WaveSemanticHybridCodec/V5_ACSSVAE_C2_CausalProtectedReal/model_summary_c2.json

{
  "run": "V5_ACSSVAE_C2_CAUSAL_REAL",
  "profile": "T4_L4_EXPERIMENT",
  "final_origin": "source_B_shape",
  "v5_checkpoint_meta": {
    "repo": "wuff-mann/Wave_compress_system",
    "remote_path": "WaveSystemSetParserV5/checkpoints/phase_C/complete.pt",
    "local_cache_path": "/root/.cache/huggingface/hub/models--wuff-mann--Wave_compress_system/snapshots/8e073599a3f02e8e3ad5b08575620169be8de888/WaveSystemSetParserV5/checkpoints/phase_C/complete.pt",
    "checkpoint_score": 0.7434318450842708,
    "phase": "C_joint",
    "epoch": 10,
    "summary": {
      "instance_iou": 0.948730310793552,
      "ew_dice": 0.9925958807269732,
      "count_mae": 0.13583333333333333,
      "bg_leak": 0.02585995042407575,
      "score": 0.7434318450842708
    },
    "params": 241042
  },
  "source_stage2_checkpoint": {
    "repo": "wuff-mann/Wave_compress_system",
    "remote_path": "WaveSemanticHybridCodec/V5_ACSSVAE/checkpoints/best_acssvae.pt",
    "local_cache_path": "/root/.cache/huggingface/hub/models--wuff-mann--Wave_compress_system/snapshots/8e073599a3f02e8e3ad5b08575620169be8de888/WaveSemanticHybridCodec/V5_ACSSVAE/checkpoints/best_acssvae.pt",
    "phase": "B_shape",
    "epoch": 7,
    "score": 0.006085039151522019
  },
  "architecture": {
    "n_freqs": 47,
    "n_dirs": 72,
    "n_slots": 6,
    "semantic_dim": 9,
    "shape_dim": 4,
    "context_dim": 24,
    "canonical_h": 32,
    "canonical_w": 48,
    "canonical_f_extent": 3.0,
    "canonical_t_extent": 3.0,
    "encoder_width": 48,
    "hidden_dim": 160,
    "decoder_width": 64,
    "delta_loge": 0.35,
    "delta_f": 0.08,
    "delta_angle_rad": 0.3141592653589793,
    "delta_log_spread": 0.45,
    "delta_rho_logit": 0.75,
    "delta_skew": 0.9,
    "min_spread_f": 0.01,
    "max_spread_f": 0.45,
    "min_spread_t": 0.015,
    "max_spread_t": 0.95,
    "max_abs_rho": 0.92,
    "max_abs_skew": 3.0,
    "shape_log_residual_scale": 2.25,
    "energy_log_den": 8.127109185346375,
    "eps": 1e-06
  },
  "baseline": {
    "synthetic": {
      "dir": 0.0003447581077731835,
      "energy": 0.020664446304241815,
      "freq": 0.0004400863515911624,
      "gap_shuffle": 0.06400362023462852,
      "gap_zero": 0.003976276066775124,
      "log": 0.029608213591078916,
      "mse": 0.0010076687186180303,
      "sem": 0.005711300244244436,
      "score": 0.0073599768324444665
    },
    "real": {
      "gap_shuffle": 0.005092056390518944,
      "gap_zero": -0.012078569930357238,
      "log": 0.29318258228401345,
      "mse": 0.03882509336108342,
      "shape_std_mean": 0.16990717438360056,
      "shape_std_min": 0.0259066434421887,
      "view_recon": 0.05409283625582854,
      "view_sem": 0.08364066078017156,
      "view_shape": 0.10847747605293989
    },
    "combined_score": 0.07920155811465034
  },
  "causal_gates": {
    "syn_gap_zero": 0.002385765640065074,
    "syn_gap_shuffle": 0.03840217214077711,
    "real_gap_zero": 5e-05,
    "real_gap_shuffle": 0.0020368225562075776
  },
  "final_validation": {
    "synthetic": {
      "dir": 0.00035431792166491506,
      "energy": 0.021270481182727962,
      "freq": 0.00044074510151403956,
      "gap_shuffle": 0.06844601943157613,
      "gap_zero": 0.00396985920961015,
      "log": 0.029533624835312366,
      "mse": 0.0010127641980943736,
      "sem": 0.005975691135972738,
      "score": 0.007050185383151984
    },
    "real": {
      "gap_shuffle": 0.004352174792438745,
      "gap_zero": -0.01147314867315193,
      "log": 0.2899385530501604,
      "mse": 0.0380425146392857,
      "shape_std_mean": 0.1657427117228508,
      "shape_std_min": 0.024539753763626018,
      "view_recon": 0.053046469762921336,
      "view_sem": 0.08441163785755634,
      "view_shape": 0.10810978164275488
    },
    "combined_score": 0.07819152024404805
  },
  "representation": {
    "semantic_internal_dim": 9,
    "shape_dim": 4,
    "semantic_fields": [
      "log_energy",
      "peak_frequency",
      "sin_direction",
      "cos_direction",
      "frequency_spread",
      "direction_spread",
      "f_theta_correlation",
      "frequency_skew",
      "direction_skew"
    ],
    "causal_shape_rule": "Delta(z,s)=F(z,s)-F(0,s)",
    "real_adaptation_rule": "same-step real+synthetic replay + real causal ranking + shape variance floor + covariance penalty"
  },
  "created_utc": "2026-07-08T05:32:37.107564+00:00"
}