| { | |
| "dataset": "electricity", | |
| "n_vars": 321, | |
| "means": [ | |
| 25.08695411682129, | |
| 114.93004608154297, | |
| 20.655170440673828, | |
| 424.6993713378906, | |
| 200.0240020751953, | |
| 767.0294189453125, | |
| 26.141048431396484, | |
| 1032.8582763671875, | |
| 221.17782592773438, | |
| 230.69107055664062, | |
| 163.5853729248047, | |
| 280.2621765136719, | |
| 181.5522003173828, | |
| 136.00978088378906, | |
| 200.57217407226562, | |
| 988.73095703125, | |
| 36.21328353881836, | |
| 160.36085510253906, | |
| 663.9105224609375, | |
| 110.10906219482422, | |
| 39.50135803222656, | |
| 894.6671752929688, | |
| 86.71029663085938, | |
| 80.07608795166016, | |
| 270.3875732421875, | |
| 314.67645263671875, | |
| 370.2247314453125, | |
| 56.485931396484375, | |
| 467.6400146484375, | |
| 148.6434326171875, | |
| 451.26776123046875, | |
| 487.40435791015625, | |
| 513.8184814453125, | |
| 167.5866241455078, | |
| 4312.1162109375, | |
| 123.50787353515625, | |
| 376.32733154296875, | |
| 533.6299438476562, | |
| 115.12654876708984, | |
| 64.10009765625, | |
| 3762.143798828125, | |
| 664.998291015625, | |
| 222.47572326660156, | |
| 148.67233276367188, | |
| 273.5216064453125, | |
| 279.01580810546875, | |
| 104.92320251464844, | |
| 154.23516845703125, | |
| 96.9184799194336, | |
| 349.39312744140625, | |
| 481.4648132324219, | |
| 114.19107055664062, | |
| 312.8493957519531, | |
| 239.88479614257812, | |
| 94.62551879882812, | |
| 5556.76708984375, | |
| 248.1903076171875, | |
| 180.024169921875, | |
| 794.1640625, | |
| 663.39013671875, | |
| 649.609375, | |
| 170.53921508789062, | |
| 184.6593475341797, | |
| 389.6535339355469, | |
| 189.2498321533203, | |
| 360.9417724609375, | |
| 191.6880340576172, | |
| 242.63893127441406, | |
| 141.15756225585938, | |
| 167.87290954589844, | |
| 126.99451446533203, | |
| 59.08608627319336, | |
| 406.54693603515625, | |
| 178.02166748046875, | |
| 292.2796630859375, | |
| 834.9413452148438, | |
| 508.1939392089844, | |
| 1745.5970458984375, | |
| 463.3829650878906, | |
| 491.7152404785156, | |
| 788.6171875, | |
| 500.0225524902344, | |
| 573.2464599609375, | |
| 91.16902160644531, | |
| 110.2680892944336, | |
| 74.54920959472656, | |
| 46.76813888549805, | |
| 762.5288696289062, | |
| 2732.833251953125, | |
| 4646.0810546875, | |
| 247.5686492919922, | |
| 2927.584716796875, | |
| 3416.4677734375, | |
| 4529.80859375, | |
| 2364.1044921875, | |
| 876.4513549804688, | |
| 1247.564453125, | |
| 364.9486083984375, | |
| 317.9853820800781, | |
| 253.91526794433594, | |
| 1097.670166015625, | |
| 152.9500274658203, | |
| 233.24696350097656, | |
| 1228.7049560546875, | |
| 498.8443298339844, | |
| 170.94747924804688, | |
| 217.85824584960938, | |
| 58.62692642211914, | |
| 130.15478515625, | |
| 528.9940795898438, | |
| 282.29693603515625, | |
| 424.23333740234375, | |
| 1619.4993896484375, | |
| 270.9411926269531, | |
| 35.750816345214844, | |
| 209.15512084960938, | |
| 615.5474243164062, | |
| 314.58740234375, | |
| 326.2376708984375, | |
| 11106.2568359375, | |
| 1392.728271484375, | |
| 96.70399475097656, | |
| 115.51721954345703, | |
| 393.25799560546875, | |
| 691.5970458984375, | |
| 134.90223693847656, | |
| 603.1013793945312, | |
| 294.18646240234375, | |
| 7866.85400390625, | |
| 273.7729797363281, | |
| 216.89735412597656, | |
| 6862.34912109375, | |
| 1119.7071533203125, | |
| 9188.9462890625, | |
| 444.9069519042969, | |
| 5034.8994140625, | |
| 543.067138671875, | |
| 158.1934051513672, | |
| 977.0884399414062, | |
| 483.7829284667969, | |
| 591.423828125, | |
| 651.3651733398438, | |
| 337.1884765625, | |
| 625.2902221679688, | |
| 208.91152954101562, | |
| 343.1515197753906, | |
| 210.0405731201172, | |
| 138.9737091064453, | |
| 1644.1407470703125, | |
| 1548.8348388671875, | |
| 7636.884765625, | |
| 1851.3458251953125, | |
| 1160.20556640625, | |
| 9820.37109375, | |
| 1783.7158203125, | |
| 79607.8671875, | |
| 632.3983764648438, | |
| 933.001220703125, | |
| 1753.85205078125, | |
| 3323.6220703125, | |
| 1161.5743408203125, | |
| 931.3892822265625, | |
| 2069.263427734375, | |
| 3514.48876953125, | |
| 2078.969970703125, | |
| 812.0614624023438, | |
| 3392.64599609375, | |
| 25443.748046875, | |
| 2330.566650390625, | |
| 2889.3486328125, | |
| 751.8609008789062, | |
| 1430.30419921875, | |
| 4472.99658203125, | |
| 1549.351318359375, | |
| 1609.650390625, | |
| 8558.1728515625, | |
| 831.8568725585938, | |
| 5079.6328125, | |
| 2117.888427734375, | |
| 11597.998046875, | |
| 620.4644165039062, | |
| 3715.6962890625, | |
| 1031.39794921875, | |
| 1330.2296142578125, | |
| 1825.3048095703125, | |
| 1075.679931640625, | |
| 22842.935546875, | |
| 3692.525634765625, | |
| 391.2516174316406, | |
| 2517.638916015625, | |
| 334.01220703125, | |
| 550.4771118164062, | |
| 348.0144348144531, | |
| 3142.8076171875, | |
| 584.9346313476562, | |
| 344.6821594238281, | |
| 1620.4017333984375, | |
| 473.40045166015625, | |
| 1426.9676513671875, | |
| 10193.0986328125, | |
| 791.9051513671875, | |
| 514.485595703125, | |
| 614.82177734375, | |
| 773.7428588867188, | |
| 2367.84521484375, | |
| 1905.73974609375, | |
| 632.2021484375, | |
| 280.16473388671875, | |
| 372.2348327636719, | |
| 314.8281555175781, | |
| 909.5026245117188, | |
| 1284.9276123046875, | |
| 969.0635375976562, | |
| 576.4632568359375, | |
| 612.19677734375, | |
| 480.3415222167969, | |
| 621.2816772460938, | |
| 718.7555541992188, | |
| 230.41136169433594, | |
| 780.0154418945312, | |
| 747.8577880859375, | |
| 750.6215209960938, | |
| 698.287353515625, | |
| 1125.231689453125, | |
| 280.6719970703125, | |
| 971.4618530273438, | |
| 3163.1435546875, | |
| 275.47528076171875, | |
| 596.1333618164062, | |
| 598.7911987304688, | |
| 1989.853759765625, | |
| 1306.9779052734375, | |
| 519.490478515625, | |
| 7808.43896484375, | |
| 362.3731689453125, | |
| 365.1253967285156, | |
| 45988.55859375, | |
| 1164.1417236328125, | |
| 491.732177734375, | |
| 453.82940673828125, | |
| 1093.6485595703125, | |
| 285.6667785644531, | |
| 389.6352233886719, | |
| 465.71240234375, | |
| 626.3550415039062, | |
| 334.1214904785156, | |
| 2283.547119140625, | |
| 346.7728576660156, | |
| 1072.1209716796875, | |
| 371.0918884277344, | |
| 2509.785888671875, | |
| 1068.5382080078125, | |
| 379.4530334472656, | |
| 589.0444946289062, | |
| 3809.883056640625, | |
| 1883.185546875, | |
| 516.8905639648438, | |
| 461.3207092285156, | |
| 492.390625, | |
| 601.1698608398438, | |
| 278.63812255859375, | |
| 318.0130920410156, | |
| 3084.94384765625, | |
| 880.1505737304688, | |
| 2409.57421875, | |
| 515.2783813476562, | |
| 1456.357177734375, | |
| 936.2457885742188, | |
| 4269.95458984375, | |
| 354.29193115234375, | |
| 1352.5816650390625, | |
| 2109.844970703125, | |
| 681.7664184570312, | |
| 387.121337890625, | |
| 411.79876708984375, | |
| 448.85260009765625, | |
| 7060.0771484375, | |
| 1327.822021484375, | |
| 1199.175048828125, | |
| 983.2490844726562, | |
| 2223.359375, | |
| 4818.35302734375, | |
| 844.2603759765625, | |
| 386.6584167480469, | |
| 869.2590942382812, | |
| 342.8904113769531, | |
| 327.9532470703125, | |
| 301.225830078125, | |
| 668.2474365234375, | |
| 971.5388793945312, | |
| 13112.09375, | |
| 539.0739135742188, | |
| 4233.37255859375, | |
| 1127.29736328125, | |
| 611.3701171875, | |
| 704.19189453125, | |
| 8601.5302734375, | |
| 1176.1571044921875, | |
| 7.938735485076904, | |
| 83.83331298828125, | |
| 765.3429565429688, | |
| 2705.555419921875, | |
| 6679.5078125, | |
| 440.2497253417969, | |
| 2122.1396484375, | |
| 468.9384765625, | |
| 2649.087890625, | |
| 468.30908203125, | |
| 7644.017578125, | |
| 3334.195556640625, | |
| 437.79400634765625, | |
| 2095.69873046875, | |
| 1168.256591796875, | |
| 200907.671875, | |
| 10424.6484375, | |
| 16017.943359375, | |
| 352.96295166015625, | |
| 53.160438537597656, | |
| 2223.65966796875, | |
| 509.91949462890625, | |
| 3361.17578125 | |
| ], | |
| "stds": [ | |
| 24.649282455444336, | |
| 26.271692276000977, | |
| 58.368953704833984, | |
| 153.3048553466797, | |
| 69.66936492919922, | |
| 254.94837951660156, | |
| 28.513765335083008, | |
| 237.12881469726562, | |
| 89.74340057373047, | |
| 104.87458801269531, | |
| 50.927833557128906, | |
| 147.70697021484375, | |
| 76.34264373779297, | |
| 46.153743743896484, | |
| 53.78025817871094, | |
| 346.29132080078125, | |
| 9.98171615600586, | |
| 43.91701126098633, | |
| 203.8241729736328, | |
| 46.52052307128906, | |
| 14.659908294677734, | |
| 298.8570861816406, | |
| 34.765201568603516, | |
| 30.04631996154785, | |
| 86.88340759277344, | |
| 122.15805053710938, | |
| 105.00518798828125, | |
| 16.992456436157227, | |
| 128.151611328125, | |
| 100.45526885986328, | |
| 149.0448760986328, | |
| 116.70115661621094, | |
| 182.8712921142578, | |
| 51.24818801879883, | |
| 1398.348388671875, | |
| 42.79547882080078, | |
| 207.5389862060547, | |
| 163.2561798095703, | |
| 36.9497184753418, | |
| 19.151599884033203, | |
| 1121.4112548828125, | |
| 234.9882049560547, | |
| 62.65348815917969, | |
| 40.15452194213867, | |
| 111.48037719726562, | |
| 71.95913696289062, | |
| 48.05096435546875, | |
| 46.451271057128906, | |
| 54.146705627441406, | |
| 121.44441223144531, | |
| 115.99217987060547, | |
| 29.055347442626953, | |
| 98.75460052490234, | |
| 68.78814697265625, | |
| 35.914669036865234, | |
| 1693.6370849609375, | |
| 77.32622528076172, | |
| 95.06210327148438, | |
| 273.0967102050781, | |
| 355.50543212890625, | |
| 176.83602905273438, | |
| 51.366329193115234, | |
| 61.12583541870117, | |
| 121.36341857910156, | |
| 88.24971008300781, | |
| 91.89336395263672, | |
| 53.521183013916016, | |
| 76.47100067138672, | |
| 59.73400115966797, | |
| 46.53257751464844, | |
| 62.74119567871094, | |
| 24.306543350219727, | |
| 129.0113067626953, | |
| 45.3648796081543, | |
| 87.49913024902344, | |
| 345.38983154296875, | |
| 135.48974609375, | |
| 617.0762939453125, | |
| 165.60830688476562, | |
| 215.01441955566406, | |
| 270.3529968261719, | |
| 328.1122741699219, | |
| 149.47894287109375, | |
| 214.3712615966797, | |
| 113.74835205078125, | |
| 66.81187438964844, | |
| 24.990131378173828, | |
| 435.02423095703125, | |
| 1730.80810546875, | |
| 3057.955078125, | |
| 205.01205444335938, | |
| 1932.37451171875, | |
| 1658.7266845703125, | |
| 2588.6943359375, | |
| 1578.7225341796875, | |
| 613.4405517578125, | |
| 453.8453369140625, | |
| 163.71507263183594, | |
| 102.28770446777344, | |
| 98.84046936035156, | |
| 490.6788330078125, | |
| 77.74449920654297, | |
| 77.60155487060547, | |
| 631.1803588867188, | |
| 162.02354431152344, | |
| 234.92747497558594, | |
| 286.4700622558594, | |
| 66.00775146484375, | |
| 60.447242736816406, | |
| 277.305419921875, | |
| 115.26665496826172, | |
| 160.77731323242188, | |
| 543.3722534179688, | |
| 250.00811767578125, | |
| 18.850332260131836, | |
| 163.45904541015625, | |
| 240.36863708496094, | |
| 23.466922760009766, | |
| 42.840694427490234, | |
| 1086.8848876953125, | |
| 107.98956298828125, | |
| 9.241447448730469, | |
| 17.671142578125, | |
| 177.33718872070312, | |
| 292.1878967285156, | |
| 21.897554397583008, | |
| 362.66705322265625, | |
| 126.51432800292969, | |
| 1842.4775390625, | |
| 206.05703735351562, | |
| 162.5497283935547, | |
| 1429.2452392578125, | |
| 569.593505859375, | |
| 1359.0531005859375, | |
| 278.19537353515625, | |
| 1498.0643310546875, | |
| 169.82275390625, | |
| 43.47450256347656, | |
| 234.8673095703125, | |
| 158.77883911132812, | |
| 178.49801635742188, | |
| 231.6896209716797, | |
| 111.73919677734375, | |
| 177.74388122558594, | |
| 60.10445785522461, | |
| 122.99913787841797, | |
| 192.8894805908203, | |
| 44.52742004394531, | |
| 472.8487854003906, | |
| 422.52734375, | |
| 1980.7806396484375, | |
| 550.419921875, | |
| 318.1343994140625, | |
| 2907.986572265625, | |
| 591.43310546875, | |
| 26499.04296875, | |
| 197.7367401123047, | |
| 347.2190856933594, | |
| 676.0027465820312, | |
| 1072.8497314453125, | |
| 354.76788330078125, | |
| 270.77423095703125, | |
| 670.5191650390625, | |
| 1071.324951171875, | |
| 555.4384765625, | |
| 265.6737976074219, | |
| 1097.62890625, | |
| 7262.81591796875, | |
| 755.3572998046875, | |
| 751.15966796875, | |
| 228.9962921142578, | |
| 433.4939880371094, | |
| 1074.6505126953125, | |
| 555.8192138671875, | |
| 461.0276184082031, | |
| 2916.4453125, | |
| 335.3446960449219, | |
| 1487.85986328125, | |
| 793.4519653320312, | |
| 4784.37646484375, | |
| 225.94534301757812, | |
| 1353.6783447265625, | |
| 1496.70361328125, | |
| 426.15240478515625, | |
| 429.8337707519531, | |
| 388.1366882324219, | |
| 7962.48388671875, | |
| 1083.8138427734375, | |
| 117.0979995727539, | |
| 848.9337768554688, | |
| 127.96367645263672, | |
| 209.59976196289062, | |
| 114.38057708740234, | |
| 1120.7127685546875, | |
| 173.2124786376953, | |
| 99.6056900024414, | |
| 380.5069274902344, | |
| 135.38946533203125, | |
| 463.9960021972656, | |
| 2907.41162109375, | |
| 223.37974548339844, | |
| 171.47218322753906, | |
| 201.95877075195312, | |
| 185.01039123535156, | |
| 686.6768188476562, | |
| 715.8428955078125, | |
| 212.2259979248047, | |
| 109.36115264892578, | |
| 108.38067626953125, | |
| 89.9833755493164, | |
| 297.1351623535156, | |
| 470.9761962890625, | |
| 290.0602722167969, | |
| 177.6429443359375, | |
| 170.07501220703125, | |
| 144.92111206054688, | |
| 132.56919860839844, | |
| 273.0918884277344, | |
| 86.29442596435547, | |
| 202.08706665039062, | |
| 284.7912902832031, | |
| 251.03314208984375, | |
| 195.1416778564453, | |
| 292.9868469238281, | |
| 99.61505126953125, | |
| 335.6351013183594, | |
| 842.5252075195312, | |
| 93.91315460205078, | |
| 159.2890167236328, | |
| 158.58798217773438, | |
| 616.2396850585938, | |
| 323.9966735839844, | |
| 137.34530639648438, | |
| 2686.908935546875, | |
| 111.43862915039062, | |
| 109.86434936523438, | |
| 11892.771484375, | |
| 399.5443420410156, | |
| 118.2412338256836, | |
| 119.54049682617188, | |
| 235.4860076904297, | |
| 95.85783386230469, | |
| 126.53250122070312, | |
| 164.88523864746094, | |
| 182.809814453125, | |
| 144.62225341796875, | |
| 816.2222290039062, | |
| 116.93602752685547, | |
| 246.76438903808594, | |
| 129.04281616210938, | |
| 749.9215087890625, | |
| 311.30767822265625, | |
| 102.01079559326172, | |
| 178.92837524414062, | |
| 1003.3502197265625, | |
| 483.6227111816406, | |
| 133.94204711914062, | |
| 140.16586303710938, | |
| 140.05819702148438, | |
| 175.50177001953125, | |
| 91.74787139892578, | |
| 107.23483276367188, | |
| 1058.8270263671875, | |
| 220.90638732910156, | |
| 699.1642456054688, | |
| 140.2151641845703, | |
| 549.813232421875, | |
| 298.4234313964844, | |
| 1163.794189453125, | |
| 97.1579360961914, | |
| 474.7508850097656, | |
| 753.5072021484375, | |
| 228.53640747070312, | |
| 118.65074920654297, | |
| 105.68656921386719, | |
| 136.47073364257812, | |
| 2433.2880859375, | |
| 348.5677185058594, | |
| 386.8242492675781, | |
| 312.4179382324219, | |
| 712.4096069335938, | |
| 1750.9644775390625, | |
| 206.9145965576172, | |
| 146.3850860595703, | |
| 297.2689208984375, | |
| 134.1598358154297, | |
| 194.66220092773438, | |
| 197.6652069091797, | |
| 272.1271667480469, | |
| 399.74432373046875, | |
| 7351.1533203125, | |
| 335.195556640625, | |
| 2100.91552734375, | |
| 639.4791259765625, | |
| 509.9863586425781, | |
| 479.93621826171875, | |
| 3521.7421875, | |
| 529.5550537109375, | |
| 13.891616821289062, | |
| 92.78299713134766, | |
| 474.2513732910156, | |
| 2053.429931640625, | |
| 3876.119140625, | |
| 408.2278137207031, | |
| 748.5538330078125, | |
| 370.5173034667969, | |
| 1549.9183349609375, | |
| 442.1512451171875, | |
| 4312.421875, | |
| 2177.378662109375, | |
| 359.953857421875, | |
| 1230.9356689453125, | |
| 734.693115234375, | |
| 145555.171875, | |
| 6871.0859375, | |
| 9843.20703125, | |
| 256.5060119628906, | |
| 37.76263427734375, | |
| 578.05224609375, | |
| 265.9379577636719, | |
| 554.4266967773438 | |
| ], | |
| "best_val_mse": 0.17228219591750712, | |
| "epochs": 40, | |
| "window_stride": { | |
| "train": 256, | |
| "val": 32 | |
| }, | |
| "channel_independent": true, | |
| "arch": { | |
| "d_model": 512, | |
| "d_ff": 512, | |
| "n_heads": 8, | |
| "e_layers": 3, | |
| "patch_len": 16, | |
| "stride": 8, | |
| "dropout": 0.3, | |
| "seq_len": 512, | |
| "pred_len": 48 | |
| }, | |
| "train_seconds": 1029.2 | |
| } |