mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
3719 lines
No EOL
55 KiB
JSON
3719 lines
No EOL
55 KiB
JSON
{
|
|
"Accuracy": 63.18,
|
|
"Time": [
|
|
5.92380520459,
|
|
0.04587982224131009
|
|
],
|
|
"Device": "GeForce GTX 1080 Ti",
|
|
"Param_names": [
|
|
"Identity",
|
|
"+Color",
|
|
"+Sharpness",
|
|
"-Color",
|
|
"-Sharpness",
|
|
"BadColor",
|
|
"BadSharpness"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.218498706817627,
|
|
"val_loss": 2.2329490184783936,
|
|
"acc": 18.73,
|
|
"time": 6.183090807999999,
|
|
"param": [
|
|
{
|
|
"p": 0.14249838888645172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1298711895942688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15839529037475586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14349238574504852,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1493074893951416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13268600404262543,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1437492072582245,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 1.8651695251464844,
|
|
"val_loss": 1.8846642971038818,
|
|
"acc": 31.66,
|
|
"time": 5.999525385999998,
|
|
"param": [
|
|
{
|
|
"p": 0.15260738134384155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13211098313331604,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1626286655664444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13564074039459229,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14436031877994537,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13595467805862427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1366972029209137,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.572074294090271,
|
|
"val_loss": 1.8058578968048096,
|
|
"acc": 35.94,
|
|
"time": 6.153308800000001,
|
|
"param": [
|
|
{
|
|
"p": 0.15895357728004456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09684617072343826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1781471222639084,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13689003884792328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1507304459810257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12672390043735504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15170864760875702,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 1.523194432258606,
|
|
"val_loss": 1.5883104801177979,
|
|
"acc": 42.49,
|
|
"time": 6.012048266999997,
|
|
"param": [
|
|
{
|
|
"p": 0.16258159279823303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07824994623661041,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1900050789117813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13439936935901642,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1490035206079483,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.118892140686512,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16686834394931793,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.3118139505386353,
|
|
"val_loss": 1.5405210256576538,
|
|
"acc": 46.08,
|
|
"time": 5.987326029999998,
|
|
"param": [
|
|
{
|
|
"p": 0.175528883934021,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0735870972275734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19719982147216797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13912296295166016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14553187787532806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09974998235702515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16927939653396606,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.4608508348464966,
|
|
"val_loss": 1.3887348175048828,
|
|
"acc": 48.74,
|
|
"time": 6.057191617000001,
|
|
"param": [
|
|
{
|
|
"p": 0.18101687729358673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08640396595001221,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19614605605602264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14983338117599487,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15398433804512024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07416093349456787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15845440328121185,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.4516717195510864,
|
|
"val_loss": 1.4605693817138672,
|
|
"acc": 49.35,
|
|
"time": 5.988196510000002,
|
|
"param": [
|
|
{
|
|
"p": 0.18440847098827362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09798314422369003,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19547434151172638,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.153884157538414,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17841066420078278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04666735604405403,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14317196607589722,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.2404420375823975,
|
|
"val_loss": 1.319577693939209,
|
|
"acc": 50.58,
|
|
"time": 5.93122394400001,
|
|
"param": [
|
|
{
|
|
"p": 0.18359526991844177,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10662839561700821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1928825080394745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16369962692260742,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1957036405801773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03631046041846275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12118004262447357,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.168041706085205,
|
|
"val_loss": 1.3612456321716309,
|
|
"acc": 51.51,
|
|
"time": 5.915870422000012,
|
|
"param": [
|
|
{
|
|
"p": 0.17154720425605774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1128365769982338,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18529313802719116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1618417650461197,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21452845633029938,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04909203574061394,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.104860819876194,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.336988925933838,
|
|
"val_loss": 1.2371920347213745,
|
|
"acc": 54.47,
|
|
"time": 5.905889715000001,
|
|
"param": [
|
|
{
|
|
"p": 0.15293462574481964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11912432312965393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17442049086093903,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1693686842918396,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22121207416057587,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06994283944368362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09299694001674652,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.0740489959716797,
|
|
"val_loss": 1.2747139930725098,
|
|
"acc": 55.28,
|
|
"time": 5.913375942999991,
|
|
"param": [
|
|
{
|
|
"p": 0.14806267619132996,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1392979919910431,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16127917170524597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17082579433918,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21611861884593964,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07448451220989227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08993127197027206,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.0528885126113892,
|
|
"val_loss": 1.2117962837219238,
|
|
"acc": 57.22,
|
|
"time": 5.856929456000003,
|
|
"param": [
|
|
{
|
|
"p": 0.158539280295372,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15275312960147858,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14992819726467133,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17494380474090576,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20226463675498962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07039395719766617,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09117695689201355,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.027687907218933,
|
|
"val_loss": 1.290036678314209,
|
|
"acc": 56.06,
|
|
"time": 5.863045800999998,
|
|
"param": [
|
|
{
|
|
"p": 0.1631997525691986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15538941323757172,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15025091171264648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18123160302639008,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19706286489963531,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06530143320560455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08756399899721146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.127877116203308,
|
|
"val_loss": 1.2386114597320557,
|
|
"acc": 55.83,
|
|
"time": 5.881828795000004,
|
|
"param": [
|
|
{
|
|
"p": 0.1640923023223877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15037131309509277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16371780633926392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18325473368167877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1781364381313324,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07481366395950317,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08561379462480545,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.1436710357666016,
|
|
"val_loss": 1.2583805322647095,
|
|
"acc": 58.72,
|
|
"time": 5.884653853000003,
|
|
"param": [
|
|
{
|
|
"p": 0.17374227941036224,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14986656606197357,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1574312299489975,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1989457607269287,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1574898362159729,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08590676635503769,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07661757618188858,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 0.9083774089813232,
|
|
"val_loss": 1.2381200790405273,
|
|
"acc": 57.66,
|
|
"time": 5.906170400999997,
|
|
"param": [
|
|
{
|
|
"p": 0.1728254109621048,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14664213359355927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15013732016086578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21765872836112976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16155172884464264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07772079855203629,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346389442682266,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 0.974327802658081,
|
|
"val_loss": 1.0518893003463745,
|
|
"acc": 60.85,
|
|
"time": 5.911070132000006,
|
|
"param": [
|
|
{
|
|
"p": 0.17562510073184967,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13807833194732666,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15548935532569885,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20934012532234192,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17288868129253387,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522941380739212,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07334902137517929,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.0058032274246216,
|
|
"val_loss": 1.1793488264083862,
|
|
"acc": 59.85,
|
|
"time": 5.887662753000001,
|
|
"param": [
|
|
{
|
|
"p": 0.17524100840091705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12872612476348877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16741782426834106,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20216979086399078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18319787085056305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286489754915237,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0703824833035469,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.0478092432022095,
|
|
"val_loss": 0.9891803860664368,
|
|
"acc": 61.28,
|
|
"time": 5.8888213089999795,
|
|
"param": [
|
|
{
|
|
"p": 0.17122270166873932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14957208931446075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16686929762363434,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19070462882518768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16973063349723816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059579797089099884,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09232090413570404,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 0.908537745475769,
|
|
"val_loss": 1.118744134902954,
|
|
"acc": 61.26,
|
|
"time": 5.890685208999997,
|
|
"param": [
|
|
{
|
|
"p": 0.17293386161327362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15892183780670166,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15826696157455444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17835979163646698,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15638740360736847,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07570597529411316,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09942414611577988,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 0.8580933809280396,
|
|
"val_loss": 1.127690076828003,
|
|
"acc": 61.93,
|
|
"time": 5.8953226939999865,
|
|
"param": [
|
|
{
|
|
"p": 0.17921878397464752,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1630590707063675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15125593543052673,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1729891151189804,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15241095423698425,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0818893238902092,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09917685389518738,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 0.5041272044181824,
|
|
"val_loss": 1.1715162992477417,
|
|
"acc": 60.53,
|
|
"time": 5.8868733870000085,
|
|
"param": [
|
|
{
|
|
"p": 0.1796659231185913,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16767437756061554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14596211910247803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16916750371456146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14888396859169006,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08128327876329422,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10736285150051117,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 0.8237504363059998,
|
|
"val_loss": 1.1444369554519653,
|
|
"acc": 61.91,
|
|
"time": 5.903696448000005,
|
|
"param": [
|
|
{
|
|
"p": 0.17698705196380615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1610739529132843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16057957708835602,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1725352257490158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15179085731506348,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07088921219110489,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10614404827356339,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 0.7308733463287354,
|
|
"val_loss": 1.1556447744369507,
|
|
"acc": 62.46,
|
|
"time": 5.883052120000002,
|
|
"param": [
|
|
{
|
|
"p": 0.1754656732082367,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1705809384584427,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17125506699085236,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17356067895889282,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16578102111816406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05774223804473877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08561437577009201,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 0.5568351745605469,
|
|
"val_loss": 1.1041089296340942,
|
|
"acc": 61.11,
|
|
"time": 5.88992557200001,
|
|
"param": [
|
|
{
|
|
"p": 0.1747661978006363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16938428580760956,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17385803163051605,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16329306364059448,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16820618510246277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07101736217737198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07947484403848648,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 0.6431087851524353,
|
|
"val_loss": 0.9872236847877502,
|
|
"acc": 62.71,
|
|
"time": 5.887405938000001,
|
|
"param": [
|
|
{
|
|
"p": 0.16589294373989105,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16906943917274475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1793469935655594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.152698814868927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17190539836883545,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07488198578357697,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08620437979698181,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 0.6667881608009338,
|
|
"val_loss": 1.2724125385284424,
|
|
"acc": 61.44,
|
|
"time": 5.892659887999997,
|
|
"param": [
|
|
{
|
|
"p": 0.1525031477212906,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1599326878786087,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17574886977672577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1453022062778473,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18576680123806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07522086054086685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10552539676427841,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 0.625383198261261,
|
|
"val_loss": 1.3176206350326538,
|
|
"acc": 62.76,
|
|
"time": 5.895708274000015,
|
|
"param": [
|
|
{
|
|
"p": 0.14583681523799896,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15812376141548157,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17400209605693817,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13460780680179596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17428940534591675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09000222384929657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12313780188560486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 0.5492069125175476,
|
|
"val_loss": 1.1412467956542969,
|
|
"acc": 63.18,
|
|
"time": 5.889698264999993,
|
|
"param": [
|
|
{
|
|
"p": 0.15512444078922272,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15947163105010986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16386160254478455,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1312849074602127,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15748310089111328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.096732959151268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13604126870632172,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 0.5362458825111389,
|
|
"val_loss": 1.2177883386611938,
|
|
"acc": 62.31,
|
|
"time": 5.894642245999989,
|
|
"param": [
|
|
{
|
|
"p": 0.14986106753349304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16321490705013275,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14813117682933807,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1376124769449234,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14790786802768707,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10087680071592331,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15239574015140533,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 0.4234839677810669,
|
|
"val_loss": 1.0842446088790894,
|
|
"acc": 62.4,
|
|
"time": 5.890663286000006,
|
|
"param": [
|
|
{
|
|
"p": 0.1302822083234787,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16049239039421082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14479847252368927,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1317426711320877,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15934208035469055,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11000954359769821,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16333262622356415,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 0.4199310839176178,
|
|
"val_loss": 1.3759206533432007,
|
|
"acc": 62.11,
|
|
"time": 5.924307130999978,
|
|
"param": [
|
|
{
|
|
"p": 0.13604973256587982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15590089559555054,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13466733694076538,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13100726902484894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17396774888038635,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09697502106428146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17143207788467407,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 0.3654625117778778,
|
|
"val_loss": 1.3659693002700806,
|
|
"acc": 62.22,
|
|
"time": 5.936174294000011,
|
|
"param": [
|
|
{
|
|
"p": 0.15006309747695923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13983282446861267,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.119737409055233,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12275440990924835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.196909561753273,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08248879015445709,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18821386992931366,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 0.3786671757698059,
|
|
"val_loss": 1.3537602424621582,
|
|
"acc": 62.9,
|
|
"time": 5.932786359000005,
|
|
"param": [
|
|
{
|
|
"p": 0.16971677541732788,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10739631950855255,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13031846284866333,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11152076721191406,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22192096710205078,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07897169142961502,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18015502393245697,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 0.40532684326171875,
|
|
"val_loss": 1.3036266565322876,
|
|
"acc": 61.89,
|
|
"time": 5.929064968999995,
|
|
"param": [
|
|
{
|
|
"p": 0.18846549093723297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08366172015666962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14670637249946594,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1197245866060257,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22427134215831757,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0525384359061718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1846320778131485,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 0.26867973804473877,
|
|
"val_loss": 1.4153677225112915,
|
|
"acc": 61.57,
|
|
"time": 5.918586131999973,
|
|
"param": [
|
|
{
|
|
"p": 0.21720518171787262,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0805269405245781,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1682628095149994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1408417820930481,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20716547966003418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01350667979568243,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1724911481142044,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 0.37871798872947693,
|
|
"val_loss": 1.5198793411254883,
|
|
"acc": 61.03,
|
|
"time": 5.8973321990000045,
|
|
"param": [
|
|
{
|
|
"p": 0.2064359188079834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09629383683204651,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1778109073638916,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15051570534706116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17850202322006226,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06729947030544281,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12314215302467346,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 0.15088823437690735,
|
|
"val_loss": 1.5647457838058472,
|
|
"acc": 61.99,
|
|
"time": 5.919042535000017,
|
|
"param": [
|
|
{
|
|
"p": 0.21814364194869995,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11711206287145615,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18758703768253326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13799364864826202,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15036465227603912,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0928591638803482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09593986719846725,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 0.18470901250839233,
|
|
"val_loss": 1.3462176322937012,
|
|
"acc": 62.17,
|
|
"time": 5.943649145999984,
|
|
"param": [
|
|
{
|
|
"p": 0.23853984475135803,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11276937276124954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1875273436307907,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14279934763908386,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14473725855350494,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0818442553281784,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0917825773358345,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.11786210536956787,
|
|
"val_loss": 1.6628366708755493,
|
|
"acc": 61.75,
|
|
"time": 5.927557774999968,
|
|
"param": [
|
|
{
|
|
"p": 0.23363220691680908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10854581743478775,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19454120099544525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1507597416639328,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1492365449666977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07701179385185242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0862727016210556,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 0.07419317215681076,
|
|
"val_loss": 1.8699989318847656,
|
|
"acc": 61.7,
|
|
"time": 5.934961412999996,
|
|
"param": [
|
|
{
|
|
"p": 0.2180217206478119,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1204710304737091,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19689659774303436,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14428842067718506,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14197775721549988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07420802116394043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1041363924741745,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 0.17598561942577362,
|
|
"val_loss": 1.9298099279403687,
|
|
"acc": 61.26,
|
|
"time": 5.926559130000044,
|
|
"param": [
|
|
{
|
|
"p": 0.19069232046604156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12515565752983093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21395091712474823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1375875622034073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13102887570858002,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08298079669475555,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11860384047031403,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.13970068097114563,
|
|
"val_loss": 1.6943203210830688,
|
|
"acc": 61.75,
|
|
"time": 5.910292846000004,
|
|
"param": [
|
|
{
|
|
"p": 0.18166279792785645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12884856760501862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.221199169754982,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14864495396614075,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13812381029129028,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07778256386518478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10373811423778534,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 0.251641184091568,
|
|
"val_loss": 1.8748462200164795,
|
|
"acc": 61.81,
|
|
"time": 5.919233937999991,
|
|
"param": [
|
|
{
|
|
"p": 0.17594946920871735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13399221003055573,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2405720204114914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16093264520168304,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15017227828502655,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.046104829758405685,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09227661788463593,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 0.0553676038980484,
|
|
"val_loss": 1.823747992515564,
|
|
"acc": 61.89,
|
|
"time": 5.912633502999995,
|
|
"param": [
|
|
{
|
|
"p": 0.173566535115242,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13866306841373444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24759142100811005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14932534098625183,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15334704518318176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019881410524249077,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1176251471042633,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 0.046886146068573,
|
|
"val_loss": 1.9192792177200317,
|
|
"acc": 62.25,
|
|
"time": 5.932371482999997,
|
|
"param": [
|
|
{
|
|
"p": 0.14682725071907043,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13554443418979645,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2331065535545349,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13740324974060059,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15365903079509735,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07640944421291351,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11704998463392258,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.09457450360059738,
|
|
"val_loss": 2.033348321914673,
|
|
"acc": 61.93,
|
|
"time": 5.929471481000007,
|
|
"param": [
|
|
{
|
|
"p": 0.13323526084423065,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1220378428697586,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20809978246688843,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13541312515735626,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15347693860530853,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10808385163545609,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.13965314626693726,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 0.08679813891649246,
|
|
"val_loss": 1.9366259574890137,
|
|
"acc": 61.97,
|
|
"time": 5.893415326000024,
|
|
"param": [
|
|
{
|
|
"p": 0.12511084973812103,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.14560851454734802,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18404076993465424,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12161160260438919,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18341434001922607,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11064662784337997,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.12956728041172028,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 0.09918415546417236,
|
|
"val_loss": 2.038628578186035,
|
|
"acc": 61.13,
|
|
"time": 5.893852315999993,
|
|
"param": [
|
|
{
|
|
"p": 0.13131341338157654,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.15422393381595612,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19469209015369415,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11514747887849808,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19984380900859833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10402212291955948,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10075707733631134,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 0.1140032634139061,
|
|
"val_loss": 1.6380021572113037,
|
|
"acc": 61.46,
|
|
"time": 5.893208625,
|
|
"param": [
|
|
{
|
|
"p": 0.14730210602283478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16609890758991241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19598937034606934,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10649286955595016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20181915163993835,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09735003113746643,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08494759351015091,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 0.06136394664645195,
|
|
"val_loss": 2.0084047317504883,
|
|
"acc": 61.43,
|
|
"time": 5.927831394999998,
|
|
"param": [
|
|
{
|
|
"p": 0.1583435833454132,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17992828786373138,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19277986884117126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.114878349006176,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1957303285598755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09398259222507477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06435710191726685,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.036815471947193146,
|
|
"val_loss": 1.6955647468566895,
|
|
"acc": 62.02,
|
|
"time": 5.9070847759999765,
|
|
"param": [
|
|
{
|
|
"p": 0.16096462309360504,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2034398466348648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19506101310253143,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11824954301118851,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1782943606376648,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06917928904294968,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0748114064335823,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 0.04317719489336014,
|
|
"val_loss": 2.2651941776275635,
|
|
"acc": 62.02,
|
|
"time": 5.906160958999976,
|
|
"param": [
|
|
{
|
|
"p": 0.16235998272895813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2039935141801834,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18690846860408783,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10918422788381577,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.16653673350811005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07995779067277908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09105926752090454,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.06721048802137375,
|
|
"val_loss": 1.854933261871338,
|
|
"acc": 61.37,
|
|
"time": 5.903525651999985,
|
|
"param": [
|
|
{
|
|
"p": 0.18448160588741302,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1812591850757599,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17798751592636108,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10139703005552292,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17141667008399963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07289028912782669,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.11056764423847198,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 0.017015019431710243,
|
|
"val_loss": 2.5328216552734375,
|
|
"acc": 62.04,
|
|
"time": 5.904586588999962,
|
|
"param": [
|
|
{
|
|
"p": 0.19228577613830566,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1827874630689621,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18427014350891113,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08125399053096771,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1971173733472824,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.053976237773895264,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.10830901563167572,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 0.02669581025838852,
|
|
"val_loss": 1.9153149127960205,
|
|
"acc": 62.33,
|
|
"time": 5.9156114799999955,
|
|
"param": [
|
|
{
|
|
"p": 0.19649286568164825,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18478621542453766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.202939972281456,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07517646253108978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23125728964805603,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02343536727130413,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08591187745332718,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 0.028013281524181366,
|
|
"val_loss": 2.136483669281006,
|
|
"acc": 61.99,
|
|
"time": 5.903555427000015,
|
|
"param": [
|
|
{
|
|
"p": 0.19477017223834991,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1831880509853363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2238866686820984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08512229472398758,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24808943271636963,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0010507897241041064,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06389260292053223,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.03505318984389305,
|
|
"val_loss": 1.9141111373901367,
|
|
"acc": 61.77,
|
|
"time": 5.907483909000007,
|
|
"param": [
|
|
{
|
|
"p": 0.18870802223682404,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19353969395160675,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21901489794254303,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06883881241083145,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23311471939086914,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.021972840651869774,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07481104880571365,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 0.050092943012714386,
|
|
"val_loss": 1.9556020498275757,
|
|
"acc": 62.18,
|
|
"time": 5.93561706600002,
|
|
"param": [
|
|
{
|
|
"p": 0.17080773413181305,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19109848141670227,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20423810184001923,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06914176046848297,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21447789669036865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05355363339185715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.09668239206075668,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.011718339286744595,
|
|
"val_loss": 2.2920608520507812,
|
|
"acc": 62.12,
|
|
"time": 5.932872137000004,
|
|
"param": [
|
|
{
|
|
"p": 0.1858762949705124,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18153657019138336,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21971449255943298,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07286886125802994,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2030424326658249,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05543997138738632,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.08152137696743011,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 0.03465382754802704,
|
|
"val_loss": 2.6602962017059326,
|
|
"acc": 62.7,
|
|
"time": 5.9327121840000245,
|
|
"param": [
|
|
{
|
|
"p": 0.20939122140407562,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18641580641269684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24638976156711578,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05693481117486954,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1944403350353241,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.042987797409296036,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06344026327133179,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 0.02767961472272873,
|
|
"val_loss": 2.2397871017456055,
|
|
"acc": 62.5,
|
|
"time": 5.939072944000031,
|
|
"param": [
|
|
{
|
|
"p": 0.2244693785905838,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2015775740146637,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2668585777282715,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03168419003486633,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19597813487052917,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02592960000038147,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05350247398018837,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.005966260097920895,
|
|
"val_loss": 2.2382943630218506,
|
|
"acc": 62.61,
|
|
"time": 5.926518324000028,
|
|
"param": [
|
|
{
|
|
"p": 0.22538985311985016,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21337899565696716,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27736392617225647,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01882312446832657,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19049537181854248,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.008915955200791359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06563280522823334,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 0.0030878623947501183,
|
|
"val_loss": 2.565753698348999,
|
|
"acc": 63.06,
|
|
"time": 5.924689162999982,
|
|
"param": [
|
|
{
|
|
"p": 0.2201557606458664,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21796445548534393,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27726954221725464,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0015501093585044146,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17576223611831665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02995719574391842,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07734069973230362,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.014610192738473415,
|
|
"val_loss": 2.4162757396698,
|
|
"acc": 62.75,
|
|
"time": 5.9283210199999985,
|
|
"param": [
|
|
{
|
|
"p": 0.2117357850074768,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21461376547813416,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2673782408237457,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013999423943459988,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17266865074634552,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0461391806602478,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.07346499711275101,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.011990870349109173,
|
|
"val_loss": 2.4184839725494385,
|
|
"acc": 62.57,
|
|
"time": 5.935290640000005,
|
|
"param": [
|
|
{
|
|
"p": 0.21881890296936035,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22187288105487823,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2708885967731476,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03125625103712082,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17147625982761383,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026140544563531876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05954665690660477,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.002008238108828664,
|
|
"val_loss": 2.636204481124878,
|
|
"acc": 62.58,
|
|
"time": 5.9309424209999975,
|
|
"param": [
|
|
{
|
|
"p": 0.23512940108776093,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23358550667762756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2888737916946411,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011119582690298557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1712818741798401,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.06000985950231552,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 0.0012940948363393545,
|
|
"val_loss": 2.2341666221618652,
|
|
"acc": 62.69,
|
|
"time": 5.9235609439999735,
|
|
"param": [
|
|
{
|
|
"p": 0.24346695840358734,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23663820326328278,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2965680956840515,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016039743786677718,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17319300770759583,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048529740422964096,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.00404340960085392,
|
|
"val_loss": 2.307619094848633,
|
|
"acc": 63.04,
|
|
"time": 5.91567851100001,
|
|
"param": [
|
|
{
|
|
"p": 0.24467994272708893,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2326277196407318,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.293703556060791,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01997601054608822,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1724570244550705,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011763799004256725,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0247918963432312,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 0.002264611190184951,
|
|
"val_loss": 1.9443635940551758,
|
|
"acc": 62.75,
|
|
"time": 5.902672614000039,
|
|
"param": [
|
|
{
|
|
"p": 0.24953928589820862,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22826507687568665,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2970472574234009,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023986760526895523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17619620263576508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015599527396261692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.009365921840071678,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.0018733837641775608,
|
|
"val_loss": 2.5209288597106934,
|
|
"acc": 62.88,
|
|
"time": 5.900985896999998,
|
|
"param": [
|
|
{
|
|
"p": 0.2559584081172943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22636179625988007,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30121153593063354,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18224427103996277,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03237437084317207,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0018495077965781093,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 0.010650113224983215,
|
|
"val_loss": 2.759030342102051,
|
|
"acc": 62.94,
|
|
"time": 5.908572398000047,
|
|
"param": [
|
|
{
|
|
"p": 0.25318241119384766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2194189876317978,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2948928475379944,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18371537327766418,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.048790380358695984,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 0.004831978119909763,
|
|
"val_loss": 2.627504587173462,
|
|
"acc": 62.74,
|
|
"time": 5.9071437159999505,
|
|
"param": [
|
|
{
|
|
"p": 0.25242674350738525,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21378271281719208,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28843218088150024,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18958903849124908,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.036241162568330765,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.019528135657310486,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.0010981698287650943,
|
|
"val_loss": 3.049229383468628,
|
|
"acc": 62.64,
|
|
"time": 5.898446361999959,
|
|
"param": [
|
|
{
|
|
"p": 0.24998830258846283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21044906973838806,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28498226404190063,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19300568103790283,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.023322463035583496,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038252219557762146,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.001020613475702703,
|
|
"val_loss": 2.2068302631378174,
|
|
"acc": 62.92,
|
|
"time": 5.902906099999996,
|
|
"param": [
|
|
{
|
|
"p": 0.25367307662963867,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21276460587978363,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28793057799339294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19712130725383759,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.005743495654314756,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04276689887046814,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.0011181350564584136,
|
|
"val_loss": 2.4600188732147217,
|
|
"acc": 62.8,
|
|
"time": 5.901007282000023,
|
|
"param": [
|
|
{
|
|
"p": 0.2517825961112976,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21220239996910095,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28600096702575684,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19922155141830444,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.050792429596185684,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 0.002310684183612466,
|
|
"val_loss": 2.6382007598876953,
|
|
"acc": 62.96,
|
|
"time": 5.896753845000035,
|
|
"param": [
|
|
{
|
|
"p": 0.25160375237464905,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20559735596179962,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28742730617523193,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.003477107034996152,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.206709086894989,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04518542066216469,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.002631658921018243,
|
|
"val_loss": 2.514765739440918,
|
|
"acc": 62.68,
|
|
"time": 5.932090913000025,
|
|
"param": [
|
|
{
|
|
"p": 0.250544011592865,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19641625881195068,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.28538379073143005,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21716876327991486,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013610363937914371,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0368768572807312,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.004904481116682291,
|
|
"val_loss": 2.2843687534332275,
|
|
"acc": 62.69,
|
|
"time": 5.923289007999983,
|
|
"param": [
|
|
{
|
|
"p": 0.2529458701610565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19330914318561554,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2856264114379883,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 4.058456397615373e-05,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21788020431995392,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02575082890689373,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024446990340948105,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.0012147346278652549,
|
|
"val_loss": 2.385765552520752,
|
|
"acc": 62.73,
|
|
"time": 5.932638500000053,
|
|
"param": [
|
|
{
|
|
"p": 0.24807864427566528,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1895427405834198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2811359763145447,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.038682933896780014,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21911326050758362,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.007984941825270653,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015461551025509834,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.0010665308218449354,
|
|
"val_loss": 2.7621049880981445,
|
|
"acc": 62.88,
|
|
"time": 5.926675692000003,
|
|
"param": [
|
|
{
|
|
"p": 0.2529227137565613,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19316725432872772,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2886368930339813,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027982158586382866,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22220869362354279,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.015082326717674732,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.0009456165134906769,
|
|
"val_loss": 2.824512004852295,
|
|
"acc": 63.11,
|
|
"time": 5.924317391999921,
|
|
"param": [
|
|
{
|
|
"p": 0.2588726878166199,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1968025118112564,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2951478660106659,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.001607330166734755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2199285477399826,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027641061693429947,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.0012384029105305672,
|
|
"val_loss": 2.3170230388641357,
|
|
"acc": 62.9,
|
|
"time": 5.917444483000054,
|
|
"param": [
|
|
{
|
|
"p": 0.2588737905025482,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19777575135231018,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2953698933124542,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0030326058622449636,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21715594828128815,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.027791952714323997,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.0011839504586532712,
|
|
"val_loss": 3.165447950363159,
|
|
"acc": 63.03,
|
|
"time": 5.919718878000026,
|
|
"param": [
|
|
{
|
|
"p": 0.26243460178375244,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19791632890701294,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2998245656490326,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21570640802383423,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0017834256868809462,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.022334689274430275,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.003057855414226651,
|
|
"val_loss": 2.5874433517456055,
|
|
"acc": 63.18,
|
|
"time": 5.920336823000071,
|
|
"param": [
|
|
{
|
|
"p": 0.26301658153533936,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1952185332775116,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3000452220439911,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21107426285743713,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010250267572700977,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0203951857984066,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.0005457154475152493,
|
|
"val_loss": 2.5366859436035156,
|
|
"acc": 63.01,
|
|
"time": 5.9233195570000134,
|
|
"param": [
|
|
{
|
|
"p": 0.26898354291915894,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19594912230968475,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.30551013350486755,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2118120938539505,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01774514652788639,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.00113259581848979,
|
|
"val_loss": 2.3869638442993164,
|
|
"acc": 63.07,
|
|
"time": 5.928468816000077,
|
|
"param": [
|
|
{
|
|
"p": 0.2679695785045624,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19179245829582214,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.3021092116832733,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21208563446998596,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.026043036952614784,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.002113409573212266,
|
|
"val_loss": 2.8024160861968994,
|
|
"acc": 63.08,
|
|
"time": 5.947634368999957,
|
|
"param": [
|
|
{
|
|
"p": 0.2638934850692749,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18516427278518677,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.29634717106819153,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006415935233235359,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2116793394088745,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03649980202317238,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 89,
|
|
"train_loss": 0.002602439373731613,
|
|
"val_loss": 2.401228189468384,
|
|
"acc": 62.92,
|
|
"time": 5.931465186999958,
|
|
"param": [
|
|
{
|
|
"p": 0.2529188394546509,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17462846636772156,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2831704914569855,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02114175260066986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2014312744140625,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.043165240436792374,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02354392595589161,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 90,
|
|
"train_loss": 0.0011301655322313309,
|
|
"val_loss": 2.9725797176361084,
|
|
"acc": 62.81,
|
|
"time": 5.964349073999983,
|
|
"param": [
|
|
{
|
|
"p": 0.2463012933731079,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17213161289691925,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27751484513282776,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.028819316998124123,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2016669511795044,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05636003613471985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01720581017434597,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 91,
|
|
"train_loss": 0.0019977933261543512,
|
|
"val_loss": 2.9691314697265625,
|
|
"acc": 62.69,
|
|
"time": 5.969641573999979,
|
|
"param": [
|
|
{
|
|
"p": 0.24825339019298553,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.17741596698760986,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.277170330286026,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01569399982690811,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.20639510452747345,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.03314836323261261,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04192282631993294,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 92,
|
|
"train_loss": 0.001295576337724924,
|
|
"val_loss": 2.4625751972198486,
|
|
"acc": 62.33,
|
|
"time": 5.9687576249999665,
|
|
"param": [
|
|
{
|
|
"p": 0.2547665238380432,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18381373584270477,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2813930809497833,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22089643776416779,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.059130217880010605,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 93,
|
|
"train_loss": 0.0005160848959349096,
|
|
"val_loss": 2.858950138092041,
|
|
"acc": 62.58,
|
|
"time": 5.913965222000002,
|
|
"param": [
|
|
{
|
|
"p": 0.25167253613471985,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18498344719409943,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2796609401702881,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22598512470722198,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.057697948068380356,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 94,
|
|
"train_loss": 0.003334594191983342,
|
|
"val_loss": 2.809305191040039,
|
|
"acc": 62.77,
|
|
"time": 5.894109657999934,
|
|
"param": [
|
|
{
|
|
"p": 0.2506873309612274,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1860523372888565,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27723318338394165,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2268785834312439,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.012111349031329155,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.04703717678785324,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 95,
|
|
"train_loss": 0.0009104879572987556,
|
|
"val_loss": 2.5801737308502197,
|
|
"acc": 62.79,
|
|
"time": 5.919037281000101,
|
|
"param": [
|
|
{
|
|
"p": 0.24320238828659058,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1789018213748932,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.26864656805992126,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.21800868213176727,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05181793496012688,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0394226536154747,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 96,
|
|
"train_loss": 0.0009504930349066854,
|
|
"val_loss": 2.742487907409668,
|
|
"acc": 62.53,
|
|
"time": 5.936646875999941,
|
|
"param": [
|
|
{
|
|
"p": 0.24749000370502472,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18072475492954254,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2705211341381073,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.22643662989139557,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.05053585767745972,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.024291669949889183,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 97,
|
|
"train_loss": 0.001322353957220912,
|
|
"val_loss": 2.7323920726776123,
|
|
"acc": 62.81,
|
|
"time": 5.969696021999994,
|
|
"param": [
|
|
{
|
|
"p": 0.25279948115348816,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.18672212958335876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2743684947490692,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011105071753263474,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.23917187750339508,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.02575523592531681,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.010077756829559803,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 98,
|
|
"train_loss": 0.0008746649255044758,
|
|
"val_loss": 2.6198766231536865,
|
|
"acc": 62.76,
|
|
"time": 5.905244327999981,
|
|
"param": [
|
|
{
|
|
"p": 0.2590309679508209,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19262723624706268,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27750158309936523,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.006481556221842766,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24497799575328827,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01852407492697239,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0008565955795347691,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 99,
|
|
"train_loss": 0.0022347152698785067,
|
|
"val_loss": 2.50614595413208,
|
|
"acc": 62.63,
|
|
"time": 5.894261332999918,
|
|
"param": [
|
|
{
|
|
"p": 0.25707530975341797,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.19202540814876556,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.27240365743637085,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.01103351078927517,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24295933544635773,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.013020510785281658,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.011482208967208862,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 100,
|
|
"train_loss": 0.0010721031576395035,
|
|
"val_loss": 2.919095993041992,
|
|
"acc": 62.76,
|
|
"time": 5.8957442229999515,
|
|
"param": [
|
|
{
|
|
"p": 0.25815457105636597,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.1925862729549408,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.2715332508087158,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0016404330963268876,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.24539880454540253,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 1.0
|
|
},
|
|
{
|
|
"p": 0.030686713755130768,
|
|
"m": 1.0
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |