{ "run_name": "N4_rawce_nat_s0", "cfg": { "run_name": "N4_rawce_nat_s0", "tokenizer": "raw_side", "patch": 32, "ctx_span": 4096, "fine_span": 1024, "enc_hidden": 64, "fsq_levels": [ 8, 6, 5, 5, 5 ], "vq_codes": 1024, "vq_dim": 64, "vq_beta": 0.25, "vq_decay": 0.99, "vq_entropy_w": 0.0, "vq_warm_steps": 2000, "vq_warm_decay": 0.9, "aux_code_ce": 0.2, "aux_code_offsets": [ 1 ], "d_model": 256, "n_layers": 4, "n_heads": 4, "train_kmin": 4, "train_kmax": 32, "cpm_cmax": 16, "cpm_pmax": 0.4, "cpm_span_max": 4, "steps": 30000, "batch": 64, "n_variates": 8, "lr": 0.001, "normuon_lr": 0.0008, "weight_decay": 0.0001, "grad_clip": 1.0, "warmup_frac": 0.03, "decay_frac": 0.1, "seed": 0, "data_seed": 0, "pool": "short", "eval_every": 500, "ckpt_every": 2500, "gift_ckpts": [ 7500, 15000, 22500, 30000 ] }, "val_log": { "step": [ 500, 1000, 1500, 2000, 2500, 3000, 3500, 4000, 4500, 5000, 5500, 6000, 6500, 7000, 7500, 8000, 8500, 9000, 9500, 10000, 10500, 11000, 11500, 12000, 12500, 13000, 13500, 14000, 14500, 15000, 15500, 16000, 16500, 17000, 17500, 18000, 18500, 19000, 19500, 20000, 20500, 21000, 21500, 22000, 22500, 23000, 23500, 24000, 24500, 25000, 25500, 26000, 26500, 27000, 27500, 28000, 28500, 29000, 29500, 30000 ], "val_crps": [ 0.8239641785621643, 0.8992100358009338, 0.821740984916687, 0.776465654373169, 0.8151089549064636, 0.8331094980239868, 0.7829685211181641, 0.8011782169342041, 0.7573460936546326, 0.7433498501777649, 0.8278016448020935, 0.8117585182189941, 0.7648788094520569, 0.8430817127227783, 0.820821225643158, 0.8774970173835754, 0.9278018474578857, 0.8311912417411804, 0.9025319814682007, 0.9227216243743896, 0.839329719543457, 0.8117209672927856, 0.8288781642913818, 0.8764411211013794, 0.8511227965354919, 0.8449985384941101, 0.8118158578872681, 0.870347261428833, 0.8131082057952881, 0.841304361820221, 0.8630870580673218, 0.856358528137207, 0.9032279849052429, 0.8089759349822998, 0.9641428589820862, 0.8783425688743591, 0.8578976988792419, 0.8647695183753967, 0.8539700508117676, 0.9293667674064636, 0.8608109354972839, 0.860874593257904, 0.8624436855316162, 0.8378972411155701, 0.9765885472297668, 0.7949265241622925, 0.86788409948349, 0.9755253791809082, 0.8646848201751709, 0.9073488116264343, 0.8951338529586792, 0.9126391410827637, 0.8467872142791748, 0.903053343296051, 1.0126432180404663, 0.9184579849243164, 0.932766318321228, 0.8596625924110413, 0.955608606338501, 0.9394330382347107 ], "train_loss": [ 0.9880277833823015, 0.9027871958046106, 0.8475953692394483, 0.8150603557450261, 0.8062601562383124, 0.7845851342369182, 0.7664526085582742, 0.7572715864885889, 0.746853669704563, 0.7356367477850354, 0.7296660294267039, 0.7220312873138038, 0.7143078003701159, 0.7117529045937203, 0.7052357451551866, 0.7008208890391261, 0.6995093952687709, 0.6886171880545949, 0.6828467283081445, 0.6851856200343039, 0.6792377492777485, 0.6823428860795554, 0.6724173936532046, 0.669190097314699, 0.6692830111566052, 0.664722391472427, 0.6649001739648298, 0.6619079971545787, 0.660605106819817, 0.654682363047735, 0.6531596041117314, 0.6535284148684823, 0.6451452713633675, 0.645340640507414, 0.6467881399010428, 0.6456294861574076, 0.6417358453340399, 0.6447710945430069, 0.6389846430724899, 0.6402373710748198, 0.6395021096198586, 0.6396563578975073, 0.6380110946661384, 0.6329213972002099, 0.6345976252419516, 0.6353014048716027, 0.6270686442020726, 0.6276797455038592, 0.6275886661843334, 0.6251938809911993, 0.6228144643618455, 0.6238027092794569, 0.6197790306115609, 0.6205904717057339, 0.6166699344804737, 0.6126049870605786, 0.6041123910961197, 0.601818157976653, 0.5964979424676918, 0.5961290809278407 ], "perplexity": [ 694.3325805664062, 590.1666259765625, 655.7510375976562, 610.5269165039062, 606.360107421875, 543.3671875, 574.8109130859375, 567.75341796875, 535.7959594726562, 564.6402587890625, 536.7083129882812, 536.3933715820312, 543.9071655273438, 540.2952270507812, 547.5912475585938, 494.3728332519531, 551.166015625, 509.1983947753906, 521.666015625, 496.27227783203125, 520.651611328125, 495.3750305175781, 540.4207153320312, 506.6939697265625, 490.20062255859375, 511.0697021484375, 487.9792175292969, 483.7541198730469, 512.7239379882812, 458.877685546875, 524.0035400390625, 503.17340087890625, 497.26904296875, 523.5180053710938, 531.0990600585938, 523.293701171875, 501.3465576171875, 471.6432189941406, 482.0379943847656, 477.63031005859375, 476.97418212890625, 487.9580383300781, 523.2235717773438, 484.2496032714844, 492.32244873046875, 468.7104797363281, 487.8533630371094, 500.0069580078125, 478.7859802246094, 489.3274230957031, 467.8744812011719, 474.032958984375, 462.2606506347656, 495.6441650390625, 472.1119384765625, 520.1354370117188, 479.07623291015625, 485.5731201171875, 507.38299560546875, 465.14813232421875 ], "code_ce": [ 3.2127652168273926, 2.8669841289520264, 2.782620906829834, 2.5503852367401123, 2.6440656185150146, 2.3774547576904297, 2.593048334121704, 2.3950319290161133, 2.5940701961517334, 2.3871467113494873, 2.4437170028686523, 2.2730140686035156, 2.250032901763916, 2.3817532062530518, 2.3125085830688477, 2.2158844470977783, 2.287388563156128, 2.268827438354492, 2.2541277408599854, 2.192858934402466, 2.182003974914551, 2.2449305057525635, 2.168609142303467, 2.352799654006958, 2.2226722240448, 2.0822227001190186, 2.1882662773132324, 2.1543309688568115, 2.2024450302124023, 2.1122536659240723, 2.2156684398651123, 2.076978921890259, 2.1453146934509277, 2.026653289794922, 2.040771961212158, 2.0692522525787354, 2.026151180267334, 2.124091625213623, 2.078800916671753, 2.059373140335083, 2.046055793762207, 2.100666046142578, 2.032475709915161, 1.9674568176269531, 2.081888198852539, 2.1266074180603027, 2.0432002544403076, 1.99106764793396, 2.0707921981811523, 2.0032119750976562, 1.9080032110214233, 2.0388734340667725, 2.177180767059326, 2.065659284591675, 1.9825174808502197, 2.0892417430877686, 2.11269474029541, 1.9733325242996216, 1.9094722270965576, 1.8566290140151978 ] }, "params_m": 3.745184, "gift_final": { "per_dataset": { "m4_weekly": { "CRPS": 0.22311635488383702, "MASE": 21.032520529370558, "freq": "W-SUN" }, "m4_daily": { "CRPS": 0.2653389599835031, "MASE": 30.86914899526333, "freq": "D" }, "m4_hourly": { "CRPS": 0.13630505693294187, "MASE": 12.498606820246847, "freq": "H" }, "m4_monthly": { "CRPS": 0.25816015633251316, "MASE": 3.276072117435762, "freq": "M" }, "electricity/15T": { "CRPS": 0.2827059820773191, "MASE": 3.032676255707306, "freq": "15T" }, "electricity/H": { "CRPS": 0.3416192114439236, "MASE": 3.427840291526293, "freq": "H" }, "solar/10T": { "CRPS": 1.0004335214437075, "MASE": 1.5200588665572465, "freq": "10T" }, "solar/H": { "CRPS": 1.0008767752921532, "MASE": 2.095641301291984, "freq": "H" }, "ett1/15T": { "CRPS": 0.5428622201024174, "MASE": 1.8715982316736293, "freq": "15T" }, "ett2/H": { "CRPS": 0.11357012515925503, "MASE": 1.2941983715376033, "freq": "H" }, "jena_weather/10T": { "CRPS": 0.06643543816520461, "MASE": 0.772969858940685, "freq": "10T" }, "us_births/D": { "CRPS": 0.09723098987893491, "MASE": 1.887110647113484, "freq": "D" }, "covid_deaths": { "CRPS": 0.31734160870008826, "MASE": 100.24494982279028, "freq": "D" }, "hospital": { "CRPS": 0.11499791075398726, "MASE": 1.2303237613490134, "freq": "M" } }, "gm_crps": 0.24573567508603367, "gm_crps_long_season": 0.29277834619606785, "gm_crps_other": 0.19455417433672267 }, "gift_7500": { "per_dataset": { "m4_weekly": { "CRPS": 0.16120898132355554, "MASE": 15.401215672489304, "freq": "W-SUN" }, "m4_daily": { "CRPS": 0.17563852923675433, "MASE": 24.844156808422873, "freq": "D" }, "m4_hourly": { "CRPS": 0.11822622198770574, "MASE": 11.72502726272472, "freq": "H" }, "m4_monthly": { "CRPS": 0.17042442199860844, "MASE": 2.1912053473996553, "freq": "M" }, "electricity/15T": { "CRPS": 0.2535861879233557, "MASE": 2.979008958128448, "freq": "15T" }, "electricity/H": { "CRPS": 0.23466970632320125, "MASE": 3.381178428769031, "freq": "H" }, "solar/10T": { "CRPS": 1.0003001938434646, "MASE": 1.5217109101722206, "freq": "10T" }, "solar/H": { "CRPS": 0.9995863529101232, "MASE": 2.093251056202527, "freq": "H" }, "ett1/15T": { "CRPS": 0.3931396015283879, "MASE": 1.5877761826415329, "freq": "15T" }, "ett2/H": { "CRPS": 0.132093188650746, "MASE": 1.4277573976550868, "freq": "H" }, "jena_weather/10T": { "CRPS": 0.06286625689829993, "MASE": 0.6603390611463582, "freq": "10T" }, "us_births/D": { "CRPS": 0.08023096314425641, "MASE": 1.6315311443437062, "freq": "D" }, "covid_deaths": { "CRPS": 0.15947871711371053, "MASE": 74.97121575626328, "freq": "D" }, "hospital": { "CRPS": 0.09477214947378232, "MASE": 1.158301349713893, "freq": "M" } }, "gm_crps": 0.19718902168782454, "gm_crps_long_season": 0.26310947678323254, "gm_crps_other": 0.1342386947954307 }, "gift_15000": { "per_dataset": { "m4_weekly": { "CRPS": 0.18078291616887643, "MASE": 21.76298527870834, "freq": "W-SUN" }, "m4_daily": { "CRPS": 0.19809934144985755, "MASE": 25.464057582975727, "freq": "D" }, "m4_hourly": { "CRPS": 0.12959655775908996, "MASE": 12.605584507198218, "freq": "H" }, "m4_monthly": { "CRPS": 0.18734157070832638, "MASE": 2.4068584038178633, "freq": "M" }, "electricity/15T": { "CRPS": 0.2614637369391504, "MASE": 3.0379683136146345, "freq": "15T" }, "electricity/H": { "CRPS": 0.3003388455704281, "MASE": 3.549529396750356, "freq": "H" }, "solar/10T": { "CRPS": 1.0006141439320038, "MASE": 1.5207627185030173, "freq": "10T" }, "solar/H": { "CRPS": 1.0004308922192333, "MASE": 2.094781827601637, "freq": "H" }, "ett1/15T": { "CRPS": 0.5114384295930652, "MASE": 1.7718187050387726, "freq": "15T" }, "ett2/H": { "CRPS": 0.1138218151027324, "MASE": 1.302974584092169, "freq": "H" }, "jena_weather/10T": { "CRPS": 0.06410577093120579, "MASE": 0.691268775448304, "freq": "10T" }, "us_births/D": { "CRPS": 0.0866251229727536, "MASE": 1.5402273815239689, "freq": "D" }, "covid_deaths": { "CRPS": 0.18312248489401797, "MASE": 79.7092633519925, "freq": "D" }, "hospital": { "CRPS": 0.08955205795648855, "MASE": 1.1162503669090673, "freq": "M" } }, "gm_crps": 0.21166622304888294, "gm_crps_long_season": 0.2802194459886227, "gm_crps_other": 0.145609355872973 }, "gift_22500": { "per_dataset": { "m4_weekly": { "CRPS": 0.22643297492004427, "MASE": 21.147111414057008, "freq": "W-SUN" }, "m4_daily": { "CRPS": 0.2627666491063264, "MASE": 30.468955017381468, "freq": "D" }, "m4_hourly": { "CRPS": 0.14652482613971862, "MASE": 13.143705298703951, "freq": "H" }, "m4_monthly": { "CRPS": 0.23068715918113647, "MASE": 2.8420410993458822, "freq": "M" }, "electricity/15T": { "CRPS": 0.2780088133085096, "MASE": 3.0938486069840705, "freq": "15T" }, "electricity/H": { "CRPS": 0.34036065353274775, "MASE": 3.45554044004233, "freq": "H" }, "solar/10T": { "CRPS": 1.0015760091473542, "MASE": 1.5336605548222444, "freq": "10T" }, "solar/H": { "CRPS": 1.0000927275924316, "MASE": 2.093971814402551, "freq": "H" }, "ett1/15T": { "CRPS": 0.5185496834252711, "MASE": 1.8352212160637795, "freq": "15T" }, "ett2/H": { "CRPS": 0.11768399964854831, "MASE": 1.3357908311321742, "freq": "H" }, "jena_weather/10T": { "CRPS": 0.06597365449405249, "MASE": 0.7056573024816175, "freq": "10T" }, "us_births/D": { "CRPS": 0.0922702322149846, "MASE": 1.7904852354546923, "freq": "D" }, "covid_deaths": { "CRPS": 0.25860139698055307, "MASE": 90.01350271231334, "freq": "D" }, "hospital": { "CRPS": 0.11111457894132111, "MASE": 1.2596969381930723, "freq": "M" } }, "gm_crps": 0.2394303382353512, "gm_crps_long_season": 0.2940620331747335, "gm_crps_other": 0.18203971359206625 }, "probe": { "pearson": [ 0.001, -0.023, -0.008, 0.006, -0.006, -0.004, -0.001, 0.005 ], "amp_retention": [ 0.393, 0.37, 0.385, 0.474, 0.461, 0.429, 0.428, 0.447 ] } }