=== [2026-06-29T18:56:48.9951824+03:00] Retraining POV perception heads in official_hltv_string_ids ===

--- [2026-06-29T18:56:49.0198890+03:00] video/audio enemy-belief: video_audio ---
{
  "mode": "pov_video_audio_black_radar",
  "task": "enemy_region_belief_from_rendered_pov_media",
  "planner_eligible": false,
  "planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
  "n_train": 2048,
  "n_holdout": 512,
  "target_cols": [
    "target_enemy_zone_0",
    "target_enemy_zone_1",
    "target_enemy_zone_2",
    "target_enemy_zone_3",
    "target_enemy_zone_4",
    "target_enemy_zone_5",
    "target_enemy_zone_6",
    "target_enemy_zone_7"
  ],
  "target_provenance": "privileged_teacher",
  "input_ablation": "video_audio",
  "runtime_inputs": [
    "obs_video",
    "obs_audio",
    "black_radar_mask"
  ],
  "runtime_input_provenance": {
    "obs_video": "pov_observable",
    "obs_audio": "pov_observable",
    "black_radar_mask": "pov_observable"
  },
  "structured_proxy_features_not_used": {
    "count": 47,
    "role": "oracle_extractor_baseline_or_distillation_source_only"
  },
  "media": {
    "image_size": "64x36",
    "frames": 2,
    "spatial_view": "full",
    "requested_spatial_view": "full",
    "video_enabled": true,
    "audio_enabled": true,
    "audio_sr": 4000,
    "audio_bins": 4,
    "audio_feature_dim": 7
  },
  "media_cache": {
    "index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
    "prefer_cache": true,
    "require_cache": true,
    "cached_selected_rows": 2560,
    "selected_rows": 2560
  },
  "radar_policy": {
    "policy": "masked_black",
    "hud_mask": [
      [
        0.0,
        0.0,
        0.18,
        0.3
      ]
    ],
    "radar_overlay": "none",
    "use_minimap": false
  },
  "best_epoch": 6,
  "train": {
    "n": 2048,
    "nll": 2.0553,
    "top1": 0.1416,
    "top3": 0.3809,
    "ece": 0.0591,
    "mean_entropy": 0.9773
  },
  "holdout": {
    "n": 512,
    "nll": 2.0367,
    "top1": 0.125,
    "top3": 0.3789,
    "ece": 0.0758,
    "mean_entropy": 0.9772
  },
  "holdout_slices": {
    "by_map": {
      "dust2": {
        "n": 213,
        "nll": 2.0309,
        "top1": 0.0939,
        "top3": 0.3709,
        "ece": 0.1083,
        "mean_entropy": 0.9772
      },
      "inferno": {
        "n": 110,
        "nll": 2.0562,
        "top1": 0.2,
        "top3": 0.3,
        "ece": 0.0271,
        "mean_entropy": 0.9771
      },
      "mirage": {
        "n": 101,
        "nll": 2.0724,
        "top1": 0.0594,
        "top3": 0.3861,
        "ece": 0.1401,
        "mean_entropy": 0.9771
      },
      "overpass": {
        "n": 88,
        "nll": 1.9855,
        "top1": 0.1818,
        "top3": 0.4886,
        "ece": 0.0172,
        "mean_entropy": 0.9776
      }
    },
    "by_side": {
      "CT": {
        "n": 243,
        "nll": 2.0415,
        "top1": 0.2181,
        "top3": 0.3951,
        "ece": 0.0261,
        "mean_entropy": 0.9773
      },
      "T": {
        "n": 269,
        "nll": 2.0324,
        "top1": 0.0409,
        "top3": 0.3643,
        "ece": 0.1588,
        "mean_entropy": 0.9772
      }
    },
    "by_map_side": {
      "dust2|CT": {
        "n": 89,
        "nll": 2.129,
        "top1": 0.1461,
        "top3": 0.3596,
        "ece": 0.058,
        "mean_entropy": 0.9771
      },
      "dust2|T": {
        "n": 124,
        "nll": 1.9604,
        "top1": 0.0565,
        "top3": 0.379,
        "ece": 0.1445,
        "mean_entropy": 0.9773
      },
      "inferno|CT": {
        "n": 61,
        "nll": 1.9541,
        "top1": 0.3607,
        "top3": 0.4754,
        "ece": 0.1599,
        "mean_entropy": 0.9775
      },
      "inferno|T": {
        "n": 49,
        "nll": 2.1833,
        "top1": 0.0,
        "top3": 0.0816,
        "ece": 0.2007,
        "mean_entropy": 0.9767
      },
      "mirage|CT": {
        "n": 41,
        "nll": 2.0822,
        "top1": 0.0488,
        "top3": 0.3415,
        "ece": 0.153,
        "mean_entropy": 0.977
      },
      "mirage|T": {
        "n": 60,
        "nll": 2.0658,
        "top1": 0.0667,
        "top3": 0.4167,
        "ece": 0.1312,
        "mean_entropy": 0.9771
      },
      "overpass|CT": {
        "n": 52,
        "nll": 1.9622,
        "top1": 0.3077,
        "top3": 0.4038,
        "ece": 0.1075,
        "mean_entropy": 0.9776
      },
      "overpass|T": {
        "n": 36,
        "nll": 2.0192,
        "top1": 0.0,
        "top3": 0.6111,
        "ece": 0.1974,
        "mean_entropy": 0.9775
      }
    }
  },
  "baselines": {
    "global_train_prior": {
      "n": 512,
      "nll": 2.0433,
      "top1": 0.125,
      "top3": 0.3613,
      "ece": 0.0442,
      "mean_entropy": 0.9872
    },
    "map_side_phase_prior": {
      "n": 512,
      "nll": 1.7779,
      "top1": 0.3184,
      "top3": 0.7598,
      "ece": 0.0657,
      "mean_entropy": 0.7775
    }
  },
  "beats_global_prior_nll": true,
  "beats_map_side_phase_prior_nll": false,
  "provenance_gate": {
    "checked": true,
    "forbidden_input_provenance": [
      "eval_only",
      "privileged_teacher"
    ],
    "label_source": "parsed demo enemy positions, target only"
  }
}
wrote official_hltv_string_ids\planner_bundle\pov_video_audio_enemy_belief.pt
wrote official_hltv_string_ids\pov_video_audio_enemy_belief_report.json

--- [2026-06-29T18:57:32.3092433+03:00] video/audio enemy-belief: video_only ---
{
  "mode": "pov_video_audio_black_radar",
  "task": "enemy_region_belief_from_rendered_pov_media",
  "planner_eligible": false,
  "planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
  "n_train": 2048,
  "n_holdout": 512,
  "target_cols": [
    "target_enemy_zone_0",
    "target_enemy_zone_1",
    "target_enemy_zone_2",
    "target_enemy_zone_3",
    "target_enemy_zone_4",
    "target_enemy_zone_5",
    "target_enemy_zone_6",
    "target_enemy_zone_7"
  ],
  "target_provenance": "privileged_teacher",
  "input_ablation": "video_only",
  "runtime_inputs": [
    "obs_video",
    "black_radar_mask"
  ],
  "runtime_input_provenance": {
    "obs_video": "pov_observable",
    "black_radar_mask": "pov_observable"
  },
  "structured_proxy_features_not_used": {
    "count": 47,
    "role": "oracle_extractor_baseline_or_distillation_source_only"
  },
  "media": {
    "image_size": "64x36",
    "frames": 2,
    "spatial_view": "full",
    "requested_spatial_view": "full",
    "video_enabled": true,
    "audio_enabled": false,
    "audio_sr": 4000,
    "audio_bins": 4,
    "audio_feature_dim": 7
  },
  "media_cache": {
    "index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
    "prefer_cache": true,
    "require_cache": true,
    "cached_selected_rows": 2560,
    "selected_rows": 2560
  },
  "radar_policy": {
    "policy": "masked_black",
    "hud_mask": [
      [
        0.0,
        0.0,
        0.18,
        0.3
      ]
    ],
    "radar_overlay": "none",
    "use_minimap": false
  },
  "best_epoch": 4,
  "train": {
    "n": 2048,
    "nll": 2.0563,
    "top1": 0.1416,
    "top3": 0.3618,
    "ece": 0.0414,
    "mean_entropy": 0.9775
  },
  "holdout": {
    "n": 512,
    "nll": 2.0388,
    "top1": 0.125,
    "top3": 0.3613,
    "ece": 0.058,
    "mean_entropy": 0.9774
  },
  "holdout_slices": {
    "by_map": {
      "dust2": {
        "n": 213,
        "nll": 2.0551,
        "top1": 0.0939,
        "top3": 0.3474,
        "ece": 0.0891,
        "mean_entropy": 0.9774
      },
      "inferno": {
        "n": 110,
        "nll": 2.0544,
        "top1": 0.2,
        "top3": 0.3091,
        "ece": 0.0171,
        "mean_entropy": 0.9773
      },
      "mirage": {
        "n": 101,
        "nll": 2.0306,
        "top1": 0.0594,
        "top3": 0.3564,
        "ece": 0.1234,
        "mean_entropy": 0.9772
      },
      "overpass": {
        "n": 88,
        "nll": 1.9892,
        "top1": 0.1818,
        "top3": 0.4659,
        "ece": 0.0012,
        "mean_entropy": 0.9776
      }
    },
    "by_side": {
      "CT": {
        "n": 243,
        "nll": 2.0497,
        "top1": 0.2181,
        "top3": 0.3951,
        "ece": 0.0351,
        "mean_entropy": 0.9774
      },
      "T": {
        "n": 269,
        "nll": 2.029,
        "top1": 0.0409,
        "top3": 0.3309,
        "ece": 0.142,
        "mean_entropy": 0.9773
      }
    },
    "by_map_side": {
      "dust2|CT": {
        "n": 89,
        "nll": 2.1543,
        "top1": 0.1461,
        "top3": 0.3933,
        "ece": 0.0369,
        "mean_entropy": 0.9773
      },
      "dust2|T": {
        "n": 124,
        "nll": 1.984,
        "top1": 0.0565,
        "top3": 0.3145,
        "ece": 0.1266,
        "mean_entropy": 0.9774
      },
      "inferno|CT": {
        "n": 61,
        "nll": 1.9227,
        "top1": 0.3607,
        "top3": 0.5082,
        "ece": 0.1776,
        "mean_entropy": 0.9776
      },
      "inferno|T": {
        "n": 49,
        "nll": 2.2184,
        "top1": 0.0,
        "top3": 0.0612,
        "ece": 0.1827,
        "mean_entropy": 0.977
      },
      "mirage|CT": {
        "n": 41,
        "nll": 2.0704,
        "top1": 0.0488,
        "top3": 0.2683,
        "ece": 0.134,
        "mean_entropy": 0.9772
      },
      "mirage|T": {
        "n": 60,
        "nll": 2.0033,
        "top1": 0.0667,
        "top3": 0.4167,
        "ece": 0.1162,
        "mean_entropy": 0.9773
      },
      "overpass|CT": {
        "n": 52,
        "nll": 2.0033,
        "top1": 0.3077,
        "top3": 0.3654,
        "ece": 0.1247,
        "mean_entropy": 0.9776
      },
      "overpass|T": {
        "n": 36,
        "nll": 1.9688,
        "top1": 0.0,
        "top3": 0.6111,
        "ece": 0.183,
        "mean_entropy": 0.9776
      }
    }
  },
  "baselines": {
    "global_train_prior": {
      "n": 512,
      "nll": 2.0433,
      "top1": 0.125,
      "top3": 0.3613,
      "ece": 0.0442,
      "mean_entropy": 0.9872
    },
    "map_side_phase_prior": {
      "n": 512,
      "nll": 1.7779,
      "top1": 0.3184,
      "top3": 0.7598,
      "ece": 0.0657,
      "mean_entropy": 0.7775
    }
  },
  "beats_global_prior_nll": true,
  "beats_map_side_phase_prior_nll": false,
  "provenance_gate": {
    "checked": true,
    "forbidden_input_provenance": [
      "eval_only",
      "privileged_teacher"
    ],
    "label_source": "parsed demo enemy positions, target only"
  }
}
wrote official_hltv_string_ids\planner_bundle\pov_video_only_enemy_belief.pt
wrote official_hltv_string_ids\pov_video_only_enemy_belief_report.json

--- [2026-06-29T18:57:59.8382282+03:00] video/audio enemy-belief: audio_only ---
{
  "mode": "pov_video_audio_black_radar",
  "task": "enemy_region_belief_from_rendered_pov_media",
  "planner_eligible": false,
  "planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
  "n_train": 2048,
  "n_holdout": 512,
  "target_cols": [
    "target_enemy_zone_0",
    "target_enemy_zone_1",
    "target_enemy_zone_2",
    "target_enemy_zone_3",
    "target_enemy_zone_4",
    "target_enemy_zone_5",
    "target_enemy_zone_6",
    "target_enemy_zone_7"
  ],
  "target_provenance": "privileged_teacher",
  "input_ablation": "audio_only",
  "runtime_inputs": [
    "obs_audio"
  ],
  "runtime_input_provenance": {
    "obs_audio": "pov_observable"
  },
  "structured_proxy_features_not_used": {
    "count": 47,
    "role": "oracle_extractor_baseline_or_distillation_source_only"
  },
  "media": {
    "image_size": "64x36",
    "frames": 2,
    "spatial_view": "full",
    "requested_spatial_view": "full",
    "video_enabled": false,
    "audio_enabled": true,
    "audio_sr": 4000,
    "audio_bins": 4,
    "audio_feature_dim": 7
  },
  "media_cache": {
    "index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
    "prefer_cache": true,
    "require_cache": true,
    "cached_selected_rows": 2560,
    "selected_rows": 2560
  },
  "radar_policy": {
    "policy": "masked_black",
    "hud_mask": [
      [
        0.0,
        0.0,
        0.18,
        0.3
      ]
    ],
    "radar_overlay": "none",
    "use_minimap": false
  },
  "best_epoch": 4,
  "train": {
    "n": 2048,
    "nll": 2.0569,
    "top1": 0.1416,
    "top3": 0.3618,
    "ece": 0.0574,
    "mean_entropy": 0.9758
  },
  "holdout": {
    "n": 512,
    "nll": 2.0362,
    "top1": 0.125,
    "top3": 0.3613,
    "ece": 0.0664,
    "mean_entropy": 0.9758
  },
  "holdout_slices": {
    "by_map": {
      "dust2": {
        "n": 213,
        "nll": 2.0565,
        "top1": 0.0939,
        "top3": 0.3474,
        "ece": 0.0983,
        "mean_entropy": 0.9758
      },
      "inferno": {
        "n": 110,
        "nll": 2.0477,
        "top1": 0.2,
        "top3": 0.3091,
        "ece": 0.0244,
        "mean_entropy": 0.9757
      },
      "mirage": {
        "n": 101,
        "nll": 2.0266,
        "top1": 0.0594,
        "top3": 0.3564,
        "ece": 0.1312,
        "mean_entropy": 0.9758
      },
      "overpass": {
        "n": 88,
        "nll": 1.9839,
        "top1": 0.1818,
        "top3": 0.4659,
        "ece": 0.0078,
        "mean_entropy": 0.976
      }
    },
    "by_side": {
      "CT": {
        "n": 243,
        "nll": 2.0414,
        "top1": 0.2181,
        "top3": 0.3951,
        "ece": 0.0258,
        "mean_entropy": 0.9758
      },
      "T": {
        "n": 269,
        "nll": 2.0316,
        "top1": 0.0409,
        "top3": 0.3309,
        "ece": 0.1496,
        "mean_entropy": 0.9759
      }
    },
    "by_map_side": {
      "dust2|CT": {
        "n": 89,
        "nll": 2.1499,
        "top1": 0.1461,
        "top3": 0.3933,
        "ece": 0.0477,
        "mean_entropy": 0.9757
      },
      "dust2|T": {
        "n": 124,
        "nll": 1.9895,
        "top1": 0.0565,
        "top3": 0.3145,
        "ece": 0.1346,
        "mean_entropy": 0.9759
      },
      "inferno|CT": {
        "n": 61,
        "nll": 1.9079,
        "top1": 0.3607,
        "top3": 0.5082,
        "ece": 0.1691,
        "mean_entropy": 0.9758
      },
      "inferno|T": {
        "n": 49,
        "nll": 2.2217,
        "top1": 0.0,
        "top3": 0.0612,
        "ece": 0.1922,
        "mean_entropy": 0.9756
      },
      "mirage|CT": {
        "n": 41,
        "nll": 2.0757,
        "top1": 0.0488,
        "top3": 0.2683,
        "ece": 0.1437,
        "mean_entropy": 0.9757
      },
      "mirage|T": {
        "n": 60,
        "nll": 1.9931,
        "top1": 0.0667,
        "top3": 0.4167,
        "ece": 0.1227,
        "mean_entropy": 0.9759
      },
      "overpass|CT": {
        "n": 52,
        "nll": 1.9853,
        "top1": 0.3077,
        "top3": 0.3654,
        "ece": 0.117,
        "mean_entropy": 0.9759
      },
      "overpass|T": {
        "n": 36,
        "nll": 1.9818,
        "top1": 0.0,
        "top3": 0.6111,
        "ece": 0.1882,
        "mean_entropy": 0.9761
      }
    }
  },
  "baselines": {
    "global_train_prior": {
      "n": 512,
      "nll": 2.0433,
      "top1": 0.125,
      "top3": 0.3613,
      "ece": 0.0442,
      "mean_entropy": 0.9872
    },
    "map_side_phase_prior": {
      "n": 512,
      "nll": 1.7779,
      "top1": 0.3184,
      "top3": 0.7598,
      "ece": 0.0657,
      "mean_entropy": 0.7775
    }
  },
  "beats_global_prior_nll": true,
  "beats_map_side_phase_prior_nll": false,
  "provenance_gate": {
    "checked": true,
    "forbidden_input_provenance": [
      "eval_only",
      "privileged_teacher"
    ],
    "label_source": "parsed demo enemy positions, target only"
  }
}
wrote official_hltv_string_ids\planner_bundle\pov_audio_only_enemy_belief.pt
wrote official_hltv_string_ids\pov_audio_only_enemy_belief_report.json

--- [2026-06-29T18:58:27.6584911+03:00] HUD-token head (crop cache 89beed547837) ---
{
  "mode": "pov_hud_token_extraction",
  "planner_eligible": false,
  "planner_integration_status": "diagnostic_hud_token_extractor_not_loaded_by_planner",
  "n_train": 512,
  "n_holdout": 128,
  "crop_index": "official_hltv_string_ids\\pov_hud_crop_cache\\89beed547837\\index.parquet",
  "crop_metadata": "official_hltv_string_ids\\pov_hud_crop_cache\\89beed547837\\metadata.json",
  "crop_keys": [
    "hud_top_status_bar",
    "hud_top_center_timer_score",
    "hud_top_right_killfeed",
    "hud_bottom_status_bar",
    "hud_bottom_left_money",
    "hud_bottom_center_health_armor_ammo",
    "hud_bottom_right_loadout"
  ],
  "target_crop_routes": {
    "hud_health": [
      "hud_bottom_status_bar",
      "hud_bottom_left_money",
      "hud_bottom_center_health_armor_ammo"
    ],
    "hud_armor": [
      "hud_bottom_status_bar",
      "hud_bottom_center_health_armor_ammo"
    ],
    "progress": [
      "hud_top_center_timer_score",
      "hud_top_status_bar"
    ],
    "pov_alive": [
      "hud_bottom_status_bar",
      "hud_bottom_left_money",
      "hud_bottom_center_health_armor_ammo"
    ],
    "planted": [
      "hud_top_center_timer_score",
      "hud_top_status_bar"
    ],
    "i_am_t": [
      "hud_top_status_bar",
      "hud_top_center_timer_score"
    ],
    "own_alive": [
      "hud_top_status_bar",
      "hud_top_center_timer_score"
    ],
    "enemy_alive": [
      "hud_top_status_bar",
      "hud_top_center_timer_score"
    ],
    "hud_weapon_id": [
      "hud_bottom_status_bar",
      "hud_bottom_right_loadout",
      "hud_bottom_center_health_armor_ammo"
    ]
  },
  "runtime_inputs": [
    "obs_video",
    "black_radar_mask",
    "hud_crops"
  ],
  "runtime_input_provenance": {
    "obs_video": "pov_observable",
    "black_radar_mask": "pov_observable",
    "hud_crops": "pov_observable"
  },
  "token_cols": [
    "extracted_hud_health",
    "extracted_hud_armor",
    "extracted_progress",
    "extracted_pov_alive_prob",
    "extracted_pov_alive",
    "extracted_planted_prob",
    "extracted_planted",
    "extracted_i_am_t_prob",
    "extracted_i_am_t",
    "extracted_own_alive",
    "extracted_own_alive_value",
    "extracted_enemy_alive",
    "extracted_enemy_alive_value",
    "extracted_hud_weapon_id_class",
    "extracted_hud_weapon_id",
    "extracted_hud_weapon_id_confidence"
  ],
  "token_provenance": {
    "extracted_hud_health": "pov_extracted",
    "extracted_hud_armor": "pov_extracted",
    "extracted_progress": "pov_extracted",
    "extracted_pov_alive_prob": "pov_extracted",
    "extracted_pov_alive": "pov_extracted",
    "extracted_planted_prob": "pov_extracted",
    "extracted_planted": "pov_extracted",
    "extracted_i_am_t_prob": "pov_extracted",
    "extracted_i_am_t": "pov_extracted",
    "extracted_own_alive": "pov_extracted",
    "extracted_own_alive_value": "pov_extracted",
    "extracted_enemy_alive": "pov_extracted",
    "extracted_enemy_alive_value": "pov_extracted",
    "extracted_hud_weapon_id_class": "pov_extracted",
    "extracted_hud_weapon_id": "pov_extracted",
    "extracted_hud_weapon_id_confidence": "pov_extracted"
  },
  "training_targets": {
    "regression": [
      "hud_health",
      "hud_armor",
      "progress"
    ],
    "binary": [
      "pov_alive",
      "planted",
      "i_am_t"
    ],
    "count": [
      "own_alive",
      "enemy_alive"
    ],
    "weapon": "hud_weapon_id",
    "target_provenance": {
      "hud_health": "training_label_from_parsed_demo_observable_hud_state",
      "hud_armor": "training_label_from_parsed_demo_observable_hud_state",
      "progress": "training_label_from_parsed_demo_observable_hud_state",
      "pov_alive": "training_label_from_parsed_demo_observable_hud_state",
      "planted": "training_label_from_parsed_demo_observable_hud_state",
      "i_am_t": "training_label_from_parsed_demo_observable_hud_state",
      "own_alive": "training_label_from_parsed_demo_observable_hud_state",
      "enemy_alive": "training_label_from_parsed_demo_observable_hud_state",
      "hud_weapon_id": "training_label_from_parsed_demo_observable_hud_state"
    }
  },
  "media": {
    "decode_size": "480x270",
    "frames": 4,
    "crop_count": 7,
    "crop_rects": [
      {
        "name": "top_status_bar",
        "array_key": "hud_top_status_bar",
        "rect": [
          0.18,
          0.0,
          1.0,
          0.24
        ],
        "pixels": [
          86,
          0,
          480,
          65
        ],
        "size": [
          394,
          65
        ]
      },
      {
        "name": "top_center_timer_score",
        "array_key": "hud_top_center_timer_score",
        "rect": [
          0.32,
          0.0,
          0.68,
          0.17
        ],
        "pixels": [
          154,
          0,
          326,
          46
        ],
        "size": [
          172,
          46
        ]
      },
      {
        "name": "top_right_killfeed",
        "array_key": "hud_top_right_killfeed",
        "rect": [
          0.62,
          0.0,
          1.0,
          0.24
        ],
        "pixels": [
          298,
          0,
          480,
          65
        ],
        "size": [
          182,
          65
        ]
      },
      {
        "name": "bottom_status_bar",
        "array_key": "hud_bottom_status_bar",
        "rect": [
          0.0,
          0.64,
          1.0,
          1.0
        ],
        "pixels": [
          0,
          173,
          480,
          270
        ],
        "size": [
          480,
          97
        ]
      },
      {
        "name": "bottom_left_money",
        "array_key": "hud_bottom_left_money",
        "rect": [
          0.0,
          0.72,
          0.32,
          1.0
        ],
        "pixels": [
          0,
          194,
          154,
          270
        ],
        "size": [
          154,
          76
        ]
      },
      {
        "name": "bottom_center_health_armor_ammo",
        "array_key": "hud_bottom_center_health_armor_ammo",
        "rect": [
          0.28,
          0.7,
          0.72,
          1.0
        ],
        "pixels": [
          134,
          189,
          346,
          270
        ],
        "size": [
          212,
          81
        ]
      },
      {
        "name": "bottom_right_loadout",
        "array_key": "hud_bottom_right_loadout",
        "rect": [
          0.68,
          0.7,
          1.0,
          1.0
        ],
        "pixels": [
          326,
          189,
          480,
          270
        ],
        "size": [
          154,
          81
        ]
      }
    ],
    "resolution_policy": {
      "purpose": "HUD/OCR/token extraction, not low-resolution full-frame smoke testing",
      "minimum_full_frame_for_hud": "320x180",
      "preferred_full_frame_for_hud": "480x270 or native HUD crops"
    }
  },
  "radar_policy": {
    "policy": "masked_black",
    "hud_mask": [
      [
        0.0,
        0.0,
        0.18,
        0.3
      ]
    ],
    "radar_overlay": "none",
    "use_minimap": false
  },
  "render_target_audit": {
    "status": "not_provided",
    "required_before_promotion": true
  },
  "balanced_sampling": false,
  "balance_strength": 1.0,
  "spatial_bins": [
    1,
    1
  ],
  "best_epoch": 5,
  "train": {
    "regression": {
      "hud_health": {
        "mae": 0.0963,
        "rmse": 0.1772,
        "mean_target": 0.9438,
        "mean_prediction": 0.9444,
        "split_mean_baseline_mae": 0.0968
      },
      "hud_armor": {
        "mae": 0.1979,
        "rmse": 0.296,
        "mean_target": 0.8598,
        "mean_prediction": 0.8669,
        "split_mean_baseline_mae": 0.202
      },
      "progress": {
        "mae": 0.2125,
        "rmse": 0.2492,
        "mean_target": 0.3973,
        "mean_prediction": 0.4246,
        "split_mean_baseline_mae": 0.2092
      }
    },
    "binary": {
      "pov_alive": {
        "accuracy": 1.0,
        "brier": 0.0,
        "positive_rate": 1.0,
        "mean_prob": 0.9979,
        "split_majority_baseline_accuracy": 1.0
      },
      "planted": {
        "accuracy": 0.9238,
        "brier": 0.0704,
        "positive_rate": 0.0762,
        "mean_prob": 0.0715,
        "split_majority_baseline_accuracy": 0.9238
      },
      "i_am_t": {
        "accuracy": 0.5234,
        "brier": 0.2488,
        "positive_rate": 0.4766,
        "mean_prob": 0.4858,
        "split_majority_baseline_accuracy": 0.5234
      }
    },
    "count": {
      "own_alive": {
        "mae_count": 0.6739,
        "exact_count_accuracy": 0.6777,
        "mean_target_count": 4.4844,
        "mean_prediction_count": 4.5546
      },
      "enemy_alive": {
        "mae_count": 0.8751,
        "exact_count_accuracy": 0.1953,
        "mean_target_count": 4.2617,
        "mean_prediction_count": 4.2548
      }
    },
    "weapon": {
      "accuracy": 0.2578,
      "top3": 0.4844,
      "majority_class": 1,
      "split_majority_baseline_accuracy": 0.2324,
      "classes_seen": 28
    }
  },
  "holdout": {
    "regression": {
      "hud_health": {
        "mae": 0.1214,
        "rmse": 0.2142,
        "mean_target": 0.9107,
        "mean_prediction": 0.9447,
        "split_mean_baseline_mae": 0.1428
      },
      "hud_armor": {
        "mae": 0.1974,
        "rmse": 0.3031,
        "mean_target": 0.861,
        "mean_prediction": 0.8676,
        "split_mean_baseline_mae": 0.2011
      },
      "progress": {
        "mae": 0.2137,
        "rmse": 0.259,
        "mean_target": 0.4308,
        "mean_prediction": 0.4248,
        "split_mean_baseline_mae": 0.214
      }
    },
    "binary": {
      "pov_alive": {
        "accuracy": 1.0,
        "brier": 0.0,
        "positive_rate": 1.0,
        "mean_prob": 0.9979,
        "split_majority_baseline_accuracy": 1.0
      },
      "planted": {
        "accuracy": 0.875,
        "brier": 0.1122,
        "positive_rate": 0.125,
        "mean_prob": 0.0715,
        "split_majority_baseline_accuracy": 0.875
      },
      "i_am_t": {
        "accuracy": 0.4844,
        "brier": 0.2497,
        "positive_rate": 0.5156,
        "mean_prob": 0.4852,
        "split_majority_baseline_accuracy": 0.5156
      }
    },
    "count": {
      "own_alive": {
        "mae_count": 0.6392,
        "exact_count_accuracy": 0.7266,
        "mean_target_count": 4.5625,
        "mean_prediction_count": 4.5548
      },
      "enemy_alive": {
        "mae_count": 0.9339,
        "exact_count_accuracy": 0.1172,
        "mean_target_count": 4.3672,
        "mean_prediction_count": 4.2553
      }
    },
    "weapon": {
      "accuracy": 0.2969,
      "top3": 0.5078,
      "majority_class": 1,
      "split_majority_baseline_accuracy": 0.2656,
      "classes_seen": 20
    }
  },
  "train_derived_holdout_baselines": {
    "regression": {
      "hud_health": {
        "train_mean": 0.9438,
        "holdout_mae": 0.1221,
        "holdout_rmse": 0.2142
      },
      "hud_armor": {
        "train_mean": 0.8598,
        "holdout_mae": 0.2018,
        "holdout_rmse": 0.3034
      },
      "progress": {
        "train_mean": 0.3973,
        "holdout_mae": 0.217,
        "holdout_rmse": 0.261
      }
    },
    "binary": {
      "pov_alive": {
        "train_positive_rate": 1.0,
        "holdout_accuracy": 1.0,
        "holdout_brier": 0.0
      },
      "planted": {
        "train_positive_rate": 0.0762,
        "holdout_accuracy": 0.875,
        "holdout_brier": 0.1118
      },
      "i_am_t": {
        "train_positive_rate": 0.4766,
        "holdout_accuracy": 0.4844,
        "holdout_brier": 0.2513
      }
    },
    "count": {
      "own_alive": {
        "train_mean_count": 4.4844,
        "holdout_mae_count": 0.6711,
        "holdout_exact_count_accuracy": 0.1719
      },
      "enemy_alive": {
        "train_mean_count": 4.2617,
        "holdout_mae_count": 0.9327,
        "holdout_exact_count_accuracy": 0.1172
      }
    },
    "weapon": {
      "train_majority_class": 1,
      "holdout_accuracy": 0.2656,
      "holdout_classes_seen": 20
    }
  },
  "holdout_slices": {
    "health_damaged_target_lt_99": {
      "n": 28,
      "mae": 0.3578,
      "train_mean_baseline_mae": 0.3581,
      "mean_target": 0.5925,
      "mean_prediction": 0.945
    },
    "armor_not_full_target_lt_99": {
      "n": 41,
      "mae": 0.3373,
      "train_mean_baseline_mae": 0.3331,
      "mean_target": 0.5668,
      "mean_prediction": 0.8665
    },
    "own_alive_not_full": {
      "n": 35,
      "mae_count": 1.1546,
      "exact_count_accuracy": 0.0,
      "train_mean_baseline_mae_count": 1.0844,
      "mean_target_count": 3.4,
      "mean_prediction_count": 4.5546
    },
    "enemy_alive_not_full": {
      "n": 38,
      "mae_count": 1.3844,
      "exact_count_accuracy": 0.3947,
      "train_mean_baseline_mae_count": 1.3933,
      "mean_target_count": 2.8684,
      "mean_prediction_count": 4.2529
    },
    "planted_true": {
      "n": 16,
      "recall_at_0_5": 0.0,
      "mean_prob": 0.0716,
      "train_rate_baseline_prob": 0.0762
    },
    "weapon_non_majority": {
      "n": 94,
      "accuracy": 0.0426,
      "majority_class": 1
    }
  },
  "next_gate": "HUD token extractors should beat simple baselines on health/armor/alive/timer before their predictions replace structured oracle HUD proxies."
}
wrote official_hltv_string_ids\planner_bundle\pov_hud_token_head.pt
wrote official_hltv_string_ids\pov_hud_tokens.parquet
wrote official_hltv_string_ids\pov_hud_tokens_metadata.json
wrote official_hltv_string_ids\pov_hud_tokens_report.json

=== [2026-06-29T18:59:30.2698283+03:00] POV perception retrain complete ===
Reports:
  C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_audio_only_enemy_belief_report.json
  C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_hud_tokens_report.json
  C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_video_audio_enemy_belief_report.json
  C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_video_only_enemy_belief_report.json