# Provenance:
#   Script: /media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/scripts/t13_hyperparam_sweep_20260127_130000.py
#   Input: data/consolidated_*.npy
#   Date: 2026-01-27 11:11:45
#   Integrity Check: PASSED
#   Sweep fold: Atlantic (train=1166, val=644)
#   Seeds: [42, 123, 456]
#   Total runs: 54
#   Total time: 214.4s
rank	latent_dim	dropout	vicreg_name	lambda_inv	lambda_var	lambda_cov	params	avg_val_total	std_val_total	avg_val_vicreg	std_val_vicreg	avg_val_pred	std_val_pred	avg_best_epoch	avg_total_epochs
1	32	0.3	default	25.0	25.0	1.0	53187	41.0513	0.3801	38.9842	0.3581	2.0671	0.0940	93.3	124.3
2	16	0.3	default	25.0	25.0	1.0	47971	41.4175	0.1648	38.5001	0.3509	2.9174	0.2140	55.0	86.0
3	64	0.3	default	25.0	25.0	1.0	63619	41.5387	0.2152	39.8441	0.1480	1.6946	0.1093	53.0	84.0
4	32	0.5	default	25.0	25.0	1.0	53187	42.2679	0.4086	39.8926	0.3256	2.3753	0.2299	95.3	126.3
5	64	0.5	default	25.0	25.0	1.0	63619	42.6629	0.2136	40.7232	0.2053	1.9398	0.0119	99.0	130.0
6	16	0.5	default	25.0	25.0	1.0	47971	42.7192	0.7666	39.4058	0.6577	3.3133	0.1251	85.0	116.0
7	32	0.3	high_covariance	25.0	25.0	10.0	53187	44.4754	0.0658	42.0758	0.2842	2.3997	0.2471	31.3	62.3
8	32	0.5	high_covariance	25.0	25.0	10.0	53187	44.5766	0.1755	42.1548	0.1260	2.4218	0.0502	97.7	128.7
9	16	0.3	high_covariance	25.0	25.0	10.0	47971	44.6007	0.1611	41.2971	0.2733	3.3036	0.2561	20.7	51.7
10	16	0.5	high_covariance	25.0	25.0	10.0	47971	44.6679	0.2543	41.5494	0.1348	3.1185	0.1669	82.0	113.0
11	64	0.3	high_covariance	25.0	25.0	10.0	63619	44.7597	0.1318	42.7049	0.0473	2.0548	0.1131	26.7	57.7
12	64	0.5	high_covariance	25.0	25.0	10.0	63619	45.1327	0.0566	43.1060	0.0578	2.0267	0.0662	80.7	111.7
13	32	0.3	high_variance	10.0	50.0	1.0	53187	54.4422	0.3234	52.3210	0.3367	2.1212	0.1535	189.0	220.0
14	16	0.3	high_variance	10.0	50.0	1.0	47971	54.6563	1.5158	51.9949	1.4244	2.6614	0.1281	125.0	156.0
15	64	0.3	high_variance	10.0	50.0	1.0	63619	58.8333	0.6843	56.4468	0.7851	2.3865	0.1083	181.7	212.7
16	32	0.5	high_variance	10.0	50.0	1.0	53187	64.8817	0.4122	62.2067	0.2551	2.6750	0.1960	117.7	148.7
17	16	0.5	high_variance	10.0	50.0	1.0	47971	66.1201	1.5933	62.5705	1.6495	3.5496	0.0724	80.3	111.3
18	64	0.5	high_variance	10.0	50.0	1.0	63619	68.1778	0.3328	65.7535	0.4273	2.4243	0.1096	163.0	194.0