Upload traffic_repro_results.json with huggingface_hub
Browse files- traffic_repro_results.json +313 -0
traffic_repro_results.json
ADDED
|
@@ -0,0 +1,313 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"config": {
|
| 3 |
+
"epochs": 60,
|
| 4 |
+
"include_no_dcl": false,
|
| 5 |
+
"repo_id": "Srishti280992/repro-fluxnet-results",
|
| 6 |
+
"scale": "full",
|
| 7 |
+
"seeds": "42,7,1234"
|
| 8 |
+
},
|
| 9 |
+
"dataset": {
|
| 10 |
+
"base_dir": "/traffic_repro_work/traffic_flow_dataset",
|
| 11 |
+
"category_config": {
|
| 12 |
+
"Case1": {
|
| 13 |
+
"test": 15,
|
| 14 |
+
"total": 38,
|
| 15 |
+
"train": 15,
|
| 16 |
+
"val": 8
|
| 17 |
+
},
|
| 18 |
+
"Case2A": {
|
| 19 |
+
"test": 15,
|
| 20 |
+
"total": 37,
|
| 21 |
+
"train": 15,
|
| 22 |
+
"val": 7
|
| 23 |
+
},
|
| 24 |
+
"Case2B": {
|
| 25 |
+
"test": 15,
|
| 26 |
+
"total": 38,
|
| 27 |
+
"train": 15,
|
| 28 |
+
"val": 8
|
| 29 |
+
},
|
| 30 |
+
"Case3_0": {
|
| 31 |
+
"test": 10,
|
| 32 |
+
"total": 25,
|
| 33 |
+
"train": 10,
|
| 34 |
+
"val": 5
|
| 35 |
+
},
|
| 36 |
+
"Case3m": {
|
| 37 |
+
"test": 15,
|
| 38 |
+
"total": 38,
|
| 39 |
+
"train": 15,
|
| 40 |
+
"val": 8
|
| 41 |
+
},
|
| 42 |
+
"Case3p": {
|
| 43 |
+
"test": 15,
|
| 44 |
+
"total": 37,
|
| 45 |
+
"train": 15,
|
| 46 |
+
"val": 7
|
| 47 |
+
},
|
| 48 |
+
"Case4": {
|
| 49 |
+
"test": 15,
|
| 50 |
+
"total": 37,
|
| 51 |
+
"train": 15,
|
| 52 |
+
"val": 7
|
| 53 |
+
}
|
| 54 |
+
},
|
| 55 |
+
"dt_fixed": 0.016,
|
| 56 |
+
"nx_saved": 256,
|
| 57 |
+
"saved_times": 26,
|
| 58 |
+
"test": 100,
|
| 59 |
+
"train": 100,
|
| 60 |
+
"val": 50
|
| 61 |
+
},
|
| 62 |
+
"job": {
|
| 63 |
+
"flavor": null,
|
| 64 |
+
"id": "6a6bd59f23ed89c748ec8916"
|
| 65 |
+
},
|
| 66 |
+
"official_commit": "ec0cafe3bb48cb7f2497723c5e12c6ebc518442c",
|
| 67 |
+
"official_repo": "https://github.com/Lan-zs/FluxNet.git",
|
| 68 |
+
"results": {
|
| 69 |
+
"aggregate": {
|
| 70 |
+
"CNN_1D_residual_pf": {
|
| 71 |
+
"cons_T1_mean": 0.024388238787651062,
|
| 72 |
+
"mae_T1_mean": 0.015737890265882015,
|
| 73 |
+
"max_value_worst": 1.134814739227295,
|
| 74 |
+
"min_value_worst": -0.25992003083229065,
|
| 75 |
+
"n_seeds": 3,
|
| 76 |
+
"viol_lower_T1_mean": 3.4830729166666665,
|
| 77 |
+
"viol_upper_T1_mean": 1.05859375
|
| 78 |
+
},
|
| 79 |
+
"FluxNet_D_1D_pf": {
|
| 80 |
+
"cons_T1_mean": 9.434803397804596e-08,
|
| 81 |
+
"mae_T1_mean": 0.005789112610121568,
|
| 82 |
+
"max_value_worst": 1.003267765045166,
|
| 83 |
+
"min_value_worst": -0.016458334401249886,
|
| 84 |
+
"n_seeds": 3,
|
| 85 |
+
"viol_lower_T1_mean": 0.026041666666666668,
|
| 86 |
+
"viol_upper_T1_mean": 0.0859375
|
| 87 |
+
}
|
| 88 |
+
},
|
| 89 |
+
"claim4_summary": {
|
| 90 |
+
"conservation_reduction_cnn_over_fluxnet": 258492.28393382326,
|
| 91 |
+
"fluxnet_beats_cnn": true,
|
| 92 |
+
"mae_improvement_ratio_cnn_over_fluxnet": 2.7185324117492904
|
| 93 |
+
},
|
| 94 |
+
"runs": {
|
| 95 |
+
"CNN_1D_residual_pf_seed1234": {
|
| 96 |
+
"elapsed_seconds": 564.724668264389,
|
| 97 |
+
"model": "CNN_1D_residual_pf",
|
| 98 |
+
"result": {
|
| 99 |
+
"evaluation": {
|
| 100 |
+
"rollout": {
|
| 101 |
+
"cons_drift_max": 0.19399671256542206,
|
| 102 |
+
"cons_drift_mean": 0.011927550658583641,
|
| 103 |
+
"mae": 0.00843362882733345,
|
| 104 |
+
"mae_std": 0.00396785419434309,
|
| 105 |
+
"rmse": 0.016734356060624123,
|
| 106 |
+
"viol_lower": 1.96640625,
|
| 107 |
+
"viol_upper": 0.27546875
|
| 108 |
+
}
|
| 109 |
+
},
|
| 110 |
+
"experiment_name": "CNN_1D_residual_pf_seed1234",
|
| 111 |
+
"training": {
|
| 112 |
+
"best_loss": 2.0859925855072078e-05,
|
| 113 |
+
"total_time": 555.4302668571472
|
| 114 |
+
}
|
| 115 |
+
},
|
| 116 |
+
"rollout_detail": {
|
| 117 |
+
"cond_magnitude_lower_mean": 0.0413985550403595,
|
| 118 |
+
"cond_magnitude_upper_mean": 0.012283140793442726,
|
| 119 |
+
"cons_drift_at_T1.0": 0.029679426923394203,
|
| 120 |
+
"cons_drift_at_T1.0_std": 0.04211048409342766,
|
| 121 |
+
"mae_at_T1.0": 0.017174826934933662,
|
| 122 |
+
"mae_at_T1.0_std": 0.010642568580806255,
|
| 123 |
+
"max_value_overall": 1.0661072731018066,
|
| 124 |
+
"min_value_overall": -0.25992003083229065,
|
| 125 |
+
"rmse_at_T1.0": 0.03399643301963806,
|
| 126 |
+
"viol_lower_at_T1.0": 4.04296875,
|
| 127 |
+
"viol_upper_at_T1.0": 0.171875
|
| 128 |
+
},
|
| 129 |
+
"seed": 1234
|
| 130 |
+
},
|
| 131 |
+
"CNN_1D_residual_pf_seed42": {
|
| 132 |
+
"elapsed_seconds": 566.8233799934387,
|
| 133 |
+
"model": "CNN_1D_residual_pf",
|
| 134 |
+
"result": {
|
| 135 |
+
"evaluation": {
|
| 136 |
+
"rollout": {
|
| 137 |
+
"cons_drift_max": 0.12820959091186523,
|
| 138 |
+
"cons_drift_mean": 0.012808656319975853,
|
| 139 |
+
"mae": 0.008729789406061172,
|
| 140 |
+
"mae_std": 0.004142988007515669,
|
| 141 |
+
"rmse": 0.013710778206586838,
|
| 142 |
+
"viol_lower": 1.873125,
|
| 143 |
+
"viol_upper": 0.6971875
|
| 144 |
+
}
|
| 145 |
+
},
|
| 146 |
+
"experiment_name": "CNN_1D_residual_pf_seed42",
|
| 147 |
+
"training": {
|
| 148 |
+
"best_loss": 1.8895205891677698e-05,
|
| 149 |
+
"total_time": 557.8745718002319
|
| 150 |
+
}
|
| 151 |
+
},
|
| 152 |
+
"rollout_detail": {
|
| 153 |
+
"cond_magnitude_lower_mean": 0.04179693013429642,
|
| 154 |
+
"cond_magnitude_upper_mean": 0.032213952392339706,
|
| 155 |
+
"cons_drift_at_T1.0": 0.02373262494802475,
|
| 156 |
+
"cons_drift_at_T1.0_std": 0.02824082411825657,
|
| 157 |
+
"mae_at_T1.0": 0.015851372852921486,
|
| 158 |
+
"mae_at_T1.0_std": 0.008460493758320808,
|
| 159 |
+
"max_value_overall": 1.0961623191833496,
|
| 160 |
+
"min_value_overall": -0.18485039472579956,
|
| 161 |
+
"rmse_at_T1.0": 0.023853372782468796,
|
| 162 |
+
"viol_lower_at_T1.0": 3.58984375,
|
| 163 |
+
"viol_upper_at_T1.0": 1.48046875
|
| 164 |
+
},
|
| 165 |
+
"seed": 42
|
| 166 |
+
},
|
| 167 |
+
"CNN_1D_residual_pf_seed7": {
|
| 168 |
+
"elapsed_seconds": 572.1237108707428,
|
| 169 |
+
"model": "CNN_1D_residual_pf",
|
| 170 |
+
"result": {
|
| 171 |
+
"evaluation": {
|
| 172 |
+
"rollout": {
|
| 173 |
+
"cons_drift_max": 0.18356847763061523,
|
| 174 |
+
"cons_drift_mean": 0.00917606707662344,
|
| 175 |
+
"mae": 0.007738620042800903,
|
| 176 |
+
"mae_std": 0.0035601325798779726,
|
| 177 |
+
"rmse": 0.014935898594558239,
|
| 178 |
+
"viol_lower": 1.325,
|
| 179 |
+
"viol_upper": 0.74953125
|
| 180 |
+
}
|
| 181 |
+
},
|
| 182 |
+
"experiment_name": "CNN_1D_residual_pf_seed7",
|
| 183 |
+
"training": {
|
| 184 |
+
"best_loss": 2.1502161609643018e-05,
|
| 185 |
+
"total_time": 562.9829602241516
|
| 186 |
+
}
|
| 187 |
+
},
|
| 188 |
+
"rollout_detail": {
|
| 189 |
+
"cond_magnitude_lower_mean": 0.018848353996872902,
|
| 190 |
+
"cond_magnitude_upper_mean": 0.03434077650308609,
|
| 191 |
+
"cons_drift_at_T1.0": 0.019752664491534233,
|
| 192 |
+
"cons_drift_at_T1.0_std": 0.03390964865684509,
|
| 193 |
+
"mae_at_T1.0": 0.014187471009790897,
|
| 194 |
+
"mae_at_T1.0_std": 0.006945018190890551,
|
| 195 |
+
"max_value_overall": 1.134814739227295,
|
| 196 |
+
"min_value_overall": -0.08316238224506378,
|
| 197 |
+
"rmse_at_T1.0": 0.027072733268141747,
|
| 198 |
+
"viol_lower_at_T1.0": 2.81640625,
|
| 199 |
+
"viol_upper_at_T1.0": 1.5234375
|
| 200 |
+
},
|
| 201 |
+
"seed": 7
|
| 202 |
+
},
|
| 203 |
+
"FluxNet_D_1D_pf_seed1234": {
|
| 204 |
+
"elapsed_seconds": 710.0059161186218,
|
| 205 |
+
"model": "FluxNet_D_1D_pf",
|
| 206 |
+
"result": {
|
| 207 |
+
"evaluation": {
|
| 208 |
+
"rollout": {
|
| 209 |
+
"cons_drift_max": 5.606635227195511e-07,
|
| 210 |
+
"cons_drift_mean": 7.948814584324282e-08,
|
| 211 |
+
"mae": 0.002775853034108877,
|
| 212 |
+
"mae_std": 0.0029910358134657145,
|
| 213 |
+
"rmse": 0.006535356864333153,
|
| 214 |
+
"viol_lower": 0.0,
|
| 215 |
+
"viol_upper": 0.0
|
| 216 |
+
}
|
| 217 |
+
},
|
| 218 |
+
"experiment_name": "FluxNet_D_1D_pf_seed1234",
|
| 219 |
+
"training": {
|
| 220 |
+
"best_loss": 5.223892927550409e-06,
|
| 221 |
+
"total_time": 698.4533085823059
|
| 222 |
+
}
|
| 223 |
+
},
|
| 224 |
+
"rollout_detail": {
|
| 225 |
+
"cond_magnitude_lower_mean": 0.0,
|
| 226 |
+
"cond_magnitude_upper_mean": 0.0,
|
| 227 |
+
"cons_drift_at_T1.0": 9.80924568239061e-08,
|
| 228 |
+
"cons_drift_at_T1.0_std": 1.0975738007346081e-07,
|
| 229 |
+
"mae_at_T1.0": 0.004762386903166771,
|
| 230 |
+
"mae_at_T1.0_std": 0.0058407261967659,
|
| 231 |
+
"max_value_overall": 0.9955649375915527,
|
| 232 |
+
"min_value_overall": 0.002530885860323906,
|
| 233 |
+
"rmse_at_T1.0": 0.011559187434613705,
|
| 234 |
+
"viol_lower_at_T1.0": 0.0,
|
| 235 |
+
"viol_upper_at_T1.0": 0.0
|
| 236 |
+
},
|
| 237 |
+
"seed": 1234
|
| 238 |
+
},
|
| 239 |
+
"FluxNet_D_1D_pf_seed42": {
|
| 240 |
+
"elapsed_seconds": 689.9643428325653,
|
| 241 |
+
"model": "FluxNet_D_1D_pf",
|
| 242 |
+
"result": {
|
| 243 |
+
"evaluation": {
|
| 244 |
+
"rollout": {
|
| 245 |
+
"cons_drift_max": 4.88780699470226e-07,
|
| 246 |
+
"cons_drift_mean": 8.01248702941848e-08,
|
| 247 |
+
"mae": 0.004605778958648443,
|
| 248 |
+
"mae_std": 0.003298009280115366,
|
| 249 |
+
"rmse": 0.011749223805963993,
|
| 250 |
+
"viol_lower": 0.05546875,
|
| 251 |
+
"viol_upper": 0.00046875
|
| 252 |
+
}
|
| 253 |
+
},
|
| 254 |
+
"experiment_name": "FluxNet_D_1D_pf_seed42",
|
| 255 |
+
"training": {
|
| 256 |
+
"best_loss": 8.491963662684363e-06,
|
| 257 |
+
"total_time": 672.9205527305603
|
| 258 |
+
}
|
| 259 |
+
},
|
| 260 |
+
"rollout_detail": {
|
| 261 |
+
"cond_magnitude_lower_mean": 0.00281304819509387,
|
| 262 |
+
"cond_magnitude_upper_mean": 0.0011639992007985711,
|
| 263 |
+
"cons_drift_at_T1.0": 1.0273443251662684e-07,
|
| 264 |
+
"cons_drift_at_T1.0_std": 9.80917036486062e-08,
|
| 265 |
+
"mae_at_T1.0": 0.008346393704414368,
|
| 266 |
+
"mae_at_T1.0_std": 0.005918547045439482,
|
| 267 |
+
"max_value_overall": 1.0017573833465576,
|
| 268 |
+
"min_value_overall": -0.016458334401249886,
|
| 269 |
+
"rmse_at_T1.0": 0.02133667655289173,
|
| 270 |
+
"viol_lower_at_T1.0": 0.078125,
|
| 271 |
+
"viol_upper_at_T1.0": 0.00390625
|
| 272 |
+
},
|
| 273 |
+
"seed": 42
|
| 274 |
+
},
|
| 275 |
+
"FluxNet_D_1D_pf_seed7": {
|
| 276 |
+
"elapsed_seconds": 716.3163285255432,
|
| 277 |
+
"model": "FluxNet_D_1D_pf",
|
| 278 |
+
"result": {
|
| 279 |
+
"evaluation": {
|
| 280 |
+
"rollout": {
|
| 281 |
+
"cons_drift_max": 3.9102457094486454e-07,
|
| 282 |
+
"cons_drift_mean": 7.133578350249081e-08,
|
| 283 |
+
"mae": 0.002512376056984067,
|
| 284 |
+
"mae_std": 0.002063571009784937,
|
| 285 |
+
"rmse": 0.006398065015673637,
|
| 286 |
+
"viol_lower": 0.019375,
|
| 287 |
+
"viol_upper": 0.04171875
|
| 288 |
+
}
|
| 289 |
+
},
|
| 290 |
+
"experiment_name": "FluxNet_D_1D_pf_seed7",
|
| 291 |
+
"training": {
|
| 292 |
+
"best_loss": 4.584088023436421e-06,
|
| 293 |
+
"total_time": 704.7610499858856
|
| 294 |
+
}
|
| 295 |
+
},
|
| 296 |
+
"rollout_detail": {
|
| 297 |
+
"cond_magnitude_lower_mean": 0.0016050373669713736,
|
| 298 |
+
"cond_magnitude_upper_mean": 0.0008638370200060308,
|
| 299 |
+
"cons_drift_at_T1.0": 8.221721259360493e-08,
|
| 300 |
+
"cons_drift_at_T1.0_std": 8.578893329058701e-08,
|
| 301 |
+
"mae_at_T1.0": 0.0042585572227835655,
|
| 302 |
+
"mae_at_T1.0_std": 0.003674666630104184,
|
| 303 |
+
"max_value_overall": 1.003267765045166,
|
| 304 |
+
"min_value_overall": -0.004766663070768118,
|
| 305 |
+
"rmse_at_T1.0": 0.011287877336144447,
|
| 306 |
+
"viol_lower_at_T1.0": 0.0,
|
| 307 |
+
"viol_upper_at_T1.0": 0.25390625
|
| 308 |
+
},
|
| 309 |
+
"seed": 7
|
| 310 |
+
}
|
| 311 |
+
}
|
| 312 |
+
}
|
| 313 |
+
}
|