| activation: gelu | |
| attn: full | |
| batch_size: 256 | |
| c_out: 1 | |
| cols: | |
| - 400001_logpctchange | |
| - 400017_logpctchange | |
| - 400030_logpctchange | |
| - 400040_logpctchange | |
| - 400045_logpctchange | |
| - 400052_logpctchange | |
| - 400057_logpctchange | |
| - 400059_logpctchange | |
| - 400065_logpctchange | |
| - 400069_logpctchange | |
| - 400073_logpctchange | |
| - 400084_logpctchange | |
| - 400085_logpctchange | |
| - 400088_logpctchange | |
| - 400096_logpctchange | |
| - 400097_logpctchange | |
| - 400100_logpctchange | |
| - 400104_logpctchange | |
| - 400109_logpctchange | |
| - 400122_logpctchange | |
| - 400147_logpctchange | |
| - 400148_logpctchange | |
| - 400149_logpctchange | |
| - 400158_logpctchange | |
| - 400160_logpctchange | |
| - 400168_logpctchange | |
| - 400172_logpctchange | |
| - 400174_logpctchange | |
| - 400178_logpctchange | |
| - 400185_logpctchange | |
| - 400201_logpctchange | |
| - 400206_logpctchange | |
| - 400209_logpctchange | |
| - 400213_logpctchange | |
| - 400221_logpctchange | |
| - 400222_logpctchange | |
| - 400227_logpctchange | |
| - 400236_logpctchange | |
| - 400238_logpctchange | |
| - 400240_logpctchange | |
| - 400246_logpctchange | |
| - 400253_logpctchange | |
| - 400257_logpctchange | |
| - 400258_logpctchange | |
| - 400268_logpctchange | |
| - 400274_logpctchange | |
| - 400278_logpctchange | |
| - 400280_logpctchange | |
| - 400292_logpctchange | |
| - 400296_logpctchange | |
| - 400298_logpctchange | |
| - 400330_logpctchange | |
| - 400336_logpctchange | |
| - 400343_logpctchange | |
| - 400353_logpctchange | |
| - 400372_logpctchange | |
| - 400394_logpctchange | |
| - 400400_logpctchange | |
| - 400414_logpctchange | |
| - 400418_logpctchange | |
| - 400429_logpctchange | |
| - 400435_logpctchange | |
| - 400436_logpctchange | |
| - 400440_logpctchange | |
| - 400449_logpctchange | |
| - 400457_logpctchange | |
| - 400461_logpctchange | |
| - 400464_logpctchange | |
| - 400479_logpctchange | |
| - 400485_logpctchange | |
| - 400499_logpctchange | |
| - 400507_logpctchange | |
| - 400508_logpctchange | |
| - 400514_logpctchange | |
| - 400519_logpctchange | |
| - 400528_logpctchange | |
| - 400545_logpctchange | |
| - 400560_logpctchange | |
| - 400563_logpctchange | |
| - 400567_logpctchange | |
| - 400581_logpctchange | |
| - 400582_logpctchange | |
| - 400586_logpctchange | |
| - 400637_logpctchange | |
| - 400643_logpctchange | |
| - 400648_logpctchange | |
| - 400649_logpctchange | |
| - 400654_logpctchange | |
| - 400664_logpctchange | |
| - 400665_logpctchange | |
| - 400668_logpctchange | |
| - 400673_logpctchange | |
| - 400677_logpctchange | |
| - 400687_logpctchange | |
| - 400688_logpctchange | |
| - 400690_logpctchange | |
| - 400700_logpctchange | |
| - 400709_logpctchange | |
| - 400713_logpctchange | |
| - 400714_logpctchange | |
| - 400715_logpctchange | |
| - 400717_logpctchange | |
| - 400723_logpctchange | |
| - 400743_logpctchange | |
| - 400750_logpctchange | |
| - 400760_logpctchange | |
| - 400772_logpctchange | |
| - 400790_logpctchange | |
| - 400792_logpctchange | |
| - 400794_logpctchange | |
| - 400799_logpctchange | |
| - 400804_logpctchange | |
| - 400822_logpctchange | |
| - 400823_logpctchange | |
| - 400828_logpctchange | |
| - 400832_logpctchange | |
| - 400837_logpctchange | |
| - 400842_logpctchange | |
| - 400863_logpctchange | |
| - 400869_logpctchange | |
| - 400873_logpctchange | |
| - 400895_logpctchange | |
| - 400904_logpctchange | |
| - 400907_logpctchange | |
| - 400911_logpctchange | |
| - 400916_logpctchange | |
| - 400922_logpctchange | |
| - 400934_logpctchange | |
| - 400951_logpctchange | |
| - 400952_logpctchange | |
| - 400953_logpctchange | |
| - 400964_logpctchange | |
| - 400965_logpctchange | |
| - 400970_logpctchange | |
| - 400971_logpctchange | |
| - 400973_logpctchange | |
| - 400995_logpctchange | |
| - 400996_logpctchange | |
| - 401014_logpctchange | |
| - 401129_logpctchange | |
| - 401154_logpctchange | |
| - 401163_logpctchange | |
| - 401167_logpctchange | |
| - 401210_logpctchange | |
| - 401224_logpctchange | |
| - 401327_logpctchange | |
| - 401351_logpctchange | |
| - 401388_logpctchange | |
| - 401391_logpctchange | |
| - 401400_logpctchange | |
| - 401403_logpctchange | |
| - 401440_logpctchange | |
| - 401457_logpctchange | |
| - 401464_logpctchange | |
| - 401489_logpctchange | |
| - 401495_logpctchange | |
| - 401507_logpctchange | |
| - 401534_logpctchange | |
| - 401541_logpctchange | |
| - 401555_logpctchange | |
| - 401560_logpctchange | |
| - 401567_logpctchange | |
| - 401597_logpctchange | |
| - 401606_logpctchange | |
| - 401611_logpctchange | |
| - 401655_logpctchange | |
| - 401808_logpctchange | |
| - 401809_logpctchange | |
| - 401810_logpctchange | |
| - 401811_logpctchange | |
| - 401816_logpctchange | |
| - 401817_logpctchange | |
| - 401845_logpctchange | |
| - 401846_logpctchange | |
| - 401890_logpctchange | |
| - 401891_logpctchange | |
| - 401906_logpctchange | |
| - 401908_logpctchange | |
| - 401926_logpctchange | |
| - 401936_logpctchange | |
| - 401937_logpctchange | |
| - 401942_logpctchange | |
| - 401943_logpctchange | |
| - 401948_logpctchange | |
| - 401957_logpctchange | |
| - 401958_logpctchange | |
| - 401994_logpctchange | |
| - 401996_logpctchange | |
| - 401997_logpctchange | |
| - 401998_logpctchange | |
| - 402056_logpctchange | |
| - 402057_logpctchange | |
| - 402058_logpctchange | |
| - 402059_logpctchange | |
| - 402060_logpctchange | |
| - 402061_logpctchange | |
| - 402067_logpctchange | |
| - 402117_logpctchange | |
| - 402118_logpctchange | |
| - 402119_logpctchange | |
| - 402120_logpctchange | |
| - 402121_logpctchange | |
| - 402281_logpctchange | |
| - 402282_logpctchange | |
| - 402283_logpctchange | |
| - 402284_logpctchange | |
| - 402285_logpctchange | |
| - 402286_logpctchange | |
| - 402287_logpctchange | |
| - 402288_logpctchange | |
| - 402289_logpctchange | |
| - 402359_logpctchange | |
| - 402360_logpctchange | |
| - 402361_logpctchange | |
| - 402362_logpctchange | |
| - 402363_logpctchange | |
| - 402364_logpctchange | |
| - 402365_logpctchange | |
| - 402366_logpctchange | |
| - 402367_logpctchange | |
| - 402368_logpctchange | |
| - 402369_logpctchange | |
| - 402370_logpctchange | |
| - 402371_logpctchange | |
| - 402372_logpctchange | |
| - 402373_logpctchange | |
| - 403225_logpctchange | |
| - 403265_logpctchange | |
| - 403329_logpctchange | |
| - 403401_logpctchange | |
| - 403402_logpctchange | |
| - 403404_logpctchange | |
| - 403406_logpctchange | |
| - 403409_logpctchange | |
| - 403412_logpctchange | |
| - 403414_logpctchange | |
| - 403419_logpctchange | |
| - 404370_logpctchange | |
| - 404434_logpctchange | |
| - 404435_logpctchange | |
| - 404444_logpctchange | |
| - 404451_logpctchange | |
| - 404452_logpctchange | |
| - 404453_logpctchange | |
| - 404461_logpctchange | |
| - 404462_logpctchange | |
| - 404521_logpctchange | |
| - 404522_logpctchange | |
| - 404553_logpctchange | |
| - 404554_logpctchange | |
| - 404585_logpctchange | |
| - 404586_logpctchange | |
| - 404640_logpctchange | |
| - 404753_logpctchange | |
| - 404759_logpctchange | |
| - 405613_logpctchange | |
| - 405619_logpctchange | |
| - 405701_logpctchange | |
| - 407150_logpctchange | |
| - 407151_logpctchange | |
| - 407152_logpctchange | |
| - 407153_logpctchange | |
| - 407155_logpctchange | |
| - 407157_logpctchange | |
| - 407161_logpctchange | |
| - 407165_logpctchange | |
| - 407172_logpctchange | |
| - 407173_logpctchange | |
| - 407174_logpctchange | |
| - 407176_logpctchange | |
| - 407177_logpctchange | |
| - 407179_logpctchange | |
| - 407180_logpctchange | |
| - 407181_logpctchange | |
| - 407184_logpctchange | |
| - 407185_logpctchange | |
| - 407186_logpctchange | |
| - 407187_logpctchange | |
| - 407190_logpctchange | |
| - 407191_logpctchange | |
| - 407194_logpctchange | |
| - 407200_logpctchange | |
| - 407202_logpctchange | |
| - 407204_logpctchange | |
| - 407206_logpctchange | |
| - 407207_logpctchange | |
| - 407321_logpctchange | |
| - 407323_logpctchange | |
| - 407325_logpctchange | |
| - 407328_logpctchange | |
| - 407331_logpctchange | |
| - 407332_logpctchange | |
| - 407335_logpctchange | |
| - 407336_logpctchange | |
| - 407337_logpctchange | |
| - 407339_logpctchange | |
| - 407341_logpctchange | |
| - 407342_logpctchange | |
| - 407344_logpctchange | |
| - 407348_logpctchange | |
| - 407352_logpctchange | |
| - 407359_logpctchange | |
| - 407360_logpctchange | |
| - 407361_logpctchange | |
| - 407364_logpctchange | |
| - 407367_logpctchange | |
| - 407370_logpctchange | |
| - 407372_logpctchange | |
| - 407373_logpctchange | |
| - 407374_logpctchange | |
| - 407710_logpctchange | |
| - 407711_logpctchange | |
| - 408907_logpctchange | |
| - 408911_logpctchange | |
| - 409524_logpctchange | |
| - 409525_logpctchange | |
| - 409526_logpctchange | |
| - 409528_logpctchange | |
| - 409529_logpctchange | |
| - 413026_logpctchange | |
| - 413845_logpctchange | |
| - 413877_logpctchange | |
| - 413878_logpctchange | |
| - 414284_logpctchange | |
| - 414694_logpctchange | |
| d_model: 256 | |
| data_path: PEMSBAY.csv | |
| # date_end: '2020-01-01' | |
| # date_start: '2012-01-01' | |
| # date_test: '2019-06-01' | |
| des: mlpPEMs | |
| dont_shuffle_train: false | |
| dropout: 0.75 | |
| dropout_emb: 0.0 | |
| e_layers: 4 | |
| emb_t2v_app_dim: 16 | |
| enc_in: 325 | |
| features: MS | |
| final_mode: mode1 | |
| freq: m | |
| inverse_output: false | |
| inverse_pred: true | |
| label_len: 0 | |
| learning_rate: 1.0e-05 | |
| loss: stock_tanhv1 | |
| lradj: null | |
| max_epochs: 100 | |
| model: mlp | |
| no_early_stop: false | |
| no_scale_mean: true | |
| optim: Adam | |
| patience: 1000 | |
| pre_loss: null | |
| pred_len: 1 | |
| pre_epochs: 0 | |
| root_path: ./data/other/ | |
| scale: true | |
| seed: 2 | |
| seq_len: 16 | |
| t_embed: null | |
| target: 400001_logpctchange | |