{
  "run": "V5_ACSSVAE_C3F_ADAPTIVE_DUAL_RESIDUAL_CODEC",
  "profile": "T4_L4_EXPERIMENT",
  "created_utc": "2026-07-09T06:07:31.765954+00:00",
  "v5_checkpoint": {
    "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/cf1ba19a06f2dac5b7b132d1ba7f3c737e90da7f/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
  },
  "c2_backbone": {
    "repo": "wuff-mann/Wave_compress_system",
    "remote": "WaveSemanticHybridCodec/V5_ACSSVAE_C2_CausalProtectedReal/checkpoints/C2_consolidate/complete.pt",
    "local": "/root/.cache/huggingface/hub/models--wuff-mann--Wave_compress_system/snapshots/cf1ba19a06f2dac5b7b132d1ba7f3c737e90da7f/WaveSemanticHybridCodec/V5_ACSSVAE_C2_CausalProtectedReal/checkpoints/C2_consolidate/complete.pt",
    "phase": "C2_consolidate",
    "epoch": 6,
    "score": 0.05119276133055488
  },
  "c3d_selector": {
    "source": "WaveSemanticHybridCodec/V5_ACSSVAE_C3D_ReconstructionAwarePrototypeSelector/C3D_prototype_selector_package.pt",
    "package_selected_K": 4,
    "used_K": 4,
    "bits_per_wave": 2,
    "selector_params": 142588
  },
  "c3e_source": "WaveSemanticHybridCodec/V5_ACSSVAE_C3E_DualResidualCapacityAudit/C3E_dual_residual_audit_package.pt",
  "c3e_init_coverage": 0.9371466697097391,
  "control": {
    "SEED": 20260709,
    "NF": 47,
    "ND": 72,
    "K_MAX": 6,
    "P_PHYS": 24,
    "PROP_FEAT_DIM": 22,
    "V5_HF_REPO": "wuff-mann/Wave_compress_system",
    "V5_HF_ROOT": "WaveSystemSetParserV5/checkpoints",
    "MODEL_HF_REPO": "wuff-mann/Wave_compress_system",
    "C2_HF_ROOT": "WaveSemanticHybridCodec/V5_ACSSVAE_C2_CausalProtectedReal",
    "C3D_HF_ROOT": "WaveSemanticHybridCodec/V5_ACSSVAE_C3D_ReconstructionAwarePrototypeSelector",
    "C3D_PACKAGE_NAME": "C3D_prototype_selector_package.pt",
    "MORPH_K": 4,
    "C3E_HF_ROOT": "WaveSemanticHybridCodec/V5_ACSSVAE_C3E_DualResidualCapacityAudit",
    "C3E_PACKAGE_NAME": "C3E_dual_residual_audit_package.pt",
    "DATA_REPO": "wuff-mann/ATLAS-WDS-v4",
    "REAL_SPLIT": "train",
    "REAL_CACHE_DIR": "/content/icwds_real_cache_v5",
    "REAL_CACHE_N": 30000,
    "REAL_WORKERS": 2,
    "REAL_PREFETCH": 3,
    "REAL_SHUFFLE_BUFFER": 8192,
    "EXPECTED_STATIONS": 117,
    "REAL_CACHE_SCHEMA_VERSION": 3,
    "REAL_VIEW2_MODE": "auto",
    "REAL_SCAN_LOG_EVERY": 1000,
    "REAL_EMPTY_ACCEPT_FAILSCAN": 5000,
    "REAL_TARGET_WIND_FRAC": 1.0,
    "REAL_MAX_SCAN_MULT": 25,
    "REBUILD_REAL_CACHE": false,
    "BATCH": 8,
    "RES_TRAIN_N": 6000,
    "RES_VAL_N": 1200,
    "TRAIN_BATCH": 24,
    "EPOCHS_DETAIL_WARMUP": 5,
    "EPOCHS_MULTIRATE": 10,
    "EPOCHS_CONTROLLER": 8,
    "EPOCHS_JOINT": 6,
    "GALLERY_ROWS": 6,
    "ORACLE_TRAIN_MAX_BATCHES": null,
    "RES_CACHE_DIR": "/content/icwds_c3e_dual_residual_cache",
    "REBUILD_RES_CACHE": false,
    "BG_SIGMA_F": 1.1,
    "BG_SIGMA_D": 1.7,
    "PRIOR_GATE_SIGMA_F": 0.65,
    "PRIOR_GATE_SIGMA_D": 1.0,
    "MAX_BITS_PER_BRANCH": 24,
    "ENC_WIDTH": 32,
    "DEC_WIDTH": 32,
    "ALLOC_MENU": [
      [
        0,
        4
      ],
      [
        4,
        4
      ],
      [
        4,
        8
      ],
      [
        8,
        8
      ],
      [
        8,
        12
      ],
      [
        12,
        12
      ],
      [
        12,
        16
      ],
      [
        16,
        16
      ]
    ],
    "ALLOC_HEADER_BITS": 3,
    "RATE_LAMBDAS": [
      0.0,
      5e-05,
      0.0001,
      0.0002,
      0.0004,
      0.0008
    ],
    "QUALITY_LAMBDA": 5e-05,
    "COMM_LAMBDA": 0.0004,
    "LR_WARMUP": 0.00015,
    "LR_MULTIRATE": 0.0001,
    "LR_CONTROLLER": 0.0005,
    "LR_JOINT_CODEC": 4e-05,
    "LR_JOINT_CONTROLLER": 0.00015,
    "WEIGHT_DECAY": 0.0001,
    "GRAD_CLIP": 1.0,
    "CAUSAL_NEGATIVE_PROB": 0.3,
    "CAUSAL_MARGIN": 0.015,
    "W_CAUSAL": 0.1,
    "W_BRANCH": 0.45,
    "W_CLEAN_MSE": 1.0,
    "W_CLEAN_LOG": 0.12,
    "W_MARGINAL": 0.08,
    "W_GRADIENT": 0.1,
    "W_LAPLACIAN": 0.12,
    "W_RIDGE": 0.08,
    "W_PEAK": 0.18,
    "W_BIT_BALANCE": 0.012,
    "W_BIT_DECORR": 0.004,
    "SCORE_LOG_W": 0.02,
    "SCORE_MARG_W": 0.05,
    "CONTROLLER_WIDTH": 160,
    "CONTROLLER_DROPOUT": 0.08,
    "W_CONTROLLER_CE": 1.0,
    "W_JOINT_ORACLE_CE": 0.25,
    "JOINT_TEMP_START": 1.3,
    "JOINT_TEMP_END": 0.55,
    "MAX_CONTROLLER_RELATIVE_REGRET": 0.05,
    "MIN_CAUSAL_ZERO_GAP": 0.02,
    "MAX_QUALITY_SCORE_RATIO_TO_C3E": 1.05,
    "OUT_DIR": "/content/icwds_v5_acssvae_c3f_adaptive_dual_residual",
    "HF_REPO_ID": "wuff-mann/Wave_compress_system",
    "HF_ROOT": "WaveSemanticHybridCodec/V5_ACSSVAE_C3F_AdaptiveDualResidualCodec",
    "UPLOAD_TO_HF": true,
    "HF_MAX_RETRIES": 3
  },
  "decision": {
    "decision": "C3F_READY_FOR_C4_BIT_EXACT_PACKET",
    "rationale": "Adaptive dual residual codec passed quality, controller-regret and causal-use gates.",
    "c3e_reference_score": 0.01531989123672247,
    "quality_profile": {
      "mode": "adaptive",
      "lambda": 5e-05,
      "avg_transmitted_bits": 12.09,
      "mse": 0.00987493498250842,
      "log": 0.24924156159162522,
      "freq": 0.002919636890292168,
      "dir": 0.0015020943479612469,
      "score": 0.015080852601677179,
      "relative_oracle_regret": 0.022650357335805893,
      "allocation_hist_json": "{\"(0, 4)\": 0, \"(4, 4)\": 902, \"(4, 8)\": 280, \"(8, 8)\": 7, \"(8, 12)\": 11, \"(12, 12)\": 0, \"(12, 16)\": 0, \"(16, 16)\": 0}"
    },
    "communication_profile": {
      "mode": "adaptive",
      "lambda": 0.0004,
      "avg_transmitted_bits": 10.763333333333334,
      "mse": 0.010022180788218975,
      "log": 0.2547547319531441,
      "freq": 0.002984181405045092,
      "dir": 0.0015254289493896068,
      "score": 0.01534275596961379,
      "relative_oracle_regret": 0.028070976957678795,
      "allocation_hist_json": "{\"(0, 4)\": 86, \"(4, 4)\": 1099, \"(4, 8)\": 15, \"(8, 8)\": 0, \"(8, 12)\": 0, \"(12, 12)\": 0, \"(12, 16)\": 0, \"(16, 16)\": 0}"
    },
    "best_matched_rate_gain": 0.10656808488369583,
    "causal_16bit": [
      {
        "branch": "bg",
        "bits": 16,
        "true": 0.0034474299092350216,
        "zero": 0.003852763273801732,
        "shuffle": 0.003919172531507987,
        "zero_relative_gap": 0.10520588361162037,
        "shuffle_relative_gap": 0.12036791401256641
      },
      {
        "branch": "intra",
        "bits": 16,
        "true": 0.01073538049706258,
        "zero": 0.011369130702708693,
        "shuffle": 0.011673751902320267,
        "zero_relative_gap": 0.055743066221863626,
        "shuffle_relative_gap": 0.08038301765443354
      }
    ],
    "gates": {
      "quality_ok": true,
      "causal_ok": true,
      "regret_ok": true
    },
    "allocation_menu": [
      [
        0,
        4
      ],
      [
        4,
        4
      ],
      [
        4,
        8
      ],
      [
        8,
        8
      ],
      [
        8,
        12
      ],
      [
        12,
        12
      ],
      [
        12,
        16
      ],
      [
        16,
        16
      ]
    ],
    "allocation_header_bits": 3
  }
}