{ "args": { "data_path": "/home/yurenh2/rrm/data/sudoku-extreme-1k-aug-1000", "n_steps": 3000, "batch_size": 8, "lr": 0.0001, "puzzle_emb_lr": 0.0001, "warmup_steps": 200, "weight_decay": 1.0, "hidden_size": 512, "n_iters": 12, "n_aol_layers": 2, "kappa": 0.9, "eta": 1.0, "alpha": 1.0, "k_lyap": 2, "lyap_iters": 8, "lyap_every": 50, "seed": 42, "eval_every": 300, "eval_n": 512, "eval_batch_size": 32, "out": "runs/srm_aol_v1_sudoku1k_3k.json", "save_ckpt": "ckpts/srm_aol_v1_3k.pt" }, "n_params": 3700018, "initial_acc": 0.0, "initial_tok_acc": 0.11108699845679013, "initial_lip": { "lip_emp_mean": 0.09653933346271515, "lip_emp_max": 0.1220538467168808, "lip_emp_99p": 0.12071612477302551, "lip_theoretical_bound": 0.9, "passes_bound": true }, "steps": [ { "step": 0, "lr": 0.0, "sup_loss": 2.6486240918413437, "lyap1_mean": -6.549736022949219, "lyap1_max": -6.539831161499023, "lyap_spec_mean": [ -6.549736022949219, -6.549976348876953 ], "lyap_bound": -0.10536051565782628 }, { "step": 1, "lr": 5e-07, "sup_loss": 2.66581192100626 }, { "step": 2, "lr": 1e-06, "sup_loss": 2.6551254999064735 }, { "step": 3, "lr": 1.5e-06, "sup_loss": 2.6923477307570765 }, { "step": 4, "lr": 2e-06, "sup_loss": 2.645281303080112 }, { "step": 5, "lr": 2.5e-06, "sup_loss": 2.683779022703776 }, { "step": 6, "lr": 3e-06, "sup_loss": 2.668961340068308 }, { "step": 7, "lr": 3.5e-06, "sup_loss": 2.691453761754646 }, { "step": 8, "lr": 4e-06, "sup_loss": 2.67131585905981 }, { "step": 9, "lr": 4.5e-06, "sup_loss": 2.6396303064503073 }, { "step": 10, "lr": 5e-06, "sup_loss": 2.6777360122204783 }, { "step": 11, "lr": 5.500000000000001e-06, "sup_loss": 2.644418895220248 }, { "step": 12, "lr": 6e-06, "sup_loss": 2.5983125688845425 }, { "step": 13, "lr": 6.5000000000000004e-06, "sup_loss": 2.655729060731042 }, { "step": 14, "lr": 7e-06, "sup_loss": 2.625770367908041 }, { "step": 15, "lr": 7.5e-06, "sup_loss": 2.6155870751135746 }, { "step": 16, "lr": 8e-06, "sup_loss": 2.5964094162748763 }, { "step": 17, "lr": 8.5e-06, "sup_loss": 2.617146447229883 }, { "step": 18, "lr": 9e-06, "sup_loss": 2.60610974842071 }, { "step": 19, "lr": 9.5e-06, "sup_loss": 2.6014442318943773 }, { "step": 20, "lr": 1e-05, "sup_loss": 2.5962810756013224 }, { "step": 21, "lr": 1.0500000000000001e-05, "sup_loss": 2.6082165910390334 }, { "step": 22, "lr": 1.1000000000000001e-05, "sup_loss": 2.553679666296391 }, { "step": 23, "lr": 1.15e-05, "sup_loss": 2.571934004236155 }, { "step": 24, "lr": 1.2e-05, "sup_loss": 2.5629419901326527 }, { "step": 25, "lr": 1.25e-05, "sup_loss": 2.53322149097866 }, { "step": 26, "lr": 1.3000000000000001e-05, "sup_loss": 2.5600389565491857 }, { "step": 27, "lr": 1.3500000000000001e-05, "sup_loss": 2.5287331587153155 }, { "step": 28, "lr": 1.4e-05, "sup_loss": 2.4996639796202493 }, { "step": 29, "lr": 1.4500000000000002e-05, "sup_loss": 2.4658839702933375 }, { "step": 30, "lr": 1.5e-05, "sup_loss": 2.502888471186299 }, { "step": 31, "lr": 1.55e-05, "sup_loss": 2.486028037755685 }, { "step": 32, "lr": 1.6e-05, "sup_loss": 2.455803139363649 }, { "step": 33, "lr": 1.65e-05, "sup_loss": 2.450766423850345 }, { "step": 34, "lr": 1.7e-05, "sup_loss": 2.4599090138447104 }, { "step": 35, "lr": 1.7500000000000002e-05, "sup_loss": 2.411981690314369 }, { "step": 36, "lr": 1.8e-05, "sup_loss": 2.3960091921334774 }, { "step": 37, "lr": 1.8500000000000002e-05, "sup_loss": 2.412117418660942 }, { "step": 38, "lr": 1.9e-05, "sup_loss": 2.3877505016014466 }, { "step": 39, "lr": 1.95e-05, "sup_loss": 2.3738033299289767 }, { "step": 40, "lr": 2e-05, "sup_loss": 2.3774336792493087 }, { "step": 41, "lr": 2.05e-05, "sup_loss": 2.3386668042199688 }, { "step": 42, "lr": 2.1000000000000002e-05, "sup_loss": 2.323580736430218 }, { "step": 43, "lr": 2.15e-05, "sup_loss": 2.3230888710275712 }, { "step": 44, "lr": 2.2000000000000003e-05, "sup_loss": 2.2962211806303623 }, { "step": 45, "lr": 2.25e-05, "sup_loss": 2.28249863397299 }, { "step": 46, "lr": 2.3e-05, "sup_loss": 2.277612049889994 }, { "step": 47, "lr": 2.3500000000000002e-05, "sup_loss": 2.274061397690501 }, { "step": 48, "lr": 2.4e-05, "sup_loss": 2.2542018275664475 }, { "step": 49, "lr": 2.45e-05, "sup_loss": 2.239544759545745 }, { "step": 50, "lr": 2.5e-05, "sup_loss": 2.230678213861076, "lyap1_mean": -6.591014862060547, "lyap1_max": -6.573784828186035, "lyap_spec_mean": [ -6.591015815734863, -6.592367649078369 ], "lyap_bound": -0.10536051565782628 }, { "step": 51, "lr": 2.5500000000000003e-05, "sup_loss": 2.2250846620499685 }, { "step": 52, "lr": 2.6000000000000002e-05, "sup_loss": 2.1904298900992263 }, { "step": 53, "lr": 2.65e-05, "sup_loss": 2.1887838225160507 }, { "step": 54, "lr": 2.7000000000000002e-05, "sup_loss": 2.175130077373692 }, { "step": 55, "lr": 2.7500000000000004e-05, "sup_loss": 2.1657483386708676 }, { "step": 56, "lr": 2.8e-05, "sup_loss": 2.1557390028955203 }, { "step": 57, "lr": 2.85e-05, "sup_loss": 2.144618694787544 }, { "step": 58, "lr": 2.9000000000000004e-05, "sup_loss": 2.1388971830385146 }, { "step": 59, "lr": 2.95e-05, "sup_loss": 2.0973153612516695 }, { "step": 60, "lr": 3e-05, "sup_loss": 2.113670049835654 }, { "step": 61, "lr": 3.0500000000000003e-05, "sup_loss": 2.1207479296026577 }, { "step": 62, "lr": 3.1e-05, "sup_loss": 2.082421628039469 }, { "step": 63, "lr": 3.15e-05, "sup_loss": 2.070673099710961 }, { "step": 64, "lr": 3.2e-05, "sup_loss": 2.0589569566583137 }, { "step": 65, "lr": 3.2500000000000004e-05, "sup_loss": 2.070935305666071 }, { "step": 66, "lr": 3.3e-05, "sup_loss": 2.0365844955544405 }, { "step": 67, "lr": 3.35e-05, "sup_loss": 2.026026646992839 }, { "step": 68, "lr": 3.4e-05, "sup_loss": 2.0246294504732814 }, { "step": 69, "lr": 3.4500000000000005e-05, "sup_loss": 2.0130169588066664 }, { "step": 70, "lr": 3.5000000000000004e-05, "sup_loss": 2.004195702224374 }, { "step": 71, "lr": 3.55e-05, "sup_loss": 1.9922717092146127 }, { "step": 72, "lr": 3.6e-05, "sup_loss": 1.97546507270582 }, { "step": 73, "lr": 3.65e-05, "sup_loss": 1.960182337896599 }, { "step": 74, "lr": 3.7000000000000005e-05, "sup_loss": 1.9617315183181 }, { "step": 75, "lr": 3.7500000000000003e-05, "sup_loss": 1.961098848528872 }, { "step": 76, "lr": 3.8e-05, "sup_loss": 1.943396801656729 }, { "step": 77, "lr": 3.85e-05, "sup_loss": 1.9379228284285501 }, { "step": 78, "lr": 3.9e-05, "sup_loss": 1.9422939315838272 }, { "step": 79, "lr": 3.9500000000000005e-05, "sup_loss": 1.933639374366441 }, { "step": 80, "lr": 4e-05, "sup_loss": 1.9194373470910142 }, { "step": 81, "lr": 4.0499999999999995e-05, "sup_loss": 1.9106562939134015 }, { "step": 82, "lr": 4.1e-05, "sup_loss": 1.8834361065300573 }, { "step": 83, "lr": 4.15e-05, "sup_loss": 1.8928524633986752 }, { "step": 84, "lr": 4.2000000000000004e-05, "sup_loss": 1.8907009072972123 }, { "step": 85, "lr": 4.25e-05, "sup_loss": 1.8737958365290759 }, { "step": 86, "lr": 4.3e-05, "sup_loss": 1.8552463666904502 }, { "step": 87, "lr": 4.350000000000001e-05, "sup_loss": 1.8610634932528922 }, { "step": 88, "lr": 4.4000000000000006e-05, "sup_loss": 1.8726442477793834 }, { "step": 89, "lr": 4.45e-05, "sup_loss": 1.850989213349782 }, { "step": 90, "lr": 4.5e-05, "sup_loss": 1.8364123661818825 }, { "step": 91, "lr": 4.55e-05, "sup_loss": 1.8378995686718504 }, { "step": 92, "lr": 4.6e-05, "sup_loss": 1.8212552337449657 }, { "step": 93, "lr": 4.6500000000000005e-05, "sup_loss": 1.8123856149451596 }, { "step": 94, "lr": 4.7000000000000004e-05, "sup_loss": 1.8244577364592562 }, { "step": 95, "lr": 4.7499999999999996e-05, "sup_loss": 1.8097464716660854 }, { "step": 96, "lr": 4.8e-05, "sup_loss": 1.8091811736013546 }, { "step": 97, "lr": 4.85e-05, "sup_loss": 1.7978660925661378 }, { "step": 98, "lr": 4.9e-05, "sup_loss": 1.8035262566864094 }, { "step": 99, "lr": 4.9500000000000004e-05, "sup_loss": 1.7838572069451848 }, { "step": 100, "lr": 5e-05, "sup_loss": 1.765573612709, "lyap1_mean": -6.645934104919434, "lyap1_max": -6.629775524139404, "lyap_spec_mean": [ -6.645934104919434, -6.647939682006836 ], "lyap_bound": -0.10536051565782628 }, { "step": 101, "lr": 5.050000000000001e-05, "sup_loss": 1.7718292123582209 }, { "step": 102, "lr": 5.1000000000000006e-05, "sup_loss": 1.769429620156411 }, { "step": 103, "lr": 5.15e-05, "sup_loss": 1.7761541532021423 }, { "step": 104, "lr": 5.2000000000000004e-05, "sup_loss": 1.7557021065122689 }, { "step": 105, "lr": 5.25e-05, "sup_loss": 1.753522430314226 }, { "step": 106, "lr": 5.3e-05, "sup_loss": 1.7449709258162907 }, { "step": 107, "lr": 5.3500000000000006e-05, "sup_loss": 1.7406835412211987 }, { "step": 108, "lr": 5.4000000000000005e-05, "sup_loss": 1.7392730822746327 }, { "step": 109, "lr": 5.4499999999999997e-05, "sup_loss": 1.714261023587064 }, { "step": 110, "lr": 5.500000000000001e-05, "sup_loss": 1.7228040943129044 }, { "step": 111, "lr": 5.55e-05, "sup_loss": 1.713869433114336 }, { "step": 112, "lr": 5.6e-05, "sup_loss": 1.7400222199535633 }, { "step": 113, "lr": 5.6500000000000005e-05, "sup_loss": 1.7196513559501116 }, { "step": 114, "lr": 5.7e-05, "sup_loss": 1.7139161832678387 }, { "step": 115, "lr": 5.75e-05, "sup_loss": 1.6685873901751527 }, { "step": 116, "lr": 5.800000000000001e-05, "sup_loss": 1.6906523084999094 }, { "step": 117, "lr": 5.85e-05, "sup_loss": 1.7144940216860909 }, { "step": 118, "lr": 5.9e-05, "sup_loss": 1.691214392504199 }, { "step": 119, "lr": 5.95e-05, "sup_loss": 1.6684485982436852 }, { "step": 120, "lr": 6e-05, "sup_loss": 1.6762212844060034 }, { "step": 121, "lr": 6.050000000000001e-05, "sup_loss": 1.690185344754696 }, { "step": 122, "lr": 6.1000000000000005e-05, "sup_loss": 1.6975748985069121 }, { "step": 123, "lr": 6.15e-05, "sup_loss": 1.6919530875603126 }, { "step": 124, "lr": 6.2e-05, "sup_loss": 1.6901255229489793 }, { "step": 125, "lr": 6.25e-05, "sup_loss": 1.6840904073211553 }, { "step": 126, "lr": 6.3e-05, "sup_loss": 1.6630555519917176 }, { "step": 127, "lr": 6.350000000000001e-05, "sup_loss": 1.6489561237615573 }, { "step": 128, "lr": 6.4e-05, "sup_loss": 1.6580297586433415 }, { "step": 129, "lr": 6.45e-05, "sup_loss": 1.6427564358402926 }, { "step": 130, "lr": 6.500000000000001e-05, "sup_loss": 1.6278183600917866 }, { "step": 131, "lr": 6.55e-05, "sup_loss": 1.6517253500466267 }, { "step": 132, "lr": 6.6e-05, "sup_loss": 1.642541918937894 }, { "step": 133, "lr": 6.65e-05, "sup_loss": 1.6741262579367695 }, { "step": 134, "lr": 6.7e-05, "sup_loss": 1.6500508583749833 }, { "step": 135, "lr": 6.75e-05, "sup_loss": 1.664009166849713 }, { "step": 136, "lr": 6.8e-05, "sup_loss": 1.679325086824157 }, { "step": 137, "lr": 6.85e-05, "sup_loss": 1.6595201772880044 }, { "step": 138, "lr": 6.900000000000001e-05, "sup_loss": 1.6545919591600673 }, { "step": 139, "lr": 6.950000000000001e-05, "sup_loss": 1.63273531828923 }, { "step": 140, "lr": 7.000000000000001e-05, "sup_loss": 1.6542915070866298 }, { "step": 141, "lr": 7.05e-05, "sup_loss": 1.6823128764175808 }, { "step": 142, "lr": 7.1e-05, "sup_loss": 1.6355818925673775 }, { "step": 143, "lr": 7.15e-05, "sup_loss": 1.619038028521917 }, { "step": 144, "lr": 7.2e-05, "sup_loss": 1.6702294066959542 }, { "step": 145, "lr": 7.25e-05, "sup_loss": 1.6191061524743915 }, { "step": 146, "lr": 7.3e-05, "sup_loss": 1.6462805192394308 }, { "step": 147, "lr": 7.350000000000001e-05, "sup_loss": 1.6383527155615467 }, { "step": 148, "lr": 7.400000000000001e-05, "sup_loss": 1.5680034185298657 }, { "step": 149, "lr": 7.45e-05, "sup_loss": 1.599579545671956 }, { "step": 150, "lr": 7.500000000000001e-05, "sup_loss": 1.6107381043908648, "lyap1_mean": -6.680443286895752, "lyap1_max": -6.667646408081055, "lyap_spec_mean": [ -6.680443286895752, -6.679490089416504 ], "lyap_bound": -0.10536051565782628 }, { "step": 151, "lr": 7.55e-05, "sup_loss": 1.6331943361444723 }, { "step": 152, "lr": 7.6e-05, "sup_loss": 1.6186159446667354 }, { "step": 153, "lr": 7.65e-05, "sup_loss": 1.5932738298918827 }, { "step": 154, "lr": 7.7e-05, "sup_loss": 1.634134278191433 }, { "step": 155, "lr": 7.75e-05, "sup_loss": 1.622729318115855 }, { "step": 156, "lr": 7.8e-05, "sup_loss": 1.6343562972433312 }, { "step": 157, "lr": 7.850000000000001e-05, "sup_loss": 1.6019808938889186 }, { "step": 158, "lr": 7.900000000000001e-05, "sup_loss": 1.603522979171088 }, { "step": 159, "lr": 7.950000000000001e-05, "sup_loss": 1.6363473474570325 }, { "step": 160, "lr": 8e-05, "sup_loss": 1.626051532683992 }, { "step": 161, "lr": 8.05e-05, "sup_loss": 1.5572688308525355 }, { "step": 162, "lr": 8.099999999999999e-05, "sup_loss": 1.5986040847940421 }, { "step": 163, "lr": 8.150000000000002e-05, "sup_loss": 1.603001444161075 }, { "step": 164, "lr": 8.2e-05, "sup_loss": 1.5680708701938013 }, { "step": 165, "lr": 8.25e-05, "sup_loss": 1.591887953679735 }, { "step": 166, "lr": 8.3e-05, "sup_loss": 1.597447414563637 }, { "step": 167, "lr": 8.35e-05, "sup_loss": 1.570439822396015 }, { "step": 168, "lr": 8.400000000000001e-05, "sup_loss": 1.619639569777274 }, { "step": 169, "lr": 8.450000000000001e-05, "sup_loss": 1.5742025152753893 }, { "step": 170, "lr": 8.5e-05, "sup_loss": 1.5920516144406869 }, { "step": 171, "lr": 8.55e-05, "sup_loss": 1.590451636793067 }, { "step": 172, "lr": 8.6e-05, "sup_loss": 1.5892578802898323 }, { "step": 173, "lr": 8.65e-05, "sup_loss": 1.5723286605739668 }, { "step": 174, "lr": 8.700000000000001e-05, "sup_loss": 1.5650768664153798 }, { "step": 175, "lr": 8.750000000000001e-05, "sup_loss": 1.5641350770345277 }, { "step": 176, "lr": 8.800000000000001e-05, "sup_loss": 1.5718087293880798 }, { "step": 177, "lr": 8.85e-05, "sup_loss": 1.5721301108609709 }, { "step": 178, "lr": 8.9e-05, "sup_loss": 1.5767578138300593 }, { "step": 179, "lr": 8.95e-05, "sup_loss": 1.5962674555438876 }, { "step": 180, "lr": 9e-05, "sup_loss": 1.5748646924170986 }, { "step": 181, "lr": 9.05e-05, "sup_loss": 1.542304370712881 }, { "step": 182, "lr": 9.1e-05, "sup_loss": 1.5795521123482055 }, { "step": 183, "lr": 9.15e-05, "sup_loss": 1.5756055688798924 }, { "step": 184, "lr": 9.2e-05, "sup_loss": 1.5636117185517475 }, { "step": 185, "lr": 9.250000000000001e-05, "sup_loss": 1.5521299906273722 }, { "step": 186, "lr": 9.300000000000001e-05, "sup_loss": 1.5249520877796907 }, { "step": 187, "lr": 9.350000000000001e-05, "sup_loss": 1.567615583985836 }, { "step": 188, "lr": 9.400000000000001e-05, "sup_loss": 1.5446897807231654 }, { "step": 189, "lr": 9.45e-05, "sup_loss": 1.58593493753458 }, { "step": 190, "lr": 9.499999999999999e-05, "sup_loss": 1.5590768697036184 }, { "step": 191, "lr": 9.550000000000002e-05, "sup_loss": 1.5738989490910151 }, { "step": 192, "lr": 9.6e-05, "sup_loss": 1.6060686251789913 }, { "step": 193, "lr": 9.65e-05, "sup_loss": 1.5595447834098037 }, { "step": 194, "lr": 9.7e-05, "sup_loss": 1.5807995257589502 }, { "step": 195, "lr": 9.75e-05, "sup_loss": 1.5895042670753294 }, { "step": 196, "lr": 9.8e-05, "sup_loss": 1.5759125863427577 }, { "step": 197, "lr": 9.850000000000001e-05, "sup_loss": 1.5592385905945854 }, { "step": 198, "lr": 9.900000000000001e-05, "sup_loss": 1.5639919986110766 }, { "step": 199, "lr": 9.95e-05, "sup_loss": 1.580161702594515 }, { "step": 200, "lr": 0.0001, "sup_loss": 1.5477458694954944, "lyap1_mean": -6.6868791580200195, "lyap1_max": -6.654043197631836, "lyap_spec_mean": [ -6.6868791580200195, -6.687141418457031 ], "lyap_bound": -0.10536051565782628 }, { "step": 201, "lr": 0.0001, "sup_loss": 1.5723668194450264 }, { "step": 202, "lr": 0.0001, "sup_loss": 1.564699514409567 }, { "step": 203, "lr": 0.0001, "sup_loss": 1.5604428029308708 }, { "step": 204, "lr": 0.0001, "sup_loss": 1.5861776721359018 }, { "step": 205, "lr": 0.0001, "sup_loss": 1.5782700080930012 }, { "step": 206, "lr": 0.0001, "sup_loss": 1.5520980953107555 }, { "step": 207, "lr": 0.0001, "sup_loss": 1.558527482520001 }, { "step": 208, "lr": 0.0001, "sup_loss": 1.5830556008576437 }, { "step": 209, "lr": 0.0001, "sup_loss": 1.56305622089171 }, { "step": 210, "lr": 0.0001, "sup_loss": 1.5714398581531885 }, { "step": 211, "lr": 0.0001, "sup_loss": 1.529996003908584 }, { "step": 212, "lr": 0.0001, "sup_loss": 1.5587963770169526 }, { "step": 213, "lr": 0.0001, "sup_loss": 1.5629355573124428 }, { "step": 214, "lr": 0.0001, "sup_loss": 1.5662224576257553 }, { "step": 215, "lr": 0.0001, "sup_loss": 1.5407444113099638 }, { "step": 216, "lr": 0.0001, "sup_loss": 1.584385505016842 }, { "step": 217, "lr": 0.0001, "sup_loss": 1.5656855026823495 }, { "step": 218, "lr": 0.0001, "sup_loss": 1.5463318649792894 }, { "step": 219, "lr": 0.0001, "sup_loss": 1.558034354842874 }, { "step": 220, "lr": 0.0001, "sup_loss": 1.5842701040177278 }, { "step": 221, "lr": 0.0001, "sup_loss": 1.51059326690561 }, { "step": 222, "lr": 0.0001, "sup_loss": 1.5525216998009261 }, { "step": 223, "lr": 0.0001, "sup_loss": 1.5482722635197943 }, { "step": 224, "lr": 0.0001, "sup_loss": 1.4838554858912665 }, { "step": 225, "lr": 0.0001, "sup_loss": 1.566661886621028 }, { "step": 226, "lr": 0.0001, "sup_loss": 1.5400955015597735 }, { "step": 227, "lr": 0.0001, "sup_loss": 1.5687526858500491 }, { "step": 228, "lr": 0.0001, "sup_loss": 1.5691507976198855 }, { "step": 229, "lr": 0.0001, "sup_loss": 1.53198097838484 }, { "step": 230, "lr": 0.0001, "sup_loss": 1.5148413488005252 }, { "step": 231, "lr": 0.0001, "sup_loss": 1.5493080655522284 }, { "step": 232, "lr": 0.0001, "sup_loss": 1.5442163396736155 }, { "step": 233, "lr": 0.0001, "sup_loss": 1.54046977806173 }, { "step": 234, "lr": 0.0001, "sup_loss": 1.5425880946086366 }, { "step": 235, "lr": 0.0001, "sup_loss": 1.575076912686921 }, { "step": 236, "lr": 0.0001, "sup_loss": 1.5428485905649254 }, { "step": 237, "lr": 0.0001, "sup_loss": 1.5395443580469992 }, { "step": 238, "lr": 0.0001, "sup_loss": 1.5883071635836998 }, { "step": 239, "lr": 0.0001, "sup_loss": 1.534849519729787 }, { "step": 240, "lr": 0.0001, "sup_loss": 1.5710274969168985 }, { "step": 241, "lr": 0.0001, "sup_loss": 1.5784896160961035 }, { "step": 242, "lr": 0.0001, "sup_loss": 1.537032529248547 }, { "step": 243, "lr": 0.0001, "sup_loss": 1.5410510463366764 }, { "step": 244, "lr": 0.0001, "sup_loss": 1.567677100071934 }, { "step": 245, "lr": 0.0001, "sup_loss": 1.5256795166825063 }, { "step": 246, "lr": 0.0001, "sup_loss": 1.5455988643443055 }, { "step": 247, "lr": 0.0001, "sup_loss": 1.5324020729077692 }, { "step": 248, "lr": 0.0001, "sup_loss": 1.5249119581282295 }, { "step": 249, "lr": 0.0001, "sup_loss": 1.5124648889243315 }, { "step": 250, "lr": 0.0001, "sup_loss": 1.5978004357536462, "lyap1_mean": -6.694179534912109, "lyap1_max": -6.644731521606445, "lyap_spec_mean": [ -6.694179534912109, -6.69418478012085 ], "lyap_bound": -0.10536051565782628 }, { "step": 251, "lr": 0.0001, "sup_loss": 1.5384092154284206 }, { "step": 252, "lr": 0.0001, "sup_loss": 1.5343629147099467 }, { "step": 253, "lr": 0.0001, "sup_loss": 1.5566998256192501 }, { "step": 254, "lr": 0.0001, "sup_loss": 1.527463187647169 }, { "step": 255, "lr": 0.0001, "sup_loss": 1.5466020877298672 }, { "step": 256, "lr": 0.0001, "sup_loss": 1.5252548207327843 }, { "step": 257, "lr": 0.0001, "sup_loss": 1.5328926705773882 }, { "step": 258, "lr": 0.0001, "sup_loss": 1.5257264021083035 }, { "step": 259, "lr": 0.0001, "sup_loss": 1.5482693336878994 }, { "step": 260, "lr": 0.0001, "sup_loss": 1.5246880613977345 }, { "step": 261, "lr": 0.0001, "sup_loss": 1.5368057639664512 }, { "step": 262, "lr": 0.0001, "sup_loss": 1.520905230766904 }, { "step": 263, "lr": 0.0001, "sup_loss": 1.5415538284759558 }, { "step": 264, "lr": 0.0001, "sup_loss": 1.5264283512779455 }, { "step": 265, "lr": 0.0001, "sup_loss": 1.5484230592639259 }, { "step": 266, "lr": 0.0001, "sup_loss": 1.5003885457020067 }, { "step": 267, "lr": 0.0001, "sup_loss": 1.556837774591551 }, { "step": 268, "lr": 0.0001, "sup_loss": 1.5553436077656102 }, { "step": 269, "lr": 0.0001, "sup_loss": 1.5453542722634106 }, { "step": 270, "lr": 0.0001, "sup_loss": 1.5652166192745618 }, { "step": 271, "lr": 0.0001, "sup_loss": 1.5215748778019837 }, { "step": 272, "lr": 0.0001, "sup_loss": 1.5438651864196689 }, { "step": 273, "lr": 0.0001, "sup_loss": 1.5408136797939596 }, { "step": 274, "lr": 0.0001, "sup_loss": 1.5026193032525657 }, { "step": 275, "lr": 0.0001, "sup_loss": 1.5477253397291126 }, { "step": 276, "lr": 0.0001, "sup_loss": 1.5336627827427467 }, { "step": 277, "lr": 0.0001, "sup_loss": 1.5270861895780656 }, { "step": 278, "lr": 0.0001, "sup_loss": 1.518488015782166 }, { "step": 279, "lr": 0.0001, "sup_loss": 1.5134708507259873 }, { "step": 280, "lr": 0.0001, "sup_loss": 1.5431403123968697 }, { "step": 281, "lr": 0.0001, "sup_loss": 1.541801403650025 }, { "step": 282, "lr": 0.0001, "sup_loss": 1.519480337561989 }, { "step": 283, "lr": 0.0001, "sup_loss": 1.5299565131627453 }, { "step": 284, "lr": 0.0001, "sup_loss": 1.547917587276493 }, { "step": 285, "lr": 0.0001, "sup_loss": 1.4938832063120242 }, { "step": 286, "lr": 0.0001, "sup_loss": 1.525396268292315 }, { "step": 287, "lr": 0.0001, "sup_loss": 1.541475554162341 }, { "step": 288, "lr": 0.0001, "sup_loss": 1.5072059477977395 }, { "step": 289, "lr": 0.0001, "sup_loss": 1.5456634379236454 }, { "step": 290, "lr": 0.0001, "sup_loss": 1.5283500594160828 }, { "step": 291, "lr": 0.0001, "sup_loss": 1.5115168973991229 }, { "step": 292, "lr": 0.0001, "sup_loss": 1.5210975319461015 }, { "step": 293, "lr": 0.0001, "sup_loss": 1.5147547171891933 }, { "step": 294, "lr": 0.0001, "sup_loss": 1.540661142483917 }, { "step": 295, "lr": 0.0001, "sup_loss": 1.5180601465535941 }, { "step": 296, "lr": 0.0001, "sup_loss": 1.5469400636944477 }, { "step": 297, "lr": 0.0001, "sup_loss": 1.5209362658980428 }, { "step": 298, "lr": 0.0001, "sup_loss": 1.5442122135802556 }, { "step": 299, "lr": 0.0001, "sup_loss": 1.5299168861048704 }, { "step": 300, "lr": 0.0001, "sup_loss": 1.5367603794149578, "lyap1_mean": -6.731600761413574, "lyap1_max": -6.705668926239014, "lyap_spec_mean": [ -6.731600761413574, -6.729957103729248 ], "lyap_bound": -0.10536051565782628 }, { "step": 301, "lr": 0.0001, "sup_loss": 1.5267677902729708 }, { "step": 302, "lr": 0.0001, "sup_loss": 1.5490004131566173 }, { "step": 303, "lr": 0.0001, "sup_loss": 1.5324941437266195 }, { "step": 304, "lr": 0.0001, "sup_loss": 1.5190387495269355 }, { "step": 305, "lr": 0.0001, "sup_loss": 1.509078282908147 }, { "step": 306, "lr": 0.0001, "sup_loss": 1.5385538534217427 }, { "step": 307, "lr": 0.0001, "sup_loss": 1.5221630289120884 }, { "step": 308, "lr": 0.0001, "sup_loss": 1.531880840558637 }, { "step": 309, "lr": 0.0001, "sup_loss": 1.5322693013837414 }, { "step": 310, "lr": 0.0001, "sup_loss": 1.5456882921503572 }, { "step": 311, "lr": 0.0001, "sup_loss": 1.5482640300985837 }, { "step": 312, "lr": 0.0001, "sup_loss": 1.4953605908689824 }, { "step": 313, "lr": 0.0001, "sup_loss": 1.504275592869123 }, { "step": 314, "lr": 0.0001, "sup_loss": 1.5314498158594896 }, { "step": 315, "lr": 0.0001, "sup_loss": 1.5487909165979727 }, { "step": 316, "lr": 0.0001, "sup_loss": 1.5354934367073998 }, { "step": 317, "lr": 0.0001, "sup_loss": 1.5613511901676795 }, { "step": 318, "lr": 0.0001, "sup_loss": 1.5212551833796315 }, { "step": 319, "lr": 0.0001, "sup_loss": 1.5354066475975543 }, { "step": 320, "lr": 0.0001, "sup_loss": 1.513892551706198 }, { "step": 321, "lr": 0.0001, "sup_loss": 1.5247447921083763 }, { "step": 322, "lr": 0.0001, "sup_loss": 1.5663392109423493 }, { "step": 323, "lr": 0.0001, "sup_loss": 1.5469443724563157 }, { "step": 324, "lr": 0.0001, "sup_loss": 1.5241835576596356 }, { "step": 325, "lr": 0.0001, "sup_loss": 1.56112866420628 }, { "step": 326, "lr": 0.0001, "sup_loss": 1.514327623223098 }, { "step": 327, "lr": 0.0001, "sup_loss": 1.5357172586130452 }, { "step": 328, "lr": 0.0001, "sup_loss": 1.52557571995858 }, { "step": 329, "lr": 0.0001, "sup_loss": 1.5063130482506772 }, { "step": 330, "lr": 0.0001, "sup_loss": 1.510772981261169 }, { "step": 331, "lr": 0.0001, "sup_loss": 1.525386254408428 }, { "step": 332, "lr": 0.0001, "sup_loss": 1.5372994463442498 }, { "step": 333, "lr": 0.0001, "sup_loss": 1.4956818160326795 }, { "step": 334, "lr": 0.0001, "sup_loss": 1.5172208481119904 }, { "step": 335, "lr": 0.0001, "sup_loss": 1.5278558278741006 }, { "step": 336, "lr": 0.0001, "sup_loss": 1.5067972329936372 }, { "step": 337, "lr": 0.0001, "sup_loss": 1.5190452238016992 }, { "step": 338, "lr": 0.0001, "sup_loss": 1.5084175022670525 }, { "step": 339, "lr": 0.0001, "sup_loss": 1.525797596254893 }, { "step": 340, "lr": 0.0001, "sup_loss": 1.5319172302493027 }, { "step": 341, "lr": 0.0001, "sup_loss": 1.538821554040033 }, { "step": 342, "lr": 0.0001, "sup_loss": 1.5317685528260372 }, { "step": 343, "lr": 0.0001, "sup_loss": 1.4926112633097048 }, { "step": 344, "lr": 0.0001, "sup_loss": 1.5147849643214368 }, { "step": 345, "lr": 0.0001, "sup_loss": 1.547711727370116 }, { "step": 346, "lr": 0.0001, "sup_loss": 1.515529849808384 }, { "step": 347, "lr": 0.0001, "sup_loss": 1.5049246647550845 }, { "step": 348, "lr": 0.0001, "sup_loss": 1.501525262570652 }, { "step": 349, "lr": 0.0001, "sup_loss": 1.49081882244944 }, { "step": 350, "lr": 0.0001, "sup_loss": 1.5288388316196229, "lyap1_mean": -6.768826484680176, "lyap1_max": -6.735835075378418, "lyap_spec_mean": [ -6.768826484680176, -6.769077777862549 ], "lyap_bound": -0.10536051565782628 }, { "step": 351, "lr": 0.0001, "sup_loss": 1.5415546296312443 }, { "step": 352, "lr": 0.0001, "sup_loss": 1.4937428007082285 }, { "step": 353, "lr": 0.0001, "sup_loss": 1.5377792072256968 }, { "step": 354, "lr": 0.0001, "sup_loss": 1.5407405719391567 }, { "step": 355, "lr": 0.0001, "sup_loss": 1.5367920979990177 }, { "step": 356, "lr": 0.0001, "sup_loss": 1.5307866517061364 }, { "step": 357, "lr": 0.0001, "sup_loss": 1.5383308453236424 }, { "step": 358, "lr": 0.0001, "sup_loss": 1.4966814733345377 }, { "step": 359, "lr": 0.0001, "sup_loss": 1.5222646538877784 }, { "step": 360, "lr": 0.0001, "sup_loss": 1.5257339137152008 }, { "step": 361, "lr": 0.0001, "sup_loss": 1.5164813046994263 }, { "step": 362, "lr": 0.0001, "sup_loss": 1.5275411407536763 }, { "step": 363, "lr": 0.0001, "sup_loss": 1.530546309389911 }, { "step": 364, "lr": 0.0001, "sup_loss": 1.5231208048578198 }, { "step": 365, "lr": 0.0001, "sup_loss": 1.516284883637423 }, { "step": 366, "lr": 0.0001, "sup_loss": 1.4956760481170648 }, { "step": 367, "lr": 0.0001, "sup_loss": 1.5348023348014486 }, { "step": 368, "lr": 0.0001, "sup_loss": 1.5469043091619528 }, { "step": 369, "lr": 0.0001, "sup_loss": 1.508701474439553 }, { "step": 370, "lr": 0.0001, "sup_loss": 1.5035497253083892 }, { "step": 371, "lr": 0.0001, "sup_loss": 1.50805146455965 }, { "step": 372, "lr": 0.0001, "sup_loss": 1.5235418304604582 }, { "step": 373, "lr": 0.0001, "sup_loss": 1.5051946201321436 }, { "step": 374, "lr": 0.0001, "sup_loss": 1.5760435357157099 }, { "step": 375, "lr": 0.0001, "sup_loss": 1.5358853569822477 }, { "step": 376, "lr": 0.0001, "sup_loss": 1.4922115545345278 }, { "step": 377, "lr": 0.0001, "sup_loss": 1.5195063290024502 }, { "step": 378, "lr": 0.0001, "sup_loss": 1.5025468941472218 }, { "step": 379, "lr": 0.0001, "sup_loss": 1.5147771276300177 }, { "step": 380, "lr": 0.0001, "sup_loss": 1.5896931221452932 }, { "step": 381, "lr": 0.0001, "sup_loss": 1.4996664797783066 }, { "step": 382, "lr": 0.0001, "sup_loss": 1.5329751270993626 }, { "step": 383, "lr": 0.0001, "sup_loss": 1.4888887510594488 }, { "step": 384, "lr": 0.0001, "sup_loss": 1.5017783762237125 }, { "step": 385, "lr": 0.0001, "sup_loss": 1.4954119391046687 }, { "step": 386, "lr": 0.0001, "sup_loss": 1.5197900278040006 }, { "step": 387, "lr": 0.0001, "sup_loss": 1.5426613533741342 }, { "step": 388, "lr": 0.0001, "sup_loss": 1.5429999638477723 }, { "step": 389, "lr": 0.0001, "sup_loss": 1.532546033613357 }, { "step": 390, "lr": 0.0001, "sup_loss": 1.4919258952284065 }, { "step": 391, "lr": 0.0001, "sup_loss": 1.5219337390273724 }, { "step": 392, "lr": 0.0001, "sup_loss": 1.5478330957124837 }, { "step": 393, "lr": 0.0001, "sup_loss": 1.5359589244340948 }, { "step": 394, "lr": 0.0001, "sup_loss": 1.5412368161721592 }, { "step": 395, "lr": 0.0001, "sup_loss": 1.5205820683421143 }, { "step": 396, "lr": 0.0001, "sup_loss": 1.5159798976856904 }, { "step": 397, "lr": 0.0001, "sup_loss": 1.4777741617731257 }, { "step": 398, "lr": 0.0001, "sup_loss": 1.5215005801879995 }, { "step": 399, "lr": 0.0001, "sup_loss": 1.5079616952732788 }, { "step": 400, "lr": 0.0001, "sup_loss": 1.495910037773762, "lyap1_mean": -6.776495933532715, "lyap1_max": -6.758118629455566, "lyap_spec_mean": [ -6.776495933532715, -6.777163982391357 ], "lyap_bound": -0.10536051565782628 }, { "step": 401, "lr": 0.0001, "sup_loss": 1.5217005574706701 }, { "step": 402, "lr": 0.0001, "sup_loss": 1.535998508545498 }, { "step": 403, "lr": 0.0001, "sup_loss": 1.4938829571330041 }, { "step": 404, "lr": 0.0001, "sup_loss": 1.5042338652329252 }, { "step": 405, "lr": 0.0001, "sup_loss": 1.538283850584171 }, { "step": 406, "lr": 0.0001, "sup_loss": 1.5170335668757478 }, { "step": 407, "lr": 0.0001, "sup_loss": 1.5043685155341067 }, { "step": 408, "lr": 0.0001, "sup_loss": 1.5252170557965918 }, { "step": 409, "lr": 0.0001, "sup_loss": 1.5543400645748704 }, { "step": 410, "lr": 0.0001, "sup_loss": 1.518284223363948 }, { "step": 411, "lr": 0.0001, "sup_loss": 1.530843710395433 }, { "step": 412, "lr": 0.0001, "sup_loss": 1.523526609751549 }, { "step": 413, "lr": 0.0001, "sup_loss": 1.5347577761597417 }, { "step": 414, "lr": 0.0001, "sup_loss": 1.5482723268724043 }, { "step": 415, "lr": 0.0001, "sup_loss": 1.5106411249861507 }, { "step": 416, "lr": 0.0001, "sup_loss": 1.5377137499597227 }, { "step": 417, "lr": 0.0001, "sup_loss": 1.5470692533854244 }, { "step": 418, "lr": 0.0001, "sup_loss": 1.530579133413735 }, { "step": 419, "lr": 0.0001, "sup_loss": 1.513712776987345 }, { "step": 420, "lr": 0.0001, "sup_loss": 1.5275970838549073 }, { "step": 421, "lr": 0.0001, "sup_loss": 1.5065633750579157 }, { "step": 422, "lr": 0.0001, "sup_loss": 1.5208309190224893 }, { "step": 423, "lr": 0.0001, "sup_loss": 1.4901535565874426 }, { "step": 424, "lr": 0.0001, "sup_loss": 1.541493181989591 }, { "step": 425, "lr": 0.0001, "sup_loss": 1.5069517474786296 }, { "step": 426, "lr": 0.0001, "sup_loss": 1.524255888570083 }, { "step": 427, "lr": 0.0001, "sup_loss": 1.509566015485319 }, { "step": 428, "lr": 0.0001, "sup_loss": 1.5065644131228995 }, { "step": 429, "lr": 0.0001, "sup_loss": 1.5168142824769222 }, { "step": 430, "lr": 0.0001, "sup_loss": 1.5094533303891793 }, { "step": 431, "lr": 0.0001, "sup_loss": 1.5310067010010535 }, { "step": 432, "lr": 0.0001, "sup_loss": 1.4936585680050196 }, { "step": 433, "lr": 0.0001, "sup_loss": 1.5170796998766567 }, { "step": 434, "lr": 0.0001, "sup_loss": 1.4663801573932203 }, { "step": 435, "lr": 0.0001, "sup_loss": 1.5053680594486931 }, { "step": 436, "lr": 0.0001, "sup_loss": 1.5028730726827486 }, { "step": 437, "lr": 0.0001, "sup_loss": 1.490572772297063 }, { "step": 438, "lr": 0.0001, "sup_loss": 1.5032827873330354 }, { "step": 439, "lr": 0.0001, "sup_loss": 1.5226119048921678 }, { "step": 440, "lr": 0.0001, "sup_loss": 1.5597227382635503 }, { "step": 441, "lr": 0.0001, "sup_loss": 1.5237574660485953 }, { "step": 442, "lr": 0.0001, "sup_loss": 1.5347296789628524 }, { "step": 443, "lr": 0.0001, "sup_loss": 1.5230422566997506 }, { "step": 444, "lr": 0.0001, "sup_loss": 1.5491641821715534 }, { "step": 445, "lr": 0.0001, "sup_loss": 1.509394757469705 }, { "step": 446, "lr": 0.0001, "sup_loss": 1.4962407714481252 }, { "step": 447, "lr": 0.0001, "sup_loss": 1.522649675786416 }, { "step": 448, "lr": 0.0001, "sup_loss": 1.5226048456225543 }, { "step": 449, "lr": 0.0001, "sup_loss": 1.5331250593048695 }, { "step": 450, "lr": 0.0001, "sup_loss": 1.515925917849977, "lyap1_mean": -6.795431137084961, "lyap1_max": -6.768151760101318, "lyap_spec_mean": [ -6.795431137084961, -6.794274806976318 ], "lyap_bound": -0.10536051565782628 }, { "step": 451, "lr": 0.0001, "sup_loss": 1.5282498362302581 }, { "step": 452, "lr": 0.0001, "sup_loss": 1.5132511622880294 }, { "step": 453, "lr": 0.0001, "sup_loss": 1.5061698451036576 }, { "step": 454, "lr": 0.0001, "sup_loss": 1.5327067666562653 }, { "step": 455, "lr": 0.0001, "sup_loss": 1.5432148891759199 }, { "step": 456, "lr": 0.0001, "sup_loss": 1.487606374372353 }, { "step": 457, "lr": 0.0001, "sup_loss": 1.5161990353568249 }, { "step": 458, "lr": 0.0001, "sup_loss": 1.4965745475211065 }, { "step": 459, "lr": 0.0001, "sup_loss": 1.5198828941042917 }, { "step": 460, "lr": 0.0001, "sup_loss": 1.5305336263472862 }, { "step": 461, "lr": 0.0001, "sup_loss": 1.5149052893451012 }, { "step": 462, "lr": 0.0001, "sup_loss": 1.5025796388903865 }, { "step": 463, "lr": 0.0001, "sup_loss": 1.5869712464150953 }, { "step": 464, "lr": 0.0001, "sup_loss": 1.5057992201875046 }, { "step": 465, "lr": 0.0001, "sup_loss": 1.5120564804847023 }, { "step": 466, "lr": 0.0001, "sup_loss": 1.5120215616736532 }, { "step": 467, "lr": 0.0001, "sup_loss": 1.5091493754340413 }, { "step": 468, "lr": 0.0001, "sup_loss": 1.5323652889230723 }, { "step": 469, "lr": 0.0001, "sup_loss": 1.5354809126070437 }, { "step": 470, "lr": 0.0001, "sup_loss": 1.5160184614151824 }, { "step": 471, "lr": 0.0001, "sup_loss": 1.5393198861487136 }, { "step": 472, "lr": 0.0001, "sup_loss": 1.5095728851643273 }, { "step": 473, "lr": 0.0001, "sup_loss": 1.4950199933108161 }, { "step": 474, "lr": 0.0001, "sup_loss": 1.4880223885745154 }, { "step": 475, "lr": 0.0001, "sup_loss": 1.5220763223709426 }, { "step": 476, "lr": 0.0001, "sup_loss": 1.5291296437464985 }, { "step": 477, "lr": 0.0001, "sup_loss": 1.4880739155134965 }, { "step": 478, "lr": 0.0001, "sup_loss": 1.5351122331439055 }, { "step": 479, "lr": 0.0001, "sup_loss": 1.522225478193996 }, { "step": 480, "lr": 0.0001, "sup_loss": 1.53495790560135 }, { "step": 481, "lr": 0.0001, "sup_loss": 1.5253319198843884 }, { "step": 482, "lr": 0.0001, "sup_loss": 1.54836948093061 }, { "step": 483, "lr": 0.0001, "sup_loss": 1.5153069188564097 }, { "step": 484, "lr": 0.0001, "sup_loss": 1.5081205638874275 }, { "step": 485, "lr": 0.0001, "sup_loss": 1.515517684638477 }, { "step": 486, "lr": 0.0001, "sup_loss": 1.548798319957227 }, { "step": 487, "lr": 0.0001, "sup_loss": 1.508224619597713 }, { "step": 488, "lr": 0.0001, "sup_loss": 1.5081144270667044 }, { "step": 489, "lr": 0.0001, "sup_loss": 1.5316173594952238 }, { "step": 490, "lr": 0.0001, "sup_loss": 1.5109067315946623 }, { "step": 491, "lr": 0.0001, "sup_loss": 1.5217231020214306 }, { "step": 492, "lr": 0.0001, "sup_loss": 1.5250587129141693 }, { "step": 493, "lr": 0.0001, "sup_loss": 1.4877844106809268 }, { "step": 494, "lr": 0.0001, "sup_loss": 1.5344331622723024 }, { "step": 495, "lr": 0.0001, "sup_loss": 1.5260100240880243 }, { "step": 496, "lr": 0.0001, "sup_loss": 1.500453052131941 }, { "step": 497, "lr": 0.0001, "sup_loss": 1.5305699544559332 }, { "step": 498, "lr": 0.0001, "sup_loss": 1.5256666107826882 }, { "step": 499, "lr": 0.0001, "sup_loss": 1.5013564830363537 }, { "step": 500, "lr": 0.0001, "sup_loss": 1.5188585494176774, "lyap1_mean": -6.791590213775635, "lyap1_max": -6.772494792938232, "lyap_spec_mean": [ -6.791589736938477, -6.79250431060791 ], "lyap_bound": -0.10536051565782628 }, { "step": 501, "lr": 0.0001, "sup_loss": 1.5419606241978687 }, { "step": 502, "lr": 0.0001, "sup_loss": 1.5421828984991521 }, { "step": 503, "lr": 0.0001, "sup_loss": 1.5357003899215982 }, { "step": 504, "lr": 0.0001, "sup_loss": 1.530721237113792 }, { "step": 505, "lr": 0.0001, "sup_loss": 1.511567722152634 }, { "step": 506, "lr": 0.0001, "sup_loss": 1.5323639499719792 }, { "step": 507, "lr": 0.0001, "sup_loss": 1.5010858492960906 }, { "step": 508, "lr": 0.0001, "sup_loss": 1.515861816104251 }, { "step": 509, "lr": 0.0001, "sup_loss": 1.507546999875379 }, { "step": 510, "lr": 0.0001, "sup_loss": 1.4473171150456647 }, { "step": 511, "lr": 0.0001, "sup_loss": 1.5250415366020011 }, { "step": 512, "lr": 0.0001, "sup_loss": 1.5356975150173802 }, { "step": 513, "lr": 0.0001, "sup_loss": 1.5144988164026012 }, { "step": 514, "lr": 0.0001, "sup_loss": 1.5490970785299154 }, { "step": 515, "lr": 0.0001, "sup_loss": 1.496113593839379 }, { "step": 516, "lr": 0.0001, "sup_loss": 1.498487162807379 }, { "step": 517, "lr": 0.0001, "sup_loss": 1.4981849056946255 }, { "step": 518, "lr": 0.0001, "sup_loss": 1.5373433675463626 }, { "step": 519, "lr": 0.0001, "sup_loss": 1.4812035208840872 }, { "step": 520, "lr": 0.0001, "sup_loss": 1.47771356385523 }, { "step": 521, "lr": 0.0001, "sup_loss": 1.5449288085839221 }, { "step": 522, "lr": 0.0001, "sup_loss": 1.5070971701758975 }, { "step": 523, "lr": 0.0001, "sup_loss": 1.5270652188211973 }, { "step": 524, "lr": 0.0001, "sup_loss": 1.5359717697211641 }, { "step": 525, "lr": 0.0001, "sup_loss": 1.5163803211806575 }, { "step": 526, "lr": 0.0001, "sup_loss": 1.4873522597396416 }, { "step": 527, "lr": 0.0001, "sup_loss": 1.4766349808193844 }, { "step": 528, "lr": 0.0001, "sup_loss": 1.4398690054531398 }, { "step": 529, "lr": 0.0001, "sup_loss": 1.4616981072030113 }, { "step": 530, "lr": 0.0001, "sup_loss": 1.5029602902675654 }, { "step": 531, "lr": 0.0001, "sup_loss": 1.5234289793130582 }, { "step": 532, "lr": 0.0001, "sup_loss": 1.5249104934379372 }, { "step": 533, "lr": 0.0001, "sup_loss": 1.4803204314707359 }, { "step": 534, "lr": 0.0001, "sup_loss": 1.5328382853747362 }, { "step": 535, "lr": 0.0001, "sup_loss": 1.5179482902634496 }, { "step": 536, "lr": 0.0001, "sup_loss": 1.5211828598536354 }, { "step": 537, "lr": 0.0001, "sup_loss": 1.5274874021689337 }, { "step": 538, "lr": 0.0001, "sup_loss": 1.500564786247306 }, { "step": 539, "lr": 0.0001, "sup_loss": 1.521037452581265 }, { "step": 540, "lr": 0.0001, "sup_loss": 1.538061478112434 }, { "step": 541, "lr": 0.0001, "sup_loss": 1.5381210991518974 }, { "step": 542, "lr": 0.0001, "sup_loss": 1.5013994631824021 }, { "step": 543, "lr": 0.0001, "sup_loss": 1.5654164527576346 }, { "step": 544, "lr": 0.0001, "sup_loss": 1.5144121736857774 }, { "step": 545, "lr": 0.0001, "sup_loss": 1.5275361742225335 }, { "step": 546, "lr": 0.0001, "sup_loss": 1.5246118056555094 }, { "step": 547, "lr": 0.0001, "sup_loss": 1.5038810676440577 }, { "step": 548, "lr": 0.0001, "sup_loss": 1.4733352301839726 }, { "step": 549, "lr": 0.0001, "sup_loss": 1.5239435882358878 }, { "step": 550, "lr": 0.0001, "sup_loss": 1.5175359020051566, "lyap1_mean": -6.765993118286133, "lyap1_max": -6.736642837524414, "lyap_spec_mean": [ -6.765993118286133, -6.764594554901123 ], "lyap_bound": -0.10536051565782628 }, { "step": 551, "lr": 0.0001, "sup_loss": 1.4968662422053387 }, { "step": 552, "lr": 0.0001, "sup_loss": 1.4896592338924552 }, { "step": 553, "lr": 0.0001, "sup_loss": 1.533292957859652 }, { "step": 554, "lr": 0.0001, "sup_loss": 1.514270599044644 }, { "step": 555, "lr": 0.0001, "sup_loss": 1.5250075259201878 }, { "step": 556, "lr": 0.0001, "sup_loss": 1.505292036558018 }, { "step": 557, "lr": 0.0001, "sup_loss": 1.5370056435293413 }, { "step": 558, "lr": 0.0001, "sup_loss": 1.4656788697742547 }, { "step": 559, "lr": 0.0001, "sup_loss": 1.5362274302772925 }, { "step": 560, "lr": 0.0001, "sup_loss": 1.5245343080299176 }, { "step": 561, "lr": 0.0001, "sup_loss": 1.5081152106879827 }, { "step": 562, "lr": 0.0001, "sup_loss": 1.4994066555448664 }, { "step": 563, "lr": 0.0001, "sup_loss": 1.5197447553727503 }, { "step": 564, "lr": 0.0001, "sup_loss": 1.4796461514181756 }, { "step": 565, "lr": 0.0001, "sup_loss": 1.527453622104409 }, { "step": 566, "lr": 0.0001, "sup_loss": 1.5211536061599533 }, { "step": 567, "lr": 0.0001, "sup_loss": 1.5222198327095844 }, { "step": 568, "lr": 0.0001, "sup_loss": 1.5104475006960905 }, { "step": 569, "lr": 0.0001, "sup_loss": 1.556950775037779 }, { "step": 570, "lr": 0.0001, "sup_loss": 1.489439387709364 }, { "step": 571, "lr": 0.0001, "sup_loss": 1.5247285889255449 }, { "step": 572, "lr": 0.0001, "sup_loss": 1.520800154045211 }, { "step": 573, "lr": 0.0001, "sup_loss": 1.554697797404213 }, { "step": 574, "lr": 0.0001, "sup_loss": 1.4829480801351373 }, { "step": 575, "lr": 0.0001, "sup_loss": 1.4764715080232702 }, { "step": 576, "lr": 0.0001, "sup_loss": 1.5269003596506046 }, { "step": 577, "lr": 0.0001, "sup_loss": 1.5191089025254334 }, { "step": 578, "lr": 0.0001, "sup_loss": 1.4969294335143073 }, { "step": 579, "lr": 0.0001, "sup_loss": 1.5173509812616253 }, { "step": 580, "lr": 0.0001, "sup_loss": 1.5670732878743052 }, { "step": 581, "lr": 0.0001, "sup_loss": 1.5069296991136054 }, { "step": 582, "lr": 0.0001, "sup_loss": 1.5263190153038793 }, { "step": 583, "lr": 0.0001, "sup_loss": 1.513668570188107 }, { "step": 584, "lr": 0.0001, "sup_loss": 1.5396932472814553 }, { "step": 585, "lr": 0.0001, "sup_loss": 1.520343959935798 }, { "step": 586, "lr": 0.0001, "sup_loss": 1.5568224663848986 }, { "step": 587, "lr": 0.0001, "sup_loss": 1.4930463816877826 }, { "step": 588, "lr": 0.0001, "sup_loss": 1.5195441393658515 }, { "step": 589, "lr": 0.0001, "sup_loss": 1.5099460511089329 }, { "step": 590, "lr": 0.0001, "sup_loss": 1.56036194709874 }, { "step": 591, "lr": 0.0001, "sup_loss": 1.5326861985624607 }, { "step": 592, "lr": 0.0001, "sup_loss": 1.4728517589052517 }, { "step": 593, "lr": 0.0001, "sup_loss": 1.5061764131961108 }, { "step": 594, "lr": 0.0001, "sup_loss": 1.5160519949374989 }, { "step": 595, "lr": 0.0001, "sup_loss": 1.5009149320838588 }, { "step": 596, "lr": 0.0001, "sup_loss": 1.512843956656185 }, { "step": 597, "lr": 0.0001, "sup_loss": 1.495373448987571 }, { "step": 598, "lr": 0.0001, "sup_loss": 1.5300604215201528 }, { "step": 599, "lr": 0.0001, "sup_loss": 1.5271361167507316 }, { "step": 600, "lr": 0.0001, "sup_loss": 1.4746719875157162, "lyap1_mean": -6.706287384033203, "lyap1_max": -6.6853485107421875, "lyap_spec_mean": [ -6.706287384033203, -6.7072367668151855 ], "lyap_bound": -0.10536051565782628 }, { "step": 601, "lr": 0.0001, "sup_loss": 1.5336775026150677 }, { "step": 602, "lr": 0.0001, "sup_loss": 1.5291573467841881 }, { "step": 603, "lr": 0.0001, "sup_loss": 1.5263495770623876 }, { "step": 604, "lr": 0.0001, "sup_loss": 1.503451382896976 }, { "step": 605, "lr": 0.0001, "sup_loss": 1.5398634285105617 }, { "step": 606, "lr": 0.0001, "sup_loss": 1.519265140334756 }, { "step": 607, "lr": 0.0001, "sup_loss": 1.5138468165331156 }, { "step": 608, "lr": 0.0001, "sup_loss": 1.5262239900340073 }, { "step": 609, "lr": 0.0001, "sup_loss": 1.526919684295831 }, { "step": 610, "lr": 0.0001, "sup_loss": 1.519283512267841 }, { "step": 611, "lr": 0.0001, "sup_loss": 1.5264654126295605 }, { "step": 612, "lr": 0.0001, "sup_loss": 1.518608014385772 }, { "step": 613, "lr": 0.0001, "sup_loss": 1.483369232582482 }, { "step": 614, "lr": 0.0001, "sup_loss": 1.5194200147255776 }, { "step": 615, "lr": 0.0001, "sup_loss": 1.509659573928428 }, { "step": 616, "lr": 0.0001, "sup_loss": 1.4614213786949402 }, { "step": 617, "lr": 0.0001, "sup_loss": 1.519985781853087 }, { "step": 618, "lr": 0.0001, "sup_loss": 1.5153756064518529 }, { "step": 619, "lr": 0.0001, "sup_loss": 1.4953872974472855 }, { "step": 620, "lr": 0.0001, "sup_loss": 1.50964356755188 }, { "step": 621, "lr": 0.0001, "sup_loss": 1.5166842103395488 }, { "step": 622, "lr": 0.0001, "sup_loss": 1.4827529031202311 }, { "step": 623, "lr": 0.0001, "sup_loss": 1.5089609676135278 }, { "step": 624, "lr": 0.0001, "sup_loss": 1.4179098266299353 }, { "step": 625, "lr": 0.0001, "sup_loss": 1.5462449333163302 }, { "step": 626, "lr": 0.0001, "sup_loss": 1.491704724136731 }, { "step": 627, "lr": 0.0001, "sup_loss": 1.5296925248055357 }, { "step": 628, "lr": 0.0001, "sup_loss": 1.495717675145098 }, { "step": 629, "lr": 0.0001, "sup_loss": 1.5094886039242152 }, { "step": 630, "lr": 0.0001, "sup_loss": 1.5537490687309552 }, { "step": 631, "lr": 0.0001, "sup_loss": 1.5671074028980196 }, { "step": 632, "lr": 0.0001, "sup_loss": 1.5291528396725056 }, { "step": 633, "lr": 0.0001, "sup_loss": 1.542836361718557 }, { "step": 634, "lr": 0.0001, "sup_loss": 1.4853697228480627 }, { "step": 635, "lr": 0.0001, "sup_loss": 1.5018737111762246 }, { "step": 636, "lr": 0.0001, "sup_loss": 1.4920718193587548 }, { "step": 637, "lr": 0.0001, "sup_loss": 1.4889679738842707 }, { "step": 638, "lr": 0.0001, "sup_loss": 1.5186764177161212 }, { "step": 639, "lr": 0.0001, "sup_loss": 1.5236976351211728 }, { "step": 640, "lr": 0.0001, "sup_loss": 1.528840155667301 }, { "step": 641, "lr": 0.0001, "sup_loss": 1.53291243411655 }, { "step": 642, "lr": 0.0001, "sup_loss": 1.569600070320969 }, { "step": 643, "lr": 0.0001, "sup_loss": 1.5498230357632412 }, { "step": 644, "lr": 0.0001, "sup_loss": 1.5296614304295055 }, { "step": 645, "lr": 0.0001, "sup_loss": 1.5494526011339775 }, { "step": 646, "lr": 0.0001, "sup_loss": 1.529450068928431 }, { "step": 647, "lr": 0.0001, "sup_loss": 1.5170902165194509 }, { "step": 648, "lr": 0.0001, "sup_loss": 1.5290718973416557 }, { "step": 649, "lr": 0.0001, "sup_loss": 1.4815761998823769 }, { "step": 650, "lr": 0.0001, "sup_loss": 1.5051635719305994, "lyap1_mean": -6.6470232009887695, "lyap1_max": -6.628139972686768, "lyap_spec_mean": [ -6.647023677825928, -6.642392635345459 ], "lyap_bound": -0.10536051565782628 }, { "step": 651, "lr": 0.0001, "sup_loss": 1.5094047529090602 }, { "step": 652, "lr": 0.0001, "sup_loss": 1.4997054919315504 }, { "step": 653, "lr": 0.0001, "sup_loss": 1.5162976197918159 }, { "step": 654, "lr": 0.0001, "sup_loss": 1.4983194976232481 }, { "step": 655, "lr": 0.0001, "sup_loss": 1.5127993812520648 }, { "step": 656, "lr": 0.0001, "sup_loss": 1.5261014664213866 }, { "step": 657, "lr": 0.0001, "sup_loss": 1.4951740231453452 }, { "step": 658, "lr": 0.0001, "sup_loss": 1.4817909871854027 }, { "step": 659, "lr": 0.0001, "sup_loss": 1.525519173918642 }, { "step": 660, "lr": 0.0001, "sup_loss": 1.5023221059259964 }, { "step": 661, "lr": 0.0001, "sup_loss": 1.5465929129836793 }, { "step": 662, "lr": 0.0001, "sup_loss": 1.511803813875915 }, { "step": 663, "lr": 0.0001, "sup_loss": 1.5285347352646839 }, { "step": 664, "lr": 0.0001, "sup_loss": 1.5219787259105593 }, { "step": 665, "lr": 0.0001, "sup_loss": 1.5184666352898202 }, { "step": 666, "lr": 0.0001, "sup_loss": 1.512331622154555 }, { "step": 667, "lr": 0.0001, "sup_loss": 1.5048972547747164 }, { "step": 668, "lr": 0.0001, "sup_loss": 1.5267053968581568 }, { "step": 669, "lr": 0.0001, "sup_loss": 1.520783856316102 }, { "step": 670, "lr": 0.0001, "sup_loss": 1.4967002075237184 }, { "step": 671, "lr": 0.0001, "sup_loss": 1.5185580478265714 }, { "step": 672, "lr": 0.0001, "sup_loss": 1.5326260352431025 }, { "step": 673, "lr": 0.0001, "sup_loss": 1.5119897806211688 }, { "step": 674, "lr": 0.0001, "sup_loss": 1.5012395810129249 }, { "step": 675, "lr": 0.0001, "sup_loss": 1.4716738682943544 }, { "step": 676, "lr": 0.0001, "sup_loss": 1.531889695586606 }, { "step": 677, "lr": 0.0001, "sup_loss": 1.5015395979322816 }, { "step": 678, "lr": 0.0001, "sup_loss": 1.5185524883068886 }, { "step": 679, "lr": 0.0001, "sup_loss": 1.5329890913841109 }, { "step": 680, "lr": 0.0001, "sup_loss": 1.4862086841848878 }, { "step": 681, "lr": 0.0001, "sup_loss": 1.5081771314593237 }, { "step": 682, "lr": 0.0001, "sup_loss": 1.5057919255036136 }, { "step": 683, "lr": 0.0001, "sup_loss": 1.5287738631947454 }, { "step": 684, "lr": 0.0001, "sup_loss": 1.5412355279543468 }, { "step": 685, "lr": 0.0001, "sup_loss": 1.5046593794438914 }, { "step": 686, "lr": 0.0001, "sup_loss": 1.4978752595818452 }, { "step": 687, "lr": 0.0001, "sup_loss": 1.5352642460660617 }, { "step": 688, "lr": 0.0001, "sup_loss": 1.4983927779483674 }, { "step": 689, "lr": 0.0001, "sup_loss": 1.480772186943008 }, { "step": 690, "lr": 0.0001, "sup_loss": 1.5157947002219192 }, { "step": 691, "lr": 0.0001, "sup_loss": 1.5287968981414712 }, { "step": 692, "lr": 0.0001, "sup_loss": 1.5115796750350312 }, { "step": 693, "lr": 0.0001, "sup_loss": 1.5193259959766254 }, { "step": 694, "lr": 0.0001, "sup_loss": 1.5110918958324207 }, { "step": 695, "lr": 0.0001, "sup_loss": 1.5326753899638526 }, { "step": 696, "lr": 0.0001, "sup_loss": 1.505106765876873 }, { "step": 697, "lr": 0.0001, "sup_loss": 1.500845572940783 }, { "step": 698, "lr": 0.0001, "sup_loss": 1.5316710552295576 }, { "step": 699, "lr": 0.0001, "sup_loss": 1.4883620179723598 }, { "step": 700, "lr": 0.0001, "sup_loss": 1.5566363929525928, "lyap1_mean": -6.538327217102051, "lyap1_max": -6.495978832244873, "lyap_spec_mean": [ -6.538326740264893, -6.544689655303955 ], "lyap_bound": -0.10536051565782628 }, { "step": 701, "lr": 0.0001, "sup_loss": 1.5287810715506045 }, { "step": 702, "lr": 0.0001, "sup_loss": 1.516066487082322 }, { "step": 703, "lr": 0.0001, "sup_loss": 1.5137401942306308 }, { "step": 704, "lr": 0.0001, "sup_loss": 1.5152303193706085 }, { "step": 705, "lr": 0.0001, "sup_loss": 1.5325047690615334 }, { "step": 706, "lr": 0.0001, "sup_loss": 1.5041348246173127 }, { "step": 707, "lr": 0.0001, "sup_loss": 1.4751987746757644 }, { "step": 708, "lr": 0.0001, "sup_loss": 1.5284869096887617 }, { "step": 709, "lr": 0.0001, "sup_loss": 1.534997664041701 }, { "step": 710, "lr": 0.0001, "sup_loss": 1.5226603736537316 }, { "step": 711, "lr": 0.0001, "sup_loss": 1.5188651865398364 }, { "step": 712, "lr": 0.0001, "sup_loss": 1.5112746657157887 }, { "step": 713, "lr": 0.0001, "sup_loss": 1.4818948793235172 }, { "step": 714, "lr": 0.0001, "sup_loss": 1.5122376161315374 }, { "step": 715, "lr": 0.0001, "sup_loss": 1.5158005977584161 }, { "step": 716, "lr": 0.0001, "sup_loss": 1.5415213410054467 }, { "step": 717, "lr": 0.0001, "sup_loss": 1.5010530300237304 }, { "step": 718, "lr": 0.0001, "sup_loss": 1.510064641051084 }, { "step": 719, "lr": 0.0001, "sup_loss": 1.488125871007282 }, { "step": 720, "lr": 0.0001, "sup_loss": 1.5183722180715826 }, { "step": 721, "lr": 0.0001, "sup_loss": 1.496824062230423 }, { "step": 722, "lr": 0.0001, "sup_loss": 1.5280516945962228 }, { "step": 723, "lr": 0.0001, "sup_loss": 1.528585838141417 }, { "step": 724, "lr": 0.0001, "sup_loss": 1.5381686652232152 }, { "step": 725, "lr": 0.0001, "sup_loss": 1.484148119050607 }, { "step": 726, "lr": 0.0001, "sup_loss": 1.5143109927597054 }, { "step": 727, "lr": 0.0001, "sup_loss": 1.511654948679459 }, { "step": 728, "lr": 0.0001, "sup_loss": 1.532639600339649 }, { "step": 729, "lr": 0.0001, "sup_loss": 1.5156672857928635 }, { "step": 730, "lr": 0.0001, "sup_loss": 1.515736949131998 }, { "step": 731, "lr": 0.0001, "sup_loss": 1.5381653918029696 }, { "step": 732, "lr": 0.0001, "sup_loss": 1.4817686566279522 }, { "step": 733, "lr": 0.0001, "sup_loss": 1.5350881711968158 }, { "step": 734, "lr": 0.0001, "sup_loss": 1.5283042316217763 }, { "step": 735, "lr": 0.0001, "sup_loss": 1.5119280295262 }, { "step": 736, "lr": 0.0001, "sup_loss": 1.502075078675215 }, { "step": 737, "lr": 0.0001, "sup_loss": 1.5380265645418765 }, { "step": 738, "lr": 0.0001, "sup_loss": 1.5176291152544727 }, { "step": 739, "lr": 0.0001, "sup_loss": 1.5477875553011247 }, { "step": 740, "lr": 0.0001, "sup_loss": 1.527247302561592 }, { "step": 741, "lr": 0.0001, "sup_loss": 1.494716759296525 }, { "step": 742, "lr": 0.0001, "sup_loss": 1.5283759340142355 }, { "step": 743, "lr": 0.0001, "sup_loss": 1.5006663614011584 }, { "step": 744, "lr": 0.0001, "sup_loss": 1.5210244403816247 }, { "step": 745, "lr": 0.0001, "sup_loss": 1.5236166901633954 }, { "step": 746, "lr": 0.0001, "sup_loss": 1.5106387834402368 }, { "step": 747, "lr": 0.0001, "sup_loss": 1.5039683432611493 }, { "step": 748, "lr": 0.0001, "sup_loss": 1.5093944438836167 }, { "step": 749, "lr": 0.0001, "sup_loss": 1.5085239521803453 }, { "step": 750, "lr": 0.0001, "sup_loss": 1.5201361058761036, "lyap1_mean": -6.414738655090332, "lyap1_max": -6.371342658996582, "lyap_spec_mean": [ -6.414738655090332, -6.415633678436279 ], "lyap_bound": -0.10536051565782628 }, { "step": 751, "lr": 0.0001, "sup_loss": 1.5149260923412404 }, { "step": 752, "lr": 0.0001, "sup_loss": 1.5341902670259726 }, { "step": 753, "lr": 0.0001, "sup_loss": 1.5147095931145356 }, { "step": 754, "lr": 0.0001, "sup_loss": 1.512407652155099 }, { "step": 755, "lr": 0.0001, "sup_loss": 1.4839033381321656 }, { "step": 756, "lr": 0.0001, "sup_loss": 1.5099877524355274 }, { "step": 757, "lr": 0.0001, "sup_loss": 1.5043745540005147 }, { "step": 758, "lr": 0.0001, "sup_loss": 1.5015430156634932 }, { "step": 759, "lr": 0.0001, "sup_loss": 1.5379622323258437 }, { "step": 760, "lr": 0.0001, "sup_loss": 1.5275275436239428 }, { "step": 761, "lr": 0.0001, "sup_loss": 1.5204969609836256 }, { "step": 762, "lr": 0.0001, "sup_loss": 1.5145343673588703 }, { "step": 763, "lr": 0.0001, "sup_loss": 1.520435885713137 }, { "step": 764, "lr": 0.0001, "sup_loss": 1.5362379995653999 }, { "step": 765, "lr": 0.0001, "sup_loss": 1.53280429578943 }, { "step": 766, "lr": 0.0001, "sup_loss": 1.5430548616331885 }, { "step": 767, "lr": 0.0001, "sup_loss": 1.5005863037222265 }, { "step": 768, "lr": 0.0001, "sup_loss": 1.5098696165419137 }, { "step": 769, "lr": 0.0001, "sup_loss": 1.5180128099853307 }, { "step": 770, "lr": 0.0001, "sup_loss": 1.5169463420755118 }, { "step": 771, "lr": 0.0001, "sup_loss": 1.5186083043919298 }, { "step": 772, "lr": 0.0001, "sup_loss": 1.5065191618683647 }, { "step": 773, "lr": 0.0001, "sup_loss": 1.5100622769355176 }, { "step": 774, "lr": 0.0001, "sup_loss": 1.5401475174904948 }, { "step": 775, "lr": 0.0001, "sup_loss": 1.4939349933729393 }, { "step": 776, "lr": 0.0001, "sup_loss": 1.5297048457366553 }, { "step": 777, "lr": 0.0001, "sup_loss": 1.5339535742003936 }, { "step": 778, "lr": 0.0001, "sup_loss": 1.5257886680044794 }, { "step": 779, "lr": 0.0001, "sup_loss": 1.4923725842943585 }, { "step": 780, "lr": 0.0001, "sup_loss": 1.5433369771805847 }, { "step": 781, "lr": 0.0001, "sup_loss": 1.466749345377613 }, { "step": 782, "lr": 0.0001, "sup_loss": 1.5100988400396453 }, { "step": 783, "lr": 0.0001, "sup_loss": 1.4935840894307528 }, { "step": 784, "lr": 0.0001, "sup_loss": 1.5288095409000635 }, { "step": 785, "lr": 0.0001, "sup_loss": 1.5140798793701746 }, { "step": 786, "lr": 0.0001, "sup_loss": 1.5038278893428967 }, { "step": 787, "lr": 0.0001, "sup_loss": 1.4897931579635242 }, { "step": 788, "lr": 0.0001, "sup_loss": 1.510297365347192 }, { "step": 789, "lr": 0.0001, "sup_loss": 1.5096970725912824 }, { "step": 790, "lr": 0.0001, "sup_loss": 1.4563140072803142 }, { "step": 791, "lr": 0.0001, "sup_loss": 1.5235519797386794 }, { "step": 792, "lr": 0.0001, "sup_loss": 1.554555089402592 }, { "step": 793, "lr": 0.0001, "sup_loss": 1.5309656221122645 }, { "step": 794, "lr": 0.0001, "sup_loss": 1.5196128662663126 }, { "step": 795, "lr": 0.0001, "sup_loss": 1.4970403383711195 }, { "step": 796, "lr": 0.0001, "sup_loss": 1.5065915402287726 }, { "step": 797, "lr": 0.0001, "sup_loss": 1.4820203727089465 }, { "step": 798, "lr": 0.0001, "sup_loss": 1.4932871722006784 }, { "step": 799, "lr": 0.0001, "sup_loss": 1.5271928852253274 }, { "step": 800, "lr": 0.0001, "sup_loss": 1.5189512274214638, "lyap1_mean": -6.264998435974121, "lyap1_max": -6.218259811401367, "lyap_spec_mean": [ -6.264998435974121, -6.257623672485352 ], "lyap_bound": -0.10536051565782628 }, { "step": 801, "lr": 0.0001, "sup_loss": 1.4794003888566465 }, { "step": 802, "lr": 0.0001, "sup_loss": 1.5031133014922253 }, { "step": 803, "lr": 0.0001, "sup_loss": 1.5162473584480844 }, { "step": 804, "lr": 0.0001, "sup_loss": 1.5171519313246833 }, { "step": 805, "lr": 0.0001, "sup_loss": 1.5373420552897847 }, { "step": 806, "lr": 0.0001, "sup_loss": 1.5206732390764939 }, { "step": 807, "lr": 0.0001, "sup_loss": 1.5203877668446022 }, { "step": 808, "lr": 0.0001, "sup_loss": 1.492586592861398 }, { "step": 809, "lr": 0.0001, "sup_loss": 1.5039200364706633 }, { "step": 810, "lr": 0.0001, "sup_loss": 1.4772981905774536 }, { "step": 811, "lr": 0.0001, "sup_loss": 1.5200133260780286 }, { "step": 812, "lr": 0.0001, "sup_loss": 1.519401738989703 }, { "step": 813, "lr": 0.0001, "sup_loss": 1.5258032459404562 }, { "step": 814, "lr": 0.0001, "sup_loss": 1.5377889297754885 }, { "step": 815, "lr": 0.0001, "sup_loss": 1.531876294284268 }, { "step": 816, "lr": 0.0001, "sup_loss": 1.4890782502081874 }, { "step": 817, "lr": 0.0001, "sup_loss": 1.5135778456497797 }, { "step": 818, "lr": 0.0001, "sup_loss": 1.4895132250118437 }, { "step": 819, "lr": 0.0001, "sup_loss": 1.5319449438162507 }, { "step": 820, "lr": 0.0001, "sup_loss": 1.5478730438296613 }, { "step": 821, "lr": 0.0001, "sup_loss": 1.5234296605953752 }, { "step": 822, "lr": 0.0001, "sup_loss": 1.495539966481088 }, { "step": 823, "lr": 0.0001, "sup_loss": 1.4938042542202827 }, { "step": 824, "lr": 0.0001, "sup_loss": 1.53036073010849 }, { "step": 825, "lr": 0.0001, "sup_loss": 1.5167469429239189 }, { "step": 826, "lr": 0.0001, "sup_loss": 1.5224439671219032 }, { "step": 827, "lr": 0.0001, "sup_loss": 1.502935736845863 }, { "step": 828, "lr": 0.0001, "sup_loss": 1.4923314872325504 }, { "step": 829, "lr": 0.0001, "sup_loss": 1.5220883963647738 }, { "step": 830, "lr": 0.0001, "sup_loss": 1.5422434343850067 }, { "step": 831, "lr": 0.0001, "sup_loss": 1.5321838505506373 }, { "step": 832, "lr": 0.0001, "sup_loss": 1.5238810248029964 }, { "step": 833, "lr": 0.0001, "sup_loss": 1.506038382435152 }, { "step": 834, "lr": 0.0001, "sup_loss": 1.516271936441931 }, { "step": 835, "lr": 0.0001, "sup_loss": 1.5141644084304013 }, { "step": 836, "lr": 0.0001, "sup_loss": 1.5070632624785256 }, { "step": 837, "lr": 0.0001, "sup_loss": 1.5189506063228038 }, { "step": 838, "lr": 0.0001, "sup_loss": 1.5222628958504518 }, { "step": 839, "lr": 0.0001, "sup_loss": 1.539600923636482 }, { "step": 840, "lr": 0.0001, "sup_loss": 1.486930224177299 }, { "step": 841, "lr": 0.0001, "sup_loss": 1.5096024197238151 }, { "step": 842, "lr": 0.0001, "sup_loss": 1.543960076377166 }, { "step": 843, "lr": 0.0001, "sup_loss": 1.5350423459292946 }, { "step": 844, "lr": 0.0001, "sup_loss": 1.51947082585353 }, { "step": 845, "lr": 0.0001, "sup_loss": 1.5000554733457534 }, { "step": 846, "lr": 0.0001, "sup_loss": 1.4854979289135024 }, { "step": 847, "lr": 0.0001, "sup_loss": 1.4528837087888837 }, { "step": 848, "lr": 0.0001, "sup_loss": 1.4893767215001192 }, { "step": 849, "lr": 0.0001, "sup_loss": 1.5116837147336943 }, { "step": 850, "lr": 0.0001, "sup_loss": 1.5316996234308449, "lyap1_mean": -5.944291114807129, "lyap1_max": -5.860029220581055, "lyap_spec_mean": [ -5.944291591644287, -5.9602861404418945 ], "lyap_bound": -0.10536051565782628 }, { "step": 851, "lr": 0.0001, "sup_loss": 1.4662178118117368 }, { "step": 852, "lr": 0.0001, "sup_loss": 1.496672346771726 }, { "step": 853, "lr": 0.0001, "sup_loss": 1.4502686349180454 }, { "step": 854, "lr": 0.0001, "sup_loss": 1.5101654747752313 }, { "step": 855, "lr": 0.0001, "sup_loss": 1.5287651774536772 }, { "step": 856, "lr": 0.0001, "sup_loss": 1.4887774476565343 }, { "step": 857, "lr": 0.0001, "sup_loss": 1.5288190638328945 }, { "step": 858, "lr": 0.0001, "sup_loss": 1.5331306595376184 }, { "step": 859, "lr": 0.0001, "sup_loss": 1.5119847591823368 }, { "step": 860, "lr": 0.0001, "sup_loss": 1.4939856897853803 }, { "step": 861, "lr": 0.0001, "sup_loss": 1.5054032429188404 }, { "step": 862, "lr": 0.0001, "sup_loss": 1.53178351688308 }, { "step": 863, "lr": 0.0001, "sup_loss": 1.4975122146837385 }, { "step": 864, "lr": 0.0001, "sup_loss": 1.529216706591692 }, { "step": 865, "lr": 0.0001, "sup_loss": 1.4858391212571551 }, { "step": 866, "lr": 0.0001, "sup_loss": 1.5067555131486585 }, { "step": 867, "lr": 0.0001, "sup_loss": 1.4653182542665304 }, { "step": 868, "lr": 0.0001, "sup_loss": 1.4939540326558096 }, { "step": 869, "lr": 0.0001, "sup_loss": 1.5303096178101399 }, { "step": 870, "lr": 0.0001, "sup_loss": 1.516176876584087 }, { "step": 871, "lr": 0.0001, "sup_loss": 1.5219778344422048 }, { "step": 872, "lr": 0.0001, "sup_loss": 1.4761000122837777 }, { "step": 873, "lr": 0.0001, "sup_loss": 1.513006833405729 }, { "step": 874, "lr": 0.0001, "sup_loss": 1.5485589422548636 }, { "step": 875, "lr": 0.0001, "sup_loss": 1.485695503404262 }, { "step": 876, "lr": 0.0001, "sup_loss": 1.4890143451204383 }, { "step": 877, "lr": 0.0001, "sup_loss": 1.5175875346328733 }, { "step": 878, "lr": 0.0001, "sup_loss": 1.5096965232152808 }, { "step": 879, "lr": 0.0001, "sup_loss": 1.5517101778820277 }, { "step": 880, "lr": 0.0001, "sup_loss": 1.5209166682770523 }, { "step": 881, "lr": 0.0001, "sup_loss": 1.5005544662351054 }, { "step": 882, "lr": 0.0001, "sup_loss": 1.4691439649158073 }, { "step": 883, "lr": 0.0001, "sup_loss": 1.498696126804384 }, { "step": 884, "lr": 0.0001, "sup_loss": 1.5087921193707006 }, { "step": 885, "lr": 0.0001, "sup_loss": 1.5023848520057832 }, { "step": 886, "lr": 0.0001, "sup_loss": 1.5195873920924312 }, { "step": 887, "lr": 0.0001, "sup_loss": 1.5175733846833919 }, { "step": 888, "lr": 0.0001, "sup_loss": 1.4952592414580277 }, { "step": 889, "lr": 0.0001, "sup_loss": 1.496644038280453 }, { "step": 890, "lr": 0.0001, "sup_loss": 1.5191835238179954 }, { "step": 891, "lr": 0.0001, "sup_loss": 1.514809273108044 }, { "step": 892, "lr": 0.0001, "sup_loss": 1.4885183127445003 }, { "step": 893, "lr": 0.0001, "sup_loss": 1.5126444543487492 }, { "step": 894, "lr": 0.0001, "sup_loss": 1.5258446574175875 }, { "step": 895, "lr": 0.0001, "sup_loss": 1.4691680650241499 }, { "step": 896, "lr": 0.0001, "sup_loss": 1.5170742203735634 }, { "step": 897, "lr": 0.0001, "sup_loss": 1.4924416535416078 }, { "step": 898, "lr": 0.0001, "sup_loss": 1.5363673680659329 }, { "step": 899, "lr": 0.0001, "sup_loss": 1.536372445667659 }, { "step": 900, "lr": 0.0001, "sup_loss": 1.4997625964904768, "lyap1_mean": -5.652142524719238, "lyap1_max": -5.594020366668701, "lyap_spec_mean": [ -5.652142524719238, -5.6429667472839355 ], "lyap_bound": -0.10536051565782628 }, { "step": 901, "lr": 0.0001, "sup_loss": 1.507499264067011 }, { "step": 902, "lr": 0.0001, "sup_loss": 1.5167841992518767 }, { "step": 903, "lr": 0.0001, "sup_loss": 1.467195067448345 }, { "step": 904, "lr": 0.0001, "sup_loss": 1.5224154370923002 }, { "step": 905, "lr": 0.0001, "sup_loss": 1.5317981279164885 }, { "step": 906, "lr": 0.0001, "sup_loss": 1.5291796176202899 }, { "step": 907, "lr": 0.0001, "sup_loss": 1.5141419183145175 }, { "step": 908, "lr": 0.0001, "sup_loss": 1.486324712345776 }, { "step": 909, "lr": 0.0001, "sup_loss": 1.4968871261056726 }, { "step": 910, "lr": 0.0001, "sup_loss": 1.4828435875444144 }, { "step": 911, "lr": 0.0001, "sup_loss": 1.4933315598782024 }, { "step": 912, "lr": 0.0001, "sup_loss": 1.4868035687515695 }, { "step": 913, "lr": 0.0001, "sup_loss": 1.5397040122960144 }, { "step": 914, "lr": 0.0001, "sup_loss": 1.5136633188998756 }, { "step": 915, "lr": 0.0001, "sup_loss": 1.4473687510979423 }, { "step": 916, "lr": 0.0001, "sup_loss": 1.5355209072731966 }, { "step": 917, "lr": 0.0001, "sup_loss": 1.463715133289889 }, { "step": 918, "lr": 0.0001, "sup_loss": 1.524152528957749 }, { "step": 919, "lr": 0.0001, "sup_loss": 1.5144340083338805 }, { "step": 920, "lr": 0.0001, "sup_loss": 1.4936449496755215 }, { "step": 921, "lr": 0.0001, "sup_loss": 1.551149291445036 }, { "step": 922, "lr": 0.0001, "sup_loss": 1.475193621978353 }, { "step": 923, "lr": 0.0001, "sup_loss": 1.5072904697448237 }, { "step": 924, "lr": 0.0001, "sup_loss": 1.5034295320627853 }, { "step": 925, "lr": 0.0001, "sup_loss": 1.4687878097170466 }, { "step": 926, "lr": 0.0001, "sup_loss": 1.497240080963438 }, { "step": 927, "lr": 0.0001, "sup_loss": 1.453493570747067 }, { "step": 928, "lr": 0.0001, "sup_loss": 1.5272355249073333 }, { "step": 929, "lr": 0.0001, "sup_loss": 1.4954138710957656 }, { "step": 930, "lr": 0.0001, "sup_loss": 1.532836496771222 }, { "step": 931, "lr": 0.0001, "sup_loss": 1.5243129092733296 }, { "step": 932, "lr": 0.0001, "sup_loss": 1.5095965680375445 }, { "step": 933, "lr": 0.0001, "sup_loss": 1.5081322883135968 }, { "step": 934, "lr": 0.0001, "sup_loss": 1.5183249592661394 }, { "step": 935, "lr": 0.0001, "sup_loss": 1.5093233281872678 }, { "step": 936, "lr": 0.0001, "sup_loss": 1.509689676873144 }, { "step": 937, "lr": 0.0001, "sup_loss": 1.5201641118624953 }, { "step": 938, "lr": 0.0001, "sup_loss": 1.434867776183133 }, { "step": 939, "lr": 0.0001, "sup_loss": 1.498886252878764 }, { "step": 940, "lr": 0.0001, "sup_loss": 1.5011932339312852 }, { "step": 941, "lr": 0.0001, "sup_loss": 1.5241598202101634 }, { "step": 942, "lr": 0.0001, "sup_loss": 1.505778298169391 }, { "step": 943, "lr": 0.0001, "sup_loss": 1.519579321968116 }, { "step": 944, "lr": 0.0001, "sup_loss": 1.5079361183127624 }, { "step": 945, "lr": 0.0001, "sup_loss": 1.5037163830793818 }, { "step": 946, "lr": 0.0001, "sup_loss": 1.4689941026742286 }, { "step": 947, "lr": 0.0001, "sup_loss": 1.5639875285326823 }, { "step": 948, "lr": 0.0001, "sup_loss": 1.5392894189821704 }, { "step": 949, "lr": 0.0001, "sup_loss": 1.5055158758145308 }, { "step": 950, "lr": 0.0001, "sup_loss": 1.518267165943395, "lyap1_mean": -5.448543548583984, "lyap1_max": -5.374388694763184, "lyap_spec_mean": [ -5.448543548583984, -5.42637825012207 ], "lyap_bound": -0.10536051565782628 }, { "step": 951, "lr": 0.0001, "sup_loss": 1.4824273966788006 }, { "step": 952, "lr": 0.0001, "sup_loss": 1.5323886198047028 }, { "step": 953, "lr": 0.0001, "sup_loss": 1.5218753245403334 }, { "step": 954, "lr": 0.0001, "sup_loss": 1.5106468562324793 }, { "step": 955, "lr": 0.0001, "sup_loss": 1.4902749499708472 }, { "step": 956, "lr": 0.0001, "sup_loss": 1.5072560962565862 }, { "step": 957, "lr": 0.0001, "sup_loss": 1.5081858010439633 }, { "step": 958, "lr": 0.0001, "sup_loss": 1.517830286889684 }, { "step": 959, "lr": 0.0001, "sup_loss": 1.5292294570510734 }, { "step": 960, "lr": 0.0001, "sup_loss": 1.5284211025221013 }, { "step": 961, "lr": 0.0001, "sup_loss": 1.4869179701446167 }, { "step": 962, "lr": 0.0001, "sup_loss": 1.5167554418953664 }, { "step": 963, "lr": 0.0001, "sup_loss": 1.5022203921109658 }, { "step": 964, "lr": 0.0001, "sup_loss": 1.5082677144024677 }, { "step": 965, "lr": 0.0001, "sup_loss": 1.4737698001462685 }, { "step": 966, "lr": 0.0001, "sup_loss": 1.5188335949555747 }, { "step": 967, "lr": 0.0001, "sup_loss": 1.5274473696800166 }, { "step": 968, "lr": 0.0001, "sup_loss": 1.514180666119481 }, { "step": 969, "lr": 0.0001, "sup_loss": 1.5202551960844581 }, { "step": 970, "lr": 0.0001, "sup_loss": 1.5143891182957718 }, { "step": 971, "lr": 0.0001, "sup_loss": 1.504930148063865 }, { "step": 972, "lr": 0.0001, "sup_loss": 1.501472242033977 }, { "step": 973, "lr": 0.0001, "sup_loss": 1.5109138293566082 }, { "step": 974, "lr": 0.0001, "sup_loss": 1.521006606339136 }, { "step": 975, "lr": 0.0001, "sup_loss": 1.4974613446060685 }, { "step": 976, "lr": 0.0001, "sup_loss": 1.5050752003953027 }, { "step": 977, "lr": 0.0001, "sup_loss": 1.5218882284540702 }, { "step": 978, "lr": 0.0001, "sup_loss": 1.54280851663081 }, { "step": 979, "lr": 0.0001, "sup_loss": 1.4553324585789031 }, { "step": 980, "lr": 0.0001, "sup_loss": 1.5596921913721995 }, { "step": 981, "lr": 0.0001, "sup_loss": 1.4786041536384265 }, { "step": 982, "lr": 0.0001, "sup_loss": 1.4971809060144017 }, { "step": 983, "lr": 0.0001, "sup_loss": 1.5295897375459258 }, { "step": 984, "lr": 0.0001, "sup_loss": 1.5299979674474378 }, { "step": 985, "lr": 0.0001, "sup_loss": 1.456327333071445 }, { "step": 986, "lr": 0.0001, "sup_loss": 1.5378813472825856 }, { "step": 987, "lr": 0.0001, "sup_loss": 1.491217848090841 }, { "step": 988, "lr": 0.0001, "sup_loss": 1.5116251776299399 }, { "step": 989, "lr": 0.0001, "sup_loss": 1.474147240169287 }, { "step": 990, "lr": 0.0001, "sup_loss": 1.4907397097415611 }, { "step": 991, "lr": 0.0001, "sup_loss": 1.4992047493859184 }, { "step": 992, "lr": 0.0001, "sup_loss": 1.4937366874149411 }, { "step": 993, "lr": 0.0001, "sup_loss": 1.4772547257883624 }, { "step": 994, "lr": 0.0001, "sup_loss": 1.4871965155865938 }, { "step": 995, "lr": 0.0001, "sup_loss": 1.547781844799699 }, { "step": 996, "lr": 0.0001, "sup_loss": 1.4729891039962326 }, { "step": 997, "lr": 0.0001, "sup_loss": 1.4800220846633856 }, { "step": 998, "lr": 0.0001, "sup_loss": 1.5138811195467095 }, { "step": 999, "lr": 0.0001, "sup_loss": 1.4800734524212662 }, { "step": 1000, "lr": 0.0001, "sup_loss": 1.4862077489691015, "lyap1_mean": -5.086652755737305, "lyap1_max": -5.010838508605957, "lyap_spec_mean": [ -5.086652755737305, -5.101796627044678 ], "lyap_bound": -0.10536051565782628 }, { "step": 1001, "lr": 0.0001, "sup_loss": 1.491190142941294 }, { "step": 1002, "lr": 0.0001, "sup_loss": 1.5338051140823528 }, { "step": 1003, "lr": 0.0001, "sup_loss": 1.453768709725902 }, { "step": 1004, "lr": 0.0001, "sup_loss": 1.4950069717523864 }, { "step": 1005, "lr": 0.0001, "sup_loss": 1.4921631368346473 }, { "step": 1006, "lr": 0.0001, "sup_loss": 1.5298900700411682 }, { "step": 1007, "lr": 0.0001, "sup_loss": 1.4875213403635956 }, { "step": 1008, "lr": 0.0001, "sup_loss": 1.4811045802261913 }, { "step": 1009, "lr": 0.0001, "sup_loss": 1.5250101180805309 }, { "step": 1010, "lr": 0.0001, "sup_loss": 1.5033493294925102 }, { "step": 1011, "lr": 0.0001, "sup_loss": 1.5128267721867283 }, { "step": 1012, "lr": 0.0001, "sup_loss": 1.4947289338333436 }, { "step": 1013, "lr": 0.0001, "sup_loss": 1.4925525129247341 }, { "step": 1014, "lr": 0.0001, "sup_loss": 1.4996314639909738 }, { "step": 1015, "lr": 0.0001, "sup_loss": 1.492959768370052 }, { "step": 1016, "lr": 0.0001, "sup_loss": 1.5091553965420217 }, { "step": 1017, "lr": 0.0001, "sup_loss": 1.523810286677666 }, { "step": 1018, "lr": 0.0001, "sup_loss": 1.483313092948707 }, { "step": 1019, "lr": 0.0001, "sup_loss": 1.5150976478960907 }, { "step": 1020, "lr": 0.0001, "sup_loss": 1.475309542182523 }, { "step": 1021, "lr": 0.0001, "sup_loss": 1.500195908589669 }, { "step": 1022, "lr": 0.0001, "sup_loss": 1.4945939977510452 }, { "step": 1023, "lr": 0.0001, "sup_loss": 1.4250120115069176 }, { "step": 1024, "lr": 0.0001, "sup_loss": 1.4918787542757612 }, { "step": 1025, "lr": 0.0001, "sup_loss": 1.4991129912983376 }, { "step": 1026, "lr": 0.0001, "sup_loss": 1.492617385449115 }, { "step": 1027, "lr": 0.0001, "sup_loss": 1.5160458983109 }, { "step": 1028, "lr": 0.0001, "sup_loss": 1.4941115004329355 }, { "step": 1029, "lr": 0.0001, "sup_loss": 1.496451859922323 }, { "step": 1030, "lr": 0.0001, "sup_loss": 1.4951053205183618 }, { "step": 1031, "lr": 0.0001, "sup_loss": 1.4938560898638187 }, { "step": 1032, "lr": 0.0001, "sup_loss": 1.4774130117810043 }, { "step": 1033, "lr": 0.0001, "sup_loss": 1.5095015063091686 }, { "step": 1034, "lr": 0.0001, "sup_loss": 1.5070117186327943 }, { "step": 1035, "lr": 0.0001, "sup_loss": 1.4768238123518271 }, { "step": 1036, "lr": 0.0001, "sup_loss": 1.476529080284256 }, { "step": 1037, "lr": 0.0001, "sup_loss": 1.494776177357163 }, { "step": 1038, "lr": 0.0001, "sup_loss": 1.5404689844677595 }, { "step": 1039, "lr": 0.0001, "sup_loss": 1.5116941628376854 }, { "step": 1040, "lr": 0.0001, "sup_loss": 1.4807356397180933 }, { "step": 1041, "lr": 0.0001, "sup_loss": 1.498028787710557 }, { "step": 1042, "lr": 0.0001, "sup_loss": 1.4754103357553532 }, { "step": 1043, "lr": 0.0001, "sup_loss": 1.5053698487795235 }, { "step": 1044, "lr": 0.0001, "sup_loss": 1.5296728770508057 }, { "step": 1045, "lr": 0.0001, "sup_loss": 1.5086255065998997 }, { "step": 1046, "lr": 0.0001, "sup_loss": 1.4916575167454593 }, { "step": 1047, "lr": 0.0001, "sup_loss": 1.4932460950040167 }, { "step": 1048, "lr": 0.0001, "sup_loss": 1.5022055807348158 }, { "step": 1049, "lr": 0.0001, "sup_loss": 1.4846387059737416 }, { "step": 1050, "lr": 0.0001, "sup_loss": 1.4583279112164924, "lyap1_mean": -4.985368251800537, "lyap1_max": -4.9488115310668945, "lyap_spec_mean": [ -4.985368251800537, -5.0083394050598145 ], "lyap_bound": -0.10536051565782628 }, { "step": 1051, "lr": 0.0001, "sup_loss": 1.5079011066488937 }, { "step": 1052, "lr": 0.0001, "sup_loss": 1.5007515289918683 }, { "step": 1053, "lr": 0.0001, "sup_loss": 1.534958945999648 }, { "step": 1054, "lr": 0.0001, "sup_loss": 1.4963135998085617 }, { "step": 1055, "lr": 0.0001, "sup_loss": 1.4930120557032553 }, { "step": 1056, "lr": 0.0001, "sup_loss": 1.512046037240657 }, { "step": 1057, "lr": 0.0001, "sup_loss": 1.5058272313052585 }, { "step": 1058, "lr": 0.0001, "sup_loss": 1.481208655387988 }, { "step": 1059, "lr": 0.0001, "sup_loss": 1.5237169406639706 }, { "step": 1060, "lr": 0.0001, "sup_loss": 1.5153822571783004 }, { "step": 1061, "lr": 0.0001, "sup_loss": 1.477981358976096 }, { "step": 1062, "lr": 0.0001, "sup_loss": 1.493432202847611 }, { "step": 1063, "lr": 0.0001, "sup_loss": 1.4770211775614548 }, { "step": 1064, "lr": 0.0001, "sup_loss": 1.4696978837949088 }, { "step": 1065, "lr": 0.0001, "sup_loss": 1.4943629670203953 }, { "step": 1066, "lr": 0.0001, "sup_loss": 1.49505678933645 }, { "step": 1067, "lr": 0.0001, "sup_loss": 1.495147677887443 }, { "step": 1068, "lr": 0.0001, "sup_loss": 1.4844499947850718 }, { "step": 1069, "lr": 0.0001, "sup_loss": 1.4543617916322704 }, { "step": 1070, "lr": 0.0001, "sup_loss": 1.5000871222605547 }, { "step": 1071, "lr": 0.0001, "sup_loss": 1.502567682384034 }, { "step": 1072, "lr": 0.0001, "sup_loss": 1.488314001438542 }, { "step": 1073, "lr": 0.0001, "sup_loss": 1.488304624795962 }, { "step": 1074, "lr": 0.0001, "sup_loss": 1.494284739754046 }, { "step": 1075, "lr": 0.0001, "sup_loss": 1.4727882874363902 }, { "step": 1076, "lr": 0.0001, "sup_loss": 1.511807986328729 }, { "step": 1077, "lr": 0.0001, "sup_loss": 1.4870160784126345 }, { "step": 1078, "lr": 0.0001, "sup_loss": 1.4837270015578496 }, { "step": 1079, "lr": 0.0001, "sup_loss": 1.4875352025713129 }, { "step": 1080, "lr": 0.0001, "sup_loss": 1.5024935978982221 }, { "step": 1081, "lr": 0.0001, "sup_loss": 1.4819859872644976 }, { "step": 1082, "lr": 0.0001, "sup_loss": 1.5043254784455866 }, { "step": 1083, "lr": 0.0001, "sup_loss": 1.4645798123131413 }, { "step": 1084, "lr": 0.0001, "sup_loss": 1.4915036619135214 }, { "step": 1085, "lr": 0.0001, "sup_loss": 1.5015138581699607 }, { "step": 1086, "lr": 0.0001, "sup_loss": 1.4957361692727997 }, { "step": 1087, "lr": 0.0001, "sup_loss": 1.5477593496318298 }, { "step": 1088, "lr": 0.0001, "sup_loss": 1.5067801216534944 }, { "step": 1089, "lr": 0.0001, "sup_loss": 1.4995562337114996 }, { "step": 1090, "lr": 0.0001, "sup_loss": 1.4612830614799217 }, { "step": 1091, "lr": 0.0001, "sup_loss": 1.4742256666063809 }, { "step": 1092, "lr": 0.0001, "sup_loss": 1.4724958822731793 }, { "step": 1093, "lr": 0.0001, "sup_loss": 1.4612374227310905 }, { "step": 1094, "lr": 0.0001, "sup_loss": 1.4505542347531546 }, { "step": 1095, "lr": 0.0001, "sup_loss": 1.5367597739936414 }, { "step": 1096, "lr": 0.0001, "sup_loss": 1.4695740675730589 }, { "step": 1097, "lr": 0.0001, "sup_loss": 1.5071457895270661 }, { "step": 1098, "lr": 0.0001, "sup_loss": 1.5137372385953056 }, { "step": 1099, "lr": 0.0001, "sup_loss": 1.5164012149254902 }, { "step": 1100, "lr": 0.0001, "sup_loss": 1.5074580993196545, "lyap1_mean": -5.024776458740234, "lyap1_max": -4.9834303855896, "lyap_spec_mean": [ -5.024776458740234, -5.0234293937683105 ], "lyap_bound": -0.10536051565782628 }, { "step": 1101, "lr": 0.0001, "sup_loss": 1.4893846557301706 }, { "step": 1102, "lr": 0.0001, "sup_loss": 1.4810311211838452 }, { "step": 1103, "lr": 0.0001, "sup_loss": 1.4881358655681456 }, { "step": 1104, "lr": 0.0001, "sup_loss": 1.4940961901532852 }, { "step": 1105, "lr": 0.0001, "sup_loss": 1.4753095966685144 }, { "step": 1106, "lr": 0.0001, "sup_loss": 1.5248464308547973 }, { "step": 1107, "lr": 0.0001, "sup_loss": 1.5093487508039454 }, { "step": 1108, "lr": 0.0001, "sup_loss": 1.5367204201189768 }, { "step": 1109, "lr": 0.0001, "sup_loss": 1.4951622618093052 }, { "step": 1110, "lr": 0.0001, "sup_loss": 1.4954845796681129 }, { "step": 1111, "lr": 0.0001, "sup_loss": 1.4917942853885013 }, { "step": 1112, "lr": 0.0001, "sup_loss": 1.4262000511817663 }, { "step": 1113, "lr": 0.0001, "sup_loss": 1.5043712728927912 }, { "step": 1114, "lr": 0.0001, "sup_loss": 1.484278422177646 }, { "step": 1115, "lr": 0.0001, "sup_loss": 1.5219035891965151 }, { "step": 1116, "lr": 0.0001, "sup_loss": 1.4950970748440897 }, { "step": 1117, "lr": 0.0001, "sup_loss": 1.4943428543594146 }, { "step": 1118, "lr": 0.0001, "sup_loss": 1.4871422744331029 }, { "step": 1119, "lr": 0.0001, "sup_loss": 1.505205653908111 }, { "step": 1120, "lr": 0.0001, "sup_loss": 1.4624580150776079 }, { "step": 1121, "lr": 0.0001, "sup_loss": 1.478784498763538 }, { "step": 1122, "lr": 0.0001, "sup_loss": 1.4715949945354443 }, { "step": 1123, "lr": 0.0001, "sup_loss": 1.4957458644069577 }, { "step": 1124, "lr": 0.0001, "sup_loss": 1.4827836699290668 }, { "step": 1125, "lr": 0.0001, "sup_loss": 1.4743856874260983 }, { "step": 1126, "lr": 0.0001, "sup_loss": 1.471642222687305 }, { "step": 1127, "lr": 0.0001, "sup_loss": 1.4942140766445238 }, { "step": 1128, "lr": 0.0001, "sup_loss": 1.4964272399481269 }, { "step": 1129, "lr": 0.0001, "sup_loss": 1.489714735807674 }, { "step": 1130, "lr": 0.0001, "sup_loss": 1.4795423848023082 }, { "step": 1131, "lr": 0.0001, "sup_loss": 1.5017106888127012 }, { "step": 1132, "lr": 0.0001, "sup_loss": 1.4714448207224442 }, { "step": 1133, "lr": 0.0001, "sup_loss": 1.4626417158867993 }, { "step": 1134, "lr": 0.0001, "sup_loss": 1.4491329459413975 }, { "step": 1135, "lr": 0.0001, "sup_loss": 1.4617050052344747 }, { "step": 1136, "lr": 0.0001, "sup_loss": 1.4998257578902021 }, { "step": 1137, "lr": 0.0001, "sup_loss": 1.4998440252848666 }, { "step": 1138, "lr": 0.0001, "sup_loss": 1.4846175202054472 }, { "step": 1139, "lr": 0.0001, "sup_loss": 1.4718216224866734 }, { "step": 1140, "lr": 0.0001, "sup_loss": 1.5081759004682445 }, { "step": 1141, "lr": 0.0001, "sup_loss": 1.4969522608011026 }, { "step": 1142, "lr": 0.0001, "sup_loss": 1.4690122810816595 }, { "step": 1143, "lr": 0.0001, "sup_loss": 1.4955443523100043 }, { "step": 1144, "lr": 0.0001, "sup_loss": 1.4927066398111735 }, { "step": 1145, "lr": 0.0001, "sup_loss": 1.4725230333581665 }, { "step": 1146, "lr": 0.0001, "sup_loss": 1.4701228574799046 }, { "step": 1147, "lr": 0.0001, "sup_loss": 1.4780445694839879 }, { "step": 1148, "lr": 0.0001, "sup_loss": 1.4693462829861517 }, { "step": 1149, "lr": 0.0001, "sup_loss": 1.5100726072285409 }, { "step": 1150, "lr": 0.0001, "sup_loss": 1.480903277719113, "lyap1_mean": -4.9455885887146, "lyap1_max": -4.850168228149414, "lyap_spec_mean": [ -4.9455885887146, -4.929689407348633 ], "lyap_bound": -0.10536051565782628 }, { "step": 1151, "lr": 0.0001, "sup_loss": 1.4507184038835605 }, { "step": 1152, "lr": 0.0001, "sup_loss": 1.502905456958449 }, { "step": 1153, "lr": 0.0001, "sup_loss": 1.4731891271094737 }, { "step": 1154, "lr": 0.0001, "sup_loss": 1.5114034459966716 }, { "step": 1155, "lr": 0.0001, "sup_loss": 1.4851636061949942 }, { "step": 1156, "lr": 0.0001, "sup_loss": 1.5153188881042223 }, { "step": 1157, "lr": 0.0001, "sup_loss": 1.53415556606997 }, { "step": 1158, "lr": 0.0001, "sup_loss": 1.4927789967832232 }, { "step": 1159, "lr": 0.0001, "sup_loss": 1.4748716306954783 }, { "step": 1160, "lr": 0.0001, "sup_loss": 1.5037391789734031 }, { "step": 1161, "lr": 0.0001, "sup_loss": 1.4909826070120134 }, { "step": 1162, "lr": 0.0001, "sup_loss": 1.4882852503259236 }, { "step": 1163, "lr": 0.0001, "sup_loss": 1.476347461882321 }, { "step": 1164, "lr": 0.0001, "sup_loss": 1.500105285760655 }, { "step": 1165, "lr": 0.0001, "sup_loss": 1.459256843071044 }, { "step": 1166, "lr": 0.0001, "sup_loss": 1.4948051454166613 }, { "step": 1167, "lr": 0.0001, "sup_loss": 1.4487606220173448 }, { "step": 1168, "lr": 0.0001, "sup_loss": 1.4773466283799845 }, { "step": 1169, "lr": 0.0001, "sup_loss": 1.4666078537550662 }, { "step": 1170, "lr": 0.0001, "sup_loss": 1.4845902155303574 }, { "step": 1171, "lr": 0.0001, "sup_loss": 1.4556790254014549 }, { "step": 1172, "lr": 0.0001, "sup_loss": 1.4850841195107127 }, { "step": 1173, "lr": 0.0001, "sup_loss": 1.5182421729232407 }, { "step": 1174, "lr": 0.0001, "sup_loss": 1.476394210737806 }, { "step": 1175, "lr": 0.0001, "sup_loss": 1.4821449618214182 }, { "step": 1176, "lr": 0.0001, "sup_loss": 1.5024094032370132 }, { "step": 1177, "lr": 0.0001, "sup_loss": 1.5022114492114407 }, { "step": 1178, "lr": 0.0001, "sup_loss": 1.4621831924589657 }, { "step": 1179, "lr": 0.0001, "sup_loss": 1.4811286199451543 }, { "step": 1180, "lr": 0.0001, "sup_loss": 1.4578099169211276 }, { "step": 1181, "lr": 0.0001, "sup_loss": 1.456907282548804 }, { "step": 1182, "lr": 0.0001, "sup_loss": 1.4740023330832586 }, { "step": 1183, "lr": 0.0001, "sup_loss": 1.4920635428211853 }, { "step": 1184, "lr": 0.0001, "sup_loss": 1.5024858560779706 }, { "step": 1185, "lr": 0.0001, "sup_loss": 1.5038948187638805 }, { "step": 1186, "lr": 0.0001, "sup_loss": 1.4676908572162626 }, { "step": 1187, "lr": 0.0001, "sup_loss": 1.488254510144115 }, { "step": 1188, "lr": 0.0001, "sup_loss": 1.4263772574814746 }, { "step": 1189, "lr": 0.0001, "sup_loss": 1.4676478384293827 }, { "step": 1190, "lr": 0.0001, "sup_loss": 1.479789183280758 }, { "step": 1191, "lr": 0.0001, "sup_loss": 1.4711267705653097 }, { "step": 1192, "lr": 0.0001, "sup_loss": 1.4949702804907512 }, { "step": 1193, "lr": 0.0001, "sup_loss": 1.513007655717897 }, { "step": 1194, "lr": 0.0001, "sup_loss": 1.4509345633164903 }, { "step": 1195, "lr": 0.0001, "sup_loss": 1.4685760250534123 }, { "step": 1196, "lr": 0.0001, "sup_loss": 1.480123566158829 }, { "step": 1197, "lr": 0.0001, "sup_loss": 1.418077246836308 }, { "step": 1198, "lr": 0.0001, "sup_loss": 1.490917450497209 }, { "step": 1199, "lr": 0.0001, "sup_loss": 1.5074936351952484 }, { "step": 1200, "lr": 0.0001, "sup_loss": 1.4327738160400691, "lyap1_mean": -4.980145454406738, "lyap1_max": -4.894585132598877, "lyap_spec_mean": [ -4.980145454406738, -4.967625617980957 ], "lyap_bound": -0.10536051565782628 }, { "step": 1201, "lr": 0.0001, "sup_loss": 1.4895817401426568 }, { "step": 1202, "lr": 0.0001, "sup_loss": 1.4899703577499632 }, { "step": 1203, "lr": 0.0001, "sup_loss": 1.4024933659507388 }, { "step": 1204, "lr": 0.0001, "sup_loss": 1.5022236802821578 }, { "step": 1205, "lr": 0.0001, "sup_loss": 1.4897626062931595 }, { "step": 1206, "lr": 0.0001, "sup_loss": 1.5044620497089163 }, { "step": 1207, "lr": 0.0001, "sup_loss": 1.4643798769968492 }, { "step": 1208, "lr": 0.0001, "sup_loss": 1.4491454287091519 }, { "step": 1209, "lr": 0.0001, "sup_loss": 1.4219676043723457 }, { "step": 1210, "lr": 0.0001, "sup_loss": 1.4867866233353422 }, { "step": 1211, "lr": 0.0001, "sup_loss": 1.4936261592840825 }, { "step": 1212, "lr": 0.0001, "sup_loss": 1.493904028254398 }, { "step": 1213, "lr": 0.0001, "sup_loss": 1.4308489828733526 }, { "step": 1214, "lr": 0.0001, "sup_loss": 1.4677810549300505 }, { "step": 1215, "lr": 0.0001, "sup_loss": 1.3859949750578329 }, { "step": 1216, "lr": 0.0001, "sup_loss": 1.4505806596494422 }, { "step": 1217, "lr": 0.0001, "sup_loss": 1.4778397790206566 }, { "step": 1218, "lr": 0.0001, "sup_loss": 1.440790028206717 }, { "step": 1219, "lr": 0.0001, "sup_loss": 1.4726534285928603 }, { "step": 1220, "lr": 0.0001, "sup_loss": 1.4858277006105567 }, { "step": 1221, "lr": 0.0001, "sup_loss": 1.4535088818412911 }, { "step": 1222, "lr": 0.0001, "sup_loss": 1.4167877079974307 }, { "step": 1223, "lr": 0.0001, "sup_loss": 1.4929940592460411 }, { "step": 1224, "lr": 0.0001, "sup_loss": 1.5014798452852063 }, { "step": 1225, "lr": 0.0001, "sup_loss": 1.4830507593952498 }, { "step": 1226, "lr": 0.0001, "sup_loss": 1.4618634931835748 }, { "step": 1227, "lr": 0.0001, "sup_loss": 1.5204372552744971 }, { "step": 1228, "lr": 0.0001, "sup_loss": 1.4946793222065595 }, { "step": 1229, "lr": 0.0001, "sup_loss": 1.483768416583394 }, { "step": 1230, "lr": 0.0001, "sup_loss": 1.4740270725400642 }, { "step": 1231, "lr": 0.0001, "sup_loss": 1.48345038920087 }, { "step": 1232, "lr": 0.0001, "sup_loss": 1.4616529497138675 }, { "step": 1233, "lr": 0.0001, "sup_loss": 1.4716175096811974 }, { "step": 1234, "lr": 0.0001, "sup_loss": 1.457797067601594 }, { "step": 1235, "lr": 0.0001, "sup_loss": 1.4874279390796319 }, { "step": 1236, "lr": 0.0001, "sup_loss": 1.4636663214377188 }, { "step": 1237, "lr": 0.0001, "sup_loss": 1.4504392628921492 }, { "step": 1238, "lr": 0.0001, "sup_loss": 1.4170344608345224 }, { "step": 1239, "lr": 0.0001, "sup_loss": 1.4893669447572702 }, { "step": 1240, "lr": 0.0001, "sup_loss": 1.480716245937543 }, { "step": 1241, "lr": 0.0001, "sup_loss": 1.4729937213032487 }, { "step": 1242, "lr": 0.0001, "sup_loss": 1.4760532853462685 }, { "step": 1243, "lr": 0.0001, "sup_loss": 1.4538871862153457 }, { "step": 1244, "lr": 0.0001, "sup_loss": 1.4691397369385832 }, { "step": 1245, "lr": 0.0001, "sup_loss": 1.4865630523389617 }, { "step": 1246, "lr": 0.0001, "sup_loss": 1.4951783866766888 }, { "step": 1247, "lr": 0.0001, "sup_loss": 1.4658872212811977 }, { "step": 1248, "lr": 0.0001, "sup_loss": 1.4641396308973371 }, { "step": 1249, "lr": 0.0001, "sup_loss": 1.4879901314026 }, { "step": 1250, "lr": 0.0001, "sup_loss": 1.4687423186118318, "lyap1_mean": -4.899415969848633, "lyap1_max": -4.83683443069458, "lyap_spec_mean": [ -4.899415969848633, -4.950930595397949 ], "lyap_bound": -0.10536051565782628 }, { "step": 1251, "lr": 0.0001, "sup_loss": 1.4469572613294321 }, { "step": 1252, "lr": 0.0001, "sup_loss": 1.4581797062249233 }, { "step": 1253, "lr": 0.0001, "sup_loss": 1.5087221661119814 }, { "step": 1254, "lr": 0.0001, "sup_loss": 1.4923270443285557 }, { "step": 1255, "lr": 0.0001, "sup_loss": 1.4851067653432983 }, { "step": 1256, "lr": 0.0001, "sup_loss": 1.4747097076636708 }, { "step": 1257, "lr": 0.0001, "sup_loss": 1.4987728722195657 }, { "step": 1258, "lr": 0.0001, "sup_loss": 1.4576866146886762 }, { "step": 1259, "lr": 0.0001, "sup_loss": 1.4267594419820548 }, { "step": 1260, "lr": 0.0001, "sup_loss": 1.4895388922870765 }, { "step": 1261, "lr": 0.0001, "sup_loss": 1.445517901260158 }, { "step": 1262, "lr": 0.0001, "sup_loss": 1.473762977426208 }, { "step": 1263, "lr": 0.0001, "sup_loss": 1.4828652079630404 }, { "step": 1264, "lr": 0.0001, "sup_loss": 1.4991972207034314 }, { "step": 1265, "lr": 0.0001, "sup_loss": 1.4757345657404937 }, { "step": 1266, "lr": 0.0001, "sup_loss": 1.5010977982497316 }, { "step": 1267, "lr": 0.0001, "sup_loss": 1.402599351061424 }, { "step": 1268, "lr": 0.0001, "sup_loss": 1.4980575569678551 }, { "step": 1269, "lr": 0.0001, "sup_loss": 1.478188775275099 }, { "step": 1270, "lr": 0.0001, "sup_loss": 1.5047462702079168 }, { "step": 1271, "lr": 0.0001, "sup_loss": 1.453459764416147 }, { "step": 1272, "lr": 0.0001, "sup_loss": 1.5077941281889407 }, { "step": 1273, "lr": 0.0001, "sup_loss": 1.466721068102257 }, { "step": 1274, "lr": 0.0001, "sup_loss": 1.4807916531840593 }, { "step": 1275, "lr": 0.0001, "sup_loss": 1.449105744514764 }, { "step": 1276, "lr": 0.0001, "sup_loss": 1.458009877940556 }, { "step": 1277, "lr": 0.0001, "sup_loss": 1.4687265051814076 }, { "step": 1278, "lr": 0.0001, "sup_loss": 1.4424690589508722 }, { "step": 1279, "lr": 0.0001, "sup_loss": 1.4693114190501486 }, { "step": 1280, "lr": 0.0001, "sup_loss": 1.4626151462849437 }, { "step": 1281, "lr": 0.0001, "sup_loss": 1.4482632170416359 }, { "step": 1282, "lr": 0.0001, "sup_loss": 1.4939683942967972 }, { "step": 1283, "lr": 0.0001, "sup_loss": 1.4078564557088988 }, { "step": 1284, "lr": 0.0001, "sup_loss": 1.4524933791214658 }, { "step": 1285, "lr": 0.0001, "sup_loss": 1.4720895571225794 }, { "step": 1286, "lr": 0.0001, "sup_loss": 1.4614224348921792 }, { "step": 1287, "lr": 0.0001, "sup_loss": 1.4823583720322766 }, { "step": 1288, "lr": 0.0001, "sup_loss": 1.5181830741607076 }, { "step": 1289, "lr": 0.0001, "sup_loss": 1.5083781865830375 }, { "step": 1290, "lr": 0.0001, "sup_loss": 1.4343800580328865 }, { "step": 1291, "lr": 0.0001, "sup_loss": 1.501462498856272 }, { "step": 1292, "lr": 0.0001, "sup_loss": 1.49106349856551 }, { "step": 1293, "lr": 0.0001, "sup_loss": 1.4634810108772984 }, { "step": 1294, "lr": 0.0001, "sup_loss": 1.445329403388514 }, { "step": 1295, "lr": 0.0001, "sup_loss": 1.491845201882513 }, { "step": 1296, "lr": 0.0001, "sup_loss": 1.4986002971463355 }, { "step": 1297, "lr": 0.0001, "sup_loss": 1.456849861066217 }, { "step": 1298, "lr": 0.0001, "sup_loss": 1.5209139225170956 }, { "step": 1299, "lr": 0.0001, "sup_loss": 1.4783268760775852 }, { "step": 1300, "lr": 0.0001, "sup_loss": 1.4505696377645774, "lyap1_mean": -4.9549150466918945, "lyap1_max": -4.879584789276123, "lyap_spec_mean": [ -4.9549150466918945, -4.968719482421875 ], "lyap_bound": -0.10536051565782628 }, { "step": 1301, "lr": 0.0001, "sup_loss": 1.460384983999942 }, { "step": 1302, "lr": 0.0001, "sup_loss": 1.517781936006953 }, { "step": 1303, "lr": 0.0001, "sup_loss": 1.4854018418932051 }, { "step": 1304, "lr": 0.0001, "sup_loss": 1.4924999559426448 }, { "step": 1305, "lr": 0.0001, "sup_loss": 1.5417023057297385 }, { "step": 1306, "lr": 0.0001, "sup_loss": 1.4740305175611248 }, { "step": 1307, "lr": 0.0001, "sup_loss": 1.4857927905801596 }, { "step": 1308, "lr": 0.0001, "sup_loss": 1.415051865940042 }, { "step": 1309, "lr": 0.0001, "sup_loss": 1.4648704114524878 }, { "step": 1310, "lr": 0.0001, "sup_loss": 1.4349438325914907 }, { "step": 1311, "lr": 0.0001, "sup_loss": 1.4585966529935726 }, { "step": 1312, "lr": 0.0001, "sup_loss": 1.4586155395149896 }, { "step": 1313, "lr": 0.0001, "sup_loss": 1.477302356256303 }, { "step": 1314, "lr": 0.0001, "sup_loss": 1.5036037677806355 }, { "step": 1315, "lr": 0.0001, "sup_loss": 1.4675150214295212 }, { "step": 1316, "lr": 0.0001, "sup_loss": 1.4865319754601845 }, { "step": 1317, "lr": 0.0001, "sup_loss": 1.4912920452304554 }, { "step": 1318, "lr": 0.0001, "sup_loss": 1.4759324266604805 }, { "step": 1319, "lr": 0.0001, "sup_loss": 1.5282260128519345 }, { "step": 1320, "lr": 0.0001, "sup_loss": 1.4750823000308122 }, { "step": 1321, "lr": 0.0001, "sup_loss": 1.4503966787587672 }, { "step": 1322, "lr": 0.0001, "sup_loss": 1.4776967328834663 }, { "step": 1323, "lr": 0.0001, "sup_loss": 1.4601244767576667 }, { "step": 1324, "lr": 0.0001, "sup_loss": 1.4531779622048628 }, { "step": 1325, "lr": 0.0001, "sup_loss": 1.497494493622028 }, { "step": 1326, "lr": 0.0001, "sup_loss": 1.4553385998154538 }, { "step": 1327, "lr": 0.0001, "sup_loss": 1.4501649768439246 }, { "step": 1328, "lr": 0.0001, "sup_loss": 1.4325750957136725 }, { "step": 1329, "lr": 0.0001, "sup_loss": 1.4671514805063177 }, { "step": 1330, "lr": 0.0001, "sup_loss": 1.4455857124314446 }, { "step": 1331, "lr": 0.0001, "sup_loss": 1.4859139999051265 }, { "step": 1332, "lr": 0.0001, "sup_loss": 1.4598386827419108 }, { "step": 1333, "lr": 0.0001, "sup_loss": 1.4529397783925984 }, { "step": 1334, "lr": 0.0001, "sup_loss": 1.4755278841286046 }, { "step": 1335, "lr": 0.0001, "sup_loss": 1.3942360789764172 }, { "step": 1336, "lr": 0.0001, "sup_loss": 1.4987030744783227 }, { "step": 1337, "lr": 0.0001, "sup_loss": 1.4462084641083286 }, { "step": 1338, "lr": 0.0001, "sup_loss": 1.4502301667462927 }, { "step": 1339, "lr": 0.0001, "sup_loss": 1.4737479860943496 }, { "step": 1340, "lr": 0.0001, "sup_loss": 1.487379088274462 }, { "step": 1341, "lr": 0.0001, "sup_loss": 1.4623950037545321 }, { "step": 1342, "lr": 0.0001, "sup_loss": 1.447335404682255 }, { "step": 1343, "lr": 0.0001, "sup_loss": 1.4739215994972084 }, { "step": 1344, "lr": 0.0001, "sup_loss": 1.5032003694394298 }, { "step": 1345, "lr": 0.0001, "sup_loss": 1.4593605151972133 }, { "step": 1346, "lr": 0.0001, "sup_loss": 1.4460440573893067 }, { "step": 1347, "lr": 0.0001, "sup_loss": 1.4545720742066124 }, { "step": 1348, "lr": 0.0001, "sup_loss": 1.4920996736069647 }, { "step": 1349, "lr": 0.0001, "sup_loss": 1.4504111254454797 }, { "step": 1350, "lr": 0.0001, "sup_loss": 1.4689092344518515, "lyap1_mean": -4.931465148925781, "lyap1_max": -4.89593505859375, "lyap_spec_mean": [ -4.931465148925781, -4.935503005981445 ], "lyap_bound": -0.10536051565782628 }, { "step": 1351, "lr": 0.0001, "sup_loss": 1.4630826446384495 }, { "step": 1352, "lr": 0.0001, "sup_loss": 1.4299442977172152 }, { "step": 1353, "lr": 0.0001, "sup_loss": 1.4421396787085525 }, { "step": 1354, "lr": 0.0001, "sup_loss": 1.457529412612607 }, { "step": 1355, "lr": 0.0001, "sup_loss": 1.4598766565615744 }, { "step": 1356, "lr": 0.0001, "sup_loss": 1.467753297812535 }, { "step": 1357, "lr": 0.0001, "sup_loss": 1.4281446846028276 }, { "step": 1358, "lr": 0.0001, "sup_loss": 1.4391846346674546 }, { "step": 1359, "lr": 0.0001, "sup_loss": 1.4700838855903684 }, { "step": 1360, "lr": 0.0001, "sup_loss": 1.4692868012953695 }, { "step": 1361, "lr": 0.0001, "sup_loss": 1.479793221633773 }, { "step": 1362, "lr": 0.0001, "sup_loss": 1.4854180015532912 }, { "step": 1363, "lr": 0.0001, "sup_loss": 1.4483145014422605 }, { "step": 1364, "lr": 0.0001, "sup_loss": 1.4606855841318707 }, { "step": 1365, "lr": 0.0001, "sup_loss": 1.4730099942735924 }, { "step": 1366, "lr": 0.0001, "sup_loss": 1.4549413542224845 }, { "step": 1367, "lr": 0.0001, "sup_loss": 1.4974572226217275 }, { "step": 1368, "lr": 0.0001, "sup_loss": 1.4834459848526274 }, { "step": 1369, "lr": 0.0001, "sup_loss": 1.4963073446846717 }, { "step": 1370, "lr": 0.0001, "sup_loss": 1.3891793064379003 }, { "step": 1371, "lr": 0.0001, "sup_loss": 1.5137110719177653 }, { "step": 1372, "lr": 0.0001, "sup_loss": 1.4540415287576216 }, { "step": 1373, "lr": 0.0001, "sup_loss": 1.4793176702172128 }, { "step": 1374, "lr": 0.0001, "sup_loss": 1.487491825446896 }, { "step": 1375, "lr": 0.0001, "sup_loss": 1.5073274954065587 }, { "step": 1376, "lr": 0.0001, "sup_loss": 1.479394108427727 }, { "step": 1377, "lr": 0.0001, "sup_loss": 1.446787371202537 }, { "step": 1378, "lr": 0.0001, "sup_loss": 1.435867942260591 }, { "step": 1379, "lr": 0.0001, "sup_loss": 1.4557625878849318 }, { "step": 1380, "lr": 0.0001, "sup_loss": 1.4732116926036665 }, { "step": 1381, "lr": 0.0001, "sup_loss": 1.4051078634930474 }, { "step": 1382, "lr": 0.0001, "sup_loss": 1.466746186176767 }, { "step": 1383, "lr": 0.0001, "sup_loss": 1.46929751694308 }, { "step": 1384, "lr": 0.0001, "sup_loss": 1.463057672518489 }, { "step": 1385, "lr": 0.0001, "sup_loss": 1.4259808233941291 }, { "step": 1386, "lr": 0.0001, "sup_loss": 1.455293708515534 }, { "step": 1387, "lr": 0.0001, "sup_loss": 1.4550107447406377 }, { "step": 1388, "lr": 0.0001, "sup_loss": 1.454115771654303 }, { "step": 1389, "lr": 0.0001, "sup_loss": 1.4786664280358452 }, { "step": 1390, "lr": 0.0001, "sup_loss": 1.455955020995784 }, { "step": 1391, "lr": 0.0001, "sup_loss": 1.4659499119455552 }, { "step": 1392, "lr": 0.0001, "sup_loss": 1.451174394821315 }, { "step": 1393, "lr": 0.0001, "sup_loss": 1.4465310232613278 }, { "step": 1394, "lr": 0.0001, "sup_loss": 1.4320645250557789 }, { "step": 1395, "lr": 0.0001, "sup_loss": 1.4676390112981756 }, { "step": 1396, "lr": 0.0001, "sup_loss": 1.5132170845575477 }, { "step": 1397, "lr": 0.0001, "sup_loss": 1.4234981403832874 }, { "step": 1398, "lr": 0.0001, "sup_loss": 1.4042491299832027 }, { "step": 1399, "lr": 0.0001, "sup_loss": 1.462284596693642 }, { "step": 1400, "lr": 0.0001, "sup_loss": 1.445975186773351, "lyap1_mean": -4.836701393127441, "lyap1_max": -4.783886432647705, "lyap_spec_mean": [ -4.8367018699646, -4.896517276763916 ], "lyap_bound": -0.10536051565782628 }, { "step": 1401, "lr": 0.0001, "sup_loss": 1.425526613166654 }, { "step": 1402, "lr": 0.0001, "sup_loss": 1.4634727501607048 }, { "step": 1403, "lr": 0.0001, "sup_loss": 1.4154321319087628 }, { "step": 1404, "lr": 0.0001, "sup_loss": 1.468091586947968 }, { "step": 1405, "lr": 0.0001, "sup_loss": 1.476015856226677 }, { "step": 1406, "lr": 0.0001, "sup_loss": 1.4469313944832158 }, { "step": 1407, "lr": 0.0001, "sup_loss": 1.4648772473230929 }, { "step": 1408, "lr": 0.0001, "sup_loss": 1.4353985894400934 }, { "step": 1409, "lr": 0.0001, "sup_loss": 1.471189726692836 }, { "step": 1410, "lr": 0.0001, "sup_loss": 1.4349447640461945 }, { "step": 1411, "lr": 0.0001, "sup_loss": 1.459744562843906 }, { "step": 1412, "lr": 0.0001, "sup_loss": 1.4746893257621285 }, { "step": 1413, "lr": 0.0001, "sup_loss": 1.4643818213289568 }, { "step": 1414, "lr": 0.0001, "sup_loss": 1.4549503817906437 }, { "step": 1415, "lr": 0.0001, "sup_loss": 1.4391135190587492 }, { "step": 1416, "lr": 0.0001, "sup_loss": 1.4326492161649624 }, { "step": 1417, "lr": 0.0001, "sup_loss": 1.4720987897305684 }, { "step": 1418, "lr": 0.0001, "sup_loss": 1.4914051889134379 }, { "step": 1419, "lr": 0.0001, "sup_loss": 1.4495293383437353 }, { "step": 1420, "lr": 0.0001, "sup_loss": 1.4190264207680032 }, { "step": 1421, "lr": 0.0001, "sup_loss": 1.4440298753641012 }, { "step": 1422, "lr": 0.0001, "sup_loss": 1.4541722232559824 }, { "step": 1423, "lr": 0.0001, "sup_loss": 1.451851009894193 }, { "step": 1424, "lr": 0.0001, "sup_loss": 1.4817215110014974 }, { "step": 1425, "lr": 0.0001, "sup_loss": 1.4576574069684372 }, { "step": 1426, "lr": 0.0001, "sup_loss": 1.4468147058934735 }, { "step": 1427, "lr": 0.0001, "sup_loss": 1.4661241096381898 }, { "step": 1428, "lr": 0.0001, "sup_loss": 1.4414842098636724 }, { "step": 1429, "lr": 0.0001, "sup_loss": 1.4400921159499058 }, { "step": 1430, "lr": 0.0001, "sup_loss": 1.4618246404247086 }, { "step": 1431, "lr": 0.0001, "sup_loss": 1.4238758998484815 }, { "step": 1432, "lr": 0.0001, "sup_loss": 1.4122807748429786 }, { "step": 1433, "lr": 0.0001, "sup_loss": 1.4696382313630718 }, { "step": 1434, "lr": 0.0001, "sup_loss": 1.4699219728407953 }, { "step": 1435, "lr": 0.0001, "sup_loss": 1.4435760705898395 }, { "step": 1436, "lr": 0.0001, "sup_loss": 1.4491098498119803 }, { "step": 1437, "lr": 0.0001, "sup_loss": 1.4636085678164543 }, { "step": 1438, "lr": 0.0001, "sup_loss": 1.435290432757181 }, { "step": 1439, "lr": 0.0001, "sup_loss": 1.4312625206038057 }, { "step": 1440, "lr": 0.0001, "sup_loss": 1.4504287630939405 }, { "step": 1441, "lr": 0.0001, "sup_loss": 1.4118009765397788 }, { "step": 1442, "lr": 0.0001, "sup_loss": 1.4566654497466118 }, { "step": 1443, "lr": 0.0001, "sup_loss": 1.4492776564966285 }, { "step": 1444, "lr": 0.0001, "sup_loss": 1.3958982549544174 }, { "step": 1445, "lr": 0.0001, "sup_loss": 1.47066031940578 }, { "step": 1446, "lr": 0.0001, "sup_loss": 1.462014501980225 }, { "step": 1447, "lr": 0.0001, "sup_loss": 1.430744536039194 }, { "step": 1448, "lr": 0.0001, "sup_loss": 1.4803154673721786 }, { "step": 1449, "lr": 0.0001, "sup_loss": 1.4390528509936122 }, { "step": 1450, "lr": 0.0001, "sup_loss": 1.4671590561530587, "lyap1_mean": -4.90616512298584, "lyap1_max": -4.82309103012085, "lyap_spec_mean": [ -4.90616512298584, -4.88002872467041 ], "lyap_bound": -0.10536051565782628 }, { "step": 1451, "lr": 0.0001, "sup_loss": 1.491449835409722 }, { "step": 1452, "lr": 0.0001, "sup_loss": 1.4102554179793172 }, { "step": 1453, "lr": 0.0001, "sup_loss": 1.3989063628407754 }, { "step": 1454, "lr": 0.0001, "sup_loss": 1.472127869804765 }, { "step": 1455, "lr": 0.0001, "sup_loss": 1.4634677411154382 }, { "step": 1456, "lr": 0.0001, "sup_loss": 1.4765568745353184 }, { "step": 1457, "lr": 0.0001, "sup_loss": 1.4573270010805905 }, { "step": 1458, "lr": 0.0001, "sup_loss": 1.4550360625273984 }, { "step": 1459, "lr": 0.0001, "sup_loss": 1.4136294666326934 }, { "step": 1460, "lr": 0.0001, "sup_loss": 1.442390763243285 }, { "step": 1461, "lr": 0.0001, "sup_loss": 1.4629446204575114 }, { "step": 1462, "lr": 0.0001, "sup_loss": 1.4599644884978145 }, { "step": 1463, "lr": 0.0001, "sup_loss": 1.4711858370095716 }, { "step": 1464, "lr": 0.0001, "sup_loss": 1.4041374902763835 }, { "step": 1465, "lr": 0.0001, "sup_loss": 1.4374500732754496 }, { "step": 1466, "lr": 0.0001, "sup_loss": 1.4513513570721417 }, { "step": 1467, "lr": 0.0001, "sup_loss": 1.4173516926917245 }, { "step": 1468, "lr": 0.0001, "sup_loss": 1.461530739996572 }, { "step": 1469, "lr": 0.0001, "sup_loss": 1.4226043641662203 }, { "step": 1470, "lr": 0.0001, "sup_loss": 1.451586577456039 }, { "step": 1471, "lr": 0.0001, "sup_loss": 1.4430202592766468 }, { "step": 1472, "lr": 0.0001, "sup_loss": 1.4487111015767749 }, { "step": 1473, "lr": 0.0001, "sup_loss": 1.4578467531434212 }, { "step": 1474, "lr": 0.0001, "sup_loss": 1.4121042796802712 }, { "step": 1475, "lr": 0.0001, "sup_loss": 1.4828702623885843 }, { "step": 1476, "lr": 0.0001, "sup_loss": 1.4432026368424578 }, { "step": 1477, "lr": 0.0001, "sup_loss": 1.424240077660403 }, { "step": 1478, "lr": 0.0001, "sup_loss": 1.4356999725345851 }, { "step": 1479, "lr": 0.0001, "sup_loss": 1.4055916905473094 }, { "step": 1480, "lr": 0.0001, "sup_loss": 1.4637976175365572 }, { "step": 1481, "lr": 0.0001, "sup_loss": 1.458403314810014 }, { "step": 1482, "lr": 0.0001, "sup_loss": 1.4927108373228621 }, { "step": 1483, "lr": 0.0001, "sup_loss": 1.4489999078809652 }, { "step": 1484, "lr": 0.0001, "sup_loss": 1.4278160973008365 }, { "step": 1485, "lr": 0.0001, "sup_loss": 1.4410087245834038 }, { "step": 1486, "lr": 0.0001, "sup_loss": 1.4096582771348374 }, { "step": 1487, "lr": 0.0001, "sup_loss": 1.4415387910578528 }, { "step": 1488, "lr": 0.0001, "sup_loss": 1.4421186568768058 }, { "step": 1489, "lr": 0.0001, "sup_loss": 1.4539014787301254 }, { "step": 1490, "lr": 0.0001, "sup_loss": 1.4398542386156385 }, { "step": 1491, "lr": 0.0001, "sup_loss": 1.4351546744594235 }, { "step": 1492, "lr": 0.0001, "sup_loss": 1.4473557335491596 }, { "step": 1493, "lr": 0.0001, "sup_loss": 1.4526134050475805 }, { "step": 1494, "lr": 0.0001, "sup_loss": 1.449403060501902 }, { "step": 1495, "lr": 0.0001, "sup_loss": 1.4483793022647264 }, { "step": 1496, "lr": 0.0001, "sup_loss": 1.4505850445617374 }, { "step": 1497, "lr": 0.0001, "sup_loss": 1.4417696126903843 }, { "step": 1498, "lr": 0.0001, "sup_loss": 1.4573266014393726 }, { "step": 1499, "lr": 0.0001, "sup_loss": 1.3771375701434592 }, { "step": 1500, "lr": 0.0001, "sup_loss": 1.3766876470720837, "lyap1_mean": -4.871829986572266, "lyap1_max": -4.84684944152832, "lyap_spec_mean": [ -4.871829986572266, -4.8450117111206055 ], "lyap_bound": -0.10536051565782628 }, { "step": 1501, "lr": 0.0001, "sup_loss": 1.3965918804816742 }, { "step": 1502, "lr": 0.0001, "sup_loss": 1.4468647406829607 }, { "step": 1503, "lr": 0.0001, "sup_loss": 1.4254322832396327 }, { "step": 1504, "lr": 0.0001, "sup_loss": 1.4524092202807979 }, { "step": 1505, "lr": 0.0001, "sup_loss": 1.442207869589765 }, { "step": 1506, "lr": 0.0001, "sup_loss": 1.459412210629993 }, { "step": 1507, "lr": 0.0001, "sup_loss": 1.4374820854662866 }, { "step": 1508, "lr": 0.0001, "sup_loss": 1.4085379451374989 }, { "step": 1509, "lr": 0.0001, "sup_loss": 1.443730493127249 }, { "step": 1510, "lr": 0.0001, "sup_loss": 1.4674984512768257 }, { "step": 1511, "lr": 0.0001, "sup_loss": 1.4462923080916368 }, { "step": 1512, "lr": 0.0001, "sup_loss": 1.3202777433618544 }, { "step": 1513, "lr": 0.0001, "sup_loss": 1.4651239241236453 }, { "step": 1514, "lr": 0.0001, "sup_loss": 1.4437704752606575 }, { "step": 1515, "lr": 0.0001, "sup_loss": 1.4552223612865343 }, { "step": 1516, "lr": 0.0001, "sup_loss": 1.4456883634826196 }, { "step": 1517, "lr": 0.0001, "sup_loss": 1.4408543382277836 }, { "step": 1518, "lr": 0.0001, "sup_loss": 1.4419442236808644 }, { "step": 1519, "lr": 0.0001, "sup_loss": 1.440560727647496 }, { "step": 1520, "lr": 0.0001, "sup_loss": 1.419030841214394 }, { "step": 1521, "lr": 0.0001, "sup_loss": 1.4686379857966065 }, { "step": 1522, "lr": 0.0001, "sup_loss": 1.4333427271638608 }, { "step": 1523, "lr": 0.0001, "sup_loss": 1.4711165418108552 }, { "step": 1524, "lr": 0.0001, "sup_loss": 1.4490470654712322 }, { "step": 1525, "lr": 0.0001, "sup_loss": 1.4390122524656563 }, { "step": 1526, "lr": 0.0001, "sup_loss": 1.4106675291259594 }, { "step": 1527, "lr": 0.0001, "sup_loss": 1.4050782705555793 }, { "step": 1528, "lr": 0.0001, "sup_loss": 1.4506016534995017 }, { "step": 1529, "lr": 0.0001, "sup_loss": 1.4642485397074907 }, { "step": 1530, "lr": 0.0001, "sup_loss": 1.49480964273257 }, { "step": 1531, "lr": 0.0001, "sup_loss": 1.4415406669082693 }, { "step": 1532, "lr": 0.0001, "sup_loss": 1.4249572828119925 }, { "step": 1533, "lr": 0.0001, "sup_loss": 1.4758269501521326 }, { "step": 1534, "lr": 0.0001, "sup_loss": 1.4443047736953802 }, { "step": 1535, "lr": 0.0001, "sup_loss": 1.413901495120456 }, { "step": 1536, "lr": 0.0001, "sup_loss": 1.4784263085091247 }, { "step": 1537, "lr": 0.0001, "sup_loss": 1.4521063973237631 }, { "step": 1538, "lr": 0.0001, "sup_loss": 1.4147111108265757 }, { "step": 1539, "lr": 0.0001, "sup_loss": 1.4730862181915314 }, { "step": 1540, "lr": 0.0001, "sup_loss": 1.4251807375381318 }, { "step": 1541, "lr": 0.0001, "sup_loss": 1.447337750390472 }, { "step": 1542, "lr": 0.0001, "sup_loss": 1.4213962976530492 }, { "step": 1543, "lr": 0.0001, "sup_loss": 1.3839344815549173 }, { "step": 1544, "lr": 0.0001, "sup_loss": 1.438176941126204 }, { "step": 1545, "lr": 0.0001, "sup_loss": 1.4495826050872176 }, { "step": 1546, "lr": 0.0001, "sup_loss": 1.398046447358952 }, { "step": 1547, "lr": 0.0001, "sup_loss": 1.4727749053136245 }, { "step": 1548, "lr": 0.0001, "sup_loss": 1.4108699284492 }, { "step": 1549, "lr": 0.0001, "sup_loss": 1.4307992397035778 }, { "step": 1550, "lr": 0.0001, "sup_loss": 1.460253181661509, "lyap1_mean": -4.80469274520874, "lyap1_max": -4.705941677093506, "lyap_spec_mean": [ -4.804693222045898, -4.79709529876709 ], "lyap_bound": -0.10536051565782628 }, { "step": 1551, "lr": 0.0001, "sup_loss": 1.4320098646343116 }, { "step": 1552, "lr": 0.0001, "sup_loss": 1.4420628696579727 }, { "step": 1553, "lr": 0.0001, "sup_loss": 1.4154910895199624 }, { "step": 1554, "lr": 0.0001, "sup_loss": 1.4539745642951691 }, { "step": 1555, "lr": 0.0001, "sup_loss": 1.4223957784583583 }, { "step": 1556, "lr": 0.0001, "sup_loss": 1.407259798366072 }, { "step": 1557, "lr": 0.0001, "sup_loss": 1.4089124678735199 }, { "step": 1558, "lr": 0.0001, "sup_loss": 1.4491187104295231 }, { "step": 1559, "lr": 0.0001, "sup_loss": 1.426229774829771 }, { "step": 1560, "lr": 0.0001, "sup_loss": 1.4511797323531495 }, { "step": 1561, "lr": 0.0001, "sup_loss": 1.4345490973707553 }, { "step": 1562, "lr": 0.0001, "sup_loss": 1.423930644907223 }, { "step": 1563, "lr": 0.0001, "sup_loss": 1.4115715099886488 }, { "step": 1564, "lr": 0.0001, "sup_loss": 1.4624286309927732 }, { "step": 1565, "lr": 0.0001, "sup_loss": 1.4377162691176748 }, { "step": 1566, "lr": 0.0001, "sup_loss": 1.472821141684176 }, { "step": 1567, "lr": 0.0001, "sup_loss": 1.441649061626242 }, { "step": 1568, "lr": 0.0001, "sup_loss": 1.4046182423761906 }, { "step": 1569, "lr": 0.0001, "sup_loss": 1.4447464080357837 }, { "step": 1570, "lr": 0.0001, "sup_loss": 1.4435588230092717 }, { "step": 1571, "lr": 0.0001, "sup_loss": 1.4307417489848482 }, { "step": 1572, "lr": 0.0001, "sup_loss": 1.3650688021631034 }, { "step": 1573, "lr": 0.0001, "sup_loss": 1.452389155388695 }, { "step": 1574, "lr": 0.0001, "sup_loss": 1.435506967538476 }, { "step": 1575, "lr": 0.0001, "sup_loss": 1.396915401950261 }, { "step": 1576, "lr": 0.0001, "sup_loss": 1.4191532717079836 }, { "step": 1577, "lr": 0.0001, "sup_loss": 1.4291236792398887 }, { "step": 1578, "lr": 0.0001, "sup_loss": 1.4428497107445395 }, { "step": 1579, "lr": 0.0001, "sup_loss": 1.4365638826806746 }, { "step": 1580, "lr": 0.0001, "sup_loss": 1.4386359737369656 }, { "step": 1581, "lr": 0.0001, "sup_loss": 1.4293804073971739 }, { "step": 1582, "lr": 0.0001, "sup_loss": 1.4037636622759355 }, { "step": 1583, "lr": 0.0001, "sup_loss": 1.4493564261489453 }, { "step": 1584, "lr": 0.0001, "sup_loss": 1.425427620195918 }, { "step": 1585, "lr": 0.0001, "sup_loss": 1.4265061881917855 }, { "step": 1586, "lr": 0.0001, "sup_loss": 1.4494213139709435 }, { "step": 1587, "lr": 0.0001, "sup_loss": 1.4289017183547863 }, { "step": 1588, "lr": 0.0001, "sup_loss": 1.4320519049613913 }, { "step": 1589, "lr": 0.0001, "sup_loss": 1.4315669939151838 }, { "step": 1590, "lr": 0.0001, "sup_loss": 1.4432898052203689 }, { "step": 1591, "lr": 0.0001, "sup_loss": 1.4061406292705643 }, { "step": 1592, "lr": 0.0001, "sup_loss": 1.4313613710222521 }, { "step": 1593, "lr": 0.0001, "sup_loss": 1.4197792724377134 }, { "step": 1594, "lr": 0.0001, "sup_loss": 1.442038832529003 }, { "step": 1595, "lr": 0.0001, "sup_loss": 1.378936526715241 }, { "step": 1596, "lr": 0.0001, "sup_loss": 1.4292915904783534 }, { "step": 1597, "lr": 0.0001, "sup_loss": 1.4338699193250708 }, { "step": 1598, "lr": 0.0001, "sup_loss": 1.4062768140680455 }, { "step": 1599, "lr": 0.0001, "sup_loss": 1.4390196676438947 }, { "step": 1600, "lr": 0.0001, "sup_loss": 1.4286613750137396, "lyap1_mean": -4.763199806213379, "lyap1_max": -4.703543663024902, "lyap_spec_mean": [ -4.763199806213379, -4.740202903747559 ], "lyap_bound": -0.10536051565782628 }, { "step": 1601, "lr": 0.0001, "sup_loss": 1.4313711013301813 }, { "step": 1602, "lr": 0.0001, "sup_loss": 1.4231260501591987 }, { "step": 1603, "lr": 0.0001, "sup_loss": 1.4143425399117926 }, { "step": 1604, "lr": 0.0001, "sup_loss": 1.3952967175769726 }, { "step": 1605, "lr": 0.0001, "sup_loss": 1.3696814367291628 }, { "step": 1606, "lr": 0.0001, "sup_loss": 1.4499061611564183 }, { "step": 1607, "lr": 0.0001, "sup_loss": 1.4623163085656987 }, { "step": 1608, "lr": 0.0001, "sup_loss": 1.444351381271383 }, { "step": 1609, "lr": 0.0001, "sup_loss": 1.481332893135834 }, { "step": 1610, "lr": 0.0001, "sup_loss": 1.3963978987054417 }, { "step": 1611, "lr": 0.0001, "sup_loss": 1.4446230649070155 }, { "step": 1612, "lr": 0.0001, "sup_loss": 1.3832560736108355 }, { "step": 1613, "lr": 0.0001, "sup_loss": 1.394415893257476 }, { "step": 1614, "lr": 0.0001, "sup_loss": 1.398991654114705 }, { "step": 1615, "lr": 0.0001, "sup_loss": 1.4276028124944597 }, { "step": 1616, "lr": 0.0001, "sup_loss": 1.468078326701278 }, { "step": 1617, "lr": 0.0001, "sup_loss": 1.430733044913817 }, { "step": 1618, "lr": 0.0001, "sup_loss": 1.4431687698911906 }, { "step": 1619, "lr": 0.0001, "sup_loss": 1.4145730132125411 }, { "step": 1620, "lr": 0.0001, "sup_loss": 1.4416061158792244 }, { "step": 1621, "lr": 0.0001, "sup_loss": 1.4485650497508529 }, { "step": 1622, "lr": 0.0001, "sup_loss": 1.4362126962339543 }, { "step": 1623, "lr": 0.0001, "sup_loss": 1.416302843311267 }, { "step": 1624, "lr": 0.0001, "sup_loss": 1.3833771715083552 }, { "step": 1625, "lr": 0.0001, "sup_loss": 1.4380014476274923 }, { "step": 1626, "lr": 0.0001, "sup_loss": 1.393176127322929 }, { "step": 1627, "lr": 0.0001, "sup_loss": 1.4463411928478747 }, { "step": 1628, "lr": 0.0001, "sup_loss": 1.4824992297043507 }, { "step": 1629, "lr": 0.0001, "sup_loss": 1.4585442526448107 }, { "step": 1630, "lr": 0.0001, "sup_loss": 1.4582178907285923 }, { "step": 1631, "lr": 0.0001, "sup_loss": 1.4075550806801504 }, { "step": 1632, "lr": 0.0001, "sup_loss": 1.463687383620692 }, { "step": 1633, "lr": 0.0001, "sup_loss": 1.3850792501614422 }, { "step": 1634, "lr": 0.0001, "sup_loss": 1.4332836650862533 }, { "step": 1635, "lr": 0.0001, "sup_loss": 1.4435765539443548 }, { "step": 1636, "lr": 0.0001, "sup_loss": 1.4205704543582052 }, { "step": 1637, "lr": 0.0001, "sup_loss": 1.4226421267757798 }, { "step": 1638, "lr": 0.0001, "sup_loss": 1.3954355525190534 }, { "step": 1639, "lr": 0.0001, "sup_loss": 1.4155729674883952 }, { "step": 1640, "lr": 0.0001, "sup_loss": 1.418942643449481 }, { "step": 1641, "lr": 0.0001, "sup_loss": 1.4405763550971713 }, { "step": 1642, "lr": 0.0001, "sup_loss": 1.453842294406012 }, { "step": 1643, "lr": 0.0001, "sup_loss": 1.4032510063544934 }, { "step": 1644, "lr": 0.0001, "sup_loss": 1.4366442090870355 }, { "step": 1645, "lr": 0.0001, "sup_loss": 1.4142527229832684 }, { "step": 1646, "lr": 0.0001, "sup_loss": 1.4597409504314474 }, { "step": 1647, "lr": 0.0001, "sup_loss": 1.390053620372242 }, { "step": 1648, "lr": 0.0001, "sup_loss": 1.4452855452649864 }, { "step": 1649, "lr": 0.0001, "sup_loss": 1.3482241767899956 }, { "step": 1650, "lr": 0.0001, "sup_loss": 1.4379065717912682, "lyap1_mean": -4.727723121643066, "lyap1_max": -4.705477237701416, "lyap_spec_mean": [ -4.727723121643066, -4.718955993652344 ], "lyap_bound": -0.10536051565782628 }, { "step": 1651, "lr": 0.0001, "sup_loss": 1.4321117705376714 }, { "step": 1652, "lr": 0.0001, "sup_loss": 1.4133861409512296 }, { "step": 1653, "lr": 0.0001, "sup_loss": 1.4176743542731363 }, { "step": 1654, "lr": 0.0001, "sup_loss": 1.396138023143566 }, { "step": 1655, "lr": 0.0001, "sup_loss": 1.3997407080845763 }, { "step": 1656, "lr": 0.0001, "sup_loss": 1.427349155133362 }, { "step": 1657, "lr": 0.0001, "sup_loss": 1.4258199824411828 }, { "step": 1658, "lr": 0.0001, "sup_loss": 1.3965682996272144 }, { "step": 1659, "lr": 0.0001, "sup_loss": 1.41996267365519 }, { "step": 1660, "lr": 0.0001, "sup_loss": 1.384334905027236 }, { "step": 1661, "lr": 0.0001, "sup_loss": 1.4192923429379514 }, { "step": 1662, "lr": 0.0001, "sup_loss": 1.441896717427595 }, { "step": 1663, "lr": 0.0001, "sup_loss": 1.4611603278310235 }, { "step": 1664, "lr": 0.0001, "sup_loss": 1.4353512791182002 }, { "step": 1665, "lr": 0.0001, "sup_loss": 1.4400298026306764 }, { "step": 1666, "lr": 0.0001, "sup_loss": 1.4343377325640425 }, { "step": 1667, "lr": 0.0001, "sup_loss": 1.339260407673035 }, { "step": 1668, "lr": 0.0001, "sup_loss": 1.4315497336457232 }, { "step": 1669, "lr": 0.0001, "sup_loss": 1.3972973322769555 }, { "step": 1670, "lr": 0.0001, "sup_loss": 1.447709409675841 }, { "step": 1671, "lr": 0.0001, "sup_loss": 1.463115475220204 }, { "step": 1672, "lr": 0.0001, "sup_loss": 1.4403629075924735 }, { "step": 1673, "lr": 0.0001, "sup_loss": 1.4281720894559717 }, { "step": 1674, "lr": 0.0001, "sup_loss": 1.428105523848226 }, { "step": 1675, "lr": 0.0001, "sup_loss": 1.3686610951756117 }, { "step": 1676, "lr": 0.0001, "sup_loss": 1.4167514372908827 }, { "step": 1677, "lr": 0.0001, "sup_loss": 1.3994320602767463 }, { "step": 1678, "lr": 0.0001, "sup_loss": 1.4253372446178374 }, { "step": 1679, "lr": 0.0001, "sup_loss": 1.4026265897817207 }, { "step": 1680, "lr": 0.0001, "sup_loss": 1.3920230830007527 }, { "step": 1681, "lr": 0.0001, "sup_loss": 1.4095924991565152 }, { "step": 1682, "lr": 0.0001, "sup_loss": 1.4676702581083167 }, { "step": 1683, "lr": 0.0001, "sup_loss": 1.3992303969655753 }, { "step": 1684, "lr": 0.0001, "sup_loss": 1.4439143679373132 }, { "step": 1685, "lr": 0.0001, "sup_loss": 1.4034484221378796 }, { "step": 1686, "lr": 0.0001, "sup_loss": 1.418778198822478 }, { "step": 1687, "lr": 0.0001, "sup_loss": 1.4083344627812966 }, { "step": 1688, "lr": 0.0001, "sup_loss": 1.4120106667129981 }, { "step": 1689, "lr": 0.0001, "sup_loss": 1.3977457566406022 }, { "step": 1690, "lr": 0.0001, "sup_loss": 1.422282104114155 }, { "step": 1691, "lr": 0.0001, "sup_loss": 1.4226098030955077 }, { "step": 1692, "lr": 0.0001, "sup_loss": 1.4197586173031582 }, { "step": 1693, "lr": 0.0001, "sup_loss": 1.4018677006490612 }, { "step": 1694, "lr": 0.0001, "sup_loss": 1.4733926593923452 }, { "step": 1695, "lr": 0.0001, "sup_loss": 1.4167489364297425 }, { "step": 1696, "lr": 0.0001, "sup_loss": 1.43865931643097 }, { "step": 1697, "lr": 0.0001, "sup_loss": 1.4411628795526243 }, { "step": 1698, "lr": 0.0001, "sup_loss": 1.4263331180858603 }, { "step": 1699, "lr": 0.0001, "sup_loss": 1.41919149827389 }, { "step": 1700, "lr": 0.0001, "sup_loss": 1.4295963893504244, "lyap1_mean": -4.666998386383057, "lyap1_max": -4.567479610443115, "lyap_spec_mean": [ -4.666998386383057, -4.687930107116699 ], "lyap_bound": -0.10536051565782628 }, { "step": 1701, "lr": 0.0001, "sup_loss": 1.368808215756502 }, { "step": 1702, "lr": 0.0001, "sup_loss": 1.4008436537421505 }, { "step": 1703, "lr": 0.0001, "sup_loss": 1.4424056708332293 }, { "step": 1704, "lr": 0.0001, "sup_loss": 1.4039474706585189 }, { "step": 1705, "lr": 0.0001, "sup_loss": 1.3633327161587419 }, { "step": 1706, "lr": 0.0001, "sup_loss": 1.4025609839473128 }, { "step": 1707, "lr": 0.0001, "sup_loss": 1.4483348634165458 }, { "step": 1708, "lr": 0.0001, "sup_loss": 1.3753938609075513 }, { "step": 1709, "lr": 0.0001, "sup_loss": 1.4157479029280444 }, { "step": 1710, "lr": 0.0001, "sup_loss": 1.4666936377813222 }, { "step": 1711, "lr": 0.0001, "sup_loss": 1.4452608477161177 }, { "step": 1712, "lr": 0.0001, "sup_loss": 1.3974868662753643 }, { "step": 1713, "lr": 0.0001, "sup_loss": 1.4255705364106201 }, { "step": 1714, "lr": 0.0001, "sup_loss": 1.4152061894028702 }, { "step": 1715, "lr": 0.0001, "sup_loss": 1.4241624227422516 }, { "step": 1716, "lr": 0.0001, "sup_loss": 1.4129704169481392 }, { "step": 1717, "lr": 0.0001, "sup_loss": 1.4026697305936924 }, { "step": 1718, "lr": 0.0001, "sup_loss": 1.423574577463633 }, { "step": 1719, "lr": 0.0001, "sup_loss": 1.4466356305993462 }, { "step": 1720, "lr": 0.0001, "sup_loss": 1.4175193956136638 }, { "step": 1721, "lr": 0.0001, "sup_loss": 1.4164095825015055 }, { "step": 1722, "lr": 0.0001, "sup_loss": 1.4511173858479929 }, { "step": 1723, "lr": 0.0001, "sup_loss": 1.400809494659548 }, { "step": 1724, "lr": 0.0001, "sup_loss": 1.3742221062609383 }, { "step": 1725, "lr": 0.0001, "sup_loss": 1.391124666874474 }, { "step": 1726, "lr": 0.0001, "sup_loss": 1.433945069819226 }, { "step": 1727, "lr": 0.0001, "sup_loss": 1.418308873193478 }, { "step": 1728, "lr": 0.0001, "sup_loss": 1.390428470826234 }, { "step": 1729, "lr": 0.0001, "sup_loss": 1.3973969970307558 }, { "step": 1730, "lr": 0.0001, "sup_loss": 1.3900446181179833 }, { "step": 1731, "lr": 0.0001, "sup_loss": 1.4597287572458324 }, { "step": 1732, "lr": 0.0001, "sup_loss": 1.393457958165169 }, { "step": 1733, "lr": 0.0001, "sup_loss": 1.381019286796775 }, { "step": 1734, "lr": 0.0001, "sup_loss": 1.4181985526336014 }, { "step": 1735, "lr": 0.0001, "sup_loss": 1.453825708510764 }, { "step": 1736, "lr": 0.0001, "sup_loss": 1.4172176895689348 }, { "step": 1737, "lr": 0.0001, "sup_loss": 1.3895565057409323 }, { "step": 1738, "lr": 0.0001, "sup_loss": 1.3937831329283283 }, { "step": 1739, "lr": 0.0001, "sup_loss": 1.4367301391783125 }, { "step": 1740, "lr": 0.0001, "sup_loss": 1.3726961230187977 }, { "step": 1741, "lr": 0.0001, "sup_loss": 1.3119534294457615 }, { "step": 1742, "lr": 0.0001, "sup_loss": 1.3920696637967949 }, { "step": 1743, "lr": 0.0001, "sup_loss": 1.4287212232165254 }, { "step": 1744, "lr": 0.0001, "sup_loss": 1.3921783234162188 }, { "step": 1745, "lr": 0.0001, "sup_loss": 1.4124704721235282 }, { "step": 1746, "lr": 0.0001, "sup_loss": 1.399998407494116 }, { "step": 1747, "lr": 0.0001, "sup_loss": 1.383717333187172 }, { "step": 1748, "lr": 0.0001, "sup_loss": 1.4199211011343578 }, { "step": 1749, "lr": 0.0001, "sup_loss": 1.4110596219218836 }, { "step": 1750, "lr": 0.0001, "sup_loss": 1.3852943158751683, "lyap1_mean": -4.665495872497559, "lyap1_max": -4.607874870300293, "lyap_spec_mean": [ -4.665495872497559, -4.658141613006592 ], "lyap_bound": -0.10536051565782628 }, { "step": 1751, "lr": 0.0001, "sup_loss": 1.4154354821456574 }, { "step": 1752, "lr": 0.0001, "sup_loss": 1.4172083339262436 }, { "step": 1753, "lr": 0.0001, "sup_loss": 1.4135405345450556 }, { "step": 1754, "lr": 0.0001, "sup_loss": 1.379603965541869 }, { "step": 1755, "lr": 0.0001, "sup_loss": 1.3878612968546624 }, { "step": 1756, "lr": 0.0001, "sup_loss": 1.4169794308392718 }, { "step": 1757, "lr": 0.0001, "sup_loss": 1.390763599809836 }, { "step": 1758, "lr": 0.0001, "sup_loss": 1.404710588437579 }, { "step": 1759, "lr": 0.0001, "sup_loss": 1.3681668535604654 }, { "step": 1760, "lr": 0.0001, "sup_loss": 1.3634273104455894 }, { "step": 1761, "lr": 0.0001, "sup_loss": 1.404242511108502 }, { "step": 1762, "lr": 0.0001, "sup_loss": 1.3987200136279294 }, { "step": 1763, "lr": 0.0001, "sup_loss": 1.3850970972823995 }, { "step": 1764, "lr": 0.0001, "sup_loss": 1.4217052902258702 }, { "step": 1765, "lr": 0.0001, "sup_loss": 1.3811997233220383 }, { "step": 1766, "lr": 0.0001, "sup_loss": 1.385024861362425 }, { "step": 1767, "lr": 0.0001, "sup_loss": 1.3981786536608454 }, { "step": 1768, "lr": 0.0001, "sup_loss": 1.4028420398945523 }, { "step": 1769, "lr": 0.0001, "sup_loss": 1.380682339552197 }, { "step": 1770, "lr": 0.0001, "sup_loss": 1.3938850645461112 }, { "step": 1771, "lr": 0.0001, "sup_loss": 1.363675775688171 }, { "step": 1772, "lr": 0.0001, "sup_loss": 1.4344493868953614 }, { "step": 1773, "lr": 0.0001, "sup_loss": 1.402734453717096 }, { "step": 1774, "lr": 0.0001, "sup_loss": 1.3663507661756613 }, { "step": 1775, "lr": 0.0001, "sup_loss": 1.4146546193642076 }, { "step": 1776, "lr": 0.0001, "sup_loss": 1.4156933171663155 }, { "step": 1777, "lr": 0.0001, "sup_loss": 1.4110230298621136 }, { "step": 1778, "lr": 0.0001, "sup_loss": 1.4096749192534321 }, { "step": 1779, "lr": 0.0001, "sup_loss": 1.3991252063761694 }, { "step": 1780, "lr": 0.0001, "sup_loss": 1.405071876213828 }, { "step": 1781, "lr": 0.0001, "sup_loss": 1.4219530273745287 }, { "step": 1782, "lr": 0.0001, "sup_loss": 1.3915157016652242 }, { "step": 1783, "lr": 0.0001, "sup_loss": 1.3362497782625802 }, { "step": 1784, "lr": 0.0001, "sup_loss": 1.4000166314644689 }, { "step": 1785, "lr": 0.0001, "sup_loss": 1.4572615126400756 }, { "step": 1786, "lr": 0.0001, "sup_loss": 1.3976051043897242 }, { "step": 1787, "lr": 0.0001, "sup_loss": 1.417975945208371 }, { "step": 1788, "lr": 0.0001, "sup_loss": 1.358364193911282 }, { "step": 1789, "lr": 0.0001, "sup_loss": 1.358574264083261 }, { "step": 1790, "lr": 0.0001, "sup_loss": 1.3813598780221896 }, { "step": 1791, "lr": 0.0001, "sup_loss": 1.4057036055515737 }, { "step": 1792, "lr": 0.0001, "sup_loss": 1.3790889254336423 }, { "step": 1793, "lr": 0.0001, "sup_loss": 1.4056022920146933 }, { "step": 1794, "lr": 0.0001, "sup_loss": 1.3881851822661222 }, { "step": 1795, "lr": 0.0001, "sup_loss": 1.424536986619044 }, { "step": 1796, "lr": 0.0001, "sup_loss": 1.3979382553177466 }, { "step": 1797, "lr": 0.0001, "sup_loss": 1.3859685073661732 }, { "step": 1798, "lr": 0.0001, "sup_loss": 1.357773099034569 }, { "step": 1799, "lr": 0.0001, "sup_loss": 1.3601298417933319 }, { "step": 1800, "lr": 0.0001, "sup_loss": 1.4187908267431826, "lyap1_mean": -4.62960958480835, "lyap1_max": -4.570792198181152, "lyap_spec_mean": [ -4.62960958480835, -4.651381492614746 ], "lyap_bound": -0.10536051565782628 }, { "step": 1801, "lr": 0.0001, "sup_loss": 1.3574161597477685 }, { "step": 1802, "lr": 0.0001, "sup_loss": 1.355414399823228 }, { "step": 1803, "lr": 0.0001, "sup_loss": 1.4024833809974402 }, { "step": 1804, "lr": 0.0001, "sup_loss": 1.4281579382471437 }, { "step": 1805, "lr": 0.0001, "sup_loss": 1.4105774814866274 }, { "step": 1806, "lr": 0.0001, "sup_loss": 1.351410120821957 }, { "step": 1807, "lr": 0.0001, "sup_loss": 1.3991370284857265 }, { "step": 1808, "lr": 0.0001, "sup_loss": 1.396684954646597 }, { "step": 1809, "lr": 0.0001, "sup_loss": 1.374611939318962 }, { "step": 1810, "lr": 0.0001, "sup_loss": 1.4500494639353956 }, { "step": 1811, "lr": 0.0001, "sup_loss": 1.4191725427228916 }, { "step": 1812, "lr": 0.0001, "sup_loss": 1.3995994802422211 }, { "step": 1813, "lr": 0.0001, "sup_loss": 1.410303378418079 }, { "step": 1814, "lr": 0.0001, "sup_loss": 1.442840957922918 }, { "step": 1815, "lr": 0.0001, "sup_loss": 1.423430399397906 }, { "step": 1816, "lr": 0.0001, "sup_loss": 1.4162455501383775 }, { "step": 1817, "lr": 0.0001, "sup_loss": 1.3957264635105329 }, { "step": 1818, "lr": 0.0001, "sup_loss": 1.3883472385148203 }, { "step": 1819, "lr": 0.0001, "sup_loss": 1.3986012840542092 }, { "step": 1820, "lr": 0.0001, "sup_loss": 1.4149770767182999 }, { "step": 1821, "lr": 0.0001, "sup_loss": 1.4158087284454697 }, { "step": 1822, "lr": 0.0001, "sup_loss": 1.34151407297393 }, { "step": 1823, "lr": 0.0001, "sup_loss": 1.429926544348806 }, { "step": 1824, "lr": 0.0001, "sup_loss": 1.3765306548971357 }, { "step": 1825, "lr": 0.0001, "sup_loss": 1.3793901430864282 }, { "step": 1826, "lr": 0.0001, "sup_loss": 1.4258960331562627 }, { "step": 1827, "lr": 0.0001, "sup_loss": 1.375496475255633 }, { "step": 1828, "lr": 0.0001, "sup_loss": 1.3961845866896458 }, { "step": 1829, "lr": 0.0001, "sup_loss": 1.3705326303916847 }, { "step": 1830, "lr": 0.0001, "sup_loss": 1.397554361593062 }, { "step": 1831, "lr": 0.0001, "sup_loss": 1.373649047047743 }, { "step": 1832, "lr": 0.0001, "sup_loss": 1.4103971124850156 }, { "step": 1833, "lr": 0.0001, "sup_loss": 1.3926332421959795 }, { "step": 1834, "lr": 0.0001, "sup_loss": 1.3545180573066256 }, { "step": 1835, "lr": 0.0001, "sup_loss": 1.372013159211798 }, { "step": 1836, "lr": 0.0001, "sup_loss": 1.3798558807830417 }, { "step": 1837, "lr": 0.0001, "sup_loss": 1.383717975292924 }, { "step": 1838, "lr": 0.0001, "sup_loss": 1.4071825646725735 }, { "step": 1839, "lr": 0.0001, "sup_loss": 1.3979549619438212 }, { "step": 1840, "lr": 0.0001, "sup_loss": 1.4056753356756657 }, { "step": 1841, "lr": 0.0001, "sup_loss": 1.4127502290037786 }, { "step": 1842, "lr": 0.0001, "sup_loss": 1.3886539086301197 }, { "step": 1843, "lr": 0.0001, "sup_loss": 1.4014478585827812 }, { "step": 1844, "lr": 0.0001, "sup_loss": 1.3542597916264838 }, { "step": 1845, "lr": 0.0001, "sup_loss": 1.4282028043211747 }, { "step": 1846, "lr": 0.0001, "sup_loss": 1.370276096968387 }, { "step": 1847, "lr": 0.0001, "sup_loss": 1.341062965962153 }, { "step": 1848, "lr": 0.0001, "sup_loss": 1.3682682882270654 }, { "step": 1849, "lr": 0.0001, "sup_loss": 1.428371940704332 }, { "step": 1850, "lr": 0.0001, "sup_loss": 1.3711423610060844, "lyap1_mean": -4.5718889236450195, "lyap1_max": -4.5085368156433105, "lyap_spec_mean": [ -4.5718889236450195, -4.579253196716309 ], "lyap_bound": -0.10536051565782628 }, { "step": 1851, "lr": 0.0001, "sup_loss": 1.348380735959665 }, { "step": 1852, "lr": 0.0001, "sup_loss": 1.3986638988927877 }, { "step": 1853, "lr": 0.0001, "sup_loss": 1.4137244831379143 }, { "step": 1854, "lr": 0.0001, "sup_loss": 1.4296081719085751 }, { "step": 1855, "lr": 0.0001, "sup_loss": 1.371001389861114 }, { "step": 1856, "lr": 0.0001, "sup_loss": 1.3773995933767789 }, { "step": 1857, "lr": 0.0001, "sup_loss": 1.388658394430795 }, { "step": 1858, "lr": 0.0001, "sup_loss": 1.4196961903670395 }, { "step": 1859, "lr": 0.0001, "sup_loss": 1.3293056408568562 }, { "step": 1860, "lr": 0.0001, "sup_loss": 1.399139365002204 }, { "step": 1861, "lr": 0.0001, "sup_loss": 1.3670867419921997 }, { "step": 1862, "lr": 0.0001, "sup_loss": 1.3892964577941027 }, { "step": 1863, "lr": 0.0001, "sup_loss": 1.3572912979517981 }, { "step": 1864, "lr": 0.0001, "sup_loss": 1.3664007912623206 }, { "step": 1865, "lr": 0.0001, "sup_loss": 1.3731805600850344 }, { "step": 1866, "lr": 0.0001, "sup_loss": 1.4258346218510285 }, { "step": 1867, "lr": 0.0001, "sup_loss": 1.416389178871045 }, { "step": 1868, "lr": 0.0001, "sup_loss": 1.348899805158484 }, { "step": 1869, "lr": 0.0001, "sup_loss": 1.4312741790962196 }, { "step": 1870, "lr": 0.0001, "sup_loss": 1.3691486633477414 }, { "step": 1871, "lr": 0.0001, "sup_loss": 1.2970178135696564 }, { "step": 1872, "lr": 0.0001, "sup_loss": 1.3593750928806394 }, { "step": 1873, "lr": 0.0001, "sup_loss": 1.3980547495966205 }, { "step": 1874, "lr": 0.0001, "sup_loss": 1.3832893584152175 }, { "step": 1875, "lr": 0.0001, "sup_loss": 1.3819986745020088 }, { "step": 1876, "lr": 0.0001, "sup_loss": 1.351680373549221 }, { "step": 1877, "lr": 0.0001, "sup_loss": 1.3691332268933585 }, { "step": 1878, "lr": 0.0001, "sup_loss": 1.3921900335628232 }, { "step": 1879, "lr": 0.0001, "sup_loss": 1.428229541835207 }, { "step": 1880, "lr": 0.0001, "sup_loss": 1.4162603156116025 }, { "step": 1881, "lr": 0.0001, "sup_loss": 1.3940852528683518 }, { "step": 1882, "lr": 0.0001, "sup_loss": 1.400741486875141 }, { "step": 1883, "lr": 0.0001, "sup_loss": 1.4076794064796443 }, { "step": 1884, "lr": 0.0001, "sup_loss": 1.3663377710270712 }, { "step": 1885, "lr": 0.0001, "sup_loss": 1.4084374549276877 }, { "step": 1886, "lr": 0.0001, "sup_loss": 1.3710445340193365 }, { "step": 1887, "lr": 0.0001, "sup_loss": 1.3391371076123924 }, { "step": 1888, "lr": 0.0001, "sup_loss": 1.38349138572003 }, { "step": 1889, "lr": 0.0001, "sup_loss": 1.376654163245699 }, { "step": 1890, "lr": 0.0001, "sup_loss": 1.3542202794361082 }, { "step": 1891, "lr": 0.0001, "sup_loss": 1.4102894048653727 }, { "step": 1892, "lr": 0.0001, "sup_loss": 1.382272815501765 }, { "step": 1893, "lr": 0.0001, "sup_loss": 1.370449816666093 }, { "step": 1894, "lr": 0.0001, "sup_loss": 1.3641785166006943 }, { "step": 1895, "lr": 0.0001, "sup_loss": 1.3873136818146585 }, { "step": 1896, "lr": 0.0001, "sup_loss": 1.392690423088317 }, { "step": 1897, "lr": 0.0001, "sup_loss": 1.3981610075934223 }, { "step": 1898, "lr": 0.0001, "sup_loss": 1.3625417705878673 }, { "step": 1899, "lr": 0.0001, "sup_loss": 1.4160414109306536 }, { "step": 1900, "lr": 0.0001, "sup_loss": 1.4053043733147106, "lyap1_mean": -4.53842830657959, "lyap1_max": -4.492893218994141, "lyap_spec_mean": [ -4.53842830657959, -4.5512495040893555 ], "lyap_bound": -0.10536051565782628 }, { "step": 1901, "lr": 0.0001, "sup_loss": 1.4107048570158751 }, { "step": 1902, "lr": 0.0001, "sup_loss": 1.3964958672363343 }, { "step": 1903, "lr": 0.0001, "sup_loss": 1.3556434403984523 }, { "step": 1904, "lr": 0.0001, "sup_loss": 1.4003847344722227 }, { "step": 1905, "lr": 0.0001, "sup_loss": 1.3701481630931416 }, { "step": 1906, "lr": 0.0001, "sup_loss": 1.4036731353597947 }, { "step": 1907, "lr": 0.0001, "sup_loss": 1.3701097420037023 }, { "step": 1908, "lr": 0.0001, "sup_loss": 1.3820651570078104 }, { "step": 1909, "lr": 0.0001, "sup_loss": 1.351438467875153 }, { "step": 1910, "lr": 0.0001, "sup_loss": 1.3710336553706137 }, { "step": 1911, "lr": 0.0001, "sup_loss": 1.404502492106915 }, { "step": 1912, "lr": 0.0001, "sup_loss": 1.349230291289015 }, { "step": 1913, "lr": 0.0001, "sup_loss": 1.3736967708773877 }, { "step": 1914, "lr": 0.0001, "sup_loss": 1.3658889705251354 }, { "step": 1915, "lr": 0.0001, "sup_loss": 1.3860899697779687 }, { "step": 1916, "lr": 0.0001, "sup_loss": 1.4095423822978685 }, { "step": 1917, "lr": 0.0001, "sup_loss": 1.3913746743084574 }, { "step": 1918, "lr": 0.0001, "sup_loss": 1.3960645178836417 }, { "step": 1919, "lr": 0.0001, "sup_loss": 1.428211219191195 }, { "step": 1920, "lr": 0.0001, "sup_loss": 1.35381152076921 }, { "step": 1921, "lr": 0.0001, "sup_loss": 1.385247152655118 }, { "step": 1922, "lr": 0.0001, "sup_loss": 1.384072328326964 }, { "step": 1923, "lr": 0.0001, "sup_loss": 1.390136799768782 }, { "step": 1924, "lr": 0.0001, "sup_loss": 1.3208568632871849 }, { "step": 1925, "lr": 0.0001, "sup_loss": 1.3798523590951521 }, { "step": 1926, "lr": 0.0001, "sup_loss": 1.4030636325146573 }, { "step": 1927, "lr": 0.0001, "sup_loss": 1.3849178670786395 }, { "step": 1928, "lr": 0.0001, "sup_loss": 1.3421631008540733 }, { "step": 1929, "lr": 0.0001, "sup_loss": 1.3928845883950856 }, { "step": 1930, "lr": 0.0001, "sup_loss": 1.4034779927886587 }, { "step": 1931, "lr": 0.0001, "sup_loss": 1.3333934110961831 }, { "step": 1932, "lr": 0.0001, "sup_loss": 1.398043299923857 }, { "step": 1933, "lr": 0.0001, "sup_loss": 1.3400236050026983 }, { "step": 1934, "lr": 0.0001, "sup_loss": 1.3553997056338085 }, { "step": 1935, "lr": 0.0001, "sup_loss": 1.390199603919459 }, { "step": 1936, "lr": 0.0001, "sup_loss": 1.347300077002741 }, { "step": 1937, "lr": 0.0001, "sup_loss": 1.3652634305398639 }, { "step": 1938, "lr": 0.0001, "sup_loss": 1.3636650235783987 }, { "step": 1939, "lr": 0.0001, "sup_loss": 1.3530957622303976 }, { "step": 1940, "lr": 0.0001, "sup_loss": 1.3438039199411747 }, { "step": 1941, "lr": 0.0001, "sup_loss": 1.3657952402072888 }, { "step": 1942, "lr": 0.0001, "sup_loss": 1.3590142963982565 }, { "step": 1943, "lr": 0.0001, "sup_loss": 1.3876171940240831 }, { "step": 1944, "lr": 0.0001, "sup_loss": 1.3701369302199544 }, { "step": 1945, "lr": 0.0001, "sup_loss": 1.338177333367471 }, { "step": 1946, "lr": 0.0001, "sup_loss": 1.3602897982810362 }, { "step": 1947, "lr": 0.0001, "sup_loss": 1.384471648891986 }, { "step": 1948, "lr": 0.0001, "sup_loss": 1.3604608414742663 }, { "step": 1949, "lr": 0.0001, "sup_loss": 1.3703963081130108 }, { "step": 1950, "lr": 0.0001, "sup_loss": 1.4018406171793427, "lyap1_mean": -4.516169548034668, "lyap1_max": -4.479403972625732, "lyap_spec_mean": [ -4.516169548034668, -4.495737075805664 ], "lyap_bound": -0.10536051565782628 }, { "step": 1951, "lr": 0.0001, "sup_loss": 1.3500330270163146 }, { "step": 1952, "lr": 0.0001, "sup_loss": 1.363580224458456 }, { "step": 1953, "lr": 0.0001, "sup_loss": 1.3825467728430256 }, { "step": 1954, "lr": 0.0001, "sup_loss": 1.3764015580633722 }, { "step": 1955, "lr": 0.0001, "sup_loss": 1.3986757844247562 }, { "step": 1956, "lr": 0.0001, "sup_loss": 1.3747816825360306 }, { "step": 1957, "lr": 0.0001, "sup_loss": 1.4085027575932358 }, { "step": 1958, "lr": 0.0001, "sup_loss": 1.3716618639585965 }, { "step": 1959, "lr": 0.0001, "sup_loss": 1.3661716399809094 }, { "step": 1960, "lr": 0.0001, "sup_loss": 1.3768941721439172 }, { "step": 1961, "lr": 0.0001, "sup_loss": 1.3784926722056297 }, { "step": 1962, "lr": 0.0001, "sup_loss": 1.3340065422054161 }, { "step": 1963, "lr": 0.0001, "sup_loss": 1.3227949248290736 }, { "step": 1964, "lr": 0.0001, "sup_loss": 1.3929235162318456 }, { "step": 1965, "lr": 0.0001, "sup_loss": 1.3218183026505725 }, { "step": 1966, "lr": 0.0001, "sup_loss": 1.444029727840847 }, { "step": 1967, "lr": 0.0001, "sup_loss": 1.4018837207395192 }, { "step": 1968, "lr": 0.0001, "sup_loss": 1.3633056906174885 }, { "step": 1969, "lr": 0.0001, "sup_loss": 1.3967052206371235 }, { "step": 1970, "lr": 0.0001, "sup_loss": 1.3751573463676405 }, { "step": 1971, "lr": 0.0001, "sup_loss": 1.4010431141358848 }, { "step": 1972, "lr": 0.0001, "sup_loss": 1.3643291837044647 }, { "step": 1973, "lr": 0.0001, "sup_loss": 1.343893317074618 }, { "step": 1974, "lr": 0.0001, "sup_loss": 1.363457349721676 }, { "step": 1975, "lr": 0.0001, "sup_loss": 1.3949115992663166 }, { "step": 1976, "lr": 0.0001, "sup_loss": 1.3893924954110135 }, { "step": 1977, "lr": 0.0001, "sup_loss": 1.4092470410492952 }, { "step": 1978, "lr": 0.0001, "sup_loss": 1.3345610672982104 }, { "step": 1979, "lr": 0.0001, "sup_loss": 1.3902674244951962 }, { "step": 1980, "lr": 0.0001, "sup_loss": 1.4075058165576269 }, { "step": 1981, "lr": 0.0001, "sup_loss": 1.3316610519409164 }, { "step": 1982, "lr": 0.0001, "sup_loss": 1.4125409922811145 }, { "step": 1983, "lr": 0.0001, "sup_loss": 1.3095982795860546 }, { "step": 1984, "lr": 0.0001, "sup_loss": 1.3758205076958196 }, { "step": 1985, "lr": 0.0001, "sup_loss": 1.3452453134603115 }, { "step": 1986, "lr": 0.0001, "sup_loss": 1.3753948695071716 }, { "step": 1987, "lr": 0.0001, "sup_loss": 1.377792582050537 }, { "step": 1988, "lr": 0.0001, "sup_loss": 1.3718805125867044 }, { "step": 1989, "lr": 0.0001, "sup_loss": 1.3778118905184646 }, { "step": 1990, "lr": 0.0001, "sup_loss": 1.3293731493176637 }, { "step": 1991, "lr": 0.0001, "sup_loss": 1.4046274258849833 }, { "step": 1992, "lr": 0.0001, "sup_loss": 1.4007280834306206 }, { "step": 1993, "lr": 0.0001, "sup_loss": 1.3563045856835036 }, { "step": 1994, "lr": 0.0001, "sup_loss": 1.3696906464910985 }, { "step": 1995, "lr": 0.0001, "sup_loss": 1.36281491055303 }, { "step": 1996, "lr": 0.0001, "sup_loss": 1.3837184897117962 }, { "step": 1997, "lr": 0.0001, "sup_loss": 1.3544101406493183 }, { "step": 1998, "lr": 0.0001, "sup_loss": 1.3298358982086458 }, { "step": 1999, "lr": 0.0001, "sup_loss": 1.3730415539217413 }, { "step": 2000, "lr": 0.0001, "sup_loss": 1.3339980567745424, "lyap1_mean": -4.510406970977783, "lyap1_max": -4.459565162658691, "lyap_spec_mean": [ -4.510406970977783, -4.500662803649902 ], "lyap_bound": -0.10536051565782628 }, { "step": 2001, "lr": 0.0001, "sup_loss": 1.3371870354264936 }, { "step": 2002, "lr": 0.0001, "sup_loss": 1.4213587230559992 }, { "step": 2003, "lr": 0.0001, "sup_loss": 1.3779638016660272 }, { "step": 2004, "lr": 0.0001, "sup_loss": 1.3608991042341083 }, { "step": 2005, "lr": 0.0001, "sup_loss": 1.3399255695591843 }, { "step": 2006, "lr": 0.0001, "sup_loss": 1.3752057915289775 }, { "step": 2007, "lr": 0.0001, "sup_loss": 1.3577482652881274 }, { "step": 2008, "lr": 0.0001, "sup_loss": 1.420962343146364 }, { "step": 2009, "lr": 0.0001, "sup_loss": 1.3869896191585642 }, { "step": 2010, "lr": 0.0001, "sup_loss": 1.3300569782640892 }, { "step": 2011, "lr": 0.0001, "sup_loss": 1.3518849763589253 }, { "step": 2012, "lr": 0.0001, "sup_loss": 1.3633507773214506 }, { "step": 2013, "lr": 0.0001, "sup_loss": 1.3668917123030626 }, { "step": 2014, "lr": 0.0001, "sup_loss": 1.2853489140843513 }, { "step": 2015, "lr": 0.0001, "sup_loss": 1.3752328556622242 }, { "step": 2016, "lr": 0.0001, "sup_loss": 1.3664280062232317 }, { "step": 2017, "lr": 0.0001, "sup_loss": 1.3447542337864204 }, { "step": 2018, "lr": 0.0001, "sup_loss": 1.401180823346046 }, { "step": 2019, "lr": 0.0001, "sup_loss": 1.3402864764695757 }, { "step": 2020, "lr": 0.0001, "sup_loss": 1.372260005720886 }, { "step": 2021, "lr": 0.0001, "sup_loss": 1.3881757923395248 }, { "step": 2022, "lr": 0.0001, "sup_loss": 1.359384677600057 }, { "step": 2023, "lr": 0.0001, "sup_loss": 1.355233183048644 }, { "step": 2024, "lr": 0.0001, "sup_loss": 1.3470691102570524 }, { "step": 2025, "lr": 0.0001, "sup_loss": 1.4058171736607916 }, { "step": 2026, "lr": 0.0001, "sup_loss": 1.356862271584181 }, { "step": 2027, "lr": 0.0001, "sup_loss": 1.340608530338701 }, { "step": 2028, "lr": 0.0001, "sup_loss": 1.3545155323893496 }, { "step": 2029, "lr": 0.0001, "sup_loss": 1.3133003500655724 }, { "step": 2030, "lr": 0.0001, "sup_loss": 1.3365171777295242 }, { "step": 2031, "lr": 0.0001, "sup_loss": 1.3352465254532073 }, { "step": 2032, "lr": 0.0001, "sup_loss": 1.3290639518194507 }, { "step": 2033, "lr": 0.0001, "sup_loss": 1.3632602898580546 }, { "step": 2034, "lr": 0.0001, "sup_loss": 1.3562538715277097 }, { "step": 2035, "lr": 0.0001, "sup_loss": 1.3295290558729622 }, { "step": 2036, "lr": 0.0001, "sup_loss": 1.322156576770507 }, { "step": 2037, "lr": 0.0001, "sup_loss": 1.3888129229545707 }, { "step": 2038, "lr": 0.0001, "sup_loss": 1.3752207107333982 }, { "step": 2039, "lr": 0.0001, "sup_loss": 1.3446958521638506 }, { "step": 2040, "lr": 0.0001, "sup_loss": 1.3366004534173135 }, { "step": 2041, "lr": 0.0001, "sup_loss": 1.3467699518232084 }, { "step": 2042, "lr": 0.0001, "sup_loss": 1.3656164575958503 }, { "step": 2043, "lr": 0.0001, "sup_loss": 1.3585792298831325 }, { "step": 2044, "lr": 0.0001, "sup_loss": 1.325510437750258 }, { "step": 2045, "lr": 0.0001, "sup_loss": 1.3482649999496745 }, { "step": 2046, "lr": 0.0001, "sup_loss": 1.3387166154589614 }, { "step": 2047, "lr": 0.0001, "sup_loss": 1.3407015457823028 }, { "step": 2048, "lr": 0.0001, "sup_loss": 1.3371180036322672 }, { "step": 2049, "lr": 0.0001, "sup_loss": 1.340069140539834 }, { "step": 2050, "lr": 0.0001, "sup_loss": 1.3547002810767044, "lyap1_mean": -4.465114116668701, "lyap1_max": -4.41412878036499, "lyap_spec_mean": [ -4.465114116668701, -4.451486587524414 ], "lyap_bound": -0.10536051565782628 }, { "step": 2051, "lr": 0.0001, "sup_loss": 1.3396033592056957 }, { "step": 2052, "lr": 0.0001, "sup_loss": 1.352171886298948 }, { "step": 2053, "lr": 0.0001, "sup_loss": 1.3261017469531906 }, { "step": 2054, "lr": 0.0001, "sup_loss": 1.3929580943568656 }, { "step": 2055, "lr": 0.0001, "sup_loss": 1.3425537789890651 }, { "step": 2056, "lr": 0.0001, "sup_loss": 1.3701583894130607 }, { "step": 2057, "lr": 0.0001, "sup_loss": 1.3095096645410134 }, { "step": 2058, "lr": 0.0001, "sup_loss": 1.3348805390814356 }, { "step": 2059, "lr": 0.0001, "sup_loss": 1.3426512652266922 }, { "step": 2060, "lr": 0.0001, "sup_loss": 1.3687856290577065 }, { "step": 2061, "lr": 0.0001, "sup_loss": 1.3560780345011156 }, { "step": 2062, "lr": 0.0001, "sup_loss": 1.3361326136446814 }, { "step": 2063, "lr": 0.0001, "sup_loss": 1.366525492464688 }, { "step": 2064, "lr": 0.0001, "sup_loss": 1.3551578869803815 }, { "step": 2065, "lr": 0.0001, "sup_loss": 1.3209476441323327 }, { "step": 2066, "lr": 0.0001, "sup_loss": 1.316228756887557 }, { "step": 2067, "lr": 0.0001, "sup_loss": 1.3781661060899306 }, { "step": 2068, "lr": 0.0001, "sup_loss": 1.3328621944853336 }, { "step": 2069, "lr": 0.0001, "sup_loss": 1.3453852084449516 }, { "step": 2070, "lr": 0.0001, "sup_loss": 1.329907436850029 }, { "step": 2071, "lr": 0.0001, "sup_loss": 1.3992864140100056 }, { "step": 2072, "lr": 0.0001, "sup_loss": 1.3695568559796663 }, { "step": 2073, "lr": 0.0001, "sup_loss": 1.3698310707279227 }, { "step": 2074, "lr": 0.0001, "sup_loss": 1.3681777200729452 }, { "step": 2075, "lr": 0.0001, "sup_loss": 1.3069135426602005 }, { "step": 2076, "lr": 0.0001, "sup_loss": 1.3980712289755775 }, { "step": 2077, "lr": 0.0001, "sup_loss": 1.2731080181536578 }, { "step": 2078, "lr": 0.0001, "sup_loss": 1.338121006075292 }, { "step": 2079, "lr": 0.0001, "sup_loss": 1.3497756942480432 }, { "step": 2080, "lr": 0.0001, "sup_loss": 1.4212349587276163 }, { "step": 2081, "lr": 0.0001, "sup_loss": 1.3632858708765143 }, { "step": 2082, "lr": 0.0001, "sup_loss": 1.365354353732921 }, { "step": 2083, "lr": 0.0001, "sup_loss": 1.3493640688629125 }, { "step": 2084, "lr": 0.0001, "sup_loss": 1.3673073397610955 }, { "step": 2085, "lr": 0.0001, "sup_loss": 1.3180393474774583 }, { "step": 2086, "lr": 0.0001, "sup_loss": 1.28029072671823 }, { "step": 2087, "lr": 0.0001, "sup_loss": 1.3508910012541286 }, { "step": 2088, "lr": 0.0001, "sup_loss": 1.335003578735963 }, { "step": 2089, "lr": 0.0001, "sup_loss": 1.3512171262795194 }, { "step": 2090, "lr": 0.0001, "sup_loss": 1.3447356327153654 }, { "step": 2091, "lr": 0.0001, "sup_loss": 1.342019770746191 }, { "step": 2092, "lr": 0.0001, "sup_loss": 1.3466366556492275 }, { "step": 2093, "lr": 0.0001, "sup_loss": 1.3204282386642654 }, { "step": 2094, "lr": 0.0001, "sup_loss": 1.3615720014134431 }, { "step": 2095, "lr": 0.0001, "sup_loss": 1.3624110569628538 }, { "step": 2096, "lr": 0.0001, "sup_loss": 1.3553442730115235 }, { "step": 2097, "lr": 0.0001, "sup_loss": 1.3922013558258723 }, { "step": 2098, "lr": 0.0001, "sup_loss": 1.3597693337119026 }, { "step": 2099, "lr": 0.0001, "sup_loss": 1.3558919642597578 }, { "step": 2100, "lr": 0.0001, "sup_loss": 1.3511568913760699, "lyap1_mean": -4.426387310028076, "lyap1_max": -4.368574142456055, "lyap_spec_mean": [ -4.426387786865234, -4.434847831726074 ], "lyap_bound": -0.10536051565782628 }, { "step": 2101, "lr": 0.0001, "sup_loss": 1.3633861451477107 }, { "step": 2102, "lr": 0.0001, "sup_loss": 1.3735655305801195 }, { "step": 2103, "lr": 0.0001, "sup_loss": 1.3204364616801423 }, { "step": 2104, "lr": 0.0001, "sup_loss": 1.3327367752349657 }, { "step": 2105, "lr": 0.0001, "sup_loss": 1.3801328532419268 }, { "step": 2106, "lr": 0.0001, "sup_loss": 1.3063631329299508 }, { "step": 2107, "lr": 0.0001, "sup_loss": 1.3239978170888282 }, { "step": 2108, "lr": 0.0001, "sup_loss": 1.3320880848681536 }, { "step": 2109, "lr": 0.0001, "sup_loss": 1.3122370970472008 }, { "step": 2110, "lr": 0.0001, "sup_loss": 1.321575087004928 }, { "step": 2111, "lr": 0.0001, "sup_loss": 1.290006027355005 }, { "step": 2112, "lr": 0.0001, "sup_loss": 1.3572941458122838 }, { "step": 2113, "lr": 0.0001, "sup_loss": 1.3556785932203983 }, { "step": 2114, "lr": 0.0001, "sup_loss": 1.3716379227489683 }, { "step": 2115, "lr": 0.0001, "sup_loss": 1.3391857244217897 }, { "step": 2116, "lr": 0.0001, "sup_loss": 1.324222243327907 }, { "step": 2117, "lr": 0.0001, "sup_loss": 1.3140086931468338 }, { "step": 2118, "lr": 0.0001, "sup_loss": 1.3406439871418883 }, { "step": 2119, "lr": 0.0001, "sup_loss": 1.3089188618763732 }, { "step": 2120, "lr": 0.0001, "sup_loss": 1.3183756897757082 }, { "step": 2121, "lr": 0.0001, "sup_loss": 1.3707324574692803 }, { "step": 2122, "lr": 0.0001, "sup_loss": 1.360244853925411 }, { "step": 2123, "lr": 0.0001, "sup_loss": 1.3196727535568096 }, { "step": 2124, "lr": 0.0001, "sup_loss": 1.3134277358290887 }, { "step": 2125, "lr": 0.0001, "sup_loss": 1.3413463563050358 }, { "step": 2126, "lr": 0.0001, "sup_loss": 1.3295564824664874 }, { "step": 2127, "lr": 0.0001, "sup_loss": 1.31666693383427 }, { "step": 2128, "lr": 0.0001, "sup_loss": 1.3349042630653463 }, { "step": 2129, "lr": 0.0001, "sup_loss": 1.349416817670363 }, { "step": 2130, "lr": 0.0001, "sup_loss": 1.329484926157641 }, { "step": 2131, "lr": 0.0001, "sup_loss": 1.3489910525913433 }, { "step": 2132, "lr": 0.0001, "sup_loss": 1.3445975400784798 }, { "step": 2133, "lr": 0.0001, "sup_loss": 1.3376441114276323 }, { "step": 2134, "lr": 0.0001, "sup_loss": 1.256542993328879 }, { "step": 2135, "lr": 0.0001, "sup_loss": 1.3387028657961095 }, { "step": 2136, "lr": 0.0001, "sup_loss": 1.3055971455988815 }, { "step": 2137, "lr": 0.0001, "sup_loss": 1.3168458387730453 }, { "step": 2138, "lr": 0.0001, "sup_loss": 1.3360651781669515 }, { "step": 2139, "lr": 0.0001, "sup_loss": 1.306980656895867 }, { "step": 2140, "lr": 0.0001, "sup_loss": 1.3337176120239893 }, { "step": 2141, "lr": 0.0001, "sup_loss": 1.3939107089815508 }, { "step": 2142, "lr": 0.0001, "sup_loss": 1.328108416397912 }, { "step": 2143, "lr": 0.0001, "sup_loss": 1.37899123264887 }, { "step": 2144, "lr": 0.0001, "sup_loss": 1.2823953273307112 }, { "step": 2145, "lr": 0.0001, "sup_loss": 1.3776023411104743 }, { "step": 2146, "lr": 0.0001, "sup_loss": 1.315631824995313 }, { "step": 2147, "lr": 0.0001, "sup_loss": 1.3805747888653808 }, { "step": 2148, "lr": 0.0001, "sup_loss": 1.3148594965007039 }, { "step": 2149, "lr": 0.0001, "sup_loss": 1.3334621456026423 }, { "step": 2150, "lr": 0.0001, "sup_loss": 1.3679707923892126, "lyap1_mean": -4.389822006225586, "lyap1_max": -4.314357757568359, "lyap_spec_mean": [ -4.389822006225586, -4.425333023071289 ], "lyap_bound": -0.10536051565782628 }, { "step": 2151, "lr": 0.0001, "sup_loss": 1.3273265694685552 }, { "step": 2152, "lr": 0.0001, "sup_loss": 1.3517546055228877 }, { "step": 2153, "lr": 0.0001, "sup_loss": 1.3468313820272872 }, { "step": 2154, "lr": 0.0001, "sup_loss": 1.375585123908039 }, { "step": 2155, "lr": 0.0001, "sup_loss": 1.3140645252511967 }, { "step": 2156, "lr": 0.0001, "sup_loss": 1.3143960263942513 }, { "step": 2157, "lr": 0.0001, "sup_loss": 1.3008154481749927 }, { "step": 2158, "lr": 0.0001, "sup_loss": 1.303763768006566 }, { "step": 2159, "lr": 0.0001, "sup_loss": 1.3435816600898083 }, { "step": 2160, "lr": 0.0001, "sup_loss": 1.3838424955103175 }, { "step": 2161, "lr": 0.0001, "sup_loss": 1.3337795866598 }, { "step": 2162, "lr": 0.0001, "sup_loss": 1.3173088087504823 }, { "step": 2163, "lr": 0.0001, "sup_loss": 1.2535935961558726 }, { "step": 2164, "lr": 0.0001, "sup_loss": 1.336207887569674 }, { "step": 2165, "lr": 0.0001, "sup_loss": 1.3776271528931472 }, { "step": 2166, "lr": 0.0001, "sup_loss": 1.3717231231434135 }, { "step": 2167, "lr": 0.0001, "sup_loss": 1.3203665193621015 }, { "step": 2168, "lr": 0.0001, "sup_loss": 1.3119285377262329 }, { "step": 2169, "lr": 0.0001, "sup_loss": 1.3479718556201845 }, { "step": 2170, "lr": 0.0001, "sup_loss": 1.362475173256755 }, { "step": 2171, "lr": 0.0001, "sup_loss": 1.3081708880558727 }, { "step": 2172, "lr": 0.0001, "sup_loss": 1.3457334206263774 }, { "step": 2173, "lr": 0.0001, "sup_loss": 1.3737304003604383 }, { "step": 2174, "lr": 0.0001, "sup_loss": 1.3785094760778036 }, { "step": 2175, "lr": 0.0001, "sup_loss": 1.3145302411479918 }, { "step": 2176, "lr": 0.0001, "sup_loss": 1.2889087368696637 }, { "step": 2177, "lr": 0.0001, "sup_loss": 1.3651930000152803 }, { "step": 2178, "lr": 0.0001, "sup_loss": 1.324622184134317 }, { "step": 2179, "lr": 0.0001, "sup_loss": 1.3358459274740715 }, { "step": 2180, "lr": 0.0001, "sup_loss": 1.3250251432795193 }, { "step": 2181, "lr": 0.0001, "sup_loss": 1.3237568861540607 }, { "step": 2182, "lr": 0.0001, "sup_loss": 1.2773238439109593 }, { "step": 2183, "lr": 0.0001, "sup_loss": 1.3419788055225594 }, { "step": 2184, "lr": 0.0001, "sup_loss": 1.319439250293323 }, { "step": 2185, "lr": 0.0001, "sup_loss": 1.3383511134124657 }, { "step": 2186, "lr": 0.0001, "sup_loss": 1.331248553676409 }, { "step": 2187, "lr": 0.0001, "sup_loss": 1.3689994789626085 }, { "step": 2188, "lr": 0.0001, "sup_loss": 1.3183586671511562 }, { "step": 2189, "lr": 0.0001, "sup_loss": 1.3825720535483856 }, { "step": 2190, "lr": 0.0001, "sup_loss": 1.2898108296775017 }, { "step": 2191, "lr": 0.0001, "sup_loss": 1.2683795984634725 }, { "step": 2192, "lr": 0.0001, "sup_loss": 1.3177387219222993 }, { "step": 2193, "lr": 0.0001, "sup_loss": 1.3266058989620944 }, { "step": 2194, "lr": 0.0001, "sup_loss": 1.344716575426023 }, { "step": 2195, "lr": 0.0001, "sup_loss": 1.31382421395051 }, { "step": 2196, "lr": 0.0001, "sup_loss": 1.2283617960933486 }, { "step": 2197, "lr": 0.0001, "sup_loss": 1.2693317218364104 }, { "step": 2198, "lr": 0.0001, "sup_loss": 1.2688353157655747 }, { "step": 2199, "lr": 0.0001, "sup_loss": 1.2738660730075944 }, { "step": 2200, "lr": 0.0001, "sup_loss": 1.330733796066386, "lyap1_mean": -4.370917797088623, "lyap1_max": -4.299170970916748, "lyap_spec_mean": [ -4.370917320251465, -4.375146865844727 ], "lyap_bound": -0.10536051565782628 }, { "step": 2201, "lr": 0.0001, "sup_loss": 1.3092836169271123 }, { "step": 2202, "lr": 0.0001, "sup_loss": 1.3644149166789004 }, { "step": 2203, "lr": 0.0001, "sup_loss": 1.2639815556685523 }, { "step": 2204, "lr": 0.0001, "sup_loss": 1.3415081728215852 }, { "step": 2205, "lr": 0.0001, "sup_loss": 1.2956755063280603 }, { "step": 2206, "lr": 0.0001, "sup_loss": 1.3345821212434483 }, { "step": 2207, "lr": 0.0001, "sup_loss": 1.355644881675072 }, { "step": 2208, "lr": 0.0001, "sup_loss": 1.3000607012227765 }, { "step": 2209, "lr": 0.0001, "sup_loss": 1.344162214182756 }, { "step": 2210, "lr": 0.0001, "sup_loss": 1.331940077121537 }, { "step": 2211, "lr": 0.0001, "sup_loss": 1.3348133735796532 }, { "step": 2212, "lr": 0.0001, "sup_loss": 1.3100609876390796 }, { "step": 2213, "lr": 0.0001, "sup_loss": 1.3512849573840575 }, { "step": 2214, "lr": 0.0001, "sup_loss": 1.307766064450689 }, { "step": 2215, "lr": 0.0001, "sup_loss": 1.3768194698259641 }, { "step": 2216, "lr": 0.0001, "sup_loss": 1.3288311600790281 }, { "step": 2217, "lr": 0.0001, "sup_loss": 1.2884017186125263 }, { "step": 2218, "lr": 0.0001, "sup_loss": 1.3851612050792368 }, { "step": 2219, "lr": 0.0001, "sup_loss": 1.35625183607619 }, { "step": 2220, "lr": 0.0001, "sup_loss": 1.3553910626121708 }, { "step": 2221, "lr": 0.0001, "sup_loss": 1.3277680553585989 }, { "step": 2222, "lr": 0.0001, "sup_loss": 1.316930014170969 }, { "step": 2223, "lr": 0.0001, "sup_loss": 1.3302656840314706 }, { "step": 2224, "lr": 0.0001, "sup_loss": 1.3171828529588672 }, { "step": 2225, "lr": 0.0001, "sup_loss": 1.2797836066447923 }, { "step": 2226, "lr": 0.0001, "sup_loss": 1.3426658261742412 }, { "step": 2227, "lr": 0.0001, "sup_loss": 1.3537414298182049 }, { "step": 2228, "lr": 0.0001, "sup_loss": 1.3010493371177732 }, { "step": 2229, "lr": 0.0001, "sup_loss": 1.3117608979623676 }, { "step": 2230, "lr": 0.0001, "sup_loss": 1.2627483786912177 }, { "step": 2231, "lr": 0.0001, "sup_loss": 1.3356480976978193 }, { "step": 2232, "lr": 0.0001, "sup_loss": 1.3459694476206499 }, { "step": 2233, "lr": 0.0001, "sup_loss": 1.3710728329698072 }, { "step": 2234, "lr": 0.0001, "sup_loss": 1.3033581821387938 }, { "step": 2235, "lr": 0.0001, "sup_loss": 1.3140669878439564 }, { "step": 2236, "lr": 0.0001, "sup_loss": 1.304058596801065 }, { "step": 2237, "lr": 0.0001, "sup_loss": 1.2970413362349422 }, { "step": 2238, "lr": 0.0001, "sup_loss": 1.3094246789408701 }, { "step": 2239, "lr": 0.0001, "sup_loss": 1.3056587509706588 }, { "step": 2240, "lr": 0.0001, "sup_loss": 1.2962148972815346 }, { "step": 2241, "lr": 0.0001, "sup_loss": 1.3243387376259508 }, { "step": 2242, "lr": 0.0001, "sup_loss": 1.293375948791174 }, { "step": 2243, "lr": 0.0001, "sup_loss": 1.357990089939213 }, { "step": 2244, "lr": 0.0001, "sup_loss": 1.318934825510924 }, { "step": 2245, "lr": 0.0001, "sup_loss": 1.3476487393393164 }, { "step": 2246, "lr": 0.0001, "sup_loss": 1.3425358741698097 }, { "step": 2247, "lr": 0.0001, "sup_loss": 1.2768490666320824 }, { "step": 2248, "lr": 0.0001, "sup_loss": 1.2994146343239787 }, { "step": 2249, "lr": 0.0001, "sup_loss": 1.3038492994490618 }, { "step": 2250, "lr": 0.0001, "sup_loss": 1.3314278343756802, "lyap1_mean": -4.340500354766846, "lyap1_max": -4.291837215423584, "lyap_spec_mean": [ -4.340500354766846, -4.350625038146973 ], "lyap_bound": -0.10536051565782628 }, { "step": 2251, "lr": 0.0001, "sup_loss": 1.3000639445656519 }, { "step": 2252, "lr": 0.0001, "sup_loss": 1.3034281148985618 }, { "step": 2253, "lr": 0.0001, "sup_loss": 1.3396158917665675 }, { "step": 2254, "lr": 0.0001, "sup_loss": 1.3285482061508742 }, { "step": 2255, "lr": 0.0001, "sup_loss": 1.297098097064154 }, { "step": 2256, "lr": 0.0001, "sup_loss": 1.312664637711699 }, { "step": 2257, "lr": 0.0001, "sup_loss": 1.2923063818965888 }, { "step": 2258, "lr": 0.0001, "sup_loss": 1.3235237463312237 }, { "step": 2259, "lr": 0.0001, "sup_loss": 1.234957318875583 }, { "step": 2260, "lr": 0.0001, "sup_loss": 1.286953514482732 }, { "step": 2261, "lr": 0.0001, "sup_loss": 1.3518256800519548 }, { "step": 2262, "lr": 0.0001, "sup_loss": 1.33673899038314 }, { "step": 2263, "lr": 0.0001, "sup_loss": 1.3243817718249924 }, { "step": 2264, "lr": 0.0001, "sup_loss": 1.2935011632597295 }, { "step": 2265, "lr": 0.0001, "sup_loss": 1.2461945702068586 }, { "step": 2266, "lr": 0.0001, "sup_loss": 1.2963698984102026 }, { "step": 2267, "lr": 0.0001, "sup_loss": 1.3614569599735733 }, { "step": 2268, "lr": 0.0001, "sup_loss": 1.3250678520458063 }, { "step": 2269, "lr": 0.0001, "sup_loss": 1.2831093288148319 }, { "step": 2270, "lr": 0.0001, "sup_loss": 1.304212326643754 }, { "step": 2271, "lr": 0.0001, "sup_loss": 1.2703855860986704 }, { "step": 2272, "lr": 0.0001, "sup_loss": 1.346533419892547 }, { "step": 2273, "lr": 0.0001, "sup_loss": 1.3059458536543742 }, { "step": 2274, "lr": 0.0001, "sup_loss": 1.3303298092786495 }, { "step": 2275, "lr": 0.0001, "sup_loss": 1.3028803981568586 }, { "step": 2276, "lr": 0.0001, "sup_loss": 1.322915034185758 }, { "step": 2277, "lr": 0.0001, "sup_loss": 1.3117877563801217 }, { "step": 2278, "lr": 0.0001, "sup_loss": 1.3404323568512164 }, { "step": 2279, "lr": 0.0001, "sup_loss": 1.3483420061442617 }, { "step": 2280, "lr": 0.0001, "sup_loss": 1.288083327219387 }, { "step": 2281, "lr": 0.0001, "sup_loss": 1.3356251847063094 }, { "step": 2282, "lr": 0.0001, "sup_loss": 1.2898513851524769 }, { "step": 2283, "lr": 0.0001, "sup_loss": 1.3569953548869098 }, { "step": 2284, "lr": 0.0001, "sup_loss": 1.264187957193366 }, { "step": 2285, "lr": 0.0001, "sup_loss": 1.2627206931312875 }, { "step": 2286, "lr": 0.0001, "sup_loss": 1.2841785237360703 }, { "step": 2287, "lr": 0.0001, "sup_loss": 1.3559804829356044 }, { "step": 2288, "lr": 0.0001, "sup_loss": 1.296922265892696 }, { "step": 2289, "lr": 0.0001, "sup_loss": 1.2987764845396852 }, { "step": 2290, "lr": 0.0001, "sup_loss": 1.2793764593998067 }, { "step": 2291, "lr": 0.0001, "sup_loss": 1.3221652888963566 }, { "step": 2292, "lr": 0.0001, "sup_loss": 1.3641623010100081 }, { "step": 2293, "lr": 0.0001, "sup_loss": 1.213996607716935 }, { "step": 2294, "lr": 0.0001, "sup_loss": 1.3065556275077215 }, { "step": 2295, "lr": 0.0001, "sup_loss": 1.2874602900935868 }, { "step": 2296, "lr": 0.0001, "sup_loss": 1.3087776584520365 }, { "step": 2297, "lr": 0.0001, "sup_loss": 1.3401450155556218 }, { "step": 2298, "lr": 0.0001, "sup_loss": 1.2629370985379633 }, { "step": 2299, "lr": 0.0001, "sup_loss": 1.281192253778699 }, { "step": 2300, "lr": 0.0001, "sup_loss": 1.3378097323120646, "lyap1_mean": -4.279443740844727, "lyap1_max": -4.232276916503906, "lyap_spec_mean": [ -4.279443740844727, -4.32424783706665 ], "lyap_bound": -0.10536051565782628 }, { "step": 2301, "lr": 0.0001, "sup_loss": 1.3007858713339784 }, { "step": 2302, "lr": 0.0001, "sup_loss": 1.3257725206791242 }, { "step": 2303, "lr": 0.0001, "sup_loss": 1.2849550329691797 }, { "step": 2304, "lr": 0.0001, "sup_loss": 1.31333355293645 }, { "step": 2305, "lr": 0.0001, "sup_loss": 1.242690810045472 }, { "step": 2306, "lr": 0.0001, "sup_loss": 1.2955308721126266 }, { "step": 2307, "lr": 0.0001, "sup_loss": 1.297947357002302 }, { "step": 2308, "lr": 0.0001, "sup_loss": 1.3009446400414433 }, { "step": 2309, "lr": 0.0001, "sup_loss": 1.306174469920154 }, { "step": 2310, "lr": 0.0001, "sup_loss": 1.3386318546068736 }, { "step": 2311, "lr": 0.0001, "sup_loss": 1.297960029837302 }, { "step": 2312, "lr": 0.0001, "sup_loss": 1.301810373709632 }, { "step": 2313, "lr": 0.0001, "sup_loss": 1.3089081595526004 }, { "step": 2314, "lr": 0.0001, "sup_loss": 1.3210347724118987 }, { "step": 2315, "lr": 0.0001, "sup_loss": 1.3101104274607664 }, { "step": 2316, "lr": 0.0001, "sup_loss": 1.320553458028757 }, { "step": 2317, "lr": 0.0001, "sup_loss": 1.290975766284836 }, { "step": 2318, "lr": 0.0001, "sup_loss": 1.316027805083375 }, { "step": 2319, "lr": 0.0001, "sup_loss": 1.2880183877077627 }, { "step": 2320, "lr": 0.0001, "sup_loss": 1.3236236642933614 }, { "step": 2321, "lr": 0.0001, "sup_loss": 1.305926610724108 }, { "step": 2322, "lr": 0.0001, "sup_loss": 1.3326279069545166 }, { "step": 2323, "lr": 0.0001, "sup_loss": 1.2911964906673188 }, { "step": 2324, "lr": 0.0001, "sup_loss": 1.3329212298071615 }, { "step": 2325, "lr": 0.0001, "sup_loss": 1.2927224436214344 }, { "step": 2326, "lr": 0.0001, "sup_loss": 1.2902418414141705 }, { "step": 2327, "lr": 0.0001, "sup_loss": 1.2870042702625197 }, { "step": 2328, "lr": 0.0001, "sup_loss": 1.3122620901358362 }, { "step": 2329, "lr": 0.0001, "sup_loss": 1.3147664825114576 }, { "step": 2330, "lr": 0.0001, "sup_loss": 1.2560404035459811 }, { "step": 2331, "lr": 0.0001, "sup_loss": 1.262692801802689 }, { "step": 2332, "lr": 0.0001, "sup_loss": 1.3433351122740804 }, { "step": 2333, "lr": 0.0001, "sup_loss": 1.2864438095682962 }, { "step": 2334, "lr": 0.0001, "sup_loss": 1.3354133653173805 }, { "step": 2335, "lr": 0.0001, "sup_loss": 1.282173158019353 }, { "step": 2336, "lr": 0.0001, "sup_loss": 1.2734277734282753 }, { "step": 2337, "lr": 0.0001, "sup_loss": 1.3083462499143748 }, { "step": 2338, "lr": 0.0001, "sup_loss": 1.2852205000510637 }, { "step": 2339, "lr": 0.0001, "sup_loss": 1.2773747932786292 }, { "step": 2340, "lr": 0.0001, "sup_loss": 1.3204464365240287 }, { "step": 2341, "lr": 0.0001, "sup_loss": 1.3126080650564995 }, { "step": 2342, "lr": 0.0001, "sup_loss": 1.296881097565329 }, { "step": 2343, "lr": 0.0001, "sup_loss": 1.2790243381960729 }, { "step": 2344, "lr": 0.0001, "sup_loss": 1.2858772879976104 }, { "step": 2345, "lr": 0.0001, "sup_loss": 1.2891286760926386 }, { "step": 2346, "lr": 0.0001, "sup_loss": 1.2891443964823313 }, { "step": 2347, "lr": 0.0001, "sup_loss": 1.2526664140698167 }, { "step": 2348, "lr": 0.0001, "sup_loss": 1.2566865753657532 }, { "step": 2349, "lr": 0.0001, "sup_loss": 1.2132622038014034 }, { "step": 2350, "lr": 0.0001, "sup_loss": 1.3199532792448685, "lyap1_mean": -4.297420024871826, "lyap1_max": -4.208258628845215, "lyap_spec_mean": [ -4.297419548034668, -4.2948503494262695 ], "lyap_bound": -0.10536051565782628 }, { "step": 2351, "lr": 0.0001, "sup_loss": 1.3260009331325753 }, { "step": 2352, "lr": 0.0001, "sup_loss": 1.287499754615069 }, { "step": 2353, "lr": 0.0001, "sup_loss": 1.3175281646058237 }, { "step": 2354, "lr": 0.0001, "sup_loss": 1.3285812832935602 }, { "step": 2355, "lr": 0.0001, "sup_loss": 1.338241712745097 }, { "step": 2356, "lr": 0.0001, "sup_loss": 1.3458525924552727 }, { "step": 2357, "lr": 0.0001, "sup_loss": 1.2952742371828823 }, { "step": 2358, "lr": 0.0001, "sup_loss": 1.2742454256445066 }, { "step": 2359, "lr": 0.0001, "sup_loss": 1.2319133298195264 }, { "step": 2360, "lr": 0.0001, "sup_loss": 1.285986288064156 }, { "step": 2361, "lr": 0.0001, "sup_loss": 1.3126345716440837 }, { "step": 2362, "lr": 0.0001, "sup_loss": 1.3206846608730833 }, { "step": 2363, "lr": 0.0001, "sup_loss": 1.3302782117074967 }, { "step": 2364, "lr": 0.0001, "sup_loss": 1.2971833068745262 }, { "step": 2365, "lr": 0.0001, "sup_loss": 1.3219994814629266 }, { "step": 2366, "lr": 0.0001, "sup_loss": 1.2504207152502218 }, { "step": 2367, "lr": 0.0001, "sup_loss": 1.2684664150500888 }, { "step": 2368, "lr": 0.0001, "sup_loss": 1.285101694636452 }, { "step": 2369, "lr": 0.0001, "sup_loss": 1.2934585618586536 }, { "step": 2370, "lr": 0.0001, "sup_loss": 1.2777614769302308 }, { "step": 2371, "lr": 0.0001, "sup_loss": 1.2467405513847356 }, { "step": 2372, "lr": 0.0001, "sup_loss": 1.2657364330853962 }, { "step": 2373, "lr": 0.0001, "sup_loss": 1.2940289240047569 }, { "step": 2374, "lr": 0.0001, "sup_loss": 1.3017253523917187 }, { "step": 2375, "lr": 0.0001, "sup_loss": 1.3413423609738866 }, { "step": 2376, "lr": 0.0001, "sup_loss": 1.3098601447706604 }, { "step": 2377, "lr": 0.0001, "sup_loss": 1.2789357624995552 }, { "step": 2378, "lr": 0.0001, "sup_loss": 1.2458950663824655 }, { "step": 2379, "lr": 0.0001, "sup_loss": 1.2543408363804593 }, { "step": 2380, "lr": 0.0001, "sup_loss": 1.2470318968628917 }, { "step": 2381, "lr": 0.0001, "sup_loss": 1.2973113604321573 }, { "step": 2382, "lr": 0.0001, "sup_loss": 1.296711494089275 }, { "step": 2383, "lr": 0.0001, "sup_loss": 1.298832765455335 }, { "step": 2384, "lr": 0.0001, "sup_loss": 1.2254319481020883 }, { "step": 2385, "lr": 0.0001, "sup_loss": 1.3381799252639806 }, { "step": 2386, "lr": 0.0001, "sup_loss": 1.2801464966189444 }, { "step": 2387, "lr": 0.0001, "sup_loss": 1.308961306638708 }, { "step": 2388, "lr": 0.0001, "sup_loss": 1.225490189906738 }, { "step": 2389, "lr": 0.0001, "sup_loss": 1.26901640122553 }, { "step": 2390, "lr": 0.0001, "sup_loss": 1.2838795127609883 }, { "step": 2391, "lr": 0.0001, "sup_loss": 1.3317961906134506 }, { "step": 2392, "lr": 0.0001, "sup_loss": 1.2411537722106925 }, { "step": 2393, "lr": 0.0001, "sup_loss": 1.2786701588518103 }, { "step": 2394, "lr": 0.0001, "sup_loss": 1.2948194968822064 }, { "step": 2395, "lr": 0.0001, "sup_loss": 1.2738479733538153 }, { "step": 2396, "lr": 0.0001, "sup_loss": 1.2218023667057016 }, { "step": 2397, "lr": 0.0001, "sup_loss": 1.2689629790696668 }, { "step": 2398, "lr": 0.0001, "sup_loss": 1.280866070768354 }, { "step": 2399, "lr": 0.0001, "sup_loss": 1.293000455540708 }, { "step": 2400, "lr": 0.0001, "sup_loss": 1.3015417143182788, "lyap1_mean": -4.240116596221924, "lyap1_max": -4.1728386878967285, "lyap_spec_mean": [ -4.240116596221924, -4.259872913360596 ], "lyap_bound": -0.10536051565782628 }, { "step": 2401, "lr": 0.0001, "sup_loss": 1.2946066138545067 }, { "step": 2402, "lr": 0.0001, "sup_loss": 1.306802843214579 }, { "step": 2403, "lr": 0.0001, "sup_loss": 1.2859214071476572 }, { "step": 2404, "lr": 0.0001, "sup_loss": 1.2818976045991124 }, { "step": 2405, "lr": 0.0001, "sup_loss": 1.298702635190277 }, { "step": 2406, "lr": 0.0001, "sup_loss": 1.2683154138622867 }, { "step": 2407, "lr": 0.0001, "sup_loss": 1.2930010072673241 }, { "step": 2408, "lr": 0.0001, "sup_loss": 1.28000310706559 }, { "step": 2409, "lr": 0.0001, "sup_loss": 1.2550430496003386 }, { "step": 2410, "lr": 0.0001, "sup_loss": 1.2639766048330499 }, { "step": 2411, "lr": 0.0001, "sup_loss": 1.254134811758989 }, { "step": 2412, "lr": 0.0001, "sup_loss": 1.2460116320165038 }, { "step": 2413, "lr": 0.0001, "sup_loss": 1.2728647458887183 }, { "step": 2414, "lr": 0.0001, "sup_loss": 1.318575239374344 }, { "step": 2415, "lr": 0.0001, "sup_loss": 1.30180953985345 }, { "step": 2416, "lr": 0.0001, "sup_loss": 1.2474197947403924 }, { "step": 2417, "lr": 0.0001, "sup_loss": 1.2773624807953932 }, { "step": 2418, "lr": 0.0001, "sup_loss": 1.299110880659272 }, { "step": 2419, "lr": 0.0001, "sup_loss": 1.2912462042806558 }, { "step": 2420, "lr": 0.0001, "sup_loss": 1.2781167180210447 }, { "step": 2421, "lr": 0.0001, "sup_loss": 1.2624044367222242 }, { "step": 2422, "lr": 0.0001, "sup_loss": 1.2567010590057595 }, { "step": 2423, "lr": 0.0001, "sup_loss": 1.2735732058618787 }, { "step": 2424, "lr": 0.0001, "sup_loss": 1.2617191771051555 }, { "step": 2425, "lr": 0.0001, "sup_loss": 1.254120966278177 }, { "step": 2426, "lr": 0.0001, "sup_loss": 1.2726287865388617 }, { "step": 2427, "lr": 0.0001, "sup_loss": 1.296165394747546 }, { "step": 2428, "lr": 0.0001, "sup_loss": 1.2621463093106076 }, { "step": 2429, "lr": 0.0001, "sup_loss": 1.2831554361124158 }, { "step": 2430, "lr": 0.0001, "sup_loss": 1.2736333565784848 }, { "step": 2431, "lr": 0.0001, "sup_loss": 1.2457267881996474 }, { "step": 2432, "lr": 0.0001, "sup_loss": 1.3013917129349992 }, { "step": 2433, "lr": 0.0001, "sup_loss": 1.3168799829825315 }, { "step": 2434, "lr": 0.0001, "sup_loss": 1.2908628853594517 }, { "step": 2435, "lr": 0.0001, "sup_loss": 1.2259381371584663 }, { "step": 2436, "lr": 0.0001, "sup_loss": 1.2320734466792544 }, { "step": 2437, "lr": 0.0001, "sup_loss": 1.3015850702337257 }, { "step": 2438, "lr": 0.0001, "sup_loss": 1.272234096262415 }, { "step": 2439, "lr": 0.0001, "sup_loss": 1.2892698855646032 }, { "step": 2440, "lr": 0.0001, "sup_loss": 1.2817456438351889 }, { "step": 2441, "lr": 0.0001, "sup_loss": 1.3086320329068524 }, { "step": 2442, "lr": 0.0001, "sup_loss": 1.2150263443886868 }, { "step": 2443, "lr": 0.0001, "sup_loss": 1.3220695734040846 }, { "step": 2444, "lr": 0.0001, "sup_loss": 1.2880881516594758 }, { "step": 2445, "lr": 0.0001, "sup_loss": 1.255566127178477 }, { "step": 2446, "lr": 0.0001, "sup_loss": 1.2918217794722304 }, { "step": 2447, "lr": 0.0001, "sup_loss": 1.265959883368338 }, { "step": 2448, "lr": 0.0001, "sup_loss": 1.2508129313012017 }, { "step": 2449, "lr": 0.0001, "sup_loss": 1.2788072625567455 }, { "step": 2450, "lr": 0.0001, "sup_loss": 1.2966244264743472, "lyap1_mean": -4.229255199432373, "lyap1_max": -4.196020603179932, "lyap_spec_mean": [ -4.229255199432373, -4.262547492980957 ], "lyap_bound": -0.10536051565782628 }, { "step": 2451, "lr": 0.0001, "sup_loss": 1.2504113864509403 }, { "step": 2452, "lr": 0.0001, "sup_loss": 1.246732217642998 }, { "step": 2453, "lr": 0.0001, "sup_loss": 1.2849490521020903 }, { "step": 2454, "lr": 0.0001, "sup_loss": 1.2892670504853885 }, { "step": 2455, "lr": 0.0001, "sup_loss": 1.2117253504047698 }, { "step": 2456, "lr": 0.0001, "sup_loss": 1.3424819013472709 }, { "step": 2457, "lr": 0.0001, "sup_loss": 1.289108257120321 }, { "step": 2458, "lr": 0.0001, "sup_loss": 1.2898390222001384 }, { "step": 2459, "lr": 0.0001, "sup_loss": 1.2827777128936115 }, { "step": 2460, "lr": 0.0001, "sup_loss": 1.2716542126633752 }, { "step": 2461, "lr": 0.0001, "sup_loss": 1.267684941688289 }, { "step": 2462, "lr": 0.0001, "sup_loss": 1.3097554413412988 }, { "step": 2463, "lr": 0.0001, "sup_loss": 1.2194675708162992 }, { "step": 2464, "lr": 0.0001, "sup_loss": 1.3035253313827346 }, { "step": 2465, "lr": 0.0001, "sup_loss": 1.2342608405233164 }, { "step": 2466, "lr": 0.0001, "sup_loss": 1.2967217855370181 }, { "step": 2467, "lr": 0.0001, "sup_loss": 1.215006770190903 }, { "step": 2468, "lr": 0.0001, "sup_loss": 1.3502632928250051 }, { "step": 2469, "lr": 0.0001, "sup_loss": 1.2625590826493243 }, { "step": 2470, "lr": 0.0001, "sup_loss": 1.2648553913926301 }, { "step": 2471, "lr": 0.0001, "sup_loss": 1.295449054032632 }, { "step": 2472, "lr": 0.0001, "sup_loss": 1.3336467729727075 }, { "step": 2473, "lr": 0.0001, "sup_loss": 1.2827146369448235 }, { "step": 2474, "lr": 0.0001, "sup_loss": 1.269958354153474 }, { "step": 2475, "lr": 0.0001, "sup_loss": 1.2487130240178912 }, { "step": 2476, "lr": 0.0001, "sup_loss": 1.279820387709458 }, { "step": 2477, "lr": 0.0001, "sup_loss": 1.3022651386449888 }, { "step": 2478, "lr": 0.0001, "sup_loss": 1.3054360744302722 }, { "step": 2479, "lr": 0.0001, "sup_loss": 1.2928549955115907 }, { "step": 2480, "lr": 0.0001, "sup_loss": 1.2153522634201608 }, { "step": 2481, "lr": 0.0001, "sup_loss": 1.2875561582938806 }, { "step": 2482, "lr": 0.0001, "sup_loss": 1.267215253171082 }, { "step": 2483, "lr": 0.0001, "sup_loss": 1.229934348336454 }, { "step": 2484, "lr": 0.0001, "sup_loss": 1.213394197330342 }, { "step": 2485, "lr": 0.0001, "sup_loss": 1.2528756305615625 }, { "step": 2486, "lr": 0.0001, "sup_loss": 1.2667774988689504 }, { "step": 2487, "lr": 0.0001, "sup_loss": 1.283049295912387 }, { "step": 2488, "lr": 0.0001, "sup_loss": 1.2600793211833328 }, { "step": 2489, "lr": 0.0001, "sup_loss": 1.2370128738967054 }, { "step": 2490, "lr": 0.0001, "sup_loss": 1.2739358335614426 }, { "step": 2491, "lr": 0.0001, "sup_loss": 1.2538356788654506 }, { "step": 2492, "lr": 0.0001, "sup_loss": 1.2763594495617916 }, { "step": 2493, "lr": 0.0001, "sup_loss": 1.258723758548922 }, { "step": 2494, "lr": 0.0001, "sup_loss": 1.279014893825708 }, { "step": 2495, "lr": 0.0001, "sup_loss": 1.2417430219735484 }, { "step": 2496, "lr": 0.0001, "sup_loss": 1.2090542912444422 }, { "step": 2497, "lr": 0.0001, "sup_loss": 1.2765879568712852 }, { "step": 2498, "lr": 0.0001, "sup_loss": 1.291159374913085 }, { "step": 2499, "lr": 0.0001, "sup_loss": 1.2514413679581802 }, { "step": 2500, "lr": 0.0001, "sup_loss": 1.2000801420569038, "lyap1_mean": -4.217179298400879, "lyap1_max": -4.172418117523193, "lyap_spec_mean": [ -4.217179298400879, -4.243560314178467 ], "lyap_bound": -0.10536051565782628 }, { "step": 2501, "lr": 0.0001, "sup_loss": 1.2439328700323946 }, { "step": 2502, "lr": 0.0001, "sup_loss": 1.3143452509486122 }, { "step": 2503, "lr": 0.0001, "sup_loss": 1.2673685129943661 }, { "step": 2504, "lr": 0.0001, "sup_loss": 1.2808396534469415 }, { "step": 2505, "lr": 0.0001, "sup_loss": 1.2310802179945637 }, { "step": 2506, "lr": 0.0001, "sup_loss": 1.2173190142924624 }, { "step": 2507, "lr": 0.0001, "sup_loss": 1.3448147837455946 }, { "step": 2508, "lr": 0.0001, "sup_loss": 1.3251125576385232 }, { "step": 2509, "lr": 0.0001, "sup_loss": 1.287083943906881 }, { "step": 2510, "lr": 0.0001, "sup_loss": 1.242063283896983 }, { "step": 2511, "lr": 0.0001, "sup_loss": 1.2420088034638834 }, { "step": 2512, "lr": 0.0001, "sup_loss": 1.2524525098606696 }, { "step": 2513, "lr": 0.0001, "sup_loss": 1.2946149493114563 }, { "step": 2514, "lr": 0.0001, "sup_loss": 1.1929837765898448 }, { "step": 2515, "lr": 0.0001, "sup_loss": 1.2787169941663579 }, { "step": 2516, "lr": 0.0001, "sup_loss": 1.3020050720880492 }, { "step": 2517, "lr": 0.0001, "sup_loss": 1.2479310861141053 }, { "step": 2518, "lr": 0.0001, "sup_loss": 1.2811408140366618 }, { "step": 2519, "lr": 0.0001, "sup_loss": 1.3105722151334374 }, { "step": 2520, "lr": 0.0001, "sup_loss": 1.235313479271157 }, { "step": 2521, "lr": 0.0001, "sup_loss": 1.302235660512153 }, { "step": 2522, "lr": 0.0001, "sup_loss": 1.298328913905733 }, { "step": 2523, "lr": 0.0001, "sup_loss": 1.2939428741425083 }, { "step": 2524, "lr": 0.0001, "sup_loss": 1.2890248321156432 }, { "step": 2525, "lr": 0.0001, "sup_loss": 1.2472886043704121 }, { "step": 2526, "lr": 0.0001, "sup_loss": 1.2207688130107575 }, { "step": 2527, "lr": 0.0001, "sup_loss": 1.259757747898356 }, { "step": 2528, "lr": 0.0001, "sup_loss": 1.3041591155231702 }, { "step": 2529, "lr": 0.0001, "sup_loss": 1.2262317617995946 }, { "step": 2530, "lr": 0.0001, "sup_loss": 1.294238339449141 }, { "step": 2531, "lr": 0.0001, "sup_loss": 1.2852696308314464 }, { "step": 2532, "lr": 0.0001, "sup_loss": 1.2075079080098947 }, { "step": 2533, "lr": 0.0001, "sup_loss": 1.3465302715892369 }, { "step": 2534, "lr": 0.0001, "sup_loss": 1.2334916595477938 }, { "step": 2535, "lr": 0.0001, "sup_loss": 1.2522230589393377 }, { "step": 2536, "lr": 0.0001, "sup_loss": 1.234307174978886 }, { "step": 2537, "lr": 0.0001, "sup_loss": 1.275342292878406 }, { "step": 2538, "lr": 0.0001, "sup_loss": 1.220077455024498 }, { "step": 2539, "lr": 0.0001, "sup_loss": 1.2531405036580414 }, { "step": 2540, "lr": 0.0001, "sup_loss": 1.2796458763756555 }, { "step": 2541, "lr": 0.0001, "sup_loss": 1.2231552348355517 }, { "step": 2542, "lr": 0.0001, "sup_loss": 1.2595762006221412 }, { "step": 2543, "lr": 0.0001, "sup_loss": 1.2839878766508974 }, { "step": 2544, "lr": 0.0001, "sup_loss": 1.2644498208258539 }, { "step": 2545, "lr": 0.0001, "sup_loss": 1.257505981434681 }, { "step": 2546, "lr": 0.0001, "sup_loss": 1.2642471513879407 }, { "step": 2547, "lr": 0.0001, "sup_loss": 1.2607148550835343 }, { "step": 2548, "lr": 0.0001, "sup_loss": 1.2942780475383033 }, { "step": 2549, "lr": 0.0001, "sup_loss": 1.2503602850289803 }, { "step": 2550, "lr": 0.0001, "sup_loss": 1.2673350576101512, "lyap1_mean": -4.21592903137207, "lyap1_max": -4.153813362121582, "lyap_spec_mean": [ -4.21592903137207, -4.224661350250244 ], "lyap_bound": -0.10536051565782628 }, { "step": 2551, "lr": 0.0001, "sup_loss": 1.2887762823339455 }, { "step": 2552, "lr": 0.0001, "sup_loss": 1.241141103749948 }, { "step": 2553, "lr": 0.0001, "sup_loss": 1.262704091041656 }, { "step": 2554, "lr": 0.0001, "sup_loss": 1.2535835200065104 }, { "step": 2555, "lr": 0.0001, "sup_loss": 1.2706815370886373 }, { "step": 2556, "lr": 0.0001, "sup_loss": 1.2076767199113734 }, { "step": 2557, "lr": 0.0001, "sup_loss": 1.2880257333903509 }, { "step": 2558, "lr": 0.0001, "sup_loss": 1.2545560325594527 }, { "step": 2559, "lr": 0.0001, "sup_loss": 1.187565222373949 }, { "step": 2560, "lr": 0.0001, "sup_loss": 1.2987840760479166 }, { "step": 2561, "lr": 0.0001, "sup_loss": 1.257779380655759 }, { "step": 2562, "lr": 0.0001, "sup_loss": 1.2682001244281944 }, { "step": 2563, "lr": 0.0001, "sup_loss": 1.2517458785409872 }, { "step": 2564, "lr": 0.0001, "sup_loss": 1.2393170114115994 }, { "step": 2565, "lr": 0.0001, "sup_loss": 1.2290434838186444 }, { "step": 2566, "lr": 0.0001, "sup_loss": 1.2609742271144768 }, { "step": 2567, "lr": 0.0001, "sup_loss": 1.2380305560369997 }, { "step": 2568, "lr": 0.0001, "sup_loss": 1.262483511359272 }, { "step": 2569, "lr": 0.0001, "sup_loss": 1.2258235396637527 }, { "step": 2570, "lr": 0.0001, "sup_loss": 1.2685639145590661 }, { "step": 2571, "lr": 0.0001, "sup_loss": 1.2795514178158474 }, { "step": 2572, "lr": 0.0001, "sup_loss": 1.2661739093207907 }, { "step": 2573, "lr": 0.0001, "sup_loss": 1.279123890841784 }, { "step": 2574, "lr": 0.0001, "sup_loss": 1.2732338339180482 }, { "step": 2575, "lr": 0.0001, "sup_loss": 1.274722929177498 }, { "step": 2576, "lr": 0.0001, "sup_loss": 1.2859501997540614 }, { "step": 2577, "lr": 0.0001, "sup_loss": 1.2371998753680382 }, { "step": 2578, "lr": 0.0001, "sup_loss": 1.1754687670090191 }, { "step": 2579, "lr": 0.0001, "sup_loss": 1.2441350495107462 }, { "step": 2580, "lr": 0.0001, "sup_loss": 1.2698504175062326 }, { "step": 2581, "lr": 0.0001, "sup_loss": 1.1897744577146239 }, { "step": 2582, "lr": 0.0001, "sup_loss": 1.2514506964149756 }, { "step": 2583, "lr": 0.0001, "sup_loss": 1.2711750923048821 }, { "step": 2584, "lr": 0.0001, "sup_loss": 1.2116420451454948 }, { "step": 2585, "lr": 0.0001, "sup_loss": 1.2466947111136313 }, { "step": 2586, "lr": 0.0001, "sup_loss": 1.2921165799422651 }, { "step": 2587, "lr": 0.0001, "sup_loss": 1.2430475776854952 }, { "step": 2588, "lr": 0.0001, "sup_loss": 1.2835425552678275 }, { "step": 2589, "lr": 0.0001, "sup_loss": 1.2480793811438373 }, { "step": 2590, "lr": 0.0001, "sup_loss": 1.276947118539664 }, { "step": 2591, "lr": 0.0001, "sup_loss": 1.2519617062660808 }, { "step": 2592, "lr": 0.0001, "sup_loss": 1.2455620593904937 }, { "step": 2593, "lr": 0.0001, "sup_loss": 1.2547673263926888 }, { "step": 2594, "lr": 0.0001, "sup_loss": 1.2863320880519333 }, { "step": 2595, "lr": 0.0001, "sup_loss": 1.1976371455494406 }, { "step": 2596, "lr": 0.0001, "sup_loss": 1.2509705637084054 }, { "step": 2597, "lr": 0.0001, "sup_loss": 1.17630289895003 }, { "step": 2598, "lr": 0.0001, "sup_loss": 1.2573487784809798 }, { "step": 2599, "lr": 0.0001, "sup_loss": 1.2152991887407907 }, { "step": 2600, "lr": 0.0001, "sup_loss": 1.266431682760794, "lyap1_mean": -4.144527912139893, "lyap1_max": -4.123527526855469, "lyap_spec_mean": [ -4.144528388977051, -4.153683662414551 ], "lyap_bound": -0.10536051565782628 }, { "step": 2601, "lr": 0.0001, "sup_loss": 1.23895705764164 }, { "step": 2602, "lr": 0.0001, "sup_loss": 1.2688821114915814 }, { "step": 2603, "lr": 0.0001, "sup_loss": 1.2083745009795481 }, { "step": 2604, "lr": 0.0001, "sup_loss": 1.2364987732156745 }, { "step": 2605, "lr": 0.0001, "sup_loss": 1.232254561597169 }, { "step": 2606, "lr": 0.0001, "sup_loss": 1.2348598758111264 }, { "step": 2607, "lr": 0.0001, "sup_loss": 1.2353866991555655 }, { "step": 2608, "lr": 0.0001, "sup_loss": 1.2618848504744413 }, { "step": 2609, "lr": 0.0001, "sup_loss": 1.2672213401881256 }, { "step": 2610, "lr": 0.0001, "sup_loss": 1.2346763322061476 }, { "step": 2611, "lr": 0.0001, "sup_loss": 1.2315768670526297 }, { "step": 2612, "lr": 0.0001, "sup_loss": 1.2328104890937324 }, { "step": 2613, "lr": 0.0001, "sup_loss": 1.2395546664918784 }, { "step": 2614, "lr": 0.0001, "sup_loss": 1.3157920437476391 }, { "step": 2615, "lr": 0.0001, "sup_loss": 1.2821383600093852 }, { "step": 2616, "lr": 0.0001, "sup_loss": 1.254724066414531 }, { "step": 2617, "lr": 0.0001, "sup_loss": 1.2765015094135175 }, { "step": 2618, "lr": 0.0001, "sup_loss": 1.2221009917192485 }, { "step": 2619, "lr": 0.0001, "sup_loss": 1.1918406846055212 }, { "step": 2620, "lr": 0.0001, "sup_loss": 1.199919375046413 }, { "step": 2621, "lr": 0.0001, "sup_loss": 1.2121639153892665 }, { "step": 2622, "lr": 0.0001, "sup_loss": 1.2493638022090487 }, { "step": 2623, "lr": 0.0001, "sup_loss": 1.269026483053199 }, { "step": 2624, "lr": 0.0001, "sup_loss": 1.1964097100302515 }, { "step": 2625, "lr": 0.0001, "sup_loss": 1.227426960907999 }, { "step": 2626, "lr": 0.0001, "sup_loss": 1.239799090813128 }, { "step": 2627, "lr": 0.0001, "sup_loss": 1.215106039608587 }, { "step": 2628, "lr": 0.0001, "sup_loss": 1.2362285599636007 }, { "step": 2629, "lr": 0.0001, "sup_loss": 1.2645066298795702 }, { "step": 2630, "lr": 0.0001, "sup_loss": 1.2202733650143411 }, { "step": 2631, "lr": 0.0001, "sup_loss": 1.193141760689098 }, { "step": 2632, "lr": 0.0001, "sup_loss": 1.2199125824204022 }, { "step": 2633, "lr": 0.0001, "sup_loss": 1.2497159378308464 }, { "step": 2634, "lr": 0.0001, "sup_loss": 1.2403857720403721 }, { "step": 2635, "lr": 0.0001, "sup_loss": 1.2408493330085664 }, { "step": 2636, "lr": 0.0001, "sup_loss": 1.2050154032179226 }, { "step": 2637, "lr": 0.0001, "sup_loss": 1.2207398094125943 }, { "step": 2638, "lr": 0.0001, "sup_loss": 1.2335285524949073 }, { "step": 2639, "lr": 0.0001, "sup_loss": 1.2272963920441922 }, { "step": 2640, "lr": 0.0001, "sup_loss": 1.2512620944172685 }, { "step": 2641, "lr": 0.0001, "sup_loss": 1.2681297024570186 }, { "step": 2642, "lr": 0.0001, "sup_loss": 1.2275861884123622 }, { "step": 2643, "lr": 0.0001, "sup_loss": 1.2321183409350265 }, { "step": 2644, "lr": 0.0001, "sup_loss": 1.233677161945556 }, { "step": 2645, "lr": 0.0001, "sup_loss": 1.24285375712624 }, { "step": 2646, "lr": 0.0001, "sup_loss": 1.229616931781458 }, { "step": 2647, "lr": 0.0001, "sup_loss": 1.2251907950513785 }, { "step": 2648, "lr": 0.0001, "sup_loss": 1.2131537689713905 }, { "step": 2649, "lr": 0.0001, "sup_loss": 1.184480968859997 }, { "step": 2650, "lr": 0.0001, "sup_loss": 1.2991780523945282, "lyap1_mean": -4.168248176574707, "lyap1_max": -4.102604866027832, "lyap_spec_mean": [ -4.168248176574707, -4.166050910949707 ], "lyap_bound": -0.10536051565782628 }, { "step": 2651, "lr": 0.0001, "sup_loss": 1.2142627714607295 }, { "step": 2652, "lr": 0.0001, "sup_loss": 1.2013653125026322 }, { "step": 2653, "lr": 0.0001, "sup_loss": 1.2262574699294047 }, { "step": 2654, "lr": 0.0001, "sup_loss": 1.2792890708553761 }, { "step": 2655, "lr": 0.0001, "sup_loss": 1.2300058791782786 }, { "step": 2656, "lr": 0.0001, "sup_loss": 1.2325860259605779 }, { "step": 2657, "lr": 0.0001, "sup_loss": 1.2696026453761364 }, { "step": 2658, "lr": 0.0001, "sup_loss": 1.25776689775061 }, { "step": 2659, "lr": 0.0001, "sup_loss": 1.2688541152812087 }, { "step": 2660, "lr": 0.0001, "sup_loss": 1.2317321669170054 }, { "step": 2661, "lr": 0.0001, "sup_loss": 1.2573901181549034 }, { "step": 2662, "lr": 0.0001, "sup_loss": 1.2595307405289533 }, { "step": 2663, "lr": 0.0001, "sup_loss": 1.2617900769054098 }, { "step": 2664, "lr": 0.0001, "sup_loss": 1.25702116125521 }, { "step": 2665, "lr": 0.0001, "sup_loss": 1.2479849497406827 }, { "step": 2666, "lr": 0.0001, "sup_loss": 1.2364926991864176 }, { "step": 2667, "lr": 0.0001, "sup_loss": 1.2634144619841137 }, { "step": 2668, "lr": 0.0001, "sup_loss": 1.2155289446713848 }, { "step": 2669, "lr": 0.0001, "sup_loss": 1.210210627144147 }, { "step": 2670, "lr": 0.0001, "sup_loss": 1.2645819816297246 }, { "step": 2671, "lr": 0.0001, "sup_loss": 1.1652595961388679 }, { "step": 2672, "lr": 0.0001, "sup_loss": 1.2211857736000638 }, { "step": 2673, "lr": 0.0001, "sup_loss": 1.1928454166637739 }, { "step": 2674, "lr": 0.0001, "sup_loss": 1.2192903549810428 }, { "step": 2675, "lr": 0.0001, "sup_loss": 1.2613312822898783 }, { "step": 2676, "lr": 0.0001, "sup_loss": 1.2030221459941097 }, { "step": 2677, "lr": 0.0001, "sup_loss": 1.1617538199626793 }, { "step": 2678, "lr": 0.0001, "sup_loss": 1.2262931189792678 }, { "step": 2679, "lr": 0.0001, "sup_loss": 1.2605967333344523 }, { "step": 2680, "lr": 0.0001, "sup_loss": 1.1678725193088018 }, { "step": 2681, "lr": 0.0001, "sup_loss": 1.238400743383536 }, { "step": 2682, "lr": 0.0001, "sup_loss": 1.261504046919922 }, { "step": 2683, "lr": 0.0001, "sup_loss": 1.2479996616430884 }, { "step": 2684, "lr": 0.0001, "sup_loss": 1.2452577420293118 }, { "step": 2685, "lr": 0.0001, "sup_loss": 1.1630908441120917 }, { "step": 2686, "lr": 0.0001, "sup_loss": 1.236884288510307 }, { "step": 2687, "lr": 0.0001, "sup_loss": 1.257547052127402 }, { "step": 2688, "lr": 0.0001, "sup_loss": 1.2389862907354807 }, { "step": 2689, "lr": 0.0001, "sup_loss": 1.210508130840378 }, { "step": 2690, "lr": 0.0001, "sup_loss": 1.2146456800665766 }, { "step": 2691, "lr": 0.0001, "sup_loss": 1.1833097620584363 }, { "step": 2692, "lr": 0.0001, "sup_loss": 1.2303068127169816 }, { "step": 2693, "lr": 0.0001, "sup_loss": 1.2233629934785821 }, { "step": 2694, "lr": 0.0001, "sup_loss": 1.214829726705529 }, { "step": 2695, "lr": 0.0001, "sup_loss": 1.1909151715528141 }, { "step": 2696, "lr": 0.0001, "sup_loss": 1.2196554054468436 }, { "step": 2697, "lr": 0.0001, "sup_loss": 1.2453942550271437 }, { "step": 2698, "lr": 0.0001, "sup_loss": 1.209229778147698 }, { "step": 2699, "lr": 0.0001, "sup_loss": 1.1766958675207015 }, { "step": 2700, "lr": 0.0001, "sup_loss": 1.2198236073581505, "lyap1_mean": -4.145177364349365, "lyap1_max": -4.0913896560668945, "lyap_spec_mean": [ -4.145176887512207, -4.136057376861572 ], "lyap_bound": -0.10536051565782628 }, { "step": 2701, "lr": 0.0001, "sup_loss": 1.2880146954173164 }, { "step": 2702, "lr": 0.0001, "sup_loss": 1.176585073018046 }, { "step": 2703, "lr": 0.0001, "sup_loss": 1.2597035952353128 }, { "step": 2704, "lr": 0.0001, "sup_loss": 1.1913034085610907 }, { "step": 2705, "lr": 0.0001, "sup_loss": 1.2189204630389974 }, { "step": 2706, "lr": 0.0001, "sup_loss": 1.2958042206729246 }, { "step": 2707, "lr": 0.0001, "sup_loss": 1.2179067928281493 }, { "step": 2708, "lr": 0.0001, "sup_loss": 1.1740395520447249 }, { "step": 2709, "lr": 0.0001, "sup_loss": 1.2405722413173224 }, { "step": 2710, "lr": 0.0001, "sup_loss": 1.2582204092738973 }, { "step": 2711, "lr": 0.0001, "sup_loss": 1.185800269719854 }, { "step": 2712, "lr": 0.0001, "sup_loss": 1.2425739850163413 }, { "step": 2713, "lr": 0.0001, "sup_loss": 1.2494519796577779 }, { "step": 2714, "lr": 0.0001, "sup_loss": 1.1771091277437487 }, { "step": 2715, "lr": 0.0001, "sup_loss": 1.23497752042563 }, { "step": 2716, "lr": 0.0001, "sup_loss": 1.1898585780165514 }, { "step": 2717, "lr": 0.0001, "sup_loss": 1.1633061664767241 }, { "step": 2718, "lr": 0.0001, "sup_loss": 1.1796349814599567 }, { "step": 2719, "lr": 0.0001, "sup_loss": 1.2305618166506958 }, { "step": 2720, "lr": 0.0001, "sup_loss": 1.1893667840347706 }, { "step": 2721, "lr": 0.0001, "sup_loss": 1.2037491957803592 }, { "step": 2722, "lr": 0.0001, "sup_loss": 1.2198712561133827 }, { "step": 2723, "lr": 0.0001, "sup_loss": 1.2329404923248257 }, { "step": 2724, "lr": 0.0001, "sup_loss": 1.2189166656131465 }, { "step": 2725, "lr": 0.0001, "sup_loss": 1.1933895007474031 }, { "step": 2726, "lr": 0.0001, "sup_loss": 1.2004903308178951 }, { "step": 2727, "lr": 0.0001, "sup_loss": 1.2152784105541112 }, { "step": 2728, "lr": 0.0001, "sup_loss": 1.2430411043509662 }, { "step": 2729, "lr": 0.0001, "sup_loss": 1.2199430103046758 }, { "step": 2730, "lr": 0.0001, "sup_loss": 1.1434355247339236 }, { "step": 2731, "lr": 0.0001, "sup_loss": 1.1955526919386807 }, { "step": 2732, "lr": 0.0001, "sup_loss": 1.209411240231424 }, { "step": 2733, "lr": 0.0001, "sup_loss": 1.1610627539057328 }, { "step": 2734, "lr": 0.0001, "sup_loss": 1.265616125904369 }, { "step": 2735, "lr": 0.0001, "sup_loss": 1.233067209210319 }, { "step": 2736, "lr": 0.0001, "sup_loss": 1.1349202049704068 }, { "step": 2737, "lr": 0.0001, "sup_loss": 1.243318356390707 }, { "step": 2738, "lr": 0.0001, "sup_loss": 1.2091210087374296 }, { "step": 2739, "lr": 0.0001, "sup_loss": 1.204178753701558 }, { "step": 2740, "lr": 0.0001, "sup_loss": 1.2301383137613766 }, { "step": 2741, "lr": 0.0001, "sup_loss": 1.194941001323939 }, { "step": 2742, "lr": 0.0001, "sup_loss": 1.2801947029592953 }, { "step": 2743, "lr": 0.0001, "sup_loss": 1.2673226855160413 }, { "step": 2744, "lr": 0.0001, "sup_loss": 1.1574369637623212 }, { "step": 2745, "lr": 0.0001, "sup_loss": 1.2059445530420552 }, { "step": 2746, "lr": 0.0001, "sup_loss": 1.1969309760339402 }, { "step": 2747, "lr": 0.0001, "sup_loss": 1.2148660666052427 }, { "step": 2748, "lr": 0.0001, "sup_loss": 1.2679244712600848 }, { "step": 2749, "lr": 0.0001, "sup_loss": 1.2099251915517164 }, { "step": 2750, "lr": 0.0001, "sup_loss": 1.2394785717424335, "lyap1_mean": -4.143750190734863, "lyap1_max": -4.113030433654785, "lyap_spec_mean": [ -4.143750190734863, -4.121489524841309 ], "lyap_bound": -0.10536051565782628 }, { "step": 2751, "lr": 0.0001, "sup_loss": 1.284863019727325 }, { "step": 2752, "lr": 0.0001, "sup_loss": 1.233550625109153 }, { "step": 2753, "lr": 0.0001, "sup_loss": 1.2208482321052476 }, { "step": 2754, "lr": 0.0001, "sup_loss": 1.2380220206520889 }, { "step": 2755, "lr": 0.0001, "sup_loss": 1.2261492601117994 }, { "step": 2756, "lr": 0.0001, "sup_loss": 1.2237059238576027 }, { "step": 2757, "lr": 0.0001, "sup_loss": 1.2285876218270264 }, { "step": 2758, "lr": 0.0001, "sup_loss": 1.2275381953624167 }, { "step": 2759, "lr": 0.0001, "sup_loss": 1.2361166117305022 }, { "step": 2760, "lr": 0.0001, "sup_loss": 1.1846329634607293 }, { "step": 2761, "lr": 0.0001, "sup_loss": 1.2236013369391563 }, { "step": 2762, "lr": 0.0001, "sup_loss": 1.2273579297738417 }, { "step": 2763, "lr": 0.0001, "sup_loss": 1.2187209130458858 }, { "step": 2764, "lr": 0.0001, "sup_loss": 1.1774631009643235 }, { "step": 2765, "lr": 0.0001, "sup_loss": 1.2236323995349703 }, { "step": 2766, "lr": 0.0001, "sup_loss": 1.1818180680383588 }, { "step": 2767, "lr": 0.0001, "sup_loss": 1.2034424250363023 }, { "step": 2768, "lr": 0.0001, "sup_loss": 1.18371561688779 }, { "step": 2769, "lr": 0.0001, "sup_loss": 1.2024557460047902 }, { "step": 2770, "lr": 0.0001, "sup_loss": 1.1986742839325801 }, { "step": 2771, "lr": 0.0001, "sup_loss": 1.1790561146746892 }, { "step": 2772, "lr": 0.0001, "sup_loss": 1.2084146659008368 }, { "step": 2773, "lr": 0.0001, "sup_loss": 1.1759226899441422 }, { "step": 2774, "lr": 0.0001, "sup_loss": 1.1524661896672563 }, { "step": 2775, "lr": 0.0001, "sup_loss": 1.2029550253797614 }, { "step": 2776, "lr": 0.0001, "sup_loss": 1.2122894439884144 }, { "step": 2777, "lr": 0.0001, "sup_loss": 1.1750197155974214 }, { "step": 2778, "lr": 0.0001, "sup_loss": 1.2057003453425166 }, { "step": 2779, "lr": 0.0001, "sup_loss": 1.1974536913271807 }, { "step": 2780, "lr": 0.0001, "sup_loss": 1.1967415293632362 }, { "step": 2781, "lr": 0.0001, "sup_loss": 1.2473728593308882 }, { "step": 2782, "lr": 0.0001, "sup_loss": 1.20178185044411 }, { "step": 2783, "lr": 0.0001, "sup_loss": 1.1928275692126933 }, { "step": 2784, "lr": 0.0001, "sup_loss": 1.1893599898107874 }, { "step": 2785, "lr": 0.0001, "sup_loss": 1.1873089050891608 }, { "step": 2786, "lr": 0.0001, "sup_loss": 1.2415463692069302 }, { "step": 2787, "lr": 0.0001, "sup_loss": 1.2373799716808946 }, { "step": 2788, "lr": 0.0001, "sup_loss": 1.1974427804739871 }, { "step": 2789, "lr": 0.0001, "sup_loss": 1.1886924107918198 }, { "step": 2790, "lr": 0.0001, "sup_loss": 1.1527571170396032 }, { "step": 2791, "lr": 0.0001, "sup_loss": 1.1912547398088777 }, { "step": 2792, "lr": 0.0001, "sup_loss": 1.2329055287117536 }, { "step": 2793, "lr": 0.0001, "sup_loss": 1.2618365797929392 }, { "step": 2794, "lr": 0.0001, "sup_loss": 1.1751907376176824 }, { "step": 2795, "lr": 0.0001, "sup_loss": 1.1724260160125624 }, { "step": 2796, "lr": 0.0001, "sup_loss": 1.2392439352573679 }, { "step": 2797, "lr": 0.0001, "sup_loss": 1.209633508685113 }, { "step": 2798, "lr": 0.0001, "sup_loss": 1.2019066963454212 }, { "step": 2799, "lr": 0.0001, "sup_loss": 1.2139447758952797 }, { "step": 2800, "lr": 0.0001, "sup_loss": 1.1932710711203705, "lyap1_mean": -4.098666667938232, "lyap1_max": -4.023406505584717, "lyap_spec_mean": [ -4.098666667938232, -4.096119403839111 ], "lyap_bound": -0.10536051565782628 }, { "step": 2801, "lr": 0.0001, "sup_loss": 1.1992359788428548 }, { "step": 2802, "lr": 0.0001, "sup_loss": 1.224443586595954 }, { "step": 2803, "lr": 0.0001, "sup_loss": 1.1886977014484197 }, { "step": 2804, "lr": 0.0001, "sup_loss": 1.2124679468171327 }, { "step": 2805, "lr": 0.0001, "sup_loss": 1.226693078449122 }, { "step": 2806, "lr": 0.0001, "sup_loss": 1.1944266377460955 }, { "step": 2807, "lr": 0.0001, "sup_loss": 1.192333851939071 }, { "step": 2808, "lr": 0.0001, "sup_loss": 1.2353895003405737 }, { "step": 2809, "lr": 0.0001, "sup_loss": 1.2131763642554134 }, { "step": 2810, "lr": 0.0001, "sup_loss": 1.1203792874720453 }, { "step": 2811, "lr": 0.0001, "sup_loss": 1.18498464537838 }, { "step": 2812, "lr": 0.0001, "sup_loss": 1.207462564988826 }, { "step": 2813, "lr": 0.0001, "sup_loss": 1.2474337865979834 }, { "step": 2814, "lr": 0.0001, "sup_loss": 1.1924465453378905 }, { "step": 2815, "lr": 0.0001, "sup_loss": 1.2341939677174314 }, { "step": 2816, "lr": 0.0001, "sup_loss": 1.204472869145486 }, { "step": 2817, "lr": 0.0001, "sup_loss": 1.1703876157210666 }, { "step": 2818, "lr": 0.0001, "sup_loss": 1.2040041039826734 }, { "step": 2819, "lr": 0.0001, "sup_loss": 1.174052402058899 }, { "step": 2820, "lr": 0.0001, "sup_loss": 1.1424810811321462 }, { "step": 2821, "lr": 0.0001, "sup_loss": 1.1688515694095583 }, { "step": 2822, "lr": 0.0001, "sup_loss": 1.1887108821416759 }, { "step": 2823, "lr": 0.0001, "sup_loss": 1.1892404297536572 }, { "step": 2824, "lr": 0.0001, "sup_loss": 1.2046011036775555 }, { "step": 2825, "lr": 0.0001, "sup_loss": 1.1858145615309514 }, { "step": 2826, "lr": 0.0001, "sup_loss": 1.1897495943902472 }, { "step": 2827, "lr": 0.0001, "sup_loss": 1.1883187262599395 }, { "step": 2828, "lr": 0.0001, "sup_loss": 1.2334616058181576 }, { "step": 2829, "lr": 0.0001, "sup_loss": 1.2340482098484336 }, { "step": 2830, "lr": 0.0001, "sup_loss": 1.262314854804658 }, { "step": 2831, "lr": 0.0001, "sup_loss": 1.1894816058362065 }, { "step": 2832, "lr": 0.0001, "sup_loss": 1.1948407795911669 }, { "step": 2833, "lr": 0.0001, "sup_loss": 1.1159364647106889 }, { "step": 2834, "lr": 0.0001, "sup_loss": 1.2129146843921843 }, { "step": 2835, "lr": 0.0001, "sup_loss": 1.2269511721615434 }, { "step": 2836, "lr": 0.0001, "sup_loss": 1.2122383039764555 }, { "step": 2837, "lr": 0.0001, "sup_loss": 1.1458994949785084 }, { "step": 2838, "lr": 0.0001, "sup_loss": 1.2040875109310762 }, { "step": 2839, "lr": 0.0001, "sup_loss": 1.20474349329665 }, { "step": 2840, "lr": 0.0001, "sup_loss": 1.1394442555182653 }, { "step": 2841, "lr": 0.0001, "sup_loss": 1.1840842843101966 }, { "step": 2842, "lr": 0.0001, "sup_loss": 1.141838865386241 }, { "step": 2843, "lr": 0.0001, "sup_loss": 1.16604813166901 }, { "step": 2844, "lr": 0.0001, "sup_loss": 1.155479261348026 }, { "step": 2845, "lr": 0.0001, "sup_loss": 1.1899330566387052 }, { "step": 2846, "lr": 0.0001, "sup_loss": 1.2027384784506403 }, { "step": 2847, "lr": 0.0001, "sup_loss": 1.1849872937838002 }, { "step": 2848, "lr": 0.0001, "sup_loss": 1.1241586801436854 }, { "step": 2849, "lr": 0.0001, "sup_loss": 1.2227660670211045 }, { "step": 2850, "lr": 0.0001, "sup_loss": 1.1946299294714526, "lyap1_mean": -4.078210353851318, "lyap1_max": -4.034915924072266, "lyap_spec_mean": [ -4.07820987701416, -4.045197010040283 ], "lyap_bound": -0.10536051565782628 }, { "step": 2851, "lr": 0.0001, "sup_loss": 1.2158997966725866 }, { "step": 2852, "lr": 0.0001, "sup_loss": 1.1656405885988264 }, { "step": 2853, "lr": 0.0001, "sup_loss": 1.155922532205952 }, { "step": 2854, "lr": 0.0001, "sup_loss": 1.1890076736471467 }, { "step": 2855, "lr": 0.0001, "sup_loss": 1.1692176886947816 }, { "step": 2856, "lr": 0.0001, "sup_loss": 1.214723730707917 }, { "step": 2857, "lr": 0.0001, "sup_loss": 1.1489284975809753 }, { "step": 2858, "lr": 0.0001, "sup_loss": 1.1874928221748196 }, { "step": 2859, "lr": 0.0001, "sup_loss": 1.215204873387386 }, { "step": 2860, "lr": 0.0001, "sup_loss": 1.1612307816047192 }, { "step": 2861, "lr": 0.0001, "sup_loss": 1.1891047610043515 }, { "step": 2862, "lr": 0.0001, "sup_loss": 1.2012892688969983 }, { "step": 2863, "lr": 0.0001, "sup_loss": 1.1426133608447897 }, { "step": 2864, "lr": 0.0001, "sup_loss": 1.1617679128780294 }, { "step": 2865, "lr": 0.0001, "sup_loss": 1.1408589656897925 }, { "step": 2866, "lr": 0.0001, "sup_loss": 1.146708760416167 }, { "step": 2867, "lr": 0.0001, "sup_loss": 1.1684592155412288 }, { "step": 2868, "lr": 0.0001, "sup_loss": 1.1647948119819325 }, { "step": 2869, "lr": 0.0001, "sup_loss": 1.1751339515984083 }, { "step": 2870, "lr": 0.0001, "sup_loss": 1.1939843035738116 }, { "step": 2871, "lr": 0.0001, "sup_loss": 1.152120812532805 }, { "step": 2872, "lr": 0.0001, "sup_loss": 1.1790699006620267 }, { "step": 2873, "lr": 0.0001, "sup_loss": 1.1816362228296602 }, { "step": 2874, "lr": 0.0001, "sup_loss": 1.154230955305328 }, { "step": 2875, "lr": 0.0001, "sup_loss": 1.1869670145034565 }, { "step": 2876, "lr": 0.0001, "sup_loss": 1.198217257954748 }, { "step": 2877, "lr": 0.0001, "sup_loss": 1.178907155494454 }, { "step": 2878, "lr": 0.0001, "sup_loss": 1.200648403269875 }, { "step": 2879, "lr": 0.0001, "sup_loss": 1.1860254880272565 }, { "step": 2880, "lr": 0.0001, "sup_loss": 1.1733465436563406 }, { "step": 2881, "lr": 0.0001, "sup_loss": 1.096949323573581 }, { "step": 2882, "lr": 0.0001, "sup_loss": 1.1242257301280816 }, { "step": 2883, "lr": 0.0001, "sup_loss": 1.1987406168920336 }, { "step": 2884, "lr": 0.0001, "sup_loss": 1.1899407768330346 }, { "step": 2885, "lr": 0.0001, "sup_loss": 1.1901822490716116 }, { "step": 2886, "lr": 0.0001, "sup_loss": 1.1889308342205704 }, { "step": 2887, "lr": 0.0001, "sup_loss": 1.207253840898637 }, { "step": 2888, "lr": 0.0001, "sup_loss": 1.0427842523974111 }, { "step": 2889, "lr": 0.0001, "sup_loss": 1.252588670479281 }, { "step": 2890, "lr": 0.0001, "sup_loss": 1.18839651161764 }, { "step": 2891, "lr": 0.0001, "sup_loss": 1.132269866290512 }, { "step": 2892, "lr": 0.0001, "sup_loss": 1.1798659901783823 }, { "step": 2893, "lr": 0.0001, "sup_loss": 1.1298951990330095 }, { "step": 2894, "lr": 0.0001, "sup_loss": 1.1971495758809165 }, { "step": 2895, "lr": 0.0001, "sup_loss": 1.1781393181666764 }, { "step": 2896, "lr": 0.0001, "sup_loss": 1.200866593014584 }, { "step": 2897, "lr": 0.0001, "sup_loss": 1.2609272796460058 }, { "step": 2898, "lr": 0.0001, "sup_loss": 1.1340103707874907 }, { "step": 2899, "lr": 0.0001, "sup_loss": 1.1758957142742377 }, { "step": 2900, "lr": 0.0001, "sup_loss": 1.2324421750710768, "lyap1_mean": -4.075942039489746, "lyap1_max": -4.031743049621582, "lyap_spec_mean": [ -4.075942039489746, -4.056901931762695 ], "lyap_bound": -0.10536051565782628 }, { "step": 2901, "lr": 0.0001, "sup_loss": 1.2187291516481937 }, { "step": 2902, "lr": 0.0001, "sup_loss": 1.2261938936775971 }, { "step": 2903, "lr": 0.0001, "sup_loss": 1.1872528217774525 }, { "step": 2904, "lr": 0.0001, "sup_loss": 1.188666017764403 }, { "step": 2905, "lr": 0.0001, "sup_loss": 1.1238364290538336 }, { "step": 2906, "lr": 0.0001, "sup_loss": 1.1120989900587106 }, { "step": 2907, "lr": 0.0001, "sup_loss": 1.2277774401355726 }, { "step": 2908, "lr": 0.0001, "sup_loss": 1.1857180597484058 }, { "step": 2909, "lr": 0.0001, "sup_loss": 1.1795244650958037 }, { "step": 2910, "lr": 0.0001, "sup_loss": 1.1669530044039547 }, { "step": 2911, "lr": 0.0001, "sup_loss": 1.1706363013080479 }, { "step": 2912, "lr": 0.0001, "sup_loss": 1.100990712193374 }, { "step": 2913, "lr": 0.0001, "sup_loss": 1.1588804353463202 }, { "step": 2914, "lr": 0.0001, "sup_loss": 1.2126128018682034 }, { "step": 2915, "lr": 0.0001, "sup_loss": 1.1778418880363921 }, { "step": 2916, "lr": 0.0001, "sup_loss": 1.155806804963178 }, { "step": 2917, "lr": 0.0001, "sup_loss": 1.1762411167879385 }, { "step": 2918, "lr": 0.0001, "sup_loss": 1.1179291698849965 }, { "step": 2919, "lr": 0.0001, "sup_loss": 1.170109204444336 }, { "step": 2920, "lr": 0.0001, "sup_loss": 1.1981055816241923 }, { "step": 2921, "lr": 0.0001, "sup_loss": 1.17888707374863 }, { "step": 2922, "lr": 0.0001, "sup_loss": 1.2015338757936609 }, { "step": 2923, "lr": 0.0001, "sup_loss": 1.1444368246317362 }, { "step": 2924, "lr": 0.0001, "sup_loss": 1.150511402385754 }, { "step": 2925, "lr": 0.0001, "sup_loss": 1.1897001767833921 }, { "step": 2926, "lr": 0.0001, "sup_loss": 1.197184738845019 }, { "step": 2927, "lr": 0.0001, "sup_loss": 1.1928740911563882 }, { "step": 2928, "lr": 0.0001, "sup_loss": 1.1444655352074873 }, { "step": 2929, "lr": 0.0001, "sup_loss": 1.1625666361192932 }, { "step": 2930, "lr": 0.0001, "sup_loss": 1.1688287682219136 }, { "step": 2931, "lr": 0.0001, "sup_loss": 1.1409571925999333 }, { "step": 2932, "lr": 0.0001, "sup_loss": 1.1979738588901685 }, { "step": 2933, "lr": 0.0001, "sup_loss": 1.136123197871838 }, { "step": 2934, "lr": 0.0001, "sup_loss": 1.2242667976317398 }, { "step": 2935, "lr": 0.0001, "sup_loss": 1.173073780174113 }, { "step": 2936, "lr": 0.0001, "sup_loss": 1.157782913928542 }, { "step": 2937, "lr": 0.0001, "sup_loss": 1.2040865487659438 }, { "step": 2938, "lr": 0.0001, "sup_loss": 1.1856106809552456 }, { "step": 2939, "lr": 0.0001, "sup_loss": 1.1675539629425669 }, { "step": 2940, "lr": 0.0001, "sup_loss": 1.1483279284979238 }, { "step": 2941, "lr": 0.0001, "sup_loss": 1.1564708697313058 }, { "step": 2942, "lr": 0.0001, "sup_loss": 1.2134473587962367 }, { "step": 2943, "lr": 0.0001, "sup_loss": 1.1816269042600522 }, { "step": 2944, "lr": 0.0001, "sup_loss": 1.1426613519069986 }, { "step": 2945, "lr": 0.0001, "sup_loss": 1.1792052165579912 }, { "step": 2946, "lr": 0.0001, "sup_loss": 1.167843994471431 }, { "step": 2947, "lr": 0.0001, "sup_loss": 1.183089975029637 }, { "step": 2948, "lr": 0.0001, "sup_loss": 1.170864852254815 }, { "step": 2949, "lr": 0.0001, "sup_loss": 1.1590587537602042 }, { "step": 2950, "lr": 0.0001, "sup_loss": 1.1370805382976412, "lyap1_mean": -4.0443925857543945, "lyap1_max": -3.981407642364502, "lyap_spec_mean": [ -4.0443925857543945, -4.064511299133301 ], "lyap_bound": -0.10536051565782628 }, { "step": 2951, "lr": 0.0001, "sup_loss": 1.1491813169557314 }, { "step": 2952, "lr": 0.0001, "sup_loss": 1.1615139663771925 }, { "step": 2953, "lr": 0.0001, "sup_loss": 1.1525536184712686 }, { "step": 2954, "lr": 0.0001, "sup_loss": 1.1680880258820185 }, { "step": 2955, "lr": 0.0001, "sup_loss": 1.2009458917465787 }, { "step": 2956, "lr": 0.0001, "sup_loss": 1.1734697854098128 }, { "step": 2957, "lr": 0.0001, "sup_loss": 1.1449008867426098 }, { "step": 2958, "lr": 0.0001, "sup_loss": 1.1457298844734047 }, { "step": 2959, "lr": 0.0001, "sup_loss": 1.148402188629566 }, { "step": 2960, "lr": 0.0001, "sup_loss": 1.147558309889396 }, { "step": 2961, "lr": 0.0001, "sup_loss": 1.1788514939392485 }, { "step": 2962, "lr": 0.0001, "sup_loss": 1.190776967578652 }, { "step": 2963, "lr": 0.0001, "sup_loss": 1.1768656677437581 }, { "step": 2964, "lr": 0.0001, "sup_loss": 1.196892056701697 }, { "step": 2965, "lr": 0.0001, "sup_loss": 1.1571320471255018 }, { "step": 2966, "lr": 0.0001, "sup_loss": 1.1264738882019996 }, { "step": 2967, "lr": 0.0001, "sup_loss": 1.1526100889005635 }, { "step": 2968, "lr": 0.0001, "sup_loss": 1.163735278966188 }, { "step": 2969, "lr": 0.0001, "sup_loss": 1.2055233338188271 }, { "step": 2970, "lr": 0.0001, "sup_loss": 1.1285352656067338 }, { "step": 2971, "lr": 0.0001, "sup_loss": 1.1858702061614081 }, { "step": 2972, "lr": 0.0001, "sup_loss": 1.1757114354599536 }, { "step": 2973, "lr": 0.0001, "sup_loss": 1.1392801986571524 }, { "step": 2974, "lr": 0.0001, "sup_loss": 1.1286656941304138 }, { "step": 2975, "lr": 0.0001, "sup_loss": 1.158593817334657 }, { "step": 2976, "lr": 0.0001, "sup_loss": 1.117415718219704 }, { "step": 2977, "lr": 0.0001, "sup_loss": 1.1336880365905515 }, { "step": 2978, "lr": 0.0001, "sup_loss": 1.1900292231288252 }, { "step": 2979, "lr": 0.0001, "sup_loss": 1.1893053077115456 }, { "step": 2980, "lr": 0.0001, "sup_loss": 1.1652481772555807 }, { "step": 2981, "lr": 0.0001, "sup_loss": 1.174186948480565 }, { "step": 2982, "lr": 0.0001, "sup_loss": 1.1269489485253894 }, { "step": 2983, "lr": 0.0001, "sup_loss": 1.1743589914590937 }, { "step": 2984, "lr": 0.0001, "sup_loss": 1.1596524248955662 }, { "step": 2985, "lr": 0.0001, "sup_loss": 1.0697048282521715 }, { "step": 2986, "lr": 0.0001, "sup_loss": 1.1886016550622456 }, { "step": 2987, "lr": 0.0001, "sup_loss": 1.1834043850315474 }, { "step": 2988, "lr": 0.0001, "sup_loss": 1.1675571433591352 }, { "step": 2989, "lr": 0.0001, "sup_loss": 1.1720413201939002 }, { "step": 2990, "lr": 0.0001, "sup_loss": 1.1959874962050194 }, { "step": 2991, "lr": 0.0001, "sup_loss": 1.1215594680166399 }, { "step": 2992, "lr": 0.0001, "sup_loss": 1.1600075908147822 }, { "step": 2993, "lr": 0.0001, "sup_loss": 1.1364626191809135 }, { "step": 2994, "lr": 0.0001, "sup_loss": 1.2316981120958004 }, { "step": 2995, "lr": 0.0001, "sup_loss": 1.1565516832981928 }, { "step": 2996, "lr": 0.0001, "sup_loss": 1.1648822632412152 }, { "step": 2997, "lr": 0.0001, "sup_loss": 1.0539961582229516 }, { "step": 2998, "lr": 0.0001, "sup_loss": 1.144950537758599 }, { "step": 2999, "lr": 0.0001, "sup_loss": 1.1471636485820178 } ], "evals": [ { "step": 0, "acc": 0.0, "tok_acc": 0.11108699845679013 }, { "step": 300, "acc": 0.0, "tok_acc": 0.38797260802469136 }, { "step": 600, "acc": 0.0, "tok_acc": 0.38915412808641975 }, { "step": 900, "acc": 0.0, "tok_acc": 0.40340470679012347 }, { "step": 1200, "acc": 0.0, "tok_acc": 0.4230324074074074 }, { "step": 1500, "acc": 0.0, "tok_acc": 0.4381269290123457 }, { "step": 1800, "acc": 0.0, "tok_acc": 0.45703125 }, { "step": 2100, "acc": 0.0, "tok_acc": 0.47528452932098764 }, { "step": 2400, "acc": 0.0, "tok_acc": 0.49129533179012347 }, { "step": 2700, "acc": 0.0, "tok_acc": 0.5081018518518519 }, { "step": 3000, "acc": 0.0, "tok_acc": 0.5225935570987654 } ], "final_acc": 0.0, "final_tok_acc": 0.5225935570987654 }