Add TimesFM-2.5 results

results/TimesFM-2.5/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,TimesFM-2.5,3968779.822756159,3968779.822756159,953.2987398798642,3.5746010048672225,0.17252063438504306,0.16117622395634967,42.23022041922721,1992.179666284183,0.3194552439262296,0.15286587180709002,0.12711092791527298,Econ/Fin,1
+electricity/W/short,TimesFM-2.5,33954992519.14955,33954992519.14955,25325.864864864863,1.3967853300134194,0.12850979827411782,0.08910185097975712,10.980216234144839,184268.80506246723,0.4204406042476741,0.05778526605883745,0.04606456098528357,Energy,1
+ett1/W/short,TimesFM-2.5,1001010.3571428572,1001010.3571428572,809.7381417410714,1.4441483369953474,0.6339326586042132,0.5109938893999372,8.298726760870942,1000.5050510331555,0.39812483960946055,0.32221413322544384,0.24052818697627457,Energy,7
+ett2/W/short,TimesFM-2.5,3417968.285714286,3417968.285714286,1252.2313058035713,0.8412490672071247,0.13135623931884766,0.14454969338008336,8.118279344541653,1848.7748066528509,0.15508386283292705,0.1050430086809398,0.08693052088780598,Energy,7
+hierarchical_sales/W/short,TimesFM-2.5,469.1105336334746,469.1105336334746,9.0145263671875,0.7191135875727374,0.5282080025007649,0.4589081780385163,6.710618756079831,21.658959661846055,0.9943734322605166,0.4138613148503897,0.34775590836952114,Sales,1
+m4_quarterly/Q/short,TimesFM-2.5,1830040.7706666666,1830040.7706666666,566.2758040364583,1.2049703896311814,0.11188401269912719,0.10345247332255046,9.87322457721087,1352.7899950349524,0.22643322331112486,0.09478459780282542,0.07606786007572805,Econ/Fin,1
+saugeen/W/short,TimesFM-2.5,967.25107421875,967.25107421875,15.383941650390625,1.2478244362544069,0.4173621654510498,0.41068339347839355,12.957193485059104,31.10066035020398,0.9387992936576998,0.4643770708541647,0.37806356455022827,Nature,1
+solar/W/short,TimesFM-2.5,2053658.1605839415,2053658.1605839415,1162.6410812043796,1.2791753235012961,0.2676908395586223,0.2258254837815779,6.8038428993346765,1433.0590220168679,0.2925231746374103,0.23732411213539895,0.17045972695719927,Energy,1
+us_births/W/short,TimesFM-2.5,2417059.4285714286,2417059.4285714286,1195.552455357143,1.0865839544744331,0.016139235879693712,0.01620925111430032,7.075571049667237,1554.6894958709372,0.021104757462262373,0.016229507352263858,0.01275577112614316,Healthcare,1
+car_parts/M/short,TimesFM-2.5,1.339460088862387,1.339460088862387,0.463792010545889,0.8384127237589201,0.778507525928713,1.829889115650894,15.66418845184222,1.1573504606913099,2.7752076832186967,1.1121256653007028,0.9421112990920802,Sales,1
+hospital/M/short,TimesFM-2.5,2819.2294654498046,2819.2294654498046,17.944049462190353,0.7589560550538742,0.19105574215354737,0.17283751725217975,5.046685729393158,53.096416691240144,0.1927523223295072,0.06514106641029434,0.05070281221663658,Healthcare,1
+saugeen/M/short,TimesFM-2.5,392.646484375,392.646484375,12.191250755673362,0.7143579153975297,0.3479558172680083,0.3564650671822684,4.918596428533239,19.8153093434092,0.5949150318604098,0.36601792109503534,0.2979973343270517,Nature,1
+us_births/M/short,TimesFM-2.5,41875856.0,41875856.0,5386.484375,0.6082879638609939,0.016612852613131206,0.01679656406243642,4.3013148773958045,6471.155692764624,0.02009936546194479,0.016730383744163482,0.012589306470978744,Healthcare,1
+m4_weekly/W/short,TimesFM-2.5,243507.58945789587,243507.58945789587,254.57879794300408,2.002006738398413,0.0620477094828048,0.06214771716222279,15.567259885908687,493.46488168652473,0.0899016540506798,0.04638031169125618,0.03672889993922486,Econ/Fin,1
+m4_daily/D/short,TimesFM-2.5,357812.1862854439,357812.1862854439,178.28089804276928,3.2973720846324865,0.03944506479697969,0.030716751373496262,25.289477981396118,598.174043473506,0.09240135890228973,0.027539471873125634,0.02170887240038401,Econ/Fin,1
+m4_monthly/M/short,TimesFM-2.5,1913012.8705555554,1913012.8705555554,568.2958120659722,0.9461520763200302,0.16367346827189128,0.13421268512584544,7.807885830350579,1383.1170849048012,0.28745921332034574,0.1181113796168424,0.09402596823179095,Econ/Fin,1
+covid_deaths/D/short,TimesFM-2.5,488996.0581453634,488996.0581453634,112.37994204260652,36.90652519783753,0.09635046916693711,0.140087063029661,787.7337998798989,699.2825309882719,0.2631084553844905,0.042283500097222745,0.03520733321768402,Healthcare,1
+electricity/D/short,TimesFM-2.5,1280911090.9186306,1280911090.9186306,4179.362306306306,1.376394006228205,0.4039522552711184,0.09069691375583717,11.162884282948307,35789.818257692095,0.5881455722977507,0.06868080239423598,0.05412539110984307,Energy,1
+ett1/D/short,TimesFM-2.5,52789.36507936508,52789.36507936508,150.3059523809524,1.7128243257015157,1.458841765873016,0.4725104437934028,10.795936587971358,229.75936342043838,0.6034705892197278,0.3947835696279482,0.2995758069334773,Energy,7
+ett2/D/short,TimesFM-2.5,101776.23492063492,101776.23492063492,190.6203621031746,1.2742572379259611,0.4289772639198909,0.1325021531846788,12.658773761919827,319.0238782922603,0.1825857827077706,0.10909706258025628,0.09198037762452532,Energy,7
+hierarchical_sales/D/short,TimesFM-2.5,28.97277025630426,28.97277025630426,2.310100700186027,0.7450299152621455,0.6223225357596032,1.0400629635148535,7.220078385362829,5.382635995151841,1.6513331142148036,0.7087133119950793,0.5736083169156433,Sales,1
+jena_weather/D/short,TimesFM-2.5,375.2297123015873,375.2297123015873,9.433528645833333,0.9881361987704972,0.6427340693078468,0.44242650592137894,6.275877127658018,19.37084696913347,0.116644158935524,0.05680526083556301,0.04450014058691751,Nature,21
+kdd_cup_2018/D/short,TimesFM-2.5,2890.372764146552,2890.372764146552,21.100617561008047,1.1915478125321073,0.5224141515912794,0.4641057599200412,9.315328509011994,53.76218712205217,1.2043300408538107,0.47267622412009197,0.3752128249284657,Nature,1
+loop_seattle/D/short,TimesFM-2.5,16.954627837977295,16.954627837977295,2.8356732536764704,0.8626503798094816,0.0531549569869066,0.05225526162099297,6.654660729601823,4.117599766608855,0.07358701485670618,0.050677273575549284,0.040881989395164374,Transport,1
+m_dense/D/short,TimesFM-2.5,7833.57037037037,7833.57037037037,43.863246527777775,0.6614871883280495,0.12206315251966156,0.09669913963035301,7.499356335144781,88.50745940524092,0.15321950419869124,0.07593376796366513,0.06262679111637355,Transport,1
+restaurant/D/short,TimesFM-2.5,140.26725506677874,140.26725506677874,7.113218863827402,0.6817651803581497,0.672049024586719,0.39261853007962083,4.655271897681685,11.843447769411522,0.5450629073410869,0.3273668132758502,0.2565109173699536,Sales,1
+saugeen/D/short,TimesFM-2.5,1089.804375,1089.804375,12.220719401041666,2.7150354225140947,0.27541824340820314,0.3160841369628906,29.34069807619617,33.01218525029811,1.0692725459192864,0.39583201317456074,0.3334447865947913,Nature,1
+solar/D/short,TimesFM-2.5,132874.1216545012,132874.1216545012,252.92551703163016,0.9852001248980804,1.096399549498175,0.4259804533055809,6.236162946245026,364.5190278359982,0.5266058384471678,0.36539122457291817,0.282132009142779,Energy,1
+temperature_rain/D/short,TimesFM-2.5,186.78465516533322,186.78465516533322,5.805680490917364,1.3471367892505408,21.423586487204133,1.4632016736168019,21.248662959386536,13.66691827609038,1.608957605174183,0.6834820835516865,0.5531139937752197,Nature,1
+us_births/D/short,TimesFM-2.5,157681.28,157681.28,232.9815625,0.3429802957289049,0.022539599736531576,0.022174895604451496,3.6081882000067926,397.09102231100616,0.03722406113386493,0.02184013094803981,0.018176382837871884,Healthcare,1
+bitbrains_fast_storage/5T/short,TimesFM-2.5,1551046.7231364634,1551046.7231364634,156.93641081467695,0.7111346915871751,2.084529976047417,0.6547266354579385,13.67728689253313,1245.410262980221,3.910280264568912,0.4927415232089318,0.3972588797180351,Web/CloudOps,2
+bitbrains_fast_storage/H/short,TimesFM-2.5,3913275.4918301073,3913275.4918301073,371.2564840757782,1.0595267693966375,5.106235520697134,0.48342517907401633,20.054053739570602,1978.2000636513253,5.638512621530631,1.0582015488476546,0.7823841680489255,Web/CloudOps,2
+bitbrains_rnd/5T/short,TimesFM-2.5,1513638.7558408459,1513638.7558408459,117.6014834052131,1.657069216715042,1.1087619891569254,0.5783237763087733,53.280834266860396,1230.3002706009804,5.034033519329187,0.4811913185189265,0.407886182497497,Web/CloudOps,2
+bitbrains_rnd/H/short,TimesFM-2.5,1813002.1042581305,1813002.1042581305,150.79917203017774,5.851180132676808,1.460220402267021,0.5174088677303353,207.67049567801752,1346.4776657108466,5.892845311867718,0.6599709869397857,0.6099774852778457,Web/CloudOps,2
+bizitobs_l2c/5T/short,TimesFM-2.5,20.796484375,20.796484375,2.631097121465774,0.2741012438522254,0.14270905494985106,0.16538955000808847,2.013703845534267,4.5603162582215715,0.15661971907450054,0.09036252502856015,0.07211338271113545,Web/CloudOps,7
+bizitobs_l2c/H/short,TimesFM-2.5,47.761645120287696,47.761645120287696,4.257519918774801,0.42609815531255246,0.3995344495887665,0.5085681733630952,2.7225835220301575,6.910980040507113,0.3725195235091099,0.22949122731891952,0.17948148016354798,Web/CloudOps,7
+electricity/15T/short,TimesFM-2.5,163057.3105518018,163057.3105518018,58.07214773367117,1.0813719758872353,0.18559918853932805,0.16279361898251307,12.475559481195296,403.80355440709263,0.7959764011378097,0.11447165002611698,0.09543840899225484,Energy,1
+electricity/H/short,TimesFM-2.5,1568839.215855856,1568839.215855856,166.87064893018018,0.9074777822980884,0.1794840493630383,0.11426110071487865,9.940571663819872,1252.533119664249,0.5912850807301807,0.07877486317537694,0.06457445714079207,Energy,1
+ett1/15T/short,TimesFM-2.5,4.448926943824405,4.448926943824405,1.0595989408947173,0.6939013682200964,0.47515989102516376,0.24041915166945685,4.839423711166975,2.1092479569326135,0.39873566163693147,0.20030830580102588,0.15687816257146692,Energy,7
+ett1/H/short,TimesFM-2.5,105.33231956845238,105.33231956845238,5.079697381882441,0.8386783804405953,0.45821060907273065,0.26602768670944943,6.054378576866275,10.263153490445925,0.4790233616991357,0.23709025871519926,0.1879599836121311,Energy,7
+ett2/15T/short,TimesFM-2.5,7.4982526506696425,7.4982526506696425,1.6455150785900297,0.7236933910820915,0.10664228708522598,0.12580321175711495,5.341338494253383,2.738293748060942,0.12999654557966517,0.07811845462797092,0.06281700151477447,Energy,7
+ett2/H/short,TimesFM-2.5,104.99975818452381,104.99975818452381,6.35654529389881,0.7392435317380189,0.12280855677774258,0.11098523821149553,5.328225508474343,10.246938966565763,0.1299596972133326,0.08061868079953902,0.06446220733378248,Energy,7
+jena_weather/10T/short,TimesFM-2.5,798.3594246031746,798.3594246031746,5.606163969494047,0.2759814563236545,0.3652289608908554,0.42951180463387495,2.275895126693949,28.255254813984152,0.17550054531012108,0.03482130457578503,0.028310176884314968,Nature,21
+jena_weather/H/short,TimesFM-2.5,1126.1365914786968,1126.1365914786968,8.669866397765247,0.5256772076315999,1.4817648312325153,0.5492415656817933,4.73762418100369,33.55795869058034,0.2057081264190382,0.053145722879987915,0.04341925652526499,Nature,21
+kdd_cup_2018/H/short,TimesFM-2.5,4248.663933293256,4248.663933293256,22.17124477002365,0.9326107374703951,0.8757481970428548,0.49470745038344477,7.680681551277781,65.18177608268478,1.3643726270227903,0.46408430836357945,0.3738848939157661,Nature,1
+loop_seattle/5T/short,TimesFM-2.5,43.08166415723362,43.08166415723362,3.586675238043408,0.5676442597911147,0.09546041478805621,0.07680766614474994,4.533866477064781,6.563662404270471,0.11255232274693105,0.06150356372960898,0.04905795669491059,Transport,1
+loop_seattle/H/short,TimesFM-2.5,39.994447527972405,39.994447527972405,3.514618150324534,0.7249853379569574,0.10246250665813958,0.08120649798884669,6.584976470863925,6.324116343646154,0.11194329036140971,0.06221231532315934,0.050835101142424816,Transport,1
+m4_hourly/H/short,TimesFM-2.5,816674.7826086957,816674.7826086957,208.1838516505636,0.7336225635960946,0.09490318114054952,0.08605552218770443,6.350530501913226,903.7006045193816,0.1233750796448087,0.028421690933593334,0.023603687196802628,Econ/Fin,1
+m_dense/H/short,TimesFM-2.5,43336.59111111111,43336.59111111111,86.36722222222222,0.7687776769780533,0.28691935354708525,0.20786165198414766,9.04084545954037,208.1744247286662,0.36924955572688317,0.1531939308898643,0.1277156153276405,Transport,1
+solar/10T/short,TimesFM-2.5,28.025799308090026,28.025799308090026,2.4525100151117702,1.0856914677487488,6.170121805558379,1.3197214159753101,7.284872870463529,5.293939866308459,1.5400065338110493,0.7134348978056745,0.562410294460541,Energy,1
+solar/H/short,TimesFM-2.5,646.6030861826098,646.6030861826098,11.653784395409144,0.8975871598886551,5.841614099542492,1.2377798262632285,5.693488431202964,25.42839134083416,0.9372989998079994,0.42956238605051833,0.33684762602429275,Energy,1
+sz_taxi/15T/short,TimesFM-2.5,16.662802001058836,16.662802001058836,2.7269209977034685,0.5443528714934225,1026926057729.6897,0.3942703507904314,3.9106452271059777,4.082009554258642,0.38168535135495124,0.25497877584332923,0.20064804516122467,Transport,1
+sz_taxi/H/short,TimesFM-2.5,7.158167651575854,7.158167651575854,1.8492835933326657,0.5632662593759367,1.1100459954677484,0.2958396194327591,3.9913149724075403,2.6754752197648655,0.24923702677844456,0.17227217844047116,0.1356919309691824,Transport,1
+bizitobs_application/10S/short,TimesFM-2.5,330682.1688888889,330682.1688888889,312.1507986111111,1.0240725901771486,0.014836207495795357,0.014869072172376844,6.58489661806276,575.0497099285321,0.02217736877256235,0.012038408600030099,0.00946548739519973,Web/CloudOps,2
+bizitobs_service/10S/short,TimesFM-2.5,1955.9106878306877,1955.9106878306877,17.747296626984127,0.7260925792291387,0.05928833653687169,0.04773929010623346,5.30990240831582,44.225679054489234,0.03276379690298709,0.013147764708082023,0.010208833214811,Web/CloudOps,2
+bitbrains_fast_storage/5T/medium,TimesFM-2.5,3601301.9677239405,3601301.9677239405,333.99372576574876,0.9944598806111055,5.372166098480442,0.7593947512167613,21.96364394552426,1897.709663706211,5.765766417782852,1.0147652428609104,0.7661455370329273,Web/CloudOps,2
+bitbrains_rnd/5T/medium,TimesFM-2.5,3665120.6096301274,3665120.6096301274,234.1662596679912,4.393525889829144,3.6995257800091004,0.6856240051857986,160.5133725802906,1914.4504719710374,8.05506799667902,0.9852566946857011,0.8462471494476078,Web/CloudOps,2
+bizitobs_l2c/5T/medium,TimesFM-2.5,99.9295068027211,99.9295068027211,5.961732700892857,0.570373055989672,0.3703254562848163,0.6968634861840967,3.301286113895149,9.996474718755662,0.5259615747336067,0.3136748111430989,0.24085762425754448,Web/CloudOps,7
+bizitobs_l2c/H/medium,TimesFM-2.5,70.47013578869047,70.47013578869047,4.955648949032738,0.5055644180297029,0.4936398311792312,0.7154494065504807,3.905736395801375,8.394649235595878,0.5083087619553032,0.3000720710624336,0.237198842814338,Web/CloudOps,7
+electricity/15T/medium,TimesFM-2.5,245526.12763963963,245526.12763963963,54.77988457207207,0.8656848904607868,0.131655882851089,0.12592427873321507,7.486144267713972,495.5059309833129,0.8538066156813237,0.09439125735806687,0.07663894354344278,Energy,1
+electricity/H/medium,TimesFM-2.5,4886055.971171171,4886055.971171171,234.51938626126127,1.0554992252868496,0.2379627267788109,0.11974627945134979,8.665759305545906,2210.4424831176157,0.8628085446874673,0.09154064487382105,0.07332413687793134,Energy,1
+ett1/15T/medium,TimesFM-2.5,10.993867807539683,10.993867807539683,1.668860367063492,1.0375436922235097,0.7040071466381042,0.404935050843254,7.266799181374099,3.315700198681974,0.631975736242916,0.31808643603568854,0.25117656002602395,Energy,7
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+solar/H/long,TimesFM-2.5,652.8540145985402,652.8540145985402,12.415590784671533,0.9437132847905029,6.388343372750389,1.1941705061020644,4.811222981049376,25.55100809358684,0.8859000159936807,0.4304711592757934,0.32449917710721776,Energy,1
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results/TimesFM-2.5/config.json

@@ -0,0 +1,9 @@
+{
+    "model": "TimesFM-2.5",
+    "model_type": "zero-shot",
+    "model_dtype": "float32",
+    "model_link": "https://huggingface.co/google/timesfm-2.5-200m-pytorch",
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/timesfm2p5.ipynb",
+    "org": "Google Research",
+    "testdata_leakage": "No"
+}