| { |
| "model_a": { |
| "best_lookback": 30, |
| "best_wavelet": "haar", |
| "best_val_acc": 0.5694444179534912, |
| "all_results": [ |
| { |
| "val_loss": 1.54727303981781, |
| "val_acc": 0.4027777910232544, |
| "lookback": 30, |
| "wavelet": "db4", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.6604360342025757, |
| "val_acc": 0.3661971688270569, |
| "lookback": 45, |
| "wavelet": "db4", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.777707576751709, |
| "val_acc": 0.5362318754196167, |
| "lookback": 60, |
| "wavelet": "db4", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.6691014766693115, |
| "val_acc": 0.1944444477558136, |
| "lookback": 30, |
| "wavelet": "db2", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5955758094787598, |
| "val_acc": 0.49295774102211, |
| "lookback": 45, |
| "wavelet": "db2", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5935335159301758, |
| "val_acc": 0.4202898442745209, |
| "lookback": 60, |
| "wavelet": "db2", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5684351921081543, |
| "val_acc": 0.5694444179534912, |
| "lookback": 30, |
| "wavelet": "haar", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.6598457098007202, |
| "val_acc": 0.5352112650871277, |
| "lookback": 45, |
| "wavelet": "haar", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5331610441207886, |
| "val_acc": 0.5652173757553101, |
| "lookback": 60, |
| "wavelet": "haar", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.860461711883545, |
| "val_acc": 0.1388888955116272, |
| "lookback": 30, |
| "wavelet": "sym5", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5411083698272705, |
| "val_acc": 0.5633803009986877, |
| "lookback": 45, |
| "wavelet": "sym5", |
| "model": "a" |
| }, |
| { |
| "val_loss": 1.5165748596191406, |
| "val_acc": 0.43478259444236755, |
| "lookback": 60, |
| "wavelet": "sym5", |
| "model": "a" |
| } |
| ] |
| }, |
| "model_b": { |
| "best_lookback": 45, |
| "best_wavelet": "sym5", |
| "best_val_acc": 0.5070422291755676, |
| "all_results": [ |
| { |
| "val_loss": 1.7591967582702637, |
| "val_acc": 0.0972222238779068, |
| "lookback": 30, |
| "wavelet": "db4", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.9486544132232666, |
| "val_acc": 0.09859155118465424, |
| "lookback": 45, |
| "wavelet": "db4", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.8955458402633667, |
| "val_acc": 0.15942029654979706, |
| "lookback": 60, |
| "wavelet": "db4", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.8992629051208496, |
| "val_acc": 0.3472222089767456, |
| "lookback": 30, |
| "wavelet": "db2", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.8077976703643799, |
| "val_acc": 0.3661971688270569, |
| "lookback": 45, |
| "wavelet": "db2", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.7214176654815674, |
| "val_acc": 0.1304347813129425, |
| "lookback": 60, |
| "wavelet": "db2", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.7158904075622559, |
| "val_acc": 0.4305555522441864, |
| "lookback": 30, |
| "wavelet": "haar", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.7556957006454468, |
| "val_acc": 0.1690140813589096, |
| "lookback": 45, |
| "wavelet": "haar", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.7151124477386475, |
| "val_acc": 0.260869562625885, |
| "lookback": 60, |
| "wavelet": "haar", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.7333548069000244, |
| "val_acc": 0.3333333432674408, |
| "lookback": 30, |
| "wavelet": "sym5", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.6010727882385254, |
| "val_acc": 0.5070422291755676, |
| "lookback": 45, |
| "wavelet": "sym5", |
| "model": "b" |
| }, |
| { |
| "val_loss": 1.6890263557434082, |
| "val_acc": 0.28985506296157837, |
| "lookback": 60, |
| "wavelet": "sym5", |
| "model": "b" |
| } |
| ] |
| }, |
| "model_c": { |
| "best_lookback": 45, |
| "best_wavelet": "db2", |
| "best_val_acc": 0.5492957830429077, |
| "all_results": [ |
| { |
| "val_loss": 1.843106985092163, |
| "val_acc": 0.2083333283662796, |
| "lookback": 30, |
| "wavelet": "db4", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.8256657123565674, |
| "val_acc": 0.18309858441352844, |
| "lookback": 45, |
| "wavelet": "db4", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.8189730644226074, |
| "val_acc": 0.14492753148078918, |
| "lookback": 60, |
| "wavelet": "db4", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.8823424577713013, |
| "val_acc": 0.5277777910232544, |
| "lookback": 30, |
| "wavelet": "db2", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.62107253074646, |
| "val_acc": 0.5492957830429077, |
| "lookback": 45, |
| "wavelet": "db2", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.988412857055664, |
| "val_acc": 0.08695652335882187, |
| "lookback": 60, |
| "wavelet": "db2", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.7403757572174072, |
| "val_acc": 0.2222222238779068, |
| "lookback": 30, |
| "wavelet": "haar", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.922973394393921, |
| "val_acc": 0.15492957830429077, |
| "lookback": 45, |
| "wavelet": "haar", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.6777381896972656, |
| "val_acc": 0.47826087474823, |
| "lookback": 60, |
| "wavelet": "haar", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.8376049995422363, |
| "val_acc": 0.2916666567325592, |
| "lookback": 30, |
| "wavelet": "sym5", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.9209412336349487, |
| "val_acc": 0.0845070406794548, |
| "lookback": 45, |
| "wavelet": "sym5", |
| "model": "c" |
| }, |
| { |
| "val_loss": 1.9604456424713135, |
| "val_acc": 0.1304347813129425, |
| "lookback": 60, |
| "wavelet": "sym5", |
| "model": "c" |
| } |
| ] |
| }, |
| "trained_at": "2026-05-29T08:12:35.319621", |
| "epochs": 80, |
| "start_year": 2010, |
| "best_wavelet": "haar", |
| "universe": "fi", |
| "fee_bps": 12, |
| "tsl_pct": 12, |
| "z_reentry": 0.9 |
| } |
