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guychuk
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flight-jepa-v2

PyTorch
English
trajectory-forecasting
aviation
ads-b
self-supervised
jepa
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flight-jepa-v2
File size: 2,378 Bytes
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{
  "tag": "baseline",
  "lambda_jepa": 0.0,
  "n_params": 7539335,
  "best_fde_m": 3016.52392578125,
  "final": {
    "in_distribution": {
      "ade_m": 1606.861572265625,
      "fde_m": 3016.52392578125,
      "fde_median_m": 2328.931640625,
      "nll_xy_z": 150.09005737304688,
      "coverage_95": 0.029288185862580328,
      "n": 8092,
      "miss_rate_500m": 0.9809688581314879,
      "miss_rate_1000m": 0.8966880869995056,
      "miss_rate_2000m": 0.5957736035590706,
      "per_bucket": {
        "delta_30_60": {
          "ade_m": 995.769287109375,
          "fde_m": 1685.1455078125,
          "coverage_95": 0.04402985074626865,
          "n": 2680
        },
        "delta_60_90": {
          "ade_m": 1535.3150634765625,
          "fde_m": 2839.0966796875,
          "coverage_95": 0.025668073136427567,
          "n": 2844
        },
        "delta_90_120": {
          "ade_m": 2270.213623046875,
          "fde_m": 4488.6943359375,
          "coverage_95": 0.01932191031717098,
          "n": 2743
        }
      }
    },
    "extrap_delta_180": {
      "ade_m": 4421.65283203125,
      "fde_m": 9629.85546875,
      "fde_median_m": 8592.0810546875,
      "nll_xy_z": 854.07177734375,
      "coverage_95": 0.015818091942659415,
      "n": 8092,
      "miss_rate_500m": 0.9991349480968859,
      "miss_rate_1000m": 0.9965397923875432,
      "miss_rate_2000m": 0.9565002471576866
    },
    "extrap_delta_300": {
      "ade_m": 7070.892578125,
      "fde_m": 20205.212890625,
      "fde_median_m": 12357.287109375,
      "nll_xy_z": 4348.61376953125,
      "coverage_95": 0.008526940187839841,
      "n": 8092,
      "miss_rate_500m": 0.9997528423133959,
      "miss_rate_1000m": 0.995304003954523,
      "miss_rate_2000m": 0.9408057340583292
    }
  },
  "args": {
    "airport": "RKSIa",
    "data_dir": "data",
    "tag": "baseline",
    "out_dir": "runs",
    "epochs": 30,
    "batch_size": 64,
    "lr": 0.0001,
    "weight_decay": 0.0001,
    "past_max": 256,
    "past_min": 60,
    "delta_min": 30,
    "delta_max": 120,
    "extrap_delta_max": 300,
    "epoch_multiplier": 1,
    "lambda_jepa": 0.0,
    "ema_decay": 0.998,
    "d_model": 256,
    "n_layers": 4,
    "n_heads": 8,
    "patch_size": 8,
    "seed": 0,
    "num_workers": 2,
    "push_to_hub": true,
    "hub_model_id": "guychuk/flight-jepa-v2",
    "trackio_name": "baseline-v2"
  }
}