Add PatchTST-FM-r1 model results

results/PatchTST-FM-r1/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
+bitbrains_fast_storage/5T/long,PatchTST-FM-r1,3963596.2731543984,3963596.2731543984,352.5434826670514,0.8797694476386504,4.1081854286411685,0.8293920098845844,16.133208144852304,1990.8782667843852,5.261296865393238,0.9316671698199084,0.6834124649451816,Web/CloudOps,2
+bitbrains_fast_storage/5T/medium,PatchTST-FM-r1,2921895.543833521,2921895.543833521,266.30640919626904,0.9766616998331876,3.337360413806344,0.8158660437705388,20.803837593154928,1709.355300642181,5.193493808348751,0.8091124687563876,0.6216008248673692,Web/CloudOps,2
+bitbrains_fast_storage/5T/short,PatchTST-FM-r1,1697146.698417202,1697146.698417202,160.63920341217968,0.687624021348568,1.7001684981853635,0.7549356647945814,13.373434108661632,1302.745830320405,4.090299768255742,0.5043673763500158,0.3900113374237228,Web/CloudOps,2
+bitbrains_fast_storage/H/short,PatchTST-FM-r1,2518220.652597486,2518220.652597486,283.5538990137864,1.0395623242658685,3.523696400636635,0.5770457850160442,22.46941555384954,1586.8902459204562,4.523152559246631,0.8082206991351422,0.6349661997734519,Web/CloudOps,2
+bitbrains_rnd/5T/long,PatchTST-FM-r1,2195655.983634115,2195655.983634115,152.48983685401197,3.295938909839324,0.9695883816904296,0.695676242221646,115.5016216331991,1481.774606218542,5.676344924715512,0.5841542349722959,0.5610908192920235,Web/CloudOps,2
+bitbrains_rnd/5T/medium,PatchTST-FM-r1,2252246.626834685,2252246.626834685,144.54221157691424,4.373931127052579,0.3871518981710227,0.7209210436750704,159.12556401543253,1500.7486887666053,6.314413932837834,0.6081626867284261,0.595316550063181,Web/CloudOps,2
+bitbrains_rnd/5T/short,PatchTST-FM-r1,1631778.1516590363,1631778.1516590363,121.93695315818664,1.654129640210054,1.0066700704954157,0.6739013568166801,51.15528638640983,1277.410721600158,5.226795884019823,0.498930809096983,0.3990364964406948,Web/CloudOps,2
+bitbrains_rnd/H/short,PatchTST-FM-r1,1854241.5317335152,1854241.5317335152,155.89833127317675,5.786635360098222,1.623052644088761,0.56780917666553,193.90873746621847,1361.7053762593123,5.959489226580281,0.6822874036207192,0.6155677518047236,Web/CloudOps,2
+bizitobs_application/10S/long,PatchTST-FM-r1,4451116.373333333,4451116.373333333,1301.9711111111112,2.785832170430785,0.0401415210300021,0.0408913718329535,40.46877111177244,2109.766900236453,0.0813652763628114,0.0502118216282943,0.0437200696812821,Web/CloudOps,2
+bizitobs_application/10S/medium,PatchTST-FM-r1,3442616.7466666666,3442616.7466666666,1015.4584375,2.199273533026733,0.0317380332946777,0.0323016611735026,30.304967364082973,1855.4289926231795,0.0728572356864973,0.0398740641678682,0.0344653873934104,Web/CloudOps,2
+bizitobs_application/10S/short,PatchTST-FM-r1,396251.9111111111,396251.9111111111,335.6299305555556,0.8708288126948269,0.0129473718007405,0.0130046102735731,6.555705093572008,629.4854335972447,0.0242767370486586,0.0129439048703548,0.0101856385798053,Web/CloudOps,2
+bizitobs_l2c/5T/long,PatchTST-FM-r1,157.21184523809524,157.21184523809524,8.811754092261905,0.8840677895623555,0.6809548739967544,0.9995436507936508,4.642079122308026,12.53841478170567,0.7040132450290019,0.4947668186844734,0.3626443482743184,Web/CloudOps,7
+bizitobs_l2c/5T/medium,PatchTST-FM-r1,100.75716411564626,100.75716411564626,6.5881816007653065,0.6647171353147934,0.4385002691074258,0.7865620515784438,4.170532367329468,10.037786813618142,0.528135198444038,0.3466352356064204,0.2689970352129537,Web/CloudOps,7
+bizitobs_l2c/5T/short,PatchTST-FM-r1,20.210028366815475,20.210028366815475,2.596833147321429,0.265623910275975,0.1404599538346777,0.2040685017903646,2.9512146631857896,4.49555651358266,0.1543956073159361,0.0891857614663426,0.0723064029577012,Web/CloudOps,7
+bizitobs_l2c/H/long,PatchTST-FM-r1,83.54987599206349,83.54987599206349,5.243330698164683,0.5644076179043155,0.5760710067074558,0.7978568909660219,4.17785550972483,9.140562126700058,0.5583319159857263,0.3202777722282121,0.2538278972375415,Web/CloudOps,7
+bizitobs_l2c/H/medium,PatchTST-FM-r1,76.89467075892857,76.89467075892857,4.865476771763393,0.4960727680655011,0.4530371210146007,0.7660351707821801,3.580428882335067,8.768960643025407,0.5309738862215401,0.2946120087651027,0.2315709156645362,Web/CloudOps,7
+bizitobs_l2c/H/short,PatchTST-FM-r1,61.47789171006944,61.47789171006944,4.738043406653026,0.474215010550257,0.3937309137065348,0.6240475366985987,2.783165169019389,7.840783870893869,0.4226383312357205,0.2553926739574771,0.1951113630657894,Web/CloudOps,7
+bizitobs_service/10S/long,PatchTST-FM-r1,128241.6965079365,128241.6965079365,72.5991798941799,1.2238110706500405,0.0855837609023644,0.0777257267381779,13.928026600548078,358.10849823473404,0.2652982239332185,0.053783793403052,0.047989600673952,Web/CloudOps,2
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+covid_deaths/D/short,PatchTST-FM-r1,287003.0756892231,287003.0756892231,103.20888157894736,31.882086235616217,0.0865231223321659,0.3588205437911184,551.7273442670315,535.7266800237068,0.2015697705047671,0.0388328439662581,0.0311557439650033,Healthcare,1
+electricity/15T/long,PatchTST-FM-r1,327372.61426426424,327372.61426426424,57.530309215465465,0.8614837323850127,0.1266968880795095,0.1298965532915728,7.14277252413473,572.1648488541255,0.9026601704201124,0.0907611133832402,0.0724784463493436,Energy,1
+electricity/15T/medium,PatchTST-FM-r1,268713.65016216214,268713.65016216214,52.29111204954955,0.8138964655774179,0.1214987090762035,0.1279756491721213,7.1466404202918055,518.3759737508695,0.8932140023438907,0.0901028516866377,0.0726879971462578,Energy,1
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+electricity/D/short,PatchTST-FM-r1,1380235345.92,1380235345.92,4278.698522522523,1.3954907142785902,0.2443172257083966,0.0937556746199324,11.688438826630987,37151.51875657306,0.6105228337145602,0.070313226323179,0.0556802404124095,Energy,1
+electricity/H/long,PatchTST-FM-r1,6958948.721009009,6958948.721009009,254.90554354354356,1.1327494687445716,0.285434901871913,0.1365553209459459,9.54274180245952,2637.9819409937227,1.0404192972821875,0.1005346709792122,0.0792597652041922,Energy,1
+electricity/H/medium,PatchTST-FM-r1,5163774.81009009,5163774.81009009,235.77881052927927,1.0426958869592484,0.2308472162027709,0.1270900884404912,8.690971117446248,2272.394070158187,0.8869902906789597,0.0920322396690405,0.0728864767337134,Energy,1
+electricity/H/short,PatchTST-FM-r1,2055950.8381981985,2055950.8381981985,190.167060106982,1.0194697392006693,0.1994799301410361,0.1344485116219735,10.747430506719658,1433.8587232353814,0.6768837147804688,0.0897724329379163,0.0724728514547487,Energy,1
+electricity/W/short,PatchTST-FM-r1,40931973500.07928,40931973500.07928,27890.36756756757,1.592060495291272,0.2510549388354338,0.1034785073082726,12.018606458627303,202316.51810981543,0.4616195296569064,0.0636366149377407,0.0503978301945591,Energy,1
+ett1/15T/long,PatchTST-FM-r1,8.820806671626984,8.820806671626984,1.5571654885912698,0.9975315893139254,0.7794792608948488,0.3832854740203373,7.063422218259968,2.969984288111132,0.5660819418640551,0.2967972817613952,0.2293434859211032,Energy,7
+ett1/15T/medium,PatchTST-FM-r1,9.884695560515873,9.884695560515873,1.6121971106150794,1.003133508203864,0.7447542601493071,0.388727058531746,6.720399342043071,3.1439935687777534,0.5992482828095069,0.3072863633312439,0.2326261389563056,Energy,7
+ett1/15T/short,PatchTST-FM-r1,5.484738304501488,5.484738304501488,1.091576857793899,0.6922614354916726,0.5141553577743448,0.2288527352469308,4.550091010463932,2.3419518151536525,0.4427263771752645,0.2063534631807721,0.1599439473136791,Energy,7
+ett1/D/short,PatchTST-FM-r1,52220.23492063492,52220.23492063492,153.1155009920635,1.8001913783207997,1.470210193452381,0.489733402312748,10.444820194981355,228.51747180606327,0.6002087197006059,0.4021629422487111,0.3055318845617347,Energy,7
+ett1/H/long,PatchTST-FM-r1,158.34277447089949,158.34277447089949,7.678492373511904,1.476379937529955,2289177229767.006,0.5163721155237269,8.690766933202426,12.583432539291474,0.6025933304839346,0.3677063693076039,0.2779044900053851,Energy,7
+ett1/H/medium,PatchTST-FM-r1,136.15321800595237,136.15321800595237,6.8933128720238095,1.2391395052311946,2776759156259.317,0.4509731837681361,8.411404023419772,11.668471108330875,0.5588921060758472,0.3301733460294125,0.2513947555266528,Energy,7
+ett1/H/short,PatchTST-FM-r1,95.67706473214284,95.67706473214284,4.817394438244048,0.8136873272543726,0.4326001848493304,0.2589340391613188,5.780271307237646,9.781465367323182,0.4565410063252634,0.2248475072098057,0.1751606472517254,Energy,7
+ett1/W/short,PatchTST-FM-r1,1618740.5714285714,1618740.5714285714,983.8065708705356,1.6549116604989678,0.7051722662789481,0.5871509824480329,8.584535609935498,1272.29735967209,0.506277486287478,0.391480115797622,0.2935765810215489,Energy,7
+ett2/15T/long,PatchTST-FM-r1,11.442535962301587,11.442535962301587,2.158029978918651,0.8984678195818592,0.1357782238154739,0.1661544751364087,7.491029551011065,3.3826817707702843,0.1802692346624073,0.1150053238941272,0.0923703419369555,Energy,7
+ett2/15T/medium,PatchTST-FM-r1,11.430755208333334,11.430755208333334,2.1125906808035717,0.8772920978515794,0.1309846853334912,0.16078614250062,7.02294934282655,3.380939988868973,0.1801764119520326,0.1125837814464801,0.0895866785198107,Energy,7
+ett2/15T/short,PatchTST-FM-r1,7.991065615699405,7.991065615699405,1.77919921875,0.7658749480647952,0.1079764555964452,0.1286532447451636,5.10569469682148,2.826847292603441,0.1342004973644258,0.084464916336796,0.0660844741474704,Energy,7
+ett2/D/short,PatchTST-FM-r1,99528.62222222224,99528.62222222224,192.0461061507937,1.2928396779202158,0.3630573575458829,0.1375210716610863,12.33687510343608,315.4815719217562,0.18055842731133,0.1099130535156965,0.0903384473694837,Energy,7
+ett2/H/long,PatchTST-FM-r1,212.4878306878307,212.4878306878307,8.849791253306877,0.995040831417387,0.1763480615466066,0.1675084835637814,8.024874240453391,14.576962327173336,0.1996202798118545,0.1211910799116531,0.0973925723377336,Energy,7
+ett2/H/medium,PatchTST-FM-r1,235.9010044642857,235.9010044642857,9.475467354910714,1.0135360334555097,0.1687032991425204,0.1636167617071242,7.411102795971758,15.35906912753132,0.2069733335412375,0.1276880160524587,0.1005695463925868,Energy,7
+ett2/H/short,PatchTST-FM-r1,112.50398995535714,112.50398995535714,6.452224004836309,0.7348755480676931,0.1180113335980585,0.1087252843947637,5.3846243585810765,10.606789804429855,0.134523607087625,0.081832153070992,0.0652608323015423,Energy,7
+ett2/W/short,PatchTST-FM-r1,3796286.285714286,3796286.285714286,1341.316545758929,0.896233871436805,0.1455636024475097,0.1637557574680873,9.78554078659539,1948.406088502673,0.1634413999394827,0.1125158945532261,0.0942490967744963,Energy,7
+hierarchical_sales/D/short,PatchTST-FM-r1,29.04666701116164,29.04666701116164,2.3304671351798265,0.7482468357996437,0.6521103956086343,1.0820840546196775,6.799613286550546,5.389495988602426,1.653437684235598,0.714961508706515,0.5784059482788666,Sales,1
+hierarchical_sales/W/short,PatchTST-FM-r1,449.9978151483051,449.9978151483051,8.871621342028602,0.7148419039906404,0.5365570209452338,0.4554052191265559,6.752798568321068,21.21315193808561,0.9739061816018972,0.4073004752452977,0.3438194455876778,Sales,1
+hospital/M/short,PatchTST-FM-r1,3525.712081703607,3525.712081703607,18.84233417535854,0.7871073345853571,0.1975924588451692,0.1796070879721113,5.251376847291895,59.37770694211429,0.2155548645447793,0.0684020485135335,0.0537095499048737,Healthcare,1
+jena_weather/10T/long,PatchTST-FM-r1,1395.4095238095238,1395.4095238095238,9.642588458994709,0.64635107807728,0.8499680878467298,0.6306441049727183,5.568196948263015,37.35518068233005,0.2285827559428275,0.0590046522093821,0.0475573113702345,Nature,21
+jena_weather/10T/medium,PatchTST-FM-r1,1452.8141414141414,1452.8141414141414,9.336882778679652,0.587514197278201,0.7889349291164726,0.6405601072104978,5.386835581456005,38.11579910501866,0.233916007505432,0.0573002899956883,0.0465717677920455,Nature,21
+jena_weather/10T/short,PatchTST-FM-r1,783.411507936508,783.411507936508,5.326362537202381,0.2604325581669295,0.3530425746504508,0.5328485398065477,2.3377619256880986,27.989489240365,0.1738498080082676,0.0330833870001333,0.0274343014370998,Nature,21
+jena_weather/D/short,PatchTST-FM-r1,413.3138392857143,413.3138392857143,9.773030598958334,1.022871776521573,0.6221875805540134,0.4508122035435268,6.614118562949505,20.33012147739689,0.1224205593367543,0.0588496174835885,0.0474247722581613,Nature,21
+jena_weather/H/long,PatchTST-FM-r1,1293.9759259259258,1293.9759259259258,11.156355406746032,0.8317077235200512,2.449478274828768,0.640890712838955,6.095109131172405,35.971876875219145,0.2165905529546639,0.0671736199611674,0.0536240804508476,Nature,21
+jena_weather/H/medium,PatchTST-FM-r1,1330.7748015873017,1330.7748015873017,10.283680555555556,0.7337128345261501,2.480368045492966,0.6553655230809772,5.799961582485118,36.47978620533982,0.2232262815934479,0.0629276651620147,0.0516748556370981,Nature,21
+jena_weather/H/short,PatchTST-FM-r1,1154.8640350877192,1154.8640350877192,8.614584965016709,0.5219028885417614,1.752417190877734,0.6029011942290622,4.464025759535787,33.983290527665496,0.2083153831988647,0.0528068512560814,0.0432712982592907,Nature,21
+kdd_cup_2018/D/short,PatchTST-FM-r1,2981.430414256267,2981.430414256267,21.68049321763415,1.2302623916034487,0.5222843133893543,0.4838005820283928,9.35697453068686,54.602476264875264,1.223153409319229,0.4856660541589855,0.3862128416556334,Nature,1
+kdd_cup_2018/H/long,PatchTST-FM-r1,4197.730831199723,4197.730831199723,24.219867765011923,1.0297069345421592,0.96836268276246,0.6232839881123265,7.680827563940429,64.78989760139865,1.5202328068624802,0.5682959676949285,0.449173123685721,Nature,1
+kdd_cup_2018/H/medium,PatchTST-FM-r1,5391.546383609852,5391.546383609852,25.88762928216312,1.060904092775483,0.8903413105588154,0.5846818051673373,8.397398244563831,73.42715018036483,1.536963236039264,0.5418749655565148,0.4330946122680242,Nature,1
+kdd_cup_2018/H/short,PatchTST-FM-r1,5032.095442817463,5032.095442817463,23.826647401412067,0.9751485424073102,0.8176087371616299,0.5308170243529172,7.412632842619154,70.93726413400408,1.4848454159571625,0.4987348836118325,0.3980819380349292,Nature,1
+loop_seattle/5T/long,PatchTST-FM-r1,80.09930053892903,80.09930053892903,4.9528165491342735,0.7837556080896918,0.138813854489164,0.1129112301216173,6.173471946681516,8.94982125737319,0.1582346701705778,0.0875668094959991,0.0695593905373264,Transport,1
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+m_dense/H/medium,PatchTST-FM-r1,36726.66666666666,36726.66666666666,78.02033854166666,0.6778659860750951,0.2542899068444708,0.189529062906901,7.449369088025636,191.64202740178536,0.3334329162814731,0.1357455322400402,0.1124177656189065,Transport,1
+m_dense/H/short,PatchTST-FM-r1,44221.24444444444,44221.24444444444,85.92638020833333,0.7676417394746983,0.284895783396381,0.2090252346462673,7.72623371468542,210.28847910535765,0.3729993614025479,0.1524119870080143,0.1256220528424411,Transport,1
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results/PatchTST-FM-r1/config.json

@@ -0,0 +1,10 @@
+{
+    "model": "PatchTST-FM-r1",
+    "model_type": "zero-shot",
+    "model_dtype": "float32",
+    "model_link": "https://huggingface.co/ibm-research/patchtst-fm-r1",
+    "code_link": "https://github.com/SalesforceAIResearch/gift-eval/blob/main/notebooks/patchtst_fm.ipynb",
+    "org": "IBM TSFM & Rensselaer Polytechnic Institute",
+    "replication_code_available": "Yes",
+    "testdata_leakage": "No"
+}