Add CleanTS-65M results

results/CleanTS-65M/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,CleanTS-65M,5488182.517148061,5488182.517148061,417.7214097307747,0.9766023740693816,5.350978519272389,0.8205310833753562,18.26306155646523,2342.687029278145,6.191022350175815,1.1039129646724686,0.7326658660220792,Web/CloudOps,2
+bitbrains_fast_storage/5T/medium,CleanTS-65M,3732160.358360173,3732160.358360173,311.66779368017416,1.1878145329818788,5.392097438028544,0.8106531956909149,22.990637599623486,1931.880006201258,5.869585016674671,0.9469328354209515,0.6663037056398805,Web/CloudOps,2
+bitbrains_fast_storage/5T/short,CleanTS-65M,1728140.8981336788,1728140.8981336788,160.21010091409664,0.8210056031312811,2.1954628914194774,0.7351953053431415,15.704410189030739,1314.587729340906,4.1274803599533305,0.5030200953728761,0.39408421209140043,Web/CloudOps,2
+bitbrains_fast_storage/H/short,CleanTS-65M,2349041.8300321284,2349041.8300321284,271.34103433090985,1.6635248535212532,3.4192269532863664,0.5932220897962239,12887.523738577462,1532.6584192285404,4.368574369354714,0.7734100912901811,0.901442216509749,Web/CloudOps,2
+bitbrains_rnd/5T/long,CleanTS-65M,2212210.4735384285,2212210.4735384285,159.03522338438958,3.3781216704958763,1.1769168586921777,0.7024461351546175,117.64601634111567,1487.350151624838,5.697703374411028,0.6092281148037341,0.5724758116529886,Web/CloudOps,2
+bitbrains_rnd/5T/medium,CleanTS-65M,2257006.7955528204,2257006.7955528204,147.9236898690365,4.45054545828052,0.48410432953184873,0.7207701120949027,162.32105483150028,1502.333783003238,6.321084055135416,0.62239036889577,0.585655498281893,Web/CloudOps,2
+bitbrains_rnd/5T/short,CleanTS-65M,1729522.6961120467,1729522.6961120467,126.17161989084374,1.922932251274716,1.4504602211670892,0.6651300214191744,52.96299675505438,1315.113187566776,5.381063537009379,0.516257847323543,0.4390736306343669,Web/CloudOps,2
+bitbrains_rnd/H/short,CleanTS-65M,1734649.0702123663,1734649.0702123663,151.34637706971725,5.619562557039445,1.4062218881076785,0.5853200599355576,194.99397840816366,1317.060769369571,5.764102379858145,0.6623658015932248,0.5840054322420504,Web/CloudOps,2
+bizitobs_application/10S/long,CleanTS-65M,8503036.737537434,8503036.737537434,1727.9619401041666,3.816936660064947,0.056564937167697484,0.05646290461222331,69.70237104523383,2915.996697106743,0.11245834584517234,0.06664059038898695,0.061655565697102385,Web/CloudOps,2
+bizitobs_application/10S/medium,CleanTS-65M,11207147.073972829,11207147.073972829,1703.2339238357545,3.5762804943269515,0.055665247837702436,0.05404658357302348,46.98213520274279,3347.707734252324,0.13145463298204493,0.06688098487498421,0.05553268386511726,Web/CloudOps,2
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+bizitobs_l2c/5T/long,CleanTS-65M,353.77026795402406,353.77026795402406,13.156052063230485,1.2396629207255008,0.910846787850378,1.1084931073113093,7.075684102584815,18.808781671177538,1.056084975104401,0.7386926574282008,0.5691355578219337,Web/CloudOps,7
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+bizitobs_l2c/H/long,CleanTS-65M,166.5031982421875,166.5031982421875,8.933871120876736,0.9245677364022553,0.9479636808763366,0.908265395391555,5.89926680870527,12.903611829336292,0.7881898853033701,0.5457066554086751,0.4294200463645112,Web/CloudOps,7
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+bizitobs_service/10S/long,CleanTS-65M,159941.78537706228,159941.78537706228,103.76097113510288,2.623606135142696,0.11635794385400398,0.12418603667856327,42.15558238084946,399.9272251010955,0.2962788808291809,0.07686944641962316,0.06804511943686083,Web/CloudOps,2
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+ett1/15T/long,CleanTS-65M,10.306158042900146,10.306158042900146,1.6543900389898392,1.0397151129519404,0.7758217277307676,0.3997011853778173,7.488848396478441,3.2103205514247555,0.6118902392215627,0.31532836067538406,0.24557477949445408,Energy,7
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+ett1/H/medium,CleanTS-65M,140.5262155328478,140.5262155328478,6.822481995537167,1.2937400491959585,2767290270185.285,0.4395823612099602,9.743631952986485,11.854375375060796,0.5677965061979523,0.32678073016095716,0.258182559665144,Energy,7
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+ett2/15T/long,CleanTS-65M,12.641062444656614,12.641062444656614,2.281659266153971,0.937506541131916,0.13980276683271597,0.16663955370585123,7.034217303118602,3.555427181740137,0.18947513758754242,0.12159374423492621,0.09675950063026013,Energy,7
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+hierarchical_sales/W/short,CleanTS-65M,476.72122636993055,476.72122636993055,9.183625812879054,0.747419318126174,0.5625651143379824,0.47086217136011793,6.727918806541047,21.83394665125686,1.0024071705368696,0.4216247531147799,0.35732705318572333,Sales,1
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+jena_weather/10T/long,CleanTS-65M,1467.8021032886204,1467.8021032886204,9.91342335312748,0.6374243012539635,0.8369992394120576,0.6433001134239098,6.534794547400555,38.311905503232545,0.23443711076596843,0.06066193519168585,0.04975128726723508,Nature,21
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+jena_weather/H/short,CleanTS-65M,1104.9613603672099,1104.9613603672099,8.566707332513985,0.5368868229803038,1.666315686255163,0.6206586529907702,4.698604734502142,33.24095907712667,0.20376495248316953,0.05251336787535976,0.042841740044608986,Nature,21
+kdd_cup_2018/D/short,CleanTS-65M,2974.623326464278,2974.623326464278,21.701980333837458,1.219805501483326,0.5142869594384242,0.4801226475984066,9.439144277578558,54.5401075032336,1.2217563179272777,0.4861474023098953,0.3791924518528169,Nature,1
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+kdd_cup_2018/H/medium,CleanTS-65M,5500.53832347396,5500.53832347396,26.492773258814694,1.0727541916038499,0.8466308493052767,0.5888711367724193,9.05088311139548,74.16561415827391,1.5524206241285592,0.5545417248157081,0.43813830468284815,Nature,1
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+loop_seattle/5T/long,CleanTS-65M,92.20174206559065,92.20174206559065,5.354954664232315,0.8454478529900591,0.17166914982583023,0.12061257913044021,6.753253190770574,9.602173819796779,0.16976840728522274,0.09467669941123137,0.07510375447858089,Transport,1
+loop_seattle/5T/medium,CleanTS-65M,74.51142957594864,74.51142957594864,4.867850248702909,0.7737179588352738,0.15593407412954405,0.1109053855857613,6.017319161376385,8.632000322981263,0.15358102311985514,0.08660905857471395,0.06866858244997465,Transport,1
+loop_seattle/5T/short,CleanTS-65M,43.11260150657473,43.11260150657473,3.5075349229408124,0.5579530038926219,0.09257529315945257,0.07490157786251206,4.111420926825049,6.566018695265399,0.11259272426167817,0.060146480043020756,0.047269422758287244,Transport,1
+loop_seattle/D/short,CleanTS-65M,18.57973240516749,18.57973240516749,3.049241252186621,0.9176378483844494,0.05682349533949843,0.0561943626748273,6.962407212922172,4.310421372112881,0.07703298774913034,0.0544940143308299,0.043573038211785105,Transport,1
+loop_seattle/H/long,CleanTS-65M,60.61264933562172,60.61264933562172,4.358683961488391,0.9131533227378191,0.1349941218928615,0.10075194553325051,8.05470249349768,7.785412598932809,0.1391357232945755,0.07789550494437279,0.06329274501206944,Transport,1
+loop_seattle/H/medium,CleanTS-65M,66.2239799928616,66.2239799928616,4.531657566940575,0.9275631153962406,0.12036321337562597,0.10313099785116804,8.617610168431597,8.137811744742047,0.14383491375237448,0.08009654139730336,0.06571625071811742,Transport,1
+loop_seattle/H/short,CleanTS-65M,60.70895523423057,60.70895523423057,4.261321281999581,0.8655888545195888,0.12095751806492265,0.09790238747792573,8.357494879422589,7.7915951662179275,0.13791915882241718,0.07542972063456517,0.0622124855449094,Transport,1
+m_dense/D/short,CleanTS-65M,9316.96240198206,9316.96240198206,51.946601132993344,0.7504809074520636,0.13026995624410745,0.10738054213700471,6.927894005298149,96.52441350239876,0.16709803777374177,0.08992725056156602,0.07237018288142993,Transport,1
+m_dense/H/long,CleanTS-65M,34765.609654224536,34765.609654224536,82.58546437958141,0.7254612665150665,0.2810987441059,0.2003287257677243,7.556326878963531,186.4553824758742,0.32278184699178003,0.1429676546375075,0.11766625157903284,Transport,1
+m_dense/H/medium,CleanTS-65M,34512.06633884006,34512.06633884006,79.96313526153564,0.6978936781622972,0.2730701257273608,0.19687438170115154,7.44780491775512,185.7742348627496,0.323223710059924,0.13912575802749044,0.11450026427958455,Transport,1
+m_dense/H/short,CleanTS-65M,50343.301783057315,50343.301783057315,96.31221923192342,0.841403228679521,0.30340629458202995,0.22977066790892017,9.42045395622259,224.37313070654722,0.3979820616722905,0.17083389376193264,0.14114884457775367,Transport,1
+m4_daily/D/short,CleanTS-65M,383465.66690247733,383465.66690247733,170.69666058763607,3.2081064716704435,0.036927138060732216,0.030332773207370232,26.08011128676324,619.2460471431992,0.09565640050632376,0.026367916606962305,0.02092342695969357,Econ/Fin,1
+m4_hourly/H/short,CleanTS-65M,416266.4552957866,416266.4552957866,169.205297327176,1.322701379817929,0.10123713118220633,0.09574189621785689,9.673663173801586,645.187147497365,0.08808229659126059,0.02310026050859238,0.020823279011280376,Econ/Fin,1
+m4_monthly/M/short,CleanTS-65M,1908783.3338688153,1908783.3338688153,577.6685870080171,0.9837793846017734,0.16600613850283993,0.13589435501860161,8.067107808366893,1381.5872516308245,0.2871412603835251,0.12005936357740439,0.09642437481217975,Econ/Fin,1
+m4_quarterly/Q/short,CleanTS-65M,1883431.565311517,1883431.565311517,584.988072511673,1.2479256582402214,0.12082483374203003,0.10567335962267195,10.103191593957614,1372.3817126847462,0.22971253166569353,0.09791670195605363,0.0788195700145567,Econ/Fin,1
+m4_weekly/W/short,CleanTS-65M,367975.06675794435,367975.06675794435,298.10729381658547,2.1940876307583523,0.07092927528801889,0.07255722331380036,14.157770313365264,606.6094845598315,0.1105148407721758,0.05431052587822617,0.042407753828505486,Econ/Fin,1
+m4_yearly/A/short,CleanTS-65M,4162170.1811671406,4162170.1811671406,973.9929443163,3.6487848096801136,0.17898699063501528,0.15901303755530824,37.38846090225593,2040.1397454995922,0.3271458629844328,0.15618428247966717,0.13193186447748662,Econ/Fin,1
+restaurant/D/short,CleanTS-65M,157.55816897095514,157.55816897095514,7.623011608512125,0.729013932346573,0.6455305182790182,0.41960701008765783,5.128291537730095,12.552217691346623,0.5776821413519493,0.3508286565641627,0.27525791304525254,Sales,1
+saugeen/D/short,CleanTS-65M,1044.869330921173,1044.869330921173,11.873578217824301,2.636848440138105,0.2706558911005656,0.30933215459187824,34.78444458777649,32.324438601794355,1.0469962525841157,0.38458802183609575,0.328085682050341,Nature,1
+saugeen/M/short,CleanTS-65M,397.759041922433,397.759041922433,12.60980578831264,0.7388380321378877,0.38100790693646386,0.3585934695743379,4.870683760161396,19.94389736040659,0.5987755907042731,0.37858417405178296,0.2980638209858531,Nature,1
+saugeen/W/short,CleanTS-65M,1255.5320473432541,1255.5320473432541,17.289710915088655,1.4025695837802723,0.47267574444413185,0.45805939808487894,14.113494559227897,35.43348765424107,1.0695892856066285,0.5219042993020577,0.4228650601068679,Nature,1
+solar/10T/long,CleanTS-65M,21.67777349450969,21.67777349450969,1.9364289433029929,0.8487347798643053,2.6994967977587954,1.4704553988534845,6.117334493905399,4.655939593090711,1.0063068677381686,0.4185281414356188,0.324399494876512,Energy,1
+solar/10T/medium,CleanTS-65M,23.045038762722257,23.045038762722257,2.008993427111654,0.8822361224160759,3.3693835700083974,1.4663263069301515,6.601560215948542,4.800524842423196,1.0652555400654822,0.44580362531892637,0.35073008304774533,Energy,1
+solar/10T/short,CleanTS-65M,36.74563303097377,36.74563303097377,2.705380199371028,1.2000939009804032,6.852672141710116,1.5538207939760238,11.889313469323726,6.061817634255733,1.7633820794603803,0.786994800823228,0.6341716334851415,Energy,1
+solar/D/short,CleanTS-65M,156768.750486618,156768.750486618,260.6531283413407,1.0170102433051629,1.2094920840576617,0.4263525755155986,5.835141668924148,395.9403370289746,0.5719989491517509,0.3765550047846042,0.30897672487822153,Energy,1
+solar/H/long,CleanTS-65M,952.9622441869583,952.9622441869583,15.582906187479804,1.1897389378572798,4.551584204645209,1.4675696661485855,8.014566285976032,30.87008655943417,1.0703222989347025,0.5402878266167355,0.39539951318004596,Energy,1
+solar/H/medium,CleanTS-65M,719.216486843137,719.216486843137,12.558621390312547,0.9578050952378071,4.802171791139955,1.4231838226318358,7.407784415238228,26.818211850217324,0.9660545844700282,0.4523908542633308,0.355301571573648,Energy,1
+solar/H/short,CleanTS-65M,769.8665664988606,769.8665664988606,11.87201372019108,0.9178560271155648,3.826693847001346,1.4241380780068964,6.3027752866255335,27.746469442054437,1.0227441044790493,0.43760637965046906,0.34642641108658595,Energy,1
+solar/W/short,CleanTS-65M,1428398.523922217,1428398.523922217,976.2975027265339,1.070836182186609,0.22128818097123265,0.1936384287737582,6.169907035377626,1195.1562759414423,0.24396126547451438,0.19928672010457912,0.149285378680503,Energy,1
+sz_taxi/15T/long,CleanTS-65M,15.73027650990717,15.73027650990717,2.699990148625822,0.5094621704736275,6886944535416.432,0.398718404124605,3.9420435081189225,3.96614126197078,0.36709894798502724,0.2499062634592007,0.19841673921452202,Transport,1
+sz_taxi/15T/medium,CleanTS-65M,16.575554460541817,16.575554460541817,2.7664459081796497,0.5396955805361071,10366029297642.486,0.4076075570196168,3.908486704392643,4.071308691384359,0.3789032209855931,0.25746396177472386,0.20292486987960812,Transport,1
+sz_taxi/15T/short,CleanTS-65M,17.052128991106997,17.052128991106997,2.7614426509328234,0.5515912063321681,1200949502644.5789,0.3991129708650348,3.9597880693291128,4.1294223556215455,0.38611866322008004,0.25820670619598285,0.20292541416074839,Transport,1
+sz_taxi/H/short,CleanTS-65M,7.291834672928875,7.291834672928875,1.8692658472264934,0.5697771938661932,1.0598877103855977,0.30021190461822045,4.121075664148837,2.7003397328723056,0.2515533110968186,0.17413364972779155,0.13760897611444112,Transport,1
+temperature_rain/D/short,CleanTS-65M,189.99358632464586,189.99358632464586,5.987437476609687,1.428506549050293,37.81032682708845,1.4943231913885242,20.33263286000924,13.78381610166959,1.6227195876027847,0.7048796937783194,0.5724113313069737,Nature,1
+us_births/D/short,CleanTS-65M,204714.1703125,204714.1703125,305.8128889973958,0.4501687478600908,0.029061880807081858,0.02894541874527931,3.4816281268105844,452.4535007185821,0.0424138442439747,0.028667476815044057,0.022875985906004082,Healthcare,1
+us_births/M/short,CleanTS-65M,91195325.33333333,91195325.33333333,8114.59765625,0.9191595239565,0.024908685435851414,0.02526882415016492,5.28980637396075,9549.624355613854,0.02966106814002031,0.02520388499568461,0.018538053172532615,Healthcare,1
+us_births/W/short,CleanTS-65M,3899898.0089285714,3899898.0089285714,1519.235072544643,1.3805831792570447,0.020336782626275505,0.02053045361701931,8.920201263600932,1974.8159430510407,0.026807932787474797,0.020623467142071045,0.015951417115224253,Healthcare,1

results/CleanTS-65M/config.json

@@ -0,0 +1,10 @@
+{
+    "model": "CleanTS-65M",
+    "model_type": "zero-shot",
+    "model_dtype": "float32",
+    "model_link": "https://huggingface.co/EINK/CleanTS-65M",
+    "code_link": "https://github.com/Taihuachen-cfair/gift-eval/blob/main/notebooks/CleanTS.ipynb",
+    "org": "Shandong University",
+    "testdata_leakage": "No",
+    "replication_code_available": "Yes"
+}