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guychuk
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flight-jepa-v2

PyTorch
English
trajectory-forecasting
aviation
ads-b
self-supervised
jepa
Model card Files
xet
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flight-jepa-v2
File size: 2,425 Bytes
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{
  "tag": "v3-lam0p0",
  "lambda_jepa": 0.0,
  "beta_nll": 0.5,
  "n_params": 7539335,
  "best_fde_m": 4749.18798828125,
  "final": {
    "in_distribution": {
      "ade_m": 1994.755615234375,
      "fde_m": 4749.18798828125,
      "fde_median_m": 3880.101806640625,
      "nll_xy_z": 557.2731323242188,
      "coverage_95": 0.03274839347503707,
      "n": 8092,
      "miss_rate_500m": 0.9657686604053386,
      "miss_rate_1000m": 0.8800049431537321,
      "miss_rate_2000m": 0.7183638161146811,
      "per_bucket": {
        "delta_30_60": {
          "ade_m": 952.1354370117188,
          "fde_m": 1912.7119140625,
          "coverage_95": 0.07350746268656716,
          "n": 2680
        },
        "delta_60_90": {
          "ade_m": 1882.81298828125,
          "fde_m": 4585.97900390625,
          "coverage_95": 0.023206751054852322,
          "n": 2844
        },
        "delta_90_120": {
          "ade_m": 3121.49609375,
          "fde_m": 7669.412109375,
          "coverage_95": 0.0018228217280349982,
          "n": 2743
        }
      }
    },
    "extrap_delta_180": {
      "ade_m": 5952.7275390625,
      "fde_m": 12219.4443359375,
      "fde_median_m": 11400.162109375,
      "nll_xy_z": 3052.913330078125,
      "coverage_95": 0.0009886307464162135,
      "n": 8092,
      "miss_rate_500m": 0.9997528423133959,
      "miss_rate_1000m": 0.9978991596638656,
      "miss_rate_2000m": 0.9819574888779041
    },
    "extrap_delta_300": {
      "ade_m": 8045.923828125,
      "fde_m": 15148.5400390625,
      "fde_median_m": 13148.4892578125,
      "nll_xy_z": 4974.12548828125,
      "coverage_95": 0.00012357884330202668,
      "n": 8092,
      "miss_rate_500m": 0.999876421156698,
      "miss_rate_1000m": 0.9991349480968859,
      "miss_rate_2000m": 0.9935739001482946
    }
  },
  "args": {
    "airport": "RKSIa",
    "data_dir": "data",
    "tag": "v3-lam0p0",
    "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,
    "beta_nll": 0.5,
    "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": "v3-lam0p0"
  }
}