112427,0.5414315462112427,Web/CloudOps,7.0
-bizitobs_l2c/H/medium,TTMs,281.8178405761719,281.8178405761719,13.066701889038086,1.2794169187545776,1.4472025632858276,1.070118427276611,51.17667770385742,16.787431716918945,1.016504406929016,0.7912086248397827,0.7912086844444275,Web/CloudOps,7.0
-electricity/15T/long,TTMs,1342790.5,1342790.5,123.45643615722656,1.7905689477920532,0.2591364085674286,0.2366401106119156,71.62275695800781,1158.788330078125,1.8281307220458984,0.1947676688432693,0.1947676688432693,Energy,1.0
-electricity/H/long,TTMs,9800309.0,9800309.0,320.5233764648437,1.3680378198623655,0.3523074686527252,0.171502023935318,54.72151565551758,3130.544677734375,1.2346858978271484,0.1264143288135528,0.1264143288135528,Energy,1.0
-solar/10T/long,TTMs,27.684722900390625,27.684722900390625,2.788307905197144,1.218901753425598,2.6426501274108887,1.5232243537902832,48.75607299804688,5.261627197265625,1.137216567993164,0.602648138999939,0.602648138999939,Energy,1.0
-solar/H/long,TTMs,689.2293701171875,689.2293701171875,13.81916046142578,1.0523871183395386,6.962733268737793,1.4221395254135132,42.095481872558594,26.253177642822266,0.9102455377578736,0.4791354835033417,0.4791354835033417,Energy,1.0
-kdd_cup_2018/H/long,TTMs,3769.7626953125,3769.7626953125,23.29082298278809,1.0037591457366943,1.1482057571411133,0.5922478437423706,40.15036392211914,61.39839553833008,1.4406543970108032,0.5464968085289001,0.5464968085289001,Nature,1.0
-loop_seattle/5T/long,TTMs,265.4754333496094,265.4754333496094,12.66295337677002,1.972639441490173,0.3322114944458008,0.2708892822265625,78.90557861328125,16.29341697692871,0.288070946931839,0.2238836139440536,0.2238836139440536,Transport,1.0
-loop_seattle/H/long,TTMs,78.83251953125,78.83251953125,5.85994291305542,1.2037372589111328,0.184073269367218,0.1325975954532623,48.14948654174805,8.878767967224121,0.1586754769086837,0.1047250255942344,0.1047250181436538,Transport,1.0
-sz_taxi/15T/long,TTMs,16.81537437438965,16.81537437438965,2.87433123588562,0.5435872673988342,8260150624256.0,0.4148517251014709,21.74349021911621,4.10065507888794,0.3795493543148041,0.2660429775714874,0.2660429775714874,Transport,1.0
-m_dense/H/long,TTMs,60970.38671875,60970.38671875,126.48969268798828,1.0458335876464844,0.45860356092453,0.2954391837120056,41.833343505859375,246.9218292236328,0.4274581670761108,0.2189723551273346,0.2189723551273346,Transport,1.0
-ett1/15T/long,TTMs,16.58780860900879,16.58780860900879,2.484389305114746,1.488469123840332,0.8089041709899902,0.5957595705986023,59.53876495361328,4.072813510894775,0.7762822508811951,0.4735270738601684,0.4735270738601684,Energy,7.0
-ett1/H/long,TTMs,149.5264892578125,149.5264892578125,7.462743759155273,1.3938250541687012,2593034338304.0,0.4885442852973938,55.75300216674805,12.228102684020996,0.5855773687362671,0.3573746383190155,0.3573746681213379,Energy,7.0
-ett2/15T/long,TTMs,15.252047538757324,15.252047538757324,2.600973129272461,1.0827611684799194,0.167321115732193,0.2018365561962127,43.31044769287109,3.905386924743652,0.2081251442432403,0.1386105716228485,0.1386105567216873,Energy,7.0
-ett2/H/long,TTMs,288.520751953125,288.520751953125,11.162341117858888,1.2191311120986938,0.208345890045166,0.214778259396553,48.76524353027344,16.985898971557617,0.2326088100671768,0.1528596729040146,0.1528596729040146,Energy,7.0
-jena_weather/10T/long,TTMs,1562.930419921875,1562.930419921875,11.357297897338867,0.6737896203994751,0.8498238921165466,0.6583142876625061,26.95158576965332,39.53391647338867,0.2419148087501526,0.069497250020504,0.0694972574710846,Nature,21.0
-jena_weather/H/long,TTMs,1302.5177001953125,1302.5177001953125,14.308568954467772,1.0584625005722046,3.396106243133545,0.6726809144020081,42.3385009765625,36.09041213989258,0.2173042595386505,0.0861534401774406,0.08615343272686,Nature,21.0
-bitbrains_fast_storage/5T/long,TTMs,3354402.25,3354402.25,356.4161071777344,2.0263211727142334,4.350730895996094,0.8388842344284058,81.05284118652344,1831.5028076171875,4.840115070343018,0.9419013857841492,0.9419013261795044,Web/CloudOps,2.0
-bitbrains_rnd/5T/long,TTMs,1939892.375,1939892.375,193.2017059326172,6.739154815673828,2.378561496734619,0.7550832629203796,269.5661926269531,1392.8001708984375,5.335503578186035,0.7401121854782104,0.7401122450828552,Web/CloudOps,2.0
-bizitobs_application/10S/long,TTMs,63951968.0,63951968.0,5090.4970703125,11.375816345214844,0.1536046713590622,0.169856384396553,455.03265380859375,7996.99755859375,0.3084122240543365,0.1963201314210891,0.1963201314210891,Web/CloudOps,2.0
-bizitobs_service/10S/long,TTMs,310560.65625,310560.65625,242.35232543945312,6.615731239318848,0.4960593283176422,0.2466846257448196,264.6292419433594,557.2796630859375,0.4128506183624267,0.1795423477888107,0.1795423477888107,Web/CloudOps,2.0
-bizitobs_l2c/5T/long,TTMs,370.515869140625,370.515869140625,14.165494918823242,1.3303046226501465,0.9395979642868042,1.1797410249710083,53.212188720703125,19.248788833618164,1.0807907581329346,0.7953713536262512,0.7953712940216064,Web/CloudOps,7.0
-bizitobs_l2c/H/long,TTMs,224.97149658203125,224.97149658203125,11.681208610534668,1.1981686353683472,1.655575394630432,0.9281730651855468,47.92674255371094,14.99905014038086,0.9161852598190308,0.7135218977928162,0.7135219573974609,Web/CloudOps,7.0

results/visionts/config.json

@@ -1,5 +1,6 @@
 {
     "model": "VisionTS",
     "model_type": "pretrained",
-    "model_dtype": "float32"
+    "model_dtype": "float32",
+    "model_link": "https://github.com/Keytoyze/VisionTS"
 }