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| }, |
| "fase2_summary": { |
| "summary_lines": [ |
| " Duração total: 242.0s", |
| " Logs de métricas computados: 140", |
| "", |
| " ─── EVOLUÇÃO DAS MÉTRICAS PRINCIPAIS (início → fim) ───", |
| " QE (Quantization Error): 0.3458 → 0.3009 (Δ=-0.0450)", |
| " TE (Topological Error) : 0.8750 → 0.3945 (Δ=-0.4805)", |
| " KL (Kaski-Lagus) : 0.6158 → 0.3480 (Δ=-0.2678)", |
| " VE (Explained Variance): 0.8695 → 0.9845 (Δ=+0.1150)", |
| "", |
| " ─── INDICADORES DE FALHA ───", |
| " Overall health: critical → critical", |
| " Failure indicators (início): 2 — ['dead_neuron_rate_high_0.96', 'high_topological_error_0.88']", |
| " Failure indicators (fim) : 2 — ['dead_neuron_rate_high_0.56', 'neighborhood_crossing_severe']", |
| "", |
| " ─── ATIVAÇÃO DE NEURÔNIOS (Conscience Mechanism) ───", |
| " Neurons ativos (BMU): 11/864 → 112/864", |
| " Uniformity score (fim): 0.0579 (1.0 = perfeitamente uniforme)", |
| " Conscience bias mean/std: 0.000000 / 0.000139 (deve tender a 0)", |
| " Win count max/mean: 385 / 96.09", |
| "", |
| " ─── TAXA DE APRENDIZADO (Kohonen schedule) ───", |
| " α_t (learning rate): α₀=0.5000 → α_t=0.001000 (floor=0.001, decai em exp(-t/2000))", |
| " σ_t (neighborhood) : σ₀=4.0000 → σ_t=0.100000 (floor=0.1, decai em exp(-t/1000))", |
| " SOM t (updates) : 24600", |
| "", |
| " ─── ESTATÍSTICAS DE PUNIÇÃO ───", |
| " Total punishment events: 20", |
| " Hypotheses trainings : 10", |
| " Delta applications : 10", |
| " Delta success rate : 0.00% (0/10 melhoraram acurácia)", |
| " Loss inicial primeira chamada: 0.000001", |
| " Loss inicial última chamada : 0.715933 → final: 0.715933", |
| "", |
| " ─── HIPÓTESES (configuração final) ───", |
| " n_hypotheses ativas: 24 / max 32", |
| " hyp_train_steps atual: 80", |
| " total_hyp_steps_executed: 550", |
| " n_adaptations dinâmicas: 20", |
| " EWC reference set: True" |
| ], |
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| "TE": 0.875, |
| "KL": 0.615788806505165, |
| "VE": 0.8694674280914184 |
| }, |
| "last": { |
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| "VE": 0.9844655990874278 |
| }, |
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| "TE": -0.48046875, |
| "KL": -0.26776147907451725, |
| "VE": 0.1149981709960094 |
| } |
| }, |
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| "alpha0": 0.5, |
| "alpha_t_final": 0.001, |
| "sigma0": 4.0, |
| "sigma_t_final": 0.1, |
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