mirror of
https://github.com/RYDE-WORK/lnp_ml.git
synced 2026-09-18 20:33:18 +08:00
287 lines
7.7 KiB
JSON
287 lines
7.7 KiB
JSON
{
|
|
"fold_results": [
|
|
{
|
|
"fold": 0,
|
|
"test_metrics": {
|
|
"size": {
|
|
"n_samples": 83,
|
|
"mse": 1.368858521000182,
|
|
"rmse": 1.1699822737974204,
|
|
"mae": 0.48265016079386586,
|
|
"r2": 0.16222489685168928
|
|
},
|
|
"delivery": {
|
|
"n_samples": 58,
|
|
"mse": 0.4106486248647463,
|
|
"rmse": 0.6408187145088275,
|
|
"mae": 0.4092221012826776,
|
|
"r2": 0.4780408138229023
|
|
},
|
|
"toxic": {
|
|
"n_samples": 58,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"pdi": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.8095238095238095,
|
|
"precision": 0.7797101449275362,
|
|
"recall": 0.7063435495367071,
|
|
"f1": 0.7279352226720648
|
|
},
|
|
"ee": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.75,
|
|
"precision": 0.6912280701754385,
|
|
"recall": 0.6471428571428571,
|
|
"f1": 0.6631611379274931
|
|
},
|
|
"biodist": {
|
|
"n_samples": 58,
|
|
"kl_divergence": 0.16366098804686893,
|
|
"js_divergence": 0.0359968761663274
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"fold": 1,
|
|
"test_metrics": {
|
|
"size": {
|
|
"n_samples": 84,
|
|
"mse": 0.30493822479834903,
|
|
"rmse": 0.5522121193874225,
|
|
"mae": 0.34891908283267253,
|
|
"r2": 0.0688270762246912
|
|
},
|
|
"delivery": {
|
|
"n_samples": 61,
|
|
"mse": 0.7776284206466513,
|
|
"rmse": 0.8818324220886026,
|
|
"mae": 0.519796750021438,
|
|
"r2": 0.4113913613868899
|
|
},
|
|
"toxic": {
|
|
"n_samples": 61,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"pdi": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.7619047619047619,
|
|
"precision": 0.6711111111111111,
|
|
"recall": 0.5873015873015873,
|
|
"f1": 0.5942028985507246
|
|
},
|
|
"ee": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.6785714285714286,
|
|
"precision": 0.6062341913405743,
|
|
"recall": 0.6071785357499643,
|
|
"f1": 0.6041666666666666
|
|
},
|
|
"biodist": {
|
|
"n_samples": 61,
|
|
"kl_divergence": 0.1177531067102451,
|
|
"js_divergence": 0.027774748827162937
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"fold": 2,
|
|
"test_metrics": {
|
|
"size": {
|
|
"n_samples": 84,
|
|
"mse": 0.3089202253953697,
|
|
"rmse": 0.5558059242175902,
|
|
"mae": 0.3994691472061615,
|
|
"r2": 0.3898880719888205
|
|
},
|
|
"delivery": {
|
|
"n_samples": 60,
|
|
"mse": 0.6215887874238653,
|
|
"rmse": 0.7884090229213928,
|
|
"mae": 0.4654098044336172,
|
|
"r2": 0.17255759426449502
|
|
},
|
|
"toxic": {
|
|
"n_samples": 61,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"pdi": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.7261904761904762,
|
|
"precision": 0.6428571428571428,
|
|
"recall": 0.6385630498533724,
|
|
"f1": 0.6405581395348837
|
|
},
|
|
"ee": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.6547619047619048,
|
|
"precision": 0.5676343636869953,
|
|
"recall": 0.5378151260504201,
|
|
"f1": 0.5491025070464323
|
|
},
|
|
"biodist": {
|
|
"n_samples": 60,
|
|
"kl_divergence": 0.11869463263891707,
|
|
"js_divergence": 0.02929511833384903
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"fold": 3,
|
|
"test_metrics": {
|
|
"size": {
|
|
"n_samples": 83,
|
|
"mse": 1.6827545971608378,
|
|
"rmse": 1.2972103133882484,
|
|
"mae": 0.5269114175759023,
|
|
"r2": 0.048221123148072476
|
|
},
|
|
"delivery": {
|
|
"n_samples": 59,
|
|
"mse": 0.8527625246024667,
|
|
"rmse": 0.9234514197306032,
|
|
"mae": 0.5525073854104011,
|
|
"r2": 0.1710134699931437
|
|
},
|
|
"toxic": {
|
|
"n_samples": 60,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"pdi": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.75,
|
|
"precision": 0.6676909569798068,
|
|
"recall": 0.6400293255131965,
|
|
"f1": 0.6493738819320214
|
|
},
|
|
"ee": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.6309523809523809,
|
|
"precision": 0.5132964178288214,
|
|
"recall": 0.49489693313222727,
|
|
"f1": 0.4975934917795383
|
|
},
|
|
"biodist": {
|
|
"n_samples": 60,
|
|
"kl_divergence": 0.1458100103551393,
|
|
"js_divergence": 0.034398655034422854
|
|
}
|
|
}
|
|
},
|
|
{
|
|
"fold": 4,
|
|
"test_metrics": {
|
|
"size": {
|
|
"n_samples": 84,
|
|
"mse": 0.539048457673242,
|
|
"rmse": 0.7341991948192548,
|
|
"mae": 0.41399459761950447,
|
|
"r2": 0.27868624280784415
|
|
},
|
|
"delivery": {
|
|
"n_samples": 58,
|
|
"mse": 0.8685551446715326,
|
|
"rmse": 0.9319630597140278,
|
|
"mae": 0.48785093074168856,
|
|
"r2": 0.16012146519578374
|
|
},
|
|
"toxic": {
|
|
"n_samples": 59,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"pdi": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.7380952380952381,
|
|
"precision": 0.6515151515151515,
|
|
"recall": 0.6319648093841642,
|
|
"f1": 0.6390625
|
|
},
|
|
"ee": {
|
|
"n_samples": 84,
|
|
"accuracy": 0.6785714285714286,
|
|
"precision": 0.6048840048840048,
|
|
"recall": 0.6175213675213675,
|
|
"f1": 0.6107062011796588
|
|
},
|
|
"biodist": {
|
|
"n_samples": 58,
|
|
"kl_divergence": 0.12253709805850461,
|
|
"js_divergence": 0.03003058068886421
|
|
}
|
|
}
|
|
}
|
|
],
|
|
"summary_stats": {
|
|
"size": {
|
|
"mse_mean": 0.840904005205596,
|
|
"mse_std": 0.5742527703456151,
|
|
"rmse_mean": 0.8618819651219873,
|
|
"rmse_std": 0.3131508955808008,
|
|
"mae_mean": 0.4343888812056213,
|
|
"mae_std": 0.06297614136064734,
|
|
"r2_mean": 0.1895694822042235,
|
|
"r2_std": 0.12913183030644884
|
|
},
|
|
"delivery": {
|
|
"mse_mean": 0.7062367004418524,
|
|
"mse_std": 0.17172737219125497,
|
|
"rmse_mean": 0.8332949277926908,
|
|
"rmse_std": 0.1088864718724354,
|
|
"mae_mean": 0.4869573943779645,
|
|
"mae_std": 0.048750584479951106,
|
|
"r2_mean": 0.27862494093264295,
|
|
"r2_std": 0.13730782732933916
|
|
},
|
|
"toxic": {
|
|
"accuracy_mean": 1.0,
|
|
"accuracy_std": 0.0,
|
|
"precision_mean": 1.0,
|
|
"precision_std": 0.0,
|
|
"recall_mean": 1.0,
|
|
"recall_std": 0.0,
|
|
"f1_mean": 1.0,
|
|
"f1_std": 0.0
|
|
},
|
|
"pdi": {
|
|
"accuracy_mean": 0.7571428571428571,
|
|
"accuracy_std": 0.02876915707998708,
|
|
"precision_mean": 0.6825769014781496,
|
|
"precision_std": 0.04965967017816626,
|
|
"recall_mean": 0.6408404643178055,
|
|
"recall_std": 0.03805702915009694,
|
|
"f1_mean": 0.6502265285379389,
|
|
"f1_std": 0.04335003701571735
|
|
},
|
|
"ee": {
|
|
"accuracy_mean": 0.6785714285714286,
|
|
"accuracy_std": 0.03984095364447979,
|
|
"precision_mean": 0.5966554095831669,
|
|
"precision_std": 0.05812812328518918,
|
|
"recall_mean": 0.5809109639193673,
|
|
"recall_std": 0.055986847376187095,
|
|
"f1_mean": 0.5849460009199577,
|
|
"f1_std": 0.056684824199185184
|
|
},
|
|
"biodist": {
|
|
"kl_divergence_mean": 0.13369116716193502,
|
|
"kl_divergence_std": 0.01815702398766046,
|
|
"js_divergence_mean": 0.031499195810125294,
|
|
"js_divergence_std": 0.0031471347478191324
|
|
}
|
|
}
|
|
} |