Download models/train_report.json from aryapatil/trinetra-data: direct link, hf CLI and curl.
- Browser
- Download file 17.3 kB
-
https://huggingface.co/datasets/aryapatil/trinetra-data/resolve/main/models/train_report.json
- Command line
-
hf download hf://datasets/aryapatil/trinetra-data/models/train_report.json
-
curl -L -o train_report.json https://huggingface.co/datasets/aryapatil/trinetra-data/resolve/main/models/train_report.json
17.3 kB
| { | |
| "config": { | |
| "epochs": 16, | |
| "size": 96, | |
| "seq": 6, | |
| "batch": 24, | |
| "lr": 0.002, | |
| "weight_decay": 0.0001, | |
| "max_storms": 90, | |
| "holdout_seasons": 4, | |
| "threads": 8, | |
| "seed": 0, | |
| "out": "/Users/arya/Documents/College/projects/trinetra/data/models/trinetra.pt" | |
| }, | |
| "model_version": "trinetra-0.4.1", | |
| "parameters": 585485, | |
| "split": { | |
| "protocol": "chronological holdout", | |
| "test_seasons": [ | |
| 2021, | |
| 2022, | |
| 2023, | |
| 2024 | |
| ], | |
| "train_fixes": 4890, | |
| "test_fixes": 797, | |
| "group_key": "sid" | |
| }, | |
| "provenance_warning": "The image channels are generated by this project's own forward model. The analysis metrics below therefore measure how well the network inverts that forward model and validate the pipeline. They are not a claim about satellite intensity estimation. The forecast table, which runs on real best-track predictors, is.", | |
| "history": [ | |
| { | |
| "epoch": 1, | |
| "seconds": 262.7, | |
| "train_loss": 3.2294, | |
| "test_vmax_rmse": 16.697, | |
| "test_centre_median_km": 60.01, | |
| "test_category_macro_f1": 0.0918, | |
| "test_ri_auc": 0.6233, | |
| "losses": { | |
| "vmax": 0.1906, | |
| "pmin": 0.2087, | |
| "category": 0.5514, | |
| "detection": 0.2796, | |
| "dvorak": 0.9707, | |
| "regime": 0.5778, | |
| "ri": 0.3215, | |
| "reintensify": 0.108, | |
| "centre": 1.5646 | |
| } | |
| }, | |
| { | |
| "epoch": 2, | |
| "seconds": 264.7, | |
| "train_loss": 1.2147, | |
| "test_vmax_rmse": 5.758, | |
| "test_centre_median_km": 68.23, | |
| "test_category_macro_f1": 0.3888, | |
| "test_ri_auc": 0.7957, | |
| "losses": { | |
| "vmax": -0.8606, | |
| "pmin": -0.6238, | |
| "category": 0.3345, | |
| "detection": 0.2286, | |
| "dvorak": 0.5528, | |
| "regime": 0.346, | |
| "ri": 0.3007, | |
| "reintensify": 0.0724, | |
| "centre": 1.3475 | |
| } | |
| }, | |
| { | |
| "epoch": 3, | |
| "seconds": 426.7, | |
| "train_loss": 1.0282, | |
| "test_vmax_rmse": 6.307, | |
| "test_centre_median_km": 73.84, | |
| "test_category_macro_f1": 0.5431, | |
| "test_ri_auc": 0.7981, | |
| "losses": { | |
| "vmax": -0.8114, | |
| "pmin": -0.6508, | |
| "category": 0.2163, | |
| "detection": 0.2256, | |
| "dvorak": 0.3842, | |
| "regime": 0.2809, | |
| "ri": 0.2921, | |
| "reintensify": 0.0492, | |
| "centre": 1.285 | |
| } | |
| }, | |
| { | |
| "epoch": 4, | |
| "seconds": 277.5, | |
| "train_loss": 0.9945, | |
| "test_vmax_rmse": 19.661, | |
| "test_centre_median_km": 70.33, | |
| "test_category_macro_f1": 0.1396, | |
| "test_ri_auc": 0.7394, | |
| "losses": { | |
| "vmax": -0.7807, | |
| "pmin": -0.6285, | |
| "category": 0.1833, | |
| "detection": 0.2203, | |
| "dvorak": 0.3431, | |
| "regime": 0.2428, | |
| "ri": 0.2938, | |
| "reintensify": 0.054, | |
| "centre": 1.2639 | |
| } | |
| }, | |
| { | |
| "epoch": 5, | |
| "seconds": 277.3, | |
| "train_loss": 0.8001, | |
| "test_vmax_rmse": 8.315, | |
| "test_centre_median_km": 74.06, | |
| "test_category_macro_f1": 0.4909, | |
| "test_ri_auc": 0.8132, | |
| "losses": { | |
| "vmax": -0.9105, | |
| "pmin": -0.6826, | |
| "category": 0.1695, | |
| "detection": 0.2017, | |
| "dvorak": 0.2996, | |
| "regime": 0.22, | |
| "ri": 0.2969, | |
| "reintensify": 0.04, | |
| "centre": 1.2583 | |
| } | |
| }, | |
| { | |
| "epoch": 6, | |
| "seconds": 269.1, | |
| "train_loss": 0.2793, | |
| "test_vmax_rmse": 11.835, | |
| "test_centre_median_km": 74.65, | |
| "test_category_macro_f1": 0.5106, | |
| "test_ri_auc": 0.8122, | |
| "losses": { | |
| "vmax": -1.2552, | |
| "pmin": -0.8972, | |
| "category": 0.1114, | |
| "detection": 0.1939, | |
| "dvorak": 0.2371, | |
| "regime": 0.2031, | |
| "ri": 0.2811, | |
| "reintensify": 0.0342, | |
| "centre": 1.2431 | |
| } | |
| }, | |
| { | |
| "epoch": 7, | |
| "seconds": 312.3, | |
| "train_loss": 0.0991, | |
| "test_vmax_rmse": 5.952, | |
| "test_centre_median_km": 75.27, | |
| "test_category_macro_f1": 0.7046, | |
| "test_ri_auc": 0.8498, | |
| "losses": { | |
| "vmax": -1.3524, | |
| "pmin": -0.9729, | |
| "category": 0.0952, | |
| "detection": 0.1791, | |
| "dvorak": 0.2016, | |
| "regime": 0.1783, | |
| "ri": 0.2731, | |
| "reintensify": 0.0335, | |
| "centre": 1.234 | |
| } | |
| }, | |
| { | |
| "epoch": 8, | |
| "seconds": 316.4, | |
| "train_loss": -0.3797, | |
| "test_vmax_rmse": 3.704, | |
| "test_centre_median_km": 75.2, | |
| "test_category_macro_f1": 0.8097, | |
| "test_ri_auc": 0.8469, | |
| "losses": { | |
| "vmax": -1.7193, | |
| "pmin": -1.122, | |
| "category": 0.0658, | |
| "detection": 0.1729, | |
| "dvorak": 0.1571, | |
| "regime": 0.1674, | |
| "ri": 0.2571, | |
| "reintensify": 0.0233, | |
| "centre": 1.2318 | |
| } | |
| }, | |
| { | |
| "epoch": 9, | |
| "seconds": 331.4, | |
| "train_loss": -0.3634, | |
| "test_vmax_rmse": 2.869, | |
| "test_centre_median_km": 74.92, | |
| "test_category_macro_f1": 0.8731, | |
| "test_ri_auc": 0.878, | |
| "losses": { | |
| "vmax": -1.6792, | |
| "pmin": -1.1403, | |
| "category": 0.0664, | |
| "detection": 0.1669, | |
| "dvorak": 0.1599, | |
| "regime": 0.1612, | |
| "ri": 0.2523, | |
| "reintensify": 0.0245, | |
| "centre": 1.2242 | |
| } | |
| }, | |
| { | |
| "epoch": 10, | |
| "seconds": 305.3, | |
| "train_loss": -0.6989, | |
| "test_vmax_rmse": 3.349, | |
| "test_centre_median_km": 73.69, | |
| "test_category_macro_f1": 0.8731, | |
| "test_ri_auc": 0.8662, | |
| "losses": { | |
| "vmax": -1.963, | |
| "pmin": -1.2298, | |
| "category": 0.0518, | |
| "detection": 0.1672, | |
| "dvorak": 0.142, | |
| "regime": 0.1535, | |
| "ri": 0.2548, | |
| "reintensify": 0.0212, | |
| "centre": 1.2238 | |
| } | |
| }, | |
| { | |
| "epoch": 11, | |
| "seconds": 294.6, | |
| "train_loss": -0.8486, | |
| "test_vmax_rmse": 2.194, | |
| "test_centre_median_km": 74.97, | |
| "test_category_macro_f1": 0.9045, | |
| "test_ri_auc": 0.8972, | |
| "losses": { | |
| "vmax": -2.0644, | |
| "pmin": -1.2628, | |
| "category": 0.0444, | |
| "detection": 0.1609, | |
| "dvorak": 0.1319, | |
| "regime": 0.1406, | |
| "ri": 0.2398, | |
| "reintensify": 0.0196, | |
| "centre": 1.2177 | |
| } | |
| }, | |
| { | |
| "epoch": 12, | |
| "seconds": 305.0, | |
| "train_loss": -0.9565, | |
| "test_vmax_rmse": 2.154, | |
| "test_centre_median_km": 74.67, | |
| "test_category_macro_f1": 0.9131, | |
| "test_ri_auc": 0.8893, | |
| "losses": { | |
| "vmax": -2.1422, | |
| "pmin": -1.2967, | |
| "category": 0.0394, | |
| "detection": 0.1567, | |
| "dvorak": 0.1264, | |
| "regime": 0.132, | |
| "ri": 0.2346, | |
| "reintensify": 0.0206, | |
| "centre": 1.2158 | |
| } | |
| }, | |
| { | |
| "epoch": 13, | |
| "seconds": 314.6, | |
| "train_loss": -1.2226, | |
| "test_vmax_rmse": 1.937, | |
| "test_centre_median_km": 74.84, | |
| "test_category_macro_f1": 0.9193, | |
| "test_ri_auc": 0.8937, | |
| "losses": { | |
| "vmax": -2.3536, | |
| "pmin": -1.3821, | |
| "category": 0.0297, | |
| "detection": 0.1565, | |
| "dvorak": 0.1125, | |
| "regime": 0.1268, | |
| "ri": 0.2283, | |
| "reintensify": 0.0187, | |
| "centre": 1.2129 | |
| } | |
| }, | |
| { | |
| "epoch": 14, | |
| "seconds": 271.5, | |
| "train_loss": -1.2964, | |
| "test_vmax_rmse": 1.782, | |
| "test_centre_median_km": 74.56, | |
| "test_category_macro_f1": 0.9379, | |
| "test_ri_auc": 0.896, | |
| "losses": { | |
| "vmax": -2.4082, | |
| "pmin": -1.3989, | |
| "category": 0.0297, | |
| "detection": 0.1553, | |
| "dvorak": 0.111, | |
| "regime": 0.1202, | |
| "ri": 0.2223, | |
| "reintensify": 0.015, | |
| "centre": 1.2107 | |
| } | |
| }, | |
| { | |
| "epoch": 15, | |
| "seconds": 265.4, | |
| "train_loss": -1.4519, | |
| "test_vmax_rmse": 1.501, | |
| "test_centre_median_km": 74.06, | |
| "test_category_macro_f1": 0.9441, | |
| "test_ri_auc": 0.8895, | |
| "losses": { | |
| "vmax": -2.5346, | |
| "pmin": -1.4497, | |
| "category": 0.0227, | |
| "detection": 0.1501, | |
| "dvorak": 0.1032, | |
| "regime": 0.1167, | |
| "ri": 0.2234, | |
| "reintensify": 0.0143, | |
| "centre": 1.2106 | |
| } | |
| }, | |
| { | |
| "epoch": 16, | |
| "seconds": 302.2, | |
| "train_loss": -1.5266, | |
| "test_vmax_rmse": 1.47, | |
| "test_centre_median_km": 74.41, | |
| "test_category_macro_f1": 0.9442, | |
| "test_ri_auc": 0.8916, | |
| "losses": { | |
| "vmax": -2.5886, | |
| "pmin": -1.4856, | |
| "category": 0.0226, | |
| "detection": 0.1509, | |
| "dvorak": 0.1039, | |
| "regime": 0.1157, | |
| "ri": 0.218, | |
| "reintensify": 0.0152, | |
| "centre": 1.2089 | |
| } | |
| } | |
| ], | |
| "analysis": { | |
| "vmax_rmse_ci": { | |
| "point": 1.4703, | |
| "ci_lo": 1.1621, | |
| "ci_hi": 1.7115, | |
| "level": 0.95 | |
| }, | |
| "vmax": { | |
| "n": 797, | |
| "rmse": 1.4703018038004185, | |
| "mae": 0.871214654843511, | |
| "bias": -0.17624831109902492, | |
| "by_intensity": [ | |
| { | |
| "bin": "17-33 kt (D, DD)", | |
| "n": 409, | |
| "rmse": 0.3575578925104322, | |
| "mae": 0.289021517653337, | |
| "bias": -0.07956730066126891 | |
| }, | |
| { | |
| "bin": "34-47 kt (CS)", | |
| "n": 133, | |
| "rmse": 1.6602709756485998, | |
| "mae": 0.9188454133227355, | |
| "bias": 0.5693306313421493 | |
| }, | |
| { | |
| "bin": "48-63 kt (SCS)", | |
| "n": 109, | |
| "rmse": 2.0554360057264405, | |
| "mae": 1.6879181468158686, | |
| "bias": -1.0440362352843677 | |
| }, | |
| { | |
| "bin": "64-89 kt (VSCS)", | |
| "n": 91, | |
| "rmse": 2.1435155433505075, | |
| "mae": 1.787029517875923, | |
| "bias": 0.12531980577405993 | |
| }, | |
| { | |
| "bin": "90+ kt (ESCS, SuCS)", | |
| "n": 44, | |
| "rmse": 3.0982592273875924, | |
| "mae": 2.3312076221812856, | |
| "bias": -1.9549532803622158 | |
| } | |
| ] | |
| }, | |
| "centre_fix_km": { | |
| "median": 74.41, | |
| "p90": 131.55, | |
| "mean": 76.69, | |
| "first_guess_error_km": 70.0, | |
| "note": "Residual after refining a deliberately offset first guess. The grid is storm-centred, so an unjittered target would be the middle of every sample and the head would score zero without learning anything." | |
| }, | |
| "category": { | |
| "n": 786, | |
| "macro_f1": 0.9442467581129089, | |
| "accuracy": 0.9516539440203562, | |
| "confusion": [ | |
| [ | |
| 236, | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 11, | |
| 161, | |
| 1, | |
| 0, | |
| 0, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 122, | |
| 11, | |
| 0, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 5, | |
| 102, | |
| 2, | |
| 0, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 0, | |
| 2, | |
| 84, | |
| 5, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 1, | |
| 43, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 0, | |
| 0 | |
| ] | |
| ], | |
| "classes": [ | |
| "D", | |
| "DD", | |
| "CS", | |
| "SCS", | |
| "VSCS", | |
| "ESCS", | |
| "SuCS" | |
| ], | |
| "per_class": [ | |
| { | |
| "class": "D", | |
| "support": 236, | |
| "precision": 0.9555, | |
| "recall": 1.0, | |
| "f1": 0.9772 | |
| }, | |
| { | |
| "class": "DD", | |
| "support": 173, | |
| "precision": 1.0, | |
| "recall": 0.9306, | |
| "f1": 0.9641 | |
| }, | |
| { | |
| "class": "CS", | |
| "support": 133, | |
| "precision": 0.9531, | |
| "recall": 0.9173, | |
| "f1": 0.9349 | |
| }, | |
| { | |
| "class": "SCS", | |
| "support": 109, | |
| "precision": 0.887, | |
| "recall": 0.9358, | |
| "f1": 0.9107 | |
| }, | |
| { | |
| "class": "VSCS", | |
| "support": 91, | |
| "precision": 0.9655, | |
| "recall": 0.9231, | |
| "f1": 0.9438 | |
| }, | |
| { | |
| "class": "ESCS", | |
| "support": 44, | |
| "precision": 0.8958, | |
| "recall": 0.9773, | |
| "f1": 0.9348 | |
| }, | |
| { | |
| "class": "SuCS", | |
| "support": 0, | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0 | |
| } | |
| ] | |
| }, | |
| "regime": { | |
| "n": 797, | |
| "macro_f1": 0.7842036779457068, | |
| "accuracy": 0.8569636135508155, | |
| "confusion": [ | |
| [ | |
| 252, | |
| 0, | |
| 10, | |
| 0 | |
| ], | |
| [ | |
| 6, | |
| 226, | |
| 48, | |
| 0 | |
| ], | |
| [ | |
| 7, | |
| 43, | |
| 30, | |
| 0 | |
| ], | |
| [ | |
| 0, | |
| 0, | |
| 0, | |
| 175 | |
| ] | |
| ], | |
| "classes": [ | |
| "maritime_mature", | |
| "sheared", | |
| "post_landfall_remnant", | |
| "over_land" | |
| ], | |
| "per_class": [ | |
| { | |
| "class": "maritime_mature", | |
| "support": 262, | |
| "precision": 0.9509, | |
| "recall": 0.9618, | |
| "f1": 0.9564 | |
| }, | |
| { | |
| "class": "sheared", | |
| "support": 280, | |
| "precision": 0.8401, | |
| "recall": 0.8071, | |
| "f1": 0.8233 | |
| }, | |
| { | |
| "class": "post_landfall_remnant", | |
| "support": 80, | |
| "precision": 0.3409, | |
| "recall": 0.375, | |
| "f1": 0.3571 | |
| }, | |
| { | |
| "class": "over_land", | |
| "support": 175, | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0 | |
| } | |
| ] | |
| }, | |
| "conformal_vmax": { | |
| "level": 0.9, | |
| "half_width_kt": 2.51, | |
| "empirical_coverage": 0.9021, | |
| "by_intensity": { | |
| "0-34": { | |
| "quantile": 0.576, | |
| "n": 420, | |
| "coverage": 0.9024 | |
| }, | |
| "34-48": { | |
| "quantile": 2.79, | |
| "n": 133, | |
| "coverage": 0.9098 | |
| }, | |
| "48-64": { | |
| "quantile": 3.265, | |
| "n": 109, | |
| "coverage": 0.9083 | |
| }, | |
| "64-90": { | |
| "quantile": 3.292, | |
| "n": 91, | |
| "coverage": 0.9121 | |
| }, | |
| "90-inf": { | |
| "quantile": 5.9, | |
| "n": 44, | |
| "coverage": 0.9318 | |
| } | |
| } | |
| } | |
| }, | |
| "ri_head": { | |
| "n": 677, | |
| "base_rate": 0.056129985228951254, | |
| "mean_forecast": 0.04830054006273678, | |
| "brier": 0.04270414029803309, | |
| "brier_skill_score": 0.193948360157433, | |
| "roc_auc": 0.8915657688822997, | |
| "reliability": [ | |
| { | |
| "bin_lo": 0.0, | |
| "bin_hi": 0.1, | |
| "n": 557, | |
| "mean_forecast": 0.0168, | |
| "observed_frequency": 0.0215 | |
| }, | |
| { | |
| "bin_lo": 0.1, | |
| "bin_hi": 0.2, | |
| "n": 55, | |
| "mean_forecast": 0.1419, | |
| "observed_frequency": 0.0727 | |
| }, | |
| { | |
| "bin_lo": 0.2, | |
| "bin_hi": 0.3, | |
| "n": 31, | |
| "mean_forecast": 0.2414, | |
| "observed_frequency": 0.1935 | |
| }, | |
| { | |
| "bin_lo": 0.3, | |
| "bin_hi": 0.4, | |
| "n": 18, | |
| "mean_forecast": 0.3425, | |
| "observed_frequency": 0.4444 | |
| }, | |
| { | |
| "bin_lo": 0.4, | |
| "bin_hi": 0.5, | |
| "n": 16, | |
| "mean_forecast": 0.4477, | |
| "observed_frequency": 0.5 | |
| } | |
| ], | |
| "contingency": { | |
| "threshold": 0.45, | |
| "hits": 4, | |
| "misses": 34, | |
| "false_alarms": 3, | |
| "correct_negatives": 636, | |
| "pod": 0.1053, | |
| "far": 0.4286, | |
| "csi": 0.0976, | |
| "forecasts_issued": 7 | |
| }, | |
| "cost_loss": [ | |
| { | |
| "cost_loss_ratio": 0.05, | |
| "value": 0.5962 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.1, | |
| "value": 0.4532 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.15, | |
| "value": 0.3947 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.2, | |
| "value": 0.3289 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.25, | |
| "value": 0.2982 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.3, | |
| "value": 0.2632 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.35, | |
| "value": 0.2227 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.4, | |
| "value": 0.1754 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.45, | |
| "value": 0.1196 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.5, | |
| "value": 0.0526 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.55, | |
| "value": 0.0351 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.6, | |
| "value": 0.0132 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.65, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.7, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.75, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.8, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.85, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.9, | |
| "value": 0.0 | |
| }, | |
| { | |
| "cost_loss_ratio": 0.95, | |
| "value": 0.0 | |
| } | |
| ] | |
| }, | |
| "dvorak_head": { | |
| "status": "unvalidated", | |
| "reason": "Scene labels are weak, derived from the IMD CI number rather than from the CIMSS ADT archive, which was not pulled. No hand-labelled seed set exists, so the head is trained and served but not scored." | |
| } | |
| } |