Add Moirai2 results

results/Moirai2/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,Moirai2,3594920.75,3594920.75,890.2982177734375,3.3204338550567627,0.1615607738494873,0.14871330559253693,31.004405975341797,1896.027587890625,0.30403682589530945,0.14276345074176788,0.11582298576831818,Econ/Fin,1
+m4_quarterly/Q/short,Moirai2,1823365.0,1823365.0,563.21240234375,1.1834304332733154,0.11163925379514694,0.10256534814834595,9.126250267028809,1350.3203125,0.22601984441280365,0.09427183121442795,0.0754113420844078,Econ/Fin,1
+m4_monthly/M/short,Moirai2,1941434.375,1941434.375,570.535400390625,0.9396260380744934,0.1640520691871643,0.1344050168991089,7.7516584396362305,1393.3536376953125,0.28958672285079956,0.11857683956623077,0.0947224348783493,Econ/Fin,1
+m4_weekly/W/short,Moirai2,320634.75,320634.75,278.2564697265625,2.12347149848938,0.0672045573592186,0.06834465265274048,14.761430740356445,566.2462158203125,0.1031612828373909,0.050694018602371216,0.04001309722661972,Econ/Fin,1
+m4_daily/D/short,Moirai2,370240.09375,370240.09375,162.80653381347656,3.0710153579711914,0.0357334166765213,0.028526095673441887,25.159442901611328,608.4735717773438,0.09399235248565674,0.025149110704660416,0.02005612850189209,Econ/Fin,1
+m4_hourly/H/short,Moirai2,1835445.0,1835445.0,234.19720458984375,0.8085440993309021,0.09139207750558853,0.0857313722372055,6.641612529754639,1354.7860107421875,0.18495818972587585,0.03197309002280235,0.023612583056092262,Econ/Fin,1
+electricity/15T/short,Moirai2,126713.3984375,126713.3984375,46.910743713378906,0.8698201179504395,0.15082401037216187,0.15161579847335815,9.704551696777344,355.96826171875,0.7016835808753967,0.09247032552957535,0.07707162946462631,Energy,1
+electricity/H/short,Moirai2,1653415.0,1653415.0,166.158447265625,0.8867659568786621,0.17141255736351013,0.1225140392780304,10.239829063415527,1285.851806640625,0.6070138812065125,0.0784386545419693,0.06450968980789185,Energy,1
+electricity/D/short,Moirai2,1252630400.0,1252630400.0,4144.4931640625,1.4215503931045532,0.3179091513156891,0.09655529260635376,11.699943542480469,35392.51953125,0.5816166400909424,0.06810778379440308,0.054104726761579514,Energy,1
+electricity/W/short,Moirai2,119910146048.0,119910146048.0,38409.51171875,1.6595454216003418,0.2552073895931244,0.10663959383964539,12.825586318969727,346280.4375,0.790097713470459,0.08763783425092697,0.06640905886888504,Energy,1
+solar/10T/short,Moirai2,16.64216423034668,16.64216423034668,1.5266270637512207,0.6575393676757812,3.457381010055542,1.4877198934555054,4.72634220123291,4.07948112487793,1.186720609664917,0.444095641374588,0.35037222504615784,Energy,1
+solar/H/short,Moirai2,802.4385986328125,802.4385986328125,11.403338432312012,0.8793642520904541,5.135405540466309,1.4044291973114014,7.138167858123779,28.327346801757812,1.044155478477478,0.42033085227012634,0.34237420558929443,Energy,1
+solar/D/short,Moirai2,170813.640625,170813.640625,271.90545654296875,1.0638502836227417,1.260561227798462,0.43576809763908386,5.254066467285156,413.2960510253906,0.5970720648765564,0.39281076192855835,0.302970290184021,Energy,1
+solar/W/short,Moirai2,1808328.625,1808328.625,1091.556396484375,1.1966747045516968,0.24777232110500336,0.2126481980085373,6.803486347198486,1344.7410888671875,0.27449527382850647,0.2228139340877533,0.16269271075725555,Energy,1
+hospital/M/short,Moirai2,2882.404541015625,2882.404541015625,17.830530166625977,0.7649638056755066,0.19130390882492065,0.17565345764160156,5.211375713348389,53.68803024291992,0.1949000209569931,0.06472896039485931,0.051829639822244644,Healthcare,1
+covid_deaths/D/short,Moirai2,252106.03125,252106.03125,90.99989318847656,36.958065032958984,0.09614738076925278,0.37670475244522095,903.7923583984375,502.10162353515625,0.18891817331314087,0.03423915058374405,0.028077920898795128,Healthcare,1
+us_births/D/short,Moirai2,190028.15625,190028.15625,253.57337951660156,0.3733060956001282,0.024424130097031593,0.024021783843636513,3.786815881729126,435.92218017578125,0.04086416959762573,0.023770447820425034,0.019569363445043564,Healthcare,1
+us_births/M/short,Moirai2,78014528.0,78014528.0,7187.57177734375,0.811284065246582,0.022174924612045288,0.022547760978341103,4.347311973571777,8832.5830078125,0.02743394300341606,0.02232454903423786,0.016870463266968727,Healthcare,1
+us_births/W/short,Moirai2,1552936.875,1552936.875,957.8921508789062,0.8713688850402832,0.013035018928349018,0.01307821087539196,8.680670738220215,1246.1688232421875,0.01691661961376667,0.013003292493522167,0.010818051174283028,Healthcare,1
+saugeen/D/short,Moirai2,1027.0377197265625,1027.0377197265625,12.161438941955566,2.7013986110687256,0.27170529961586,0.31519150733947754,28.517648696899414,32.047428131103516,1.038023829460144,0.3939118981361389,0.32843467593193054,Nature,1
+saugeen/M/short,Moirai2,395.2047119140625,395.2047119140625,12.477724075317383,0.7310303449630737,0.34958547353744507,0.36250320076942444,4.56439733505249,19.879756927490234,0.5968499183654785,0.3746187090873718,0.291035532951355,Nature,1
+saugeen/W/short,Moirai2,1292.568603515625,1292.568603515625,17.306808471679688,1.4041545391082764,0.43147262930870056,0.4447954297065735,11.917930603027344,35.952308654785156,1.0852503776550293,0.5224204063415527,0.41932234168052673,Nature,1
+temperature_rain/D/short,Moirai2,182.9368438720703,182.9368438720703,5.879575729370117,1.3483240604400635,26.145727157592773,1.5040239095687866,20.553316116333008,13.52541446685791,1.5922988653182983,0.6921814680099487,0.5607564449310303,Nature,1
+kdd_cup_2018/H/short,Moirai2,5302.97900390625,5302.97900390625,25.09421157836914,1.006497859954834,0.7897746562957764,0.5716216564178467,8.732624053955078,72.8215560913086,1.5242869853973389,0.5252673029899597,0.4258558750152588,Nature,1
+kdd_cup_2018/D/short,Moirai2,3038.3671875,3038.3671875,22.03321647644043,1.241451621055603,0.5251110196113586,0.49087435007095337,9.494770050048828,55.12138366699219,1.234777569770813,0.49356743693351746,0.38876861333847046,Nature,1
+car_parts/M/short,Moirai2,1.3793753385543823,1.3793753385543823,0.452247679233551,0.8265860080718994,0.84610915184021,1.9076740741729736,15.108853340148926,1.1744681596755981,2.816254138946533,1.0844435691833496,0.9362376928329468,Sales,1
+restaurant/D/short,Moirai2,145.2991180419922,145.2991180419922,7.219489574432373,0.6959659457206726,0.5734684467315674,0.4184328019618988,4.903660774230957,12.054008483886719,0.5547534227371216,0.33225762844085693,0.26036787033081055,Sales,1
+hierarchical_sales/D/short,Moirai2,29.79330825805664,29.79330825805664,2.318131446838379,0.7479611039161682,0.6207244992256165,1.0917775630950928,7.330531597137451,5.458324432373047,1.6745535135269165,0.7111770510673523,0.5769974589347839,Sales,1
+hierarchical_sales/W/short,Moirai2,479.5635070800781,479.5635070800781,9.145384788513184,0.7380942106246948,0.5495446920394897,0.4673403799533844,6.649598598480225,21.898937225341797,1.005391001701355,0.4198690950870514,0.35205039381980896,Sales,1
+loop_seattle/5T/short,Moirai2,39.24714279174805,39.24714279174805,3.421999216079712,0.5417709946632385,0.08640541136264801,0.0729915127158165,3.9730300903320312,6.264753818511963,0.1074267029762268,0.0586797334253788,0.04626261815428734,Transport,1
+loop_seattle/H/short,Moirai2,61.74736022949219,61.74736022949219,4.191839694976807,0.8503301739692688,0.11133775115013123,0.0967826396226883,9.166641235351562,7.8579487800598145,0.13909368216991425,0.07419982552528381,0.06182778254151344,Transport,1
+loop_seattle/D/short,Moirai2,18.762725830078125,18.762725830078125,2.959958553314209,0.8935706615447998,0.054861217737197876,0.05470937117934227,7.584428787231445,4.3315958976745605,0.07741141319274902,0.05289841443300247,0.04312709718942642,Transport,1
+sz_taxi/15T/short,Moirai2,16.780986785888672,16.780986785888672,2.739116907119751,0.5463942885398865,1337784270848.0,0.39846450090408325,3.9365270137786865,4.096460342407227,0.3830365538597107,0.25611916184425354,0.20139019191265106,Transport,1
+sz_taxi/H/short,Moirai2,7.243575096130371,7.243575096130371,1.8513975143432617,0.5632746815681458,1.0763623714447021,0.2980678081512451,4.026472091674805,2.6913890838623047,0.25071948766708374,0.1724691092967987,0.13598862290382385,Transport,1
+m_dense/H/short,Moirai2,46547.97265625,46547.97265625,89.18578338623047,0.7929656505584717,0.2878399193286896,0.22047041356563568,9.276103973388672,215.74978637695312,0.3826863765716553,0.15819334983825684,0.1318719983100891,Transport,1
+m_dense/D/short,Moirai2,9495.8916015625,9495.8916015625,49.772308349609375,0.6916432976722717,0.1258518397808075,0.10052505135536194,7.0636701583862305,97.44686889648438,0.16869494318962097,0.086163230240345,0.07009396702051163,Transport,1
+ett1/15T/short,Moirai2,5.021040439605713,5.021040439605713,1.079026699066162,0.6870396733283997,0.508618950843811,0.2342115193605423,5.1140007972717285,2.24076771736145,0.42359837889671326,0.203980952501297,0.1601320505142212,Energy,7
+ett1/H/short,Moirai2,110.48771667480469,110.48771667480469,5.065814971923828,0.8362465500831604,0.5074601173400879,0.2602593004703522,5.890653133392334,10.511313438415527,0.49060600996017456,0.23644231259822845,0.1851363480091095,Energy,7
+ett1/D/short,Moirai2,45395.75390625,45395.75390625,142.25717163085938,1.7477439641952515,1.1709531545639038,0.4903564453125,11.691117286682129,213.0627899169922,0.5596165060997009,0.373643159866333,0.28650546073913574,Energy,7
+ett1/W/short,Moirai2,1070556.875,1070556.875,834.5147094726562,1.4887369871139526,0.6270838379859924,0.5270519852638245,8.900157928466797,1034.67724609375,0.41172274947166443,0.3320733308792114,0.2488435059785843,Energy,7
+ett2/15T/short,Moirai2,8.050238609313965,8.050238609313965,1.7549543380737305,0.7664317488670349,0.11144769191741943,0.1304120570421219,5.862476825714111,2.837294101715088,0.13469645380973816,0.08331392705440521,0.06601111590862274,Energy,7
+ett2/H/short,Moirai2,111.35823822021484,111.35823822021484,6.3867340087890625,0.7354120016098022,0.11914452165365219,0.10967425256967545,5.209497928619385,10.552640914916992,0.13383685052394867,0.08100155740976334,0.06421768665313721,Energy,7
+ett2/D/short,Moirai2,112720.8125,112720.8125,200.43377685546875,1.3028600215911865,0.42615124583244324,0.13562987744808197,11.184418678283691,335.73919677734375,0.19215241074562073,0.11471354216337204,0.09300631284713745,Energy,7
+ett2/W/short,Moirai2,3018818.25,3018818.25,1220.6822509765625,0.8076348304748535,0.13835936784744263,0.15684010088443756,8.835420608520508,1737.4747314453125,0.14574748277664185,0.10239652544260025,0.08512651920318604,Energy,7
+jena_weather/10T/short,Moirai2,1263.07080078125,1263.07080078125,7.481215953826904,0.3154330551624298,0.3750856816768646,0.5614975690841675,2.2623369693756104,35.53970718383789,0.22074612975120544,0.04646772891283035,0.03595806285738945,Nature,21
+jena_weather/H/short,Moirai2,1116.116455078125,1116.116455078125,8.453888893127441,0.536453366279602,1.3488954305648804,0.6119290590286255,4.829719066619873,33.408329010009766,0.2047909051179886,0.05182179436087608,0.04214661940932274,Nature,21
+jena_weather/D/short,Moirai2,341.45184326171875,341.45184326171875,9.141987800598145,1.0152313709259033,0.49779126048088074,0.4462507367134094,6.8829264640808105,18.47841453552246,0.11127026379108429,0.05504970625042915,0.043448418378829956,Nature,21
+bitbrains_fast_storage/5T/short,Moirai2,2142125.25,2142125.25,171.67364501953125,0.6864748001098633,2.1051151752471924,0.7426697015762329,13.77940845489502,1463.60009765625,4.59534215927124,0.5390127897262573,0.42746859788894653,Web/CloudOps,2
+bitbrains_fast_storage/H/short,Moirai2,2942650.5,2942650.5,292.0852355957031,1.0675305128097534,3.8830220699310303,0.5814351439476013,22.434349060058594,1715.41552734375,4.889491558074951,0.8325377702713013,0.6148646473884583,Web/CloudOps,2
+bitbrains_rnd/5T/short,Moirai2,1660531.75,1660531.75,115.86862182617188,1.6520637273788452,1.0863659381866455,0.6535171270370483,53.418670654296875,1288.6162109375,5.272645473480225,0.4741009473800659,0.4042632579803467,Web/CloudOps,2
+bitbrains_rnd/H/short,Moirai2,2235573.0,2235573.0,196.98313903808594,5.809325695037842,3.0100300312042236,0.5586869716644287,197.04698181152344,1495.1832275390625,6.54365348815918,0.8620945811271667,0.6697196960449219,Web/CloudOps,2
+bizitobs_application/10S/short,Moirai2,621851.5625,621851.5625,406.2403259277344,1.438624620437622,0.019857333973050117,0.020211493596434593,18.09433364868164,788.57568359375,0.030412212014198303,0.015667065978050232,0.01300627738237381,Web/CloudOps,2
+bizitobs_service/10S/short,Moirai2,4797.98974609375,4797.98974609375,22.429920196533203,0.8738541007041931,0.07667911797761917,0.05649945139884949,9.500022888183594,69.26752471923828,0.05131559818983078,0.016616802662611008,0.01355437096208334,Web/CloudOps,2
+bizitobs_l2c/5T/short,Moirai2,20.624032974243164,20.624032974243164,2.863663911819458,0.2905579209327698,0.1645745486021042,0.20925605297088623,4.3934006690979,4.5413689613342285,0.15596899390220642,0.09834981709718704,0.08443012833595276,Web/CloudOps,7
+bizitobs_l2c/H/short,Moirai2,67.85011291503906,67.85011291503906,5.013020038604736,0.5027103424072266,0.4784625768661499,0.636954665184021,7.536383152008057,8.237117767333984,0.4440017640590668,0.27021461725234985,0.23466992378234863,Web/CloudOps,7
+electricity/15T/medium,Moirai2,283338.0,283338.0,55.66805648803711,0.8413034677505493,0.13227048516273499,0.13056059181690216,9.948001861572266,532.2950439453125,0.9171979427337646,0.09592166543006897,0.07995456457138062,Energy,1
+electricity/H/medium,Moirai2,6361778.5,6361778.5,248.01693725585938,1.0840357542037964,0.23050330579280853,0.13177354633808136,13.117870330810547,2522.256591796875,0.9845198392868042,0.09680917859077454,0.0803634449839592,Energy,1
+solar/10T/medium,Moirai2,29.05948257446289,29.05948257446289,2.3172357082366943,0.9995384812355042,3.0454554557800293,1.504119634628296,8.617097854614258,5.390684604644775,1.1962143182754517,0.5142037868499756,0.41236650943756104,Energy,1
+solar/H/medium,Moirai2,714.8151245117188,714.8151245117188,11.081192016601562,0.8482193350791931,4.51237154006958,1.3964426517486572,9.920930862426758,26.736026763916016,0.9630941152572632,0.3991703987121582,0.3328731954097748,Energy,1
+kdd_cup_2018/H/medium,Moirai2,5786.36328125,5786.36328125,28.03462028503418,1.1240187883377075,0.9898953437805176,0.6367859840393066,13.927753448486328,76.06815338134766,1.5922441482543945,0.586815357208252,0.4954785704612732,Nature,1
+loop_seattle/5T/medium,Moirai2,91.64151000976562,91.64151000976562,5.445966720581055,0.864562451839447,0.1969592571258545,0.12233935296535492,10.540971755981445,9.572957038879395,0.17032258212566376,0.09689493477344513,0.08025791496038437,Transport,1
+loop_seattle/H/medium,Moirai2,71.71796417236328,71.71796417236328,4.58095121383667,0.9398095607757568,0.11857419461011887,0.10557787865400314,13.948471069335938,8.468646049499512,0.14968235790729523,0.08096779882907867,0.06914147734642029,Transport,1
+sz_taxi/15T/medium,Moirai2,17.261032104492188,17.261032104492188,2.8276829719543457,0.551992654800415,10671182839808.0,0.41678428649902344,6.010798931121826,4.154639720916748,0.38665857911109924,0.26316311955451965,0.21361444890499115,Transport,1
+m_dense/H/medium,Moirai2,39792.32421875,39792.32421875,81.75311279296875,0.7038857936859131,0.2560286521911621,0.2057977169752121,10.532341957092285,199.48013305664062,0.34707024693489075,0.14224009215831757,0.12004674971103668,Transport,1
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results/Moirai2/config.json

@@ -0,0 +1,9 @@
+{
+    "model": "Moirai2",
+    "model_type": "pretrained",
+    "model_dtype": "float32",
+    "model_link": "https://huggingface.co/Salesforce/moirai-2.0-R-small",
+    "code_link": "https://github.com/SalesforceAIResearch/uni2ts",
+    "org": "Salesforce AI Research",
+    "testdata_leakage": "No"
+}