AntoineH/smart_augmentation
1
0
Fork 0
mirror of https://github.com/AntoineHX/smart_augmentation.git synced 2025-05-04 20:20:46 +02:00
Code Issues Projects Releases Packages Wiki Activity
smart_augmentation/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json
root 3f4d5f265d Resultats Brutus
2019-12-02 10:57:24 -05:00

9776 lines
No EOL
137 KiB
JSON
Raw Blame History

{
"Accuracy": 73.81,
"Time": [
111.1428002031815,
7.2765874355116225
],
"Device": "Graphics Device",
"Param_names": [
"Identity",
"FlipUD",
"FlipLR",
"Rotate",
"TranslateX",
"TranslateY",
"ShearX",
"ShearY",
"Contrast",
"Color",
"Brightness",
"Sharpness",
"Posterize",
"Solarize"
],
"Log": [
{
"epoch": 1,
"train_loss": 2.2779836654663086,
"val_loss": 2.2903268337249756,
"acc": 10.7,
"time": 121.17860754905269,
"param": [
{
"p": 0.09606865048408508,
"m": 1.0
},
{
"p": 0.06999248266220093,
"m": 1.0
},
{
"p": 0.05516153573989868,
"m": 1.0
},
{
"p": 0.07125208526849747,
"m": 1.0
},
{
"p": 0.07562198489904404,
"m": 1.0
},
{
"p": 0.07618693262338638,
"m": 1.0
},
{
"p": 0.06443171948194504,
"m": 1.0
},
{
"p": 0.06867637485265732,
"m": 1.0
},
{
"p": 0.06788373738527298,
"m": 1.0
},
{
"p": 0.07315905392169952,
"m": 1.0
},
{
"p": 0.0724148079752922,
"m": 1.0
},
{
"p": 0.07935792952775955,
"m": 1.0
},
{
"p": 0.07210995256900787,
"m": 1.0
},
{
"p": 0.057682838290929794,
"m": 1.0
}
]
},
{
"epoch": 2,
"train_loss": 2.2194321155548096,
"val_loss": 2.1495184898376465,
"acc": 23.65,
"time": 123.15006714500487,
"param": [
{
"p": 0.10912074148654938,
"m": 1.0
},
{
"p": 0.06149512156844139,
"m": 1.0
},
{
"p": 0.06107199564576149,
"m": 1.0
},
{
"p": 0.07075056433677673,
"m": 1.0
},
{
"p": 0.05996569246053696,
"m": 1.0
},
{
"p": 0.10767356306314468,
"m": 1.0
},
{
"p": 0.06370306015014648,
"m": 1.0
},
{
"p": 0.0794307291507721,
"m": 1.0
},
{
"p": 0.04822077974677086,
"m": 1.0
},
{
"p": 0.08828699588775635,
"m": 1.0
},
{
"p": 0.08471016585826874,
"m": 1.0
},
{
"p": 0.10483616590499878,
"m": 1.0
},
{
"p": 0.03946233540773392,
"m": 1.0
},
{
"p": 0.02127213403582573,
"m": 1.0
}
]
},
{
"epoch": 3,
"train_loss": 2.0063316822052,
"val_loss": 2.0467653274536133,
"acc": 26.44,
"time": 119.87707357783802,
"param": [
{
"p": 0.12173773348331451,
"m": 1.0
},
{
"p": 0.054213955998420715,
"m": 1.0
},
{
"p": 0.05374400317668915,
"m": 1.0
},
{
"p": 0.07593440264463425,
"m": 1.0
},
{
"p": 0.08703383803367615,
"m": 1.0
},
{
"p": 0.13218578696250916,
"m": 1.0
},
{
"p": 0.04228244349360466,
"m": 1.0
},
{
"p": 0.10037820786237717,
"m": 1.0
},
{
"p": 0.046386245638132095,
"m": 1.0
},
{
"p": 0.06770244240760803,
"m": 1.0
},
{
"p": 0.07710906863212585,
"m": 1.0
},
{
"p": 0.08123283088207245,
"m": 1.0
},
{
"p": 0.060059141367673874,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 4,
"train_loss": 1.96538507938385,
"val_loss": 1.9249345064163208,
"acc": 30.46,
"time": 120.88041637488641,
"param": [
{
"p": 0.1578889787197113,
"m": 1.0
},
{
"p": 0.027592875063419342,
"m": 1.0
},
{
"p": 0.03323468938469887,
"m": 1.0
},
{
"p": 0.06307756900787354,
"m": 1.0
},
{
"p": 0.08754389733076096,
"m": 1.0
},
{
"p": 0.17819607257843018,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12540264427661896,
"m": 1.0
},
{
"p": 0.03510022535920143,
"m": 1.0
},
{
"p": 0.057888466864824295,
"m": 1.0
},
{
"p": 0.08554427325725555,
"m": 1.0
},
{
"p": 0.07441723346710205,
"m": 1.0
},
{
"p": 0.07411308586597443,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 5,
"train_loss": 1.9289807081222534,
"val_loss": 1.9222452640533447,
"acc": 31.83,
"time": 120.85429439786822,
"param": [
{
"p": 0.17513258755207062,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03472897782921791,
"m": 1.0
},
{
"p": 0.05201682448387146,
"m": 1.0
},
{
"p": 0.06849967688322067,
"m": 1.0
},
{
"p": 0.17849627137184143,
"m": 1.0
},
{
"p": 0.0013407935621216893,
"m": 1.0
},
{
"p": 0.1379292905330658,
"m": 1.0
},
{
"p": 0.028433742001652718,
"m": 1.0
},
{
"p": 0.06775694340467453,
"m": 1.0
},
{
"p": 0.06753751635551453,
"m": 1.0
},
{
"p": 0.10078538209199905,
"m": 1.0
},
{
"p": 0.08734194934368134,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 6,
"train_loss": 1.7058080434799194,
"val_loss": 1.773884892463684,
"acc": 35.87,
"time": 121.64616947504692,
"param": [
{
"p": 0.17593613266944885,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02954414114356041,
"m": 1.0
},
{
"p": 0.05246492847800255,
"m": 1.0
},
{
"p": 0.06368238478899002,
"m": 1.0
},
{
"p": 0.19168487191200256,
"m": 1.0
},
{
"p": 0.0005069878534413874,
"m": 1.0
},
{
"p": 0.14785631000995636,
"m": 1.0
},
{
"p": 0.03241711109876633,
"m": 1.0
},
{
"p": 0.0632999911904335,
"m": 1.0
},
{
"p": 0.040513791143894196,
"m": 1.0
},
{
"p": 0.10689105838537216,
"m": 1.0
},
{
"p": 0.09520228207111359,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 7,
"train_loss": 2.0939383506774902,
"val_loss": 1.738820195198059,
"acc": 38.21,
"time": 118.89590221596882,
"param": [
{
"p": 0.15636909008026123,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04031186178326607,
"m": 1.0
},
{
"p": 0.06465671211481094,
"m": 1.0
},
{
"p": 0.0608283169567585,
"m": 1.0
},
{
"p": 0.1659860908985138,
"m": 1.0
},
{
"p": 0.010338849388062954,
"m": 1.0
},
{
"p": 0.14347746968269348,
"m": 1.0
},
{
"p": 0.04556024447083473,
"m": 1.0
},
{
"p": 0.07738737016916275,
"m": 1.0
},
{
"p": 0.03021719492971897,
"m": 1.0
},
{
"p": 0.10520263761281967,
"m": 1.0
},
{
"p": 0.09966415911912918,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 8,
"train_loss": 1.8470046520233154,
"val_loss": 1.6962474584579468,
"acc": 39.67,
"time": 121.4318661808502,
"param": [
{
"p": 0.16702142357826233,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04495728760957718,
"m": 1.0
},
{
"p": 0.0534348227083683,
"m": 1.0
},
{
"p": 0.04659999907016754,
"m": 1.0
},
{
"p": 0.15990133583545685,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15895430743694305,
"m": 1.0
},
{
"p": 0.04828792065382004,
"m": 1.0
},
{
"p": 0.0817066952586174,
"m": 1.0
},
{
"p": 0.010850750841200352,
"m": 1.0
},
{
"p": 0.11806514114141464,
"m": 1.0
},
{
"p": 0.11022022366523743,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 9,
"train_loss": 2.0381951332092285,
"val_loss": 1.6572985649108887,
"acc": 42.15,
"time": 118.32370355003513,
"param": [
{
"p": 0.17163749039173126,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05712443217635155,
"m": 1.0
},
{
"p": 0.0583944208920002,
"m": 1.0
},
{
"p": 0.019941607490181923,
"m": 1.0
},
{
"p": 0.14001280069351196,
"m": 1.0
},
{
"p": 0.007309237029403448,
"m": 1.0
},
{
"p": 0.15540587902069092,
"m": 1.0
},
{
"p": 0.05805450677871704,
"m": 1.0
},
{
"p": 0.0824737623333931,
"m": 1.0
},
{
"p": 0.010468525812029839,
"m": 1.0
},
{
"p": 0.1258075088262558,
"m": 1.0
},
{
"p": 0.1133698895573616,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 10,
"train_loss": 1.8106564283370972,
"val_loss": 1.5880385637283325,
"acc": 43.16,
"time": 118.68357338896021,
"param": [
{
"p": 0.17353636026382446,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07540634274482727,
"m": 1.0
},
{
"p": 0.06989044696092606,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10888506472110748,
"m": 1.0
},
{
"p": 0.008031106553971767,
"m": 1.0
},
{
"p": 0.15454420447349548,
"m": 1.0
},
{
"p": 0.06692073494195938,
"m": 1.0
},
{
"p": 0.087303526699543,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13806606829166412,
"m": 1.0
},
{
"p": 0.11741621047258377,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 11,
"train_loss": 1.6967458724975586,
"val_loss": 1.5136446952819824,
"acc": 42.94,
"time": 124.48357093404047,
"param": [
{
"p": 0.19058139622211456,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09622244536876678,
"m": 1.0
},
{
"p": 0.07094696909189224,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06453381478786469,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15218311548233032,
"m": 1.0
},
{
"p": 0.060242682695388794,
"m": 1.0
},
{
"p": 0.08790624886751175,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1560671031475067,
"m": 1.0
},
{
"p": 0.12131619453430176,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 12,
"train_loss": 1.8058494329452515,
"val_loss": 1.5800626277923584,
"acc": 44.18,
"time": 119.73525110911578,
"param": [
{
"p": 0.2178962081670761,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10336709767580032,
"m": 1.0
},
{
"p": 0.06209568306803703,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16380971670150757,
"m": 1.0
},
{
"p": 0.04442136734724045,
"m": 1.0
},
{
"p": 0.09715015441179276,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18070000410079956,
"m": 1.0
},
{
"p": 0.13055971264839172,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 13,
"train_loss": 1.750171184539795,
"val_loss": 1.5749552249908447,
"acc": 44.86,
"time": 119.26477414206602,
"param": [
{
"p": 0.23652242124080658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10960777848958969,
"m": 1.0
},
{
"p": 0.050132546573877335,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15249058604240417,
"m": 1.0
},
{
"p": 0.024502189829945564,
"m": 1.0
},
{
"p": 0.10289479792118073,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1886887103319168,
"m": 1.0
},
{
"p": 0.13516095280647278,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 14,
"train_loss": 1.658704161643982,
"val_loss": 1.4029500484466553,
"acc": 46.91,
"time": 117.38438301580027,
"param": [
{
"p": 0.26969751715660095,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11552822589874268,
"m": 1.0
},
{
"p": 0.02655343897640705,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13145437836647034,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11240460723638535,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2040421962738037,
"m": 1.0
},
{
"p": 0.14031966030597687,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 15,
"train_loss": 1.7456684112548828,
"val_loss": 1.388804316520691,
"acc": 48.91,
"time": 121.48515913402662,
"param": [
{
"p": 0.28428247570991516,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11658786982297897,
"m": 1.0
},
{
"p": 0.003932633437216282,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.004337522201240063,
"m": 1.0
},
{
"p": 0.11822015047073364,
"m": 1.0
},
{
"p": 0.00145469990093261,
"m": 1.0
},
{
"p": 0.11708886921405792,
"m": 1.0
},
{
"p": 0.0002735199814196676,
"m": 1.0
},
{
"p": 0.2100326418876648,
"m": 1.0
},
{
"p": 0.1437896490097046,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 16,
"train_loss": 1.5918422937393188,
"val_loss": 1.4334216117858887,
"acc": 50.46,
"time": 122.32411110703833,
"param": [
{
"p": 0.27723050117492676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10637124627828598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.012887757271528244,
"m": 1.0
},
{
"p": 0.11967165023088455,
"m": 1.0
},
{
"p": 0.020549720153212547,
"m": 1.0
},
{
"p": 0.11564863473176956,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20893310010433197,
"m": 1.0
},
{
"p": 0.13870744407176971,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 17,
"train_loss": 1.6936547756195068,
"val_loss": 1.3221487998962402,
"acc": 52.22,
"time": 120.53788880701177,
"param": [
{
"p": 0.2912692427635193,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09765582531690598,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006388204172253609,
"m": 1.0
},
{
"p": 0.1246602013707161,
"m": 1.0
},
{
"p": 0.023049043491482735,
"m": 1.0
},
{
"p": 0.10952147096395493,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2146933674812317,
"m": 1.0
},
{
"p": 0.13276264071464539,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 18,
"train_loss": 1.65215003490448,
"val_loss": 1.3861815929412842,
"acc": 51.32,
"time": 123.05260574119166,
"param": [
{
"p": 0.32355204224586487,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08503339439630508,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12112642824649811,
"m": 1.0
},
{
"p": 0.020773250609636307,
"m": 1.0
},
{
"p": 0.09366452693939209,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23122794926166534,
"m": 1.0
},
{
"p": 0.12462244182825089,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 19,
"train_loss": 1.6706849336624146,
"val_loss": 1.2158715724945068,
"acc": 52.46,
"time": 120.92115394305438,
"param": [
{
"p": 0.3502603769302368,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0794554129242897,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003152478253468871,
"m": 1.0
},
{
"p": 0.0998726636171341,
"m": 1.0
},
{
"p": 0.008130664937198162,
"m": 1.0
},
{
"p": 0.0863344818353653,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2499372363090515,
"m": 1.0
},
{
"p": 0.12285665422677994,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 20,
"train_loss": 1.5533089637756348,
"val_loss": 1.3021056652069092,
"acc": 53.26,
"time": 122.16679473081604,
"param": [
{
"p": 0.3479652404785156,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07862278819084167,
"m": 1.0
},
{
"p": 0.003466034773737192,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.017891617491841316,
"m": 1.0
},
{
"p": 0.09784923493862152,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08136386424303055,
"m": 1.0
},
{
"p": 0.0012027411721646786,
"m": 1.0
},
{
"p": 0.25346386432647705,
"m": 1.0
},
{
"p": 0.11817467212677002,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 21,
"train_loss": 1.8223758935928345,
"val_loss": 1.292086124420166,
"acc": 54.12,
"time": 119.82925833202899,
"param": [
{
"p": 0.3096330165863037,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08636798709630966,
"m": 1.0
},
{
"p": 0.019725902006030083,
"m": 1.0
},
{
"p": 4.78289439342916e-05,
"m": 1.0
},
{
"p": 0.0005421298556029797,
"m": 1.0
},
{
"p": 0.025428855791687965,
"m": 1.0
},
{
"p": 0.09603463858366013,
"m": 1.0
},
{
"p": 0.0027198591269552708,
"m": 1.0
},
{
"p": 0.09370551258325577,
"m": 1.0
},
{
"p": 0.010078541934490204,
"m": 1.0
},
{
"p": 0.23498952388763428,
"m": 1.0
},
{
"p": 0.12072612345218658,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 22,
"train_loss": 1.6648516654968262,
"val_loss": 1.250417947769165,
"acc": 54.89,
"time": 120.62092802487314,
"param": [
{
"p": 0.30468252301216125,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09568725526332855,
"m": 1.0
},
{
"p": 0.018193723633885384,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01995006762444973,
"m": 1.0
},
{
"p": 0.07707995176315308,
"m": 1.0
},
{
"p": 0.014133131131529808,
"m": 1.0
},
{
"p": 0.09684181213378906,
"m": 1.0
},
{
"p": 0.007393327075988054,
"m": 1.0
},
{
"p": 0.2336762696504593,
"m": 1.0
},
{
"p": 0.13124635815620422,
"m": 1.0
},
{
"p": 0.0011155272368341684,
"m": 1.0
}
]
},
{
"epoch": 23,
"train_loss": 1.7801077365875244,
"val_loss": 1.3839772939682007,
"acc": 53.68,
"time": 114.96767687005922,
"param": [
{
"p": 0.34294140338897705,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10841991752386093,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0051469639874994755,
"m": 1.0
},
{
"p": 0.06508096307516098,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08271876722574234,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27347928285598755,
"m": 1.0
},
{
"p": 0.12221270799636841,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 24,
"train_loss": 1.7783252000808716,
"val_loss": 1.2530196905136108,
"acc": 55.03,
"time": 121.36376862600446,
"param": [
{
"p": 0.38317984342575073,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1000090092420578,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05013353377580643,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06247074902057648,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.30788949131965637,
"m": 1.0
},
{
"p": 0.09631729871034622,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 25,
"train_loss": 1.5072088241577148,
"val_loss": 1.198447346687317,
"acc": 56.47,
"time": 118.42257343605161,
"param": [
{
"p": 0.41809189319610596,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09666038304567337,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02343454211950302,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.037160929292440414,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.33259665966033936,
"m": 1.0
},
{
"p": 0.09205552190542221,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 26,
"train_loss": 1.7115463018417358,
"val_loss": 1.153418779373169,
"acc": 56.71,
"time": 119.15275545697659,
"param": [
{
"p": 0.4288579821586609,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09691889584064484,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014118911698460579,
"m": 1.0
},
{
"p": 0.0009736057836562395,
"m": 1.0
},
{
"p": 0.028504949063062668,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.34199249744415283,
"m": 1.0
},
{
"p": 0.08863312005996704,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 27,
"train_loss": 1.8562768697738647,
"val_loss": 1.230818271636963,
"acc": 58.21,
"time": 121.7085329159163,
"param": [
{
"p": 0.4184233844280243,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10279271006584167,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.000815866282209754,
"m": 1.0
},
{
"p": 0.01969156041741371,
"m": 1.0
},
{
"p": 0.0024760477244853973,
"m": 1.0
},
{
"p": 0.03236495703458786,
"m": 1.0
},
{
"p": 0.004011544864624739,
"m": 1.0
},
{
"p": 0.33063870668411255,
"m": 1.0
},
{
"p": 0.08878523856401443,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 28,
"train_loss": 1.412805199623108,
"val_loss": 1.1147117614746094,
"acc": 58.84,
"time": 121.24776578997262,
"param": [
{
"p": 0.36637142300605774,
"m": 1.0
},
{
"p": 0.0016015574801713228,
"m": 1.0
},
{
"p": 0.10383221507072449,
"m": 1.0
},
{
"p": 0.006377471145242453,
"m": 1.0
},
{
"p": 0.00647901464253664,
"m": 1.0
},
{
"p": 0.007145301438868046,
"m": 1.0
},
{
"p": 0.011416361667215824,
"m": 1.0
},
{
"p": 0.03118756227195263,
"m": 1.0
},
{
"p": 0.02162807062268257,
"m": 1.0
},
{
"p": 0.055582445114851,
"m": 1.0
},
{
"p": 0.021531814709305763,
"m": 1.0
},
{
"p": 0.28648388385772705,
"m": 1.0
},
{
"p": 0.08036288619041443,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 29,
"train_loss": 1.4518038034439087,
"val_loss": 1.191078543663025,
"acc": 58.43,
"time": 120.31791927386075,
"param": [
{
"p": 0.3305945098400116,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10655715316534042,
"m": 1.0
},
{
"p": 0.010171509347856045,
"m": 1.0
},
{
"p": 0.013310842216014862,
"m": 1.0
},
{
"p": 0.01657295785844326,
"m": 1.0
},
{
"p": 0.0165107324719429,
"m": 1.0
},
{
"p": 0.03444579243659973,
"m": 1.0
},
{
"p": 0.03300391882658005,
"m": 1.0
},
{
"p": 0.06977114826440811,
"m": 1.0
},
{
"p": 0.03721117228269577,
"m": 1.0
},
{
"p": 0.25366100668907166,
"m": 1.0
},
{
"p": 0.07818926870822906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 30,
"train_loss": 1.5846153497695923,
"val_loss": 1.1056054830551147,
"acc": 58.88,
"time": 121.69874249305576,
"param": [
{
"p": 0.3465806841850281,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10779187828302383,
"m": 1.0
},
{
"p": 0.013686902821063995,
"m": 1.0
},
{
"p": 0.004040455911308527,
"m": 1.0
},
{
"p": 0.013505837880074978,
"m": 1.0
},
{
"p": 0.0043680244125425816,
"m": 1.0
},
{
"p": 0.03506876528263092,
"m": 1.0
},
{
"p": 0.029403837397694588,
"m": 1.0
},
{
"p": 0.06679978221654892,
"m": 1.0
},
{
"p": 0.04304035007953644,
"m": 1.0
},
{
"p": 0.26285338401794434,
"m": 1.0
},
{
"p": 0.07286007702350616,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 31,
"train_loss": 1.6393978595733643,
"val_loss": 1.083158254623413,
"acc": 59.05,
"time": 119.44949357118458,
"param": [
{
"p": 0.3999418318271637,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11398368328809738,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02944554202258587,
"m": 1.0
},
{
"p": 0.009092493914067745,
"m": 1.0
},
{
"p": 0.05277935788035393,
"m": 1.0
},
{
"p": 0.024629706516861916,
"m": 1.0
},
{
"p": 0.3068203032016754,
"m": 1.0
},
{
"p": 0.0633070170879364,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 32,
"train_loss": 1.3094168901443481,
"val_loss": 1.1532344818115234,
"acc": 59.63,
"time": 115.54477755399421,
"param": [
{
"p": 0.4471350610256195,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.119820237159729,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.005886508617550135,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040942415595054626,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.33168208599090576,
"m": 1.0
},
{
"p": 0.054533701390028,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 33,
"train_loss": 1.4151989221572876,
"val_loss": 1.1794772148132324,
"acc": 59.57,
"time": 119.96272545284592,
"param": [
{
"p": 0.4635218679904938,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11585205793380737,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04455552250146866,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.33201050758361816,
"m": 1.0
},
{
"p": 0.04406006261706352,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 34,
"train_loss": 1.5804682970046997,
"val_loss": 1.0821071863174438,
"acc": 61.26,
"time": 120.48495646798983,
"param": [
{
"p": 0.48867151141166687,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10644299536943436,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00033189458190463483,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.041352998465299606,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3254982531070709,
"m": 1.0
},
{
"p": 0.03770236670970917,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 35,
"train_loss": 1.2277477979660034,
"val_loss": 1.1463063955307007,
"acc": 58.95,
"time": 120.28027153178118,
"param": [
{
"p": 0.4708554744720459,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09267500787973404,
"m": 1.0
},
{
"p": 0.006187858991324902,
"m": 1.0
},
{
"p": 0.005058437120169401,
"m": 1.0
},
{
"p": 0.008510923013091087,
"m": 1.0
},
{
"p": 0.008256088010966778,
"m": 1.0
},
{
"p": 0.013408835977315903,
"m": 1.0
},
{
"p": 0.007956959307193756,
"m": 1.0
},
{
"p": 0.047862276434898376,
"m": 1.0
},
{
"p": 0.00907999835908413,
"m": 1.0
},
{
"p": 0.2953070402145386,
"m": 1.0
},
{
"p": 0.03484102338552475,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 36,
"train_loss": 1.4511712789535522,
"val_loss": 1.1235086917877197,
"acc": 60.38,
"time": 121.08642378496006,
"param": [
{
"p": 0.44522228837013245,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08064112067222595,
"m": 1.0
},
{
"p": 0.0005318344919942319,
"m": 1.0
},
{
"p": 0.003930353093892336,
"m": 1.0
},
{
"p": 0.022628897801041603,
"m": 1.0
},
{
"p": 0.007694501895457506,
"m": 1.0
},
{
"p": 0.029766008257865906,
"m": 1.0
},
{
"p": 0.01948142796754837,
"m": 1.0
},
{
"p": 0.056315746158361435,
"m": 1.0
},
{
"p": 0.026097040623426437,
"m": 1.0
},
{
"p": 0.2715422511100769,
"m": 1.0
},
{
"p": 0.03614845126867294,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 37,
"train_loss": 1.19960618019104,
"val_loss": 1.116608738899231,
"acc": 59.73,
"time": 109.7759445370175,
"param": [
{
"p": 0.4139850437641144,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0768468901515007,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0010104782413691282,
"m": 1.0
},
{
"p": 0.043759752064943314,
"m": 1.0
},
{
"p": 0.014448055066168308,
"m": 1.0
},
{
"p": 0.0336972251534462,
"m": 1.0
},
{
"p": 0.03782745823264122,
"m": 1.0
},
{
"p": 0.06032702326774597,
"m": 1.0
},
{
"p": 0.03347865492105484,
"m": 1.0
},
{
"p": 0.24725183844566345,
"m": 1.0
},
{
"p": 0.03736758977174759,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 38,
"train_loss": 1.587617039680481,
"val_loss": 1.0269452333450317,
"acc": 61.5,
"time": 119.85090487706475,
"param": [
{
"p": 0.4201202690601349,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07014170289039612,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03190137818455696,
"m": 1.0
},
{
"p": 0.02247939445078373,
"m": 1.0
},
{
"p": 0.03628737851977348,
"m": 1.0
},
{
"p": 0.044393692165613174,
"m": 1.0
},
{
"p": 0.06356135755777359,
"m": 1.0
},
{
"p": 0.036233630031347275,
"m": 1.0
},
{
"p": 0.23890972137451172,
"m": 1.0
},
{
"p": 0.035971518605947495,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 39,
"train_loss": 1.8088819980621338,
"val_loss": 1.0907518863677979,
"acc": 61.53,
"time": 120.31039677094668,
"param": [
{
"p": 0.4703352153301239,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06426027417182922,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.007217857055366039,
"m": 1.0
},
{
"p": 0.025900937616825104,
"m": 1.0
},
{
"p": 0.022827710956335068,
"m": 1.0
},
{
"p": 0.043941088020801544,
"m": 1.0
},
{
"p": 0.05456508696079254,
"m": 1.0
},
{
"p": 0.03277125209569931,
"m": 1.0
},
{
"p": 0.24994072318077087,
"m": 1.0
},
{
"p": 0.028239786624908447,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 40,
"train_loss": 1.6018472909927368,
"val_loss": 1.0901426076889038,
"acc": 62.1,
"time": 112.11207418702543,
"param": [
{
"p": 0.520229697227478,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.057897988706827164,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.029122244566679,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.031173359602689743,
"m": 1.0
},
{
"p": 0.04306108132004738,
"m": 1.0
},
{
"p": 0.035438887774944305,
"m": 1.0
},
{
"p": 0.25413140654563904,
"m": 1.0
},
{
"p": 0.02894534543156624,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 41,
"train_loss": 1.367605209350586,
"val_loss": 1.127485752105713,
"acc": 62.68,
"time": 120.25562178599648,
"param": [
{
"p": 0.49902912974357605,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05923524498939514,
"m": 1.0
},
{
"p": 0.0054708016104996204,
"m": 1.0
},
{
"p": 0.0034785608295351267,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04024581238627434,
"m": 1.0
},
{
"p": 0.010029735043644905,
"m": 1.0
},
{
"p": 0.03573571518063545,
"m": 1.0
},
{
"p": 0.040024418383836746,
"m": 1.0
},
{
"p": 0.042435579001903534,
"m": 1.0
},
{
"p": 0.22833001613616943,
"m": 1.0
},
{
"p": 0.03598499298095703,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 42,
"train_loss": 1.200125813484192,
"val_loss": 1.1030607223510742,
"acc": 63.13,
"time": 120.84082764503546,
"param": [
{
"p": 0.47856736183166504,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.049132756888866425,
"m": 1.0
},
{
"p": 0.0016864133067429066,
"m": 1.0
},
{
"p": 0.006620193365961313,
"m": 1.0
},
{
"p": 0.004920491017401218,
"m": 1.0
},
{
"p": 0.05505051836371422,
"m": 1.0
},
{
"p": 0.013269739225506783,
"m": 1.0
},
{
"p": 0.04093700647354126,
"m": 1.0
},
{
"p": 0.048080913722515106,
"m": 1.0
},
{
"p": 0.05497792735695839,
"m": 1.0
},
{
"p": 0.20957247912883759,
"m": 1.0
},
{
"p": 0.03718413785099983,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 43,
"train_loss": 1.6640164852142334,
"val_loss": 1.040050983428955,
"acc": 60.97,
"time": 100.37756501487456,
"param": [
{
"p": 0.4768056273460388,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04695992171764374,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.005688190460205078,
"m": 1.0
},
{
"p": 1.0231206942989957e-05,
"m": 1.0
},
{
"p": 0.05870930105447769,
"m": 1.0
},
{
"p": 0.0014991088537499309,
"m": 1.0
},
{
"p": 0.05308285355567932,
"m": 1.0
},
{
"p": 0.05678020417690277,
"m": 1.0
},
{
"p": 0.06120465695858002,
"m": 1.0
},
{
"p": 0.20282447338104248,
"m": 1.0
},
{
"p": 0.036435455083847046,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 44,
"train_loss": 1.2783350944519043,
"val_loss": 1.0866000652313232,
"acc": 62.07,
"time": 106.33087088889442,
"param": [
{
"p": 0.4427269995212555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06030409038066864,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0007447122479788959,
"m": 1.0
},
{
"p": 0.05858542397618294,
"m": 1.0
},
{
"p": 0.0034358196426182985,
"m": 1.0
},
{
"p": 0.0569608099758625,
"m": 1.0
},
{
"p": 0.05537598952651024,
"m": 1.0
},
{
"p": 0.06142907217144966,
"m": 1.0
},
{
"p": 0.1933324635028839,
"m": 1.0
},
{
"p": 0.06184824928641319,
"m": 1.0
},
{
"p": 0.005256407894194126,
"m": 1.0
}
]
},
{
"epoch": 45,
"train_loss": 1.4548590183258057,
"val_loss": 1.0451902151107788,
"acc": 63.83,
"time": 102.59203746099956,
"param": [
{
"p": 0.45287758111953735,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06190723553299904,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05566233769059181,
"m": 1.0
},
{
"p": 0.002571526449173689,
"m": 1.0
},
{
"p": 0.05349740386009216,
"m": 1.0
},
{
"p": 0.05402296409010887,
"m": 1.0
},
{
"p": 0.04385693371295929,
"m": 1.0
},
{
"p": 0.19305312633514404,
"m": 1.0
},
{
"p": 0.08255085349082947,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 46,
"train_loss": 1.4390084743499756,
"val_loss": 1.1255543231964111,
"acc": 64.0,
"time": 106.43600038182922,
"param": [
{
"p": 0.45623770356178284,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07431813329458237,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05143838748335838,
"m": 1.0
},
{
"p": 0.005578778684139252,
"m": 1.0
},
{
"p": 0.042677141726017,
"m": 1.0
},
{
"p": 0.0588558092713356,
"m": 1.0
},
{
"p": 0.023737888783216476,
"m": 1.0
},
{
"p": 0.19186368584632874,
"m": 1.0
},
{
"p": 0.09529244154691696,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 47,
"train_loss": 1.371343970298767,
"val_loss": 1.0565917491912842,
"acc": 63.55,
"time": 111.75905990996398,
"param": [
{
"p": 0.48565828800201416,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07563350349664688,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0003302140103187412,
"m": 1.0
},
{
"p": 0.0507650226354599,
"m": 1.0
},
{
"p": 0.00792947318404913,
"m": 1.0
},
{
"p": 0.02220519445836544,
"m": 1.0
},
{
"p": 0.050054870545864105,
"m": 1.0
},
{
"p": 0.01892528310418129,
"m": 1.0
},
{
"p": 0.18896454572677612,
"m": 1.0
},
{
"p": 0.09953365474939346,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 48,
"train_loss": 1.2243444919586182,
"val_loss": 1.1007301807403564,
"acc": 63.0,
"time": 101.39347313297912,
"param": [
{
"p": 0.5080404281616211,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08733261376619339,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008480214513838291,
"m": 1.0
},
{
"p": 0.05585547164082527,
"m": 1.0
},
{
"p": 0.0009710498270578682,
"m": 1.0
},
{
"p": 0.004665662068873644,
"m": 1.0
},
{
"p": 0.044954169541597366,
"m": 1.0
},
{
"p": 0.00920725055038929,
"m": 1.0
},
{
"p": 0.18198330700397491,
"m": 1.0
},
{
"p": 0.09850986301898956,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 49,
"train_loss": 1.6588906049728394,
"val_loss": 1.0381335020065308,
"acc": 64.08,
"time": 101.61905123409815,
"param": [
{
"p": 0.5047706365585327,
"m": 1.0
},
{
"p": 0.004808302037417889,
"m": 1.0
},
{
"p": 0.09154271334409714,
"m": 1.0
},
{
"p": 0.005756010767072439,
"m": 1.0
},
{
"p": 0.006875966675579548,
"m": 1.0
},
{
"p": 0.011932657100260258,
"m": 1.0
},
{
"p": 0.04649096727371216,
"m": 1.0
},
{
"p": 0.00657699815928936,
"m": 1.0
},
{
"p": 0.004205049481242895,
"m": 1.0
},
{
"p": 0.04539848119020462,
"m": 1.0
},
{
"p": 0.009456553496420383,
"m": 1.0
},
{
"p": 0.16200800240039825,
"m": 1.0
},
{
"p": 0.09695165604352951,
"m": 1.0
},
{
"p": 0.0032259225845336914,
"m": 1.0
}
]
},
{
"epoch": 50,
"train_loss": 1.1682782173156738,
"val_loss": 0.9446794390678406,
"acc": 64.94,
"time": 101.91222245106474,
"param": [
{
"p": 0.41945967078208923,
"m": 1.0
},
{
"p": 0.01880813203752041,
"m": 1.0
},
{
"p": 0.09089620411396027,
"m": 1.0
},
{
"p": 0.021295391023159027,
"m": 1.0
},
{
"p": 0.01804516837000847,
"m": 1.0
},
{
"p": 0.01986338198184967,
"m": 1.0
},
{
"p": 0.046133290976285934,
"m": 1.0
},
{
"p": 0.030014105141162872,
"m": 1.0
},
{
"p": 0.020861586555838585,
"m": 1.0
},
{
"p": 0.055702365934848785,
"m": 1.0
},
{
"p": 0.02862362004816532,
"m": 1.0
},
{
"p": 0.13702549040317535,
"m": 1.0
},
{
"p": 0.09218128770589828,
"m": 1.0
},
{
"p": 0.001090212375856936,
"m": 1.0
}
]
},
{
"epoch": 51,
"train_loss": 1.3123905658721924,
"val_loss": 1.0656810998916626,
"acc": 64.87,
"time": 101.69373398204334,
"param": [
{
"p": 0.31261149048805237,
"m": 1.0
},
{
"p": 0.0313873365521431,
"m": 1.0
},
{
"p": 0.08791346848011017,
"m": 1.0
},
{
"p": 0.03043576143682003,
"m": 1.0
},
{
"p": 0.023177098482847214,
"m": 1.0
},
{
"p": 0.029495567083358765,
"m": 1.0
},
{
"p": 0.05780334025621414,
"m": 1.0
},
{
"p": 0.05499933660030365,
"m": 1.0
},
{
"p": 0.04224874824285507,
"m": 1.0
},
{
"p": 0.07004287838935852,
"m": 1.0
},
{
"p": 0.04424062371253967,
"m": 1.0
},
{
"p": 0.12233462929725647,
"m": 1.0
},
{
"p": 0.08807303756475449,
"m": 1.0
},
{
"p": 0.00523668248206377,
"m": 1.0
}
]
},
{
"epoch": 52,
"train_loss": 1.0806270837783813,
"val_loss": 0.9749326705932617,
"acc": 65.8,
"time": 115.37549370108172,
"param": [
{
"p": 0.2669675350189209,
"m": 1.0
},
{
"p": 0.023509066551923752,
"m": 1.0
},
{
"p": 0.0926968976855278,
"m": 1.0
},
{
"p": 0.04393208026885986,
"m": 1.0
},
{
"p": 0.016075806692242622,
"m": 1.0
},
{
"p": 0.03466864302754402,
"m": 1.0
},
{
"p": 0.06052407622337341,
"m": 1.0
},
{
"p": 0.06376994401216507,
"m": 1.0
},
{
"p": 0.06478437036275864,
"m": 1.0
},
{
"p": 0.07152947783470154,
"m": 1.0
},
{
"p": 0.05114498361945152,
"m": 1.0
},
{
"p": 0.11940252035856247,
"m": 1.0
},
{
"p": 0.08496707677841187,
"m": 1.0
},
{
"p": 0.006027556955814362,
"m": 1.0
}
]
},
{
"epoch": 53,
"train_loss": 1.3792778253555298,
"val_loss": 0.9721483588218689,
"acc": 65.67,
"time": 115.63663660385646,
"param": [
{
"p": 0.2437882125377655,
"m": 1.0
},
{
"p": 0.01638239435851574,
"m": 1.0
},
{
"p": 0.09647080302238464,
"m": 1.0
},
{
"p": 0.051457762718200684,
"m": 1.0
},
{
"p": 0.005000749137252569,
"m": 1.0
},
{
"p": 0.040817853063344955,
"m": 1.0
},
{
"p": 0.07230730354785919,
"m": 1.0
},
{
"p": 0.052298929542303085,
"m": 1.0
},
{
"p": 0.08244124054908752,
"m": 1.0
},
{
"p": 0.06648239493370056,
"m": 1.0
},
{
"p": 0.0617048479616642,
"m": 1.0
},
{
"p": 0.11399368941783905,
"m": 1.0
},
{
"p": 0.09648390859365463,
"m": 1.0
},
{
"p": 0.0003698786022141576,
"m": 1.0
}
]
},
{
"epoch": 54,
"train_loss": 1.2074129581451416,
"val_loss": 0.9525850415229797,
"acc": 66.07,
"time": 101.57803221093491,
"param": [
{
"p": 0.2314777672290802,
"m": 1.0
},
{
"p": 0.012876440770924091,
"m": 1.0
},
{
"p": 0.0975450947880745,
"m": 1.0
},
{
"p": 0.048612188547849655,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.043956246227025986,
"m": 1.0
},
{
"p": 0.07519994676113129,
"m": 1.0
},
{
"p": 0.055220067501068115,
"m": 1.0
},
{
"p": 0.08555446565151215,
"m": 1.0
},
{
"p": 0.06396087259054184,
"m": 1.0
},
{
"p": 0.07158652693033218,
"m": 1.0
},
{
"p": 0.11317231506109238,
"m": 1.0
},
{
"p": 0.1008380725979805,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 55,
"train_loss": 1.1553020477294922,
"val_loss": 0.9434886574745178,
"acc": 66.72,
"time": 105.79494458809495,
"param": [
{
"p": 0.2278468757867813,
"m": 1.0
},
{
"p": 0.004532031714916229,
"m": 1.0
},
{
"p": 0.10779072344303131,
"m": 1.0
},
{
"p": 0.03946169093251228,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03726910427212715,
"m": 1.0
},
{
"p": 0.07713846117258072,
"m": 1.0
},
{
"p": 0.046796124428510666,
"m": 1.0
},
{
"p": 0.09004850685596466,
"m": 1.0
},
{
"p": 0.06813403964042664,
"m": 1.0
},
{
"p": 0.08725614845752716,
"m": 1.0
},
{
"p": 0.1092606857419014,
"m": 1.0
},
{
"p": 0.096515953540802,
"m": 1.0
},
{
"p": 0.007949684746563435,
"m": 1.0
}
]
},
{
"epoch": 56,
"train_loss": 1.119672417640686,
"val_loss": 1.0509412288665771,
"acc": 65.08,
"time": 112.01262810989283,
"param": [
{
"p": 0.2591802477836609,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13209901750087738,
"m": 1.0
},
{
"p": 0.00938578974455595,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02616562880575657,
"m": 1.0
},
{
"p": 0.07824010401964188,
"m": 1.0
},
{
"p": 0.022196156904101372,
"m": 1.0
},
{
"p": 0.09108056128025055,
"m": 1.0
},
{
"p": 0.06344839185476303,
"m": 1.0
},
{
"p": 0.10276256501674652,
"m": 1.0
},
{
"p": 0.11527535319328308,
"m": 1.0
},
{
"p": 0.1001662015914917,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 57,
"train_loss": 1.204431176185608,
"val_loss": 1.0098326206207275,
"acc": 67.01,
"time": 103.0533679870423,
"param": [
{
"p": 0.29282569885253906,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1602242887020111,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0026025481056421995,
"m": 1.0
},
{
"p": 0.08696873486042023,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09174985438585281,
"m": 1.0
},
{
"p": 0.04286272078752518,
"m": 1.0
},
{
"p": 0.10253103822469711,
"m": 1.0
},
{
"p": 0.11529918760061264,
"m": 1.0
},
{
"p": 0.10493588447570801,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 58,
"train_loss": 1.528133511543274,
"val_loss": 1.0865620374679565,
"acc": 65.43,
"time": 110.38915583700873,
"param": [
{
"p": 0.3026348650455475,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16996324062347412,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0004984377301298082,
"m": 1.0
},
{
"p": 0.09630855172872543,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08901207149028778,
"m": 1.0
},
{
"p": 0.028045082464814186,
"m": 1.0
},
{
"p": 0.09379353374242783,
"m": 1.0
},
{
"p": 0.11724762618541718,
"m": 1.0
},
{
"p": 0.10249655693769455,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 59,
"train_loss": 1.4003630876541138,
"val_loss": 1.0301275253295898,
"acc": 64.97,
"time": 111.07143796910532,
"param": [
{
"p": 0.30665159225463867,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18025743961334229,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0895811915397644,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09297195822000504,
"m": 1.0
},
{
"p": 0.013763010501861572,
"m": 1.0
},
{
"p": 0.08768745511770248,
"m": 1.0
},
{
"p": 0.12035894393920898,
"m": 1.0
},
{
"p": 0.10872839391231537,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 60,
"train_loss": 1.0234447717666626,
"val_loss": 0.9893096089363098,
"acc": 67.82,
"time": 101.79325730493292,
"param": [
{
"p": 0.3089084029197693,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19466906785964966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09801912307739258,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09558369964361191,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07832356542348862,
"m": 1.0
},
{
"p": 0.11691693216562271,
"m": 1.0
},
{
"p": 0.10757922381162643,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 61,
"train_loss": 1.047011375427246,
"val_loss": 0.9356786012649536,
"acc": 65.67,
"time": 102.04983597714454,
"param": [
{
"p": 0.3105108141899109,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20396165549755096,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10431075096130371,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08948462456464767,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07123757898807526,
"m": 1.0
},
{
"p": 0.11070163547992706,
"m": 1.0
},
{
"p": 0.10979297757148743,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 62,
"train_loss": 0.8911400437355042,
"val_loss": 0.886888861656189,
"acc": 66.46,
"time": 110.74909946112894,
"param": [
{
"p": 0.32062190771102905,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20759887993335724,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10990792512893677,
"m": 1.0
},
{
"p": 0.00268346955999732,
"m": 1.0
},
{
"p": 0.08695197850465775,
"m": 1.0
},
{
"p": 0.0005186654743738472,
"m": 1.0
},
{
"p": 0.06605293601751328,
"m": 1.0
},
{
"p": 0.10125389695167542,
"m": 1.0
},
{
"p": 0.10441040247678757,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 63,
"train_loss": 1.2891556024551392,
"val_loss": 0.9895945191383362,
"acc": 68.11,
"time": 101.61975419707596,
"param": [
{
"p": 0.3056793212890625,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.19706498086452484,
"m": 1.0
},
{
"p": 0.0025717467069625854,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0027880652341991663,
"m": 1.0
},
{
"p": 0.11082805693149567,
"m": 1.0
},
{
"p": 0.014491019770503044,
"m": 1.0
},
{
"p": 0.08974859863519669,
"m": 1.0
},
{
"p": 0.006613719742745161,
"m": 1.0
},
{
"p": 0.06461188197135925,
"m": 1.0
},
{
"p": 0.09310348331928253,
"m": 1.0
},
{
"p": 0.11249914020299911,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 64,
"train_loss": 1.2673660516738892,
"val_loss": 0.8345551490783691,
"acc": 68.28,
"time": 101.8454913450405,
"param": [
{
"p": 0.3019804358482361,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2031896412372589,
"m": 1.0
},
{
"p": 0.0002171762171201408,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10943715274333954,
"m": 1.0
},
{
"p": 0.009121068753302097,
"m": 1.0
},
{
"p": 0.09727738797664642,
"m": 1.0
},
{
"p": 0.014386775903403759,
"m": 1.0
},
{
"p": 0.04816759005188942,
"m": 1.0
},
{
"p": 0.08862453699111938,
"m": 1.0
},
{
"p": 0.12759828567504883,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 65,
"train_loss": 1.2967420816421509,
"val_loss": 1.0646440982818604,
"acc": 67.27,
"time": 112.62900468101725,
"param": [
{
"p": 0.3333888053894043,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20952832698822021,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1089492067694664,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0940387025475502,
"m": 1.0
},
{
"p": 0.01710587926208973,
"m": 1.0
},
{
"p": 0.02098538912832737,
"m": 1.0
},
{
"p": 0.08324775099754333,
"m": 1.0
},
{
"p": 0.13275592029094696,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 66,
"train_loss": 1.2044802904129028,
"val_loss": 1.0042659044265747,
"acc": 67.1,
"time": 103.53995019802824,
"param": [
{
"p": 0.3370780348777771,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2103898972272873,
"m": 1.0
},
{
"p": 0.0012439455604180694,
"m": 1.0
},
{
"p": 0.006798034533858299,
"m": 1.0
},
{
"p": 0.0005064893048256636,
"m": 1.0
},
{
"p": 0.10619697719812393,
"m": 1.0
},
{
"p": 0.004962428938597441,
"m": 1.0
},
{
"p": 0.09017064422369003,
"m": 1.0
},
{
"p": 0.022062256932258606,
"m": 1.0
},
{
"p": 0.002741365460678935,
"m": 1.0
},
{
"p": 0.08573254942893982,
"m": 1.0
},
{
"p": 0.13209448754787445,
"m": 1.0
},
{
"p": 2.2915353838470764e-05,
"m": 1.0
}
]
},
{
"epoch": 67,
"train_loss": 0.9098723530769348,
"val_loss": 0.9337274432182312,
"acc": 67.64,
"time": 114.40484415483661,
"param": [
{
"p": 0.32864809036254883,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20931951701641083,
"m": 1.0
},
{
"p": 0.0024183858186006546,
"m": 1.0
},
{
"p": 0.019630419090390205,
"m": 1.0
},
{
"p": 0.0026493179611861706,
"m": 1.0
},
{
"p": 0.09437340497970581,
"m": 1.0
},
{
"p": 0.015372850000858307,
"m": 1.0
},
{
"p": 0.08669418096542358,
"m": 1.0
},
{
"p": 0.025132406502962112,
"m": 1.0
},
{
"p": 0.004259471315890551,
"m": 1.0
},
{
"p": 0.07880525290966034,
"m": 1.0
},
{
"p": 0.1310141384601593,
"m": 1.0
},
{
"p": 0.0016824807971715927,
"m": 1.0
}
]
},
{
"epoch": 68,
"train_loss": 1.1459881067276,
"val_loss": 0.9370701313018799,
"acc": 67.57,
"time": 111.59638784499839,
"param": [
{
"p": 0.31075575947761536,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2044227123260498,
"m": 1.0
},
{
"p": 0.004301400389522314,
"m": 1.0
},
{
"p": 0.032645899802446365,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08769509941339493,
"m": 1.0
},
{
"p": 0.026746587827801704,
"m": 1.0
},
{
"p": 0.08161064982414246,
"m": 1.0
},
{
"p": 0.03851449117064476,
"m": 1.0
},
{
"p": 0.014416174963116646,
"m": 1.0
},
{
"p": 0.06501507014036179,
"m": 1.0
},
{
"p": 0.13364946842193604,
"m": 1.0
},
{
"p": 0.00022677685774397105,
"m": 1.0
}
]
},
{
"epoch": 69,
"train_loss": 0.9034457206726074,
"val_loss": 0.9857858419418335,
"acc": 67.59,
"time": 102.6828207760118,
"param": [
{
"p": 0.3172338604927063,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2065882682800293,
"m": 1.0
},
{
"p": 0.005245070904493332,
"m": 1.0
},
{
"p": 0.036951906979084015,
"m": 1.0
},
{
"p": 2.9940836611785926e-05,
"m": 1.0
},
{
"p": 0.08391076326370239,
"m": 1.0
},
{
"p": 0.02708713337779045,
"m": 1.0
},
{
"p": 0.07502508908510208,
"m": 1.0
},
{
"p": 0.03581086918711662,
"m": 1.0
},
{
"p": 0.015229318290948868,
"m": 1.0
},
{
"p": 0.05658615753054619,
"m": 1.0
},
{
"p": 0.14030160009860992,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 70,
"train_loss": 1.0489823818206787,
"val_loss": 0.8442931175231934,
"acc": 68.53,
"time": 102.12174148811027,
"param": [
{
"p": 0.3192603588104248,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.20561149716377258,
"m": 1.0
},
{
"p": 0.006367428693920374,
"m": 1.0
},
{
"p": 0.04469018429517746,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07476069033145905,
"m": 1.0
},
{
"p": 0.030763372778892517,
"m": 1.0
},
{
"p": 0.060534365475177765,
"m": 1.0
},
{
"p": 0.03543392941355705,
"m": 1.0
},
{
"p": 0.012738010846078396,
"m": 1.0
},
{
"p": 0.05655331909656525,
"m": 1.0
},
{
"p": 0.1532869040966034,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 71,
"train_loss": 1.0314887762069702,
"val_loss": 0.8470980525016785,
"acc": 68.17,
"time": 102.51015256089158,
"param": [
{
"p": 0.31674909591674805,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21081115305423737,
"m": 1.0
},
{
"p": 0.002887987531721592,
"m": 1.0
},
{
"p": 0.040998686105012894,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06367722153663635,
"m": 1.0
},
{
"p": 0.03659381717443466,
"m": 1.0
},
{
"p": 0.05559355020523071,
"m": 1.0
},
{
"p": 0.044146232306957245,
"m": 1.0
},
{
"p": 0.015877438709139824,
"m": 1.0
},
{
"p": 0.04889623075723648,
"m": 1.0
},
{
"p": 0.16376858949661255,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 72,
"train_loss": 1.2041021585464478,
"val_loss": 0.8289611339569092,
"acc": 68.59,
"time": 104.48517820099369,
"param": [
{
"p": 0.32469701766967773,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21829454600811005,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034053683280944824,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05966125801205635,
"m": 1.0
},
{
"p": 0.03799201175570488,
"m": 1.0
},
{
"p": 0.04574449360370636,
"m": 1.0
},
{
"p": 0.04975299537181854,
"m": 1.0
},
{
"p": 0.022611744701862335,
"m": 1.0
},
{
"p": 0.03625622019171715,
"m": 1.0
},
{
"p": 0.17093603312969208,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 73,
"train_loss": 1.120039939880371,
"val_loss": 0.8651496171951294,
"acc": 68.76,
"time": 111.74239154788665,
"param": [
{
"p": 0.3395286500453949,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21779628098011017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02017930895090103,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06450020521879196,
"m": 1.0
},
{
"p": 0.036544159054756165,
"m": 1.0
},
{
"p": 0.04485392943024635,
"m": 1.0
},
{
"p": 0.04615335911512375,
"m": 1.0
},
{
"p": 0.01387308444827795,
"m": 1.0
},
{
"p": 0.03345832973718643,
"m": 1.0
},
{
"p": 0.18311281502246857,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 74,
"train_loss": 1.1123043298721313,
"val_loss": 0.8734208345413208,
"acc": 69.0,
"time": 107.77484193700366,
"param": [
{
"p": 0.36634501814842224,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2304776906967163,
"m": 1.0
},
{
"p": 0.0017942431150004268,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07003549486398697,
"m": 1.0
},
{
"p": 0.022485841065645218,
"m": 1.0
},
{
"p": 0.048952363431453705,
"m": 1.0
},
{
"p": 0.033781278878450394,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03301110491156578,
"m": 1.0
},
{
"p": 0.1931169331073761,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 75,
"train_loss": 1.1140823364257812,
"val_loss": 0.9558725953102112,
"acc": 68.27,
"time": 118.24523955304176,
"param": [
{
"p": 0.32509100437164307,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.21009039878845215,
"m": 1.0
},
{
"p": 0.013415554538369179,
"m": 1.0
},
{
"p": 0.007387304212898016,
"m": 1.0
},
{
"p": 0.007249780464917421,
"m": 1.0
},
{
"p": 0.08286654204130173,
"m": 1.0
},
{
"p": 0.042172644287347794,
"m": 1.0
},
{
"p": 0.057466164231300354,
"m": 1.0
},
{
"p": 0.030732382088899612,
"m": 1.0
},
{
"p": 0.010058226995170116,
"m": 1.0
},
{
"p": 0.0328914150595665,
"m": 1.0
},
{
"p": 0.18057861924171448,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 76,
"train_loss": 1.0725195407867432,
"val_loss": 0.8696770071983337,
"acc": 69.04,
"time": 104.52328442502767,
"param": [
{
"p": 0.35163524746894836,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22383099794387817,
"m": 1.0
},
{
"p": 0.010542702861130238,
"m": 1.0
},
{
"p": 0.005301689729094505,
"m": 1.0
},
{
"p": 0.00505416514351964,
"m": 1.0
},
{
"p": 0.10516749322414398,
"m": 1.0
},
{
"p": 0.02790185995399952,
"m": 1.0
},
{
"p": 0.054889146238565445,
"m": 1.0
},
{
"p": 0.005520130041986704,
"m": 1.0
},
{
"p": 0.006223563104867935,
"m": 1.0
},
{
"p": 0.020087340846657753,
"m": 1.0
},
{
"p": 0.18384575843811035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 77,
"train_loss": 1.1915080547332764,
"val_loss": 0.9086875319480896,
"acc": 68.83,
"time": 104.6855892939493,
"param": [
{
"p": 0.35631462931632996,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.23024877905845642,
"m": 1.0
},
{
"p": 0.008044993504881859,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01902192085981369,
"m": 1.0
},
{
"p": 0.11547908931970596,
"m": 1.0
},
{
"p": 0.010130138136446476,
"m": 1.0
},
{
"p": 0.050907235592603683,
"m": 1.0
},
{
"p": 0.0003082737675867975,
"m": 1.0
},
{
"p": 0.009152126498520374,
"m": 1.0
},
{
"p": 0.022866085171699524,
"m": 1.0
},
{
"p": 0.1774578094482422,
"m": 1.0
},
{
"p": 6.891053635627031e-05,
"m": 1.0
}
]
},
{
"epoch": 78,
"train_loss": 0.8442217707633972,
"val_loss": 0.9208831787109375,
"acc": 68.47,
"time": 103.3884707679972,
"param": [
{
"p": 0.3839850425720215,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2501544654369354,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0009275356424041092,
"m": 1.0
},
{
"p": 0.00361881242133677,
"m": 1.0
},
{
"p": 0.11717506498098373,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04459476098418236,
"m": 1.0
},
{
"p": 0.0008939761319197714,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019782988354563713,
"m": 1.0
},
{
"p": 0.17865212261676788,
"m": 1.0
},
{
"p": 0.00021528764045797288,
"m": 1.0
}
]
},
{
"epoch": 79,
"train_loss": 1.3890024423599243,
"val_loss": 1.000373363494873,
"acc": 68.73,
"time": 102.21241938811727,
"param": [
{
"p": 0.38339129090309143,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.25018635392189026,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.00769647303968668,
"m": 1.0
},
{
"p": 0.0012960038147866726,
"m": 1.0
},
{
"p": 0.11472860723733902,
"m": 1.0
},
{
"p": 0.0028156726621091366,
"m": 1.0
},
{
"p": 0.04438621550798416,
"m": 1.0
},
{
"p": 0.0022225372958928347,
"m": 1.0
},
{
"p": 7.302700396394357e-05,
"m": 1.0
},
{
"p": 0.023093873634934425,
"m": 1.0
},
{
"p": 0.16966447234153748,
"m": 1.0
},
{
"p": 0.0004454488807823509,
"m": 1.0
}
]
},
{
"epoch": 80,
"train_loss": 1.1070139408111572,
"val_loss": 0.9758729934692383,
"acc": 68.95,
"time": 101.97326810914092,
"param": [
{
"p": 0.3934921622276306,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24985645711421967,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.018212366849184036,
"m": 1.0
},
{
"p": 0.0023779929615557194,
"m": 1.0
},
{
"p": 0.11787808686494827,
"m": 1.0
},
{
"p": 0.0006659126956947148,
"m": 1.0
},
{
"p": 0.03193949535489082,
"m": 1.0
},
{
"p": 0.00783479306846857,
"m": 1.0
},
{
"p": 0.0036742647644132376,
"m": 1.0
},
{
"p": 0.01764473132789135,
"m": 1.0
},
{
"p": 0.1564236581325531,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 81,
"train_loss": 1.2628737688064575,
"val_loss": 0.8585654497146606,
"acc": 69.95,
"time": 110.36770839500241,
"param": [
{
"p": 0.36985868215560913,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22883105278015137,
"m": 1.0
},
{
"p": 0.0021347214933484793,
"m": 1.0
},
{
"p": 0.022100061178207397,
"m": 1.0
},
{
"p": 0.02322293445467949,
"m": 1.0
},
{
"p": 0.11095943301916122,
"m": 1.0
},
{
"p": 0.007091552019119263,
"m": 1.0
},
{
"p": 0.033040497452020645,
"m": 1.0
},
{
"p": 0.01670410856604576,
"m": 1.0
},
{
"p": 0.022314805537462234,
"m": 1.0
},
{
"p": 0.023417169228196144,
"m": 1.0
},
{
"p": 0.13997602462768555,
"m": 1.0
},
{
"p": 0.00034900291939266026,
"m": 1.0
}
]
},
{
"epoch": 82,
"train_loss": 0.9963981509208679,
"val_loss": 0.8827671408653259,
"acc": 69.83,
"time": 103.89551017596386,
"param": [
{
"p": 0.3563573360443115,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.22278226912021637,
"m": 1.0
},
{
"p": 0.003160300198942423,
"m": 1.0
},
{
"p": 0.01854667440056801,
"m": 1.0
},
{
"p": 0.03616185113787651,
"m": 1.0
},
{
"p": 0.10032480955123901,
"m": 1.0
},
{
"p": 0.009404643438756466,
"m": 1.0
},
{
"p": 0.02890515699982643,
"m": 1.0
},
{
"p": 0.020555369555950165,
"m": 1.0
},
{
"p": 0.03472377732396126,
"m": 1.0
},
{
"p": 0.031854476779699326,
"m": 1.0
},
{
"p": 0.1340358853340149,
"m": 1.0
},
{
"p": 0.0031874515116214752,
"m": 1.0
}
]
},
{
"epoch": 83,
"train_loss": 1.2575539350509644,
"val_loss": 0.9045630097389221,
"acc": 68.84,
"time": 103.84574650903232,
"param": [
{
"p": 0.386262983083725,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.24206091463565826,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006962242536246777,
"m": 1.0
},
{
"p": 0.03256991133093834,
"m": 1.0
},
{
"p": 0.09548259526491165,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014195225201547146,
"m": 1.0
},
{
"p": 0.02412942238152027,
"m": 1.0
},
{
"p": 0.02365233190357685,
"m": 1.0
},
{
"p": 0.0329706110060215,
"m": 1.0
},
{
"p": 0.14100754261016846,
"m": 1.0
},
{
"p": 0.0007062521181069314,
"m": 1.0
}
]
},
{
"epoch": 84,
"train_loss": 1.1700189113616943,
"val_loss": 0.8188474178314209,
"acc": 68.89,
"time": 107.34068840206601,
"param": [
{
"p": 0.4082455039024353,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2645597755908966,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01830432377755642,
"m": 1.0
},
{
"p": 0.09419382363557816,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026941733434796333,
"m": 1.0
},
{
"p": 0.008222810924053192,
"m": 1.0
},
{
"p": 0.03373795375227928,
"m": 1.0
},
{
"p": 0.14520230889320374,
"m": 1.0
},
{
"p": 0.0005918581737205386,
"m": 1.0
}
]
},
{
"epoch": 85,
"train_loss": 0.9747311472892761,
"val_loss": 0.7789502739906311,
"acc": 70.53,
"time": 101.27043773280457,
"param": [
{
"p": 0.4227440357208252,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2854440212249756,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0006600449560210109,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08242104947566986,
"m": 1.0
},
{
"p": 0.0008440684177912772,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.022396434098482132,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.04109398275613785,
"m": 1.0
},
{
"p": 0.14416484534740448,
"m": 1.0
},
{
"p": 0.00023155534290708601,
"m": 1.0
}
]
},
{
"epoch": 86,
"train_loss": 1.469939947128296,
"val_loss": 0.7945461273193359,
"acc": 69.43,
"time": 101.85222192504443,
"param": [
{
"p": 0.42434653639793396,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.2917637526988983,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06505518406629562,
"m": 1.0
},
{
"p": 0.003732366021722555,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01969338394701481,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.056132469326257706,
"m": 1.0
},
{
"p": 0.13927631080150604,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 87,
"train_loss": 1.1171602010726929,
"val_loss": 0.7944775223731995,
"acc": 69.73,
"time": 109.54919839091599,
"param": [
{
"p": 0.4595353305339813,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.3078480064868927,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.026527777314186096,
"m": 1.0
},
{
"p": 0.0007894724258221686,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008151926100254059,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06012585386633873,
"m": 1.0
},
{
"p": 0.13702157139778137,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 88,
"train_loss": 0.8695886135101318,
"val_loss": 0.8839518427848816,
"acc": 70.34,
"time": 113.22636640910059,
"param": [
{
"p": 0.4694271981716156,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.30780911445617676,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0007685009622946382,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.015256062150001526,
"m": 1.0
},
{
"p": 0.0015129827661439776,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008512577973306179,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.054065972566604614,
"m": 1.0
},
{
"p": 0.14264754951000214,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 89,
"train_loss": 1.0238882303237915,
"val_loss": 0.9953387379646301,
"acc": 67.81,
"time": 104.33877635607496,
"param": [
{
"p": 0.4626712501049042,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.299780935049057,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.006856289692223072,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.01156602706760168,
"m": 1.0
},
{
"p": 9.735544153954834e-05,
"m": 1.0
},
{
"p": 0.0017147860489785671,
"m": 1.0
},
{
"p": 0.015519934706389904,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05228593200445175,
"m": 1.0
},
{
"p": 0.14733396470546722,
"m": 1.0
},
{
"p": 0.0021734063047915697,
"m": 1.0
}
]
},
{
"epoch": 90,
"train_loss": 0.9777546525001526,
"val_loss": 0.8527509570121765,
"acc": 70.36,
"time": 105.22694973112084,
"param": [
{
"p": 0.42479589581489563,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.27709078788757324,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.014200437813997269,
"m": 1.0
},
{
"p": 0.0025700947735458612,
"m": 1.0
},
{
"p": 0.00674741854891181,
"m": 1.0
},
{
"p": 0.004827439785003662,
"m": 1.0
},
{
"p": 0.014866998419165611,
"m": 1.0
},
{
"p": 0.03518497198820114,
"m": 1.0
},
{
"p": 0.007015300914645195,
"m": 1.0
},
{
"p": 0.061895545572042465,
"m": 1.0
},
{
"p": 0.1505957841873169,
"m": 1.0
},
{
"p": 0.00020929590391460806,
"m": 1.0
}
]
},
{
"epoch": 91,
"train_loss": 0.9399210810661316,
"val_loss": 0.8738988041877747,
"acc": 70.48,
"time": 118.11547221499495,
"param": [
{
"p": 0.35572054982185364,
"m": 1.0
},
{
"p": 0.0029650914948433638,
"m": 1.0
},
{
"p": 0.24006453156471252,
"m": 1.0
},
{
"p": 0.012239144183695316,
"m": 1.0
},
{
"p": 0.013181249611079693,
"m": 1.0
},
{
"p": 0.01668752171099186,
"m": 1.0
},
{
"p": 0.014871145598590374,
"m": 1.0
},
{
"p": 0.0230304803699255,
"m": 1.0
},
{
"p": 0.025188615545630455,
"m": 1.0
},
{
"p": 0.043102361261844635,
"m": 1.0
},
{
"p": 0.024602821096777916,
"m": 1.0
},
{
"p": 0.06807832419872284,
"m": 1.0
},
{
"p": 0.13953867554664612,
"m": 1.0
},
{
"p": 0.020729539915919304,
"m": 1.0
}
]
},
{
"epoch": 92,
"train_loss": 1.068832516670227,
"val_loss": 0.898491621017456,
"acc": 70.27,
"time": 112.48642913787626,
"param": [
{
"p": 0.31229910254478455,
"m": 1.0
},
{
"p": 4.7330253437394276e-05,
"m": 1.0
},
{
"p": 0.21313469111919403,
"m": 1.0
},
{
"p": 0.017306966707110405,
"m": 1.0
},
{
"p": 0.0067024072632193565,
"m": 1.0
},
{
"p": 0.023290550336241722,
"m": 1.0
},
{
"p": 0.03331819549202919,
"m": 1.0
},
{
"p": 0.03281174227595329,
"m": 1.0
},
{
"p": 0.04041115939617157,
"m": 1.0
},
{
"p": 0.04523133859038353,
"m": 1.0
},
{
"p": 0.03638803958892822,
"m": 1.0
},
{
"p": 0.07703475654125214,
"m": 1.0
},
{
"p": 0.13713470101356506,
"m": 1.0
},
{
"p": 0.024889014661312103,
"m": 1.0
}
]
},
{
"epoch": 93,
"train_loss": 1.0150426626205444,
"val_loss": 0.9021013379096985,
"acc": 69.8,
"time": 103.64465684280731,
"param": [
{
"p": 0.28016898036003113,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1873258352279663,
"m": 1.0
},
{
"p": 0.02140243537724018,
"m": 1.0
},
{
"p": 0.003903164528310299,
"m": 1.0
},
{
"p": 0.022825509309768677,
"m": 1.0
},
{
"p": 0.043289657682180405,
"m": 1.0
},
{
"p": 0.041050780564546585,
"m": 1.0
},
{
"p": 0.050937093794345856,
"m": 1.0
},
{
"p": 0.04594681039452553,
"m": 1.0
},
{
"p": 0.05343181639909744,
"m": 1.0
},
{
"p": 0.08489211648702621,
"m": 1.0
},
{
"p": 0.14175045490264893,
"m": 1.0
},
{
"p": 0.02307531051337719,
"m": 1.0
}
]
},
{
"epoch": 94,
"train_loss": 1.1202514171600342,
"val_loss": 0.8869596123695374,
"acc": 70.64,
"time": 104.02190011087805,
"param": [
{
"p": 0.26282256841659546,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.16902746260166168,
"m": 1.0
},
{
"p": 0.029673023149371147,
"m": 1.0
},
{
"p": 0.00012658603372983634,
"m": 1.0
},
{
"p": 0.016524769365787506,
"m": 1.0
},
{
"p": 0.05497802048921585,
"m": 1.0
},
{
"p": 0.044877924025058746,
"m": 1.0
},
{
"p": 0.0535699799656868,
"m": 1.0
},
{
"p": 0.05173732712864876,
"m": 1.0
},
{
"p": 0.06342972069978714,
"m": 1.0
},
{
"p": 0.09793488681316376,
"m": 1.0
},
{
"p": 0.133170485496521,
"m": 1.0
},
{
"p": 0.02212720550596714,
"m": 1.0
}
]
},
{
"epoch": 95,
"train_loss": 0.9028139114379883,
"val_loss": 0.7860267162322998,
"acc": 71.32,
"time": 113.15156270097941,
"param": [
{
"p": 0.23529715836048126,
"m": 1.0
},
{
"p": 0.0021730142179876566,
"m": 1.0
},
{
"p": 0.1503068208694458,
"m": 1.0
},
{
"p": 0.045419640839099884,
"m": 1.0
},
{
"p": 0.0010060661006718874,
"m": 1.0
},
{
"p": 0.0269300639629364,
"m": 1.0
},
{
"p": 0.05932451784610748,
"m": 1.0
},
{
"p": 0.045532096177339554,
"m": 1.0
},
{
"p": 0.05891662463545799,
"m": 1.0
},
{
"p": 0.06762897968292236,
"m": 1.0
},
{
"p": 0.06999602168798447,
"m": 1.0
},
{
"p": 0.08761463314294815,
"m": 1.0
},
{
"p": 0.1253737062215805,
"m": 1.0
},
{
"p": 0.024480639025568962,
"m": 1.0
}
]
},
{
"epoch": 96,
"train_loss": 1.1516438722610474,
"val_loss": 0.8132818937301636,
"acc": 71.6,
"time": 103.02139004901983,
"param": [
{
"p": 0.20978572964668274,
"m": 1.0
},
{
"p": 0.006800041999667883,
"m": 1.0
},
{
"p": 0.1343141496181488,
"m": 1.0
},
{
"p": 0.05008931830525398,
"m": 1.0
},
{
"p": 0.014223933219909668,
"m": 1.0
},
{
"p": 0.034801989793777466,
"m": 1.0
},
{
"p": 0.06462495028972626,
"m": 1.0
},
{
"p": 0.047584254294633865,
"m": 1.0
},
{
"p": 0.06548264622688293,
"m": 1.0
},
{
"p": 0.07249883562326431,
"m": 1.0
},
{
"p": 0.0713973417878151,
"m": 1.0
},
{
"p": 0.07929065823554993,
"m": 1.0
},
{
"p": 0.12553410232067108,
"m": 1.0
},
{
"p": 0.023571984842419624,
"m": 1.0
}
]
},
{
"epoch": 97,
"train_loss": 1.2805901765823364,
"val_loss": 0.8442378640174866,
"acc": 71.7,
"time": 102.5037531198468,
"param": [
{
"p": 0.20618920028209686,
"m": 1.0
},
{
"p": 0.0064747822470963,
"m": 1.0
},
{
"p": 0.1344110518693924,
"m": 1.0
},
{
"p": 0.04618016257882118,
"m": 1.0
},
{
"p": 0.015295940451323986,
"m": 1.0
},
{
"p": 0.030338428914546967,
"m": 1.0
},
{
"p": 0.06806463748216629,
"m": 1.0
},
{
"p": 0.04850047454237938,
"m": 1.0
},
{
"p": 0.07229048013687134,
"m": 1.0
},
{
"p": 0.07332118600606918,
"m": 1.0
},
{
"p": 0.06542488187551498,
"m": 1.0
},
{
"p": 0.08112850040197372,
"m": 1.0
},
{
"p": 0.13498611748218536,
"m": 1.0
},
{
"p": 0.017394134774804115,
"m": 1.0
}
]
},
{
"epoch": 98,
"train_loss": 1.1047695875167847,
"val_loss": 0.8835291266441345,
"acc": 71.15,
"time": 103.45811273204163,
"param": [
{
"p": 0.20414099097251892,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13476352393627167,
"m": 1.0
},
{
"p": 0.03843336179852486,
"m": 1.0
},
{
"p": 0.024296337738633156,
"m": 1.0
},
{
"p": 0.02857455238699913,
"m": 1.0
},
{
"p": 0.06715141236782074,
"m": 1.0
},
{
"p": 0.04979025572538376,
"m": 1.0
},
{
"p": 0.07057826966047287,
"m": 1.0
},
{
"p": 0.07691745460033417,
"m": 1.0
},
{
"p": 0.06390448659658432,
"m": 1.0
},
{
"p": 0.08255590498447418,
"m": 1.0
},
{
"p": 0.14642634987831116,
"m": 1.0
},
{
"p": 0.012467014603316784,
"m": 1.0
}
]
},
{
"epoch": 99,
"train_loss": 1.1213427782058716,
"val_loss": 0.8785301446914673,
"acc": 70.88,
"time": 107.49350202688947,
"param": [
{
"p": 0.2092856615781784,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13695566356182098,
"m": 1.0
},
{
"p": 0.028718501329421997,
"m": 1.0
},
{
"p": 0.046001922339200974,
"m": 1.0
},
{
"p": 0.030628137290477753,
"m": 1.0
},
{
"p": 0.046996522694826126,
"m": 1.0
},
{
"p": 0.043528202921152115,
"m": 1.0
},
{
"p": 0.07236696034669876,
"m": 1.0
},
{
"p": 0.07097017019987106,
"m": 1.0
},
{
"p": 0.07083305716514587,
"m": 1.0
},
{
"p": 0.0760575458407402,
"m": 1.0
},
{
"p": 0.15393029153347015,
"m": 1.0
},
{
"p": 0.01372729241847992,
"m": 1.0
}
]
},
{
"epoch": 100,
"train_loss": 0.9787546396255493,
"val_loss": 0.8993036150932312,
"acc": 69.92,
"time": 111.31607796880417,
"param": [
{
"p": 0.24001844227313995,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1440412402153015,
"m": 1.0
},
{
"p": 0.012091158889234066,
"m": 1.0
},
{
"p": 0.05188576504588127,
"m": 1.0
},
{
"p": 0.009927043691277504,
"m": 1.0
},
{
"p": 0.038904376327991486,
"m": 1.0
},
{
"p": 0.03845631331205368,
"m": 1.0
},
{
"p": 0.07425185292959213,
"m": 1.0
},
{
"p": 0.07878232002258301,
"m": 1.0
},
{
"p": 0.07040335983037949,
"m": 1.0
},
{
"p": 0.06773976236581802,
"m": 1.0
},
{
"p": 0.17349840700626373,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 101,
"train_loss": 1.0135427713394165,
"val_loss": 0.8378060460090637,
"acc": 71.43,
"time": 114.97124959807843,
"param": [
{
"p": 0.26963090896606445,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15490390360355377,
"m": 1.0
},
{
"p": 0.010422316379845142,
"m": 1.0
},
{
"p": 0.03047509305179119,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.030110297724604607,
"m": 1.0
},
{
"p": 0.01602512039244175,
"m": 1.0
},
{
"p": 0.06639448553323746,
"m": 1.0
},
{
"p": 0.09806704521179199,
"m": 1.0
},
{
"p": 0.07494331151247025,
"m": 1.0
},
{
"p": 0.05983699485659599,
"m": 1.0
},
{
"p": 0.18919041752815247,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 102,
"train_loss": 1.1525548696517944,
"val_loss": 0.8231298327445984,
"acc": 70.71,
"time": 106.86849504779093,
"param": [
{
"p": 0.2887505292892456,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15898796916007996,
"m": 1.0
},
{
"p": 0.009838920086622238,
"m": 1.0
},
{
"p": 0.011811496689915657,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02285245805978775,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0664902850985527,
"m": 1.0
},
{
"p": 0.10940832644701004,
"m": 1.0
},
{
"p": 0.07531470060348511,
"m": 1.0
},
{
"p": 0.05772525072097778,
"m": 1.0
},
{
"p": 0.19310970604419708,
"m": 1.0
},
{
"p": 0.0057103512808680534,
"m": 1.0
}
]
},
{
"epoch": 103,
"train_loss": 0.9433163404464722,
"val_loss": 0.731278121471405,
"acc": 71.46,
"time": 104.14230211498216,
"param": [
{
"p": 0.27116915583610535,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.15163783729076385,
"m": 1.0
},
{
"p": 0.005654101725667715,
"m": 1.0
},
{
"p": 0.007994156330823898,
"m": 1.0
},
{
"p": 0.00301874871365726,
"m": 1.0
},
{
"p": 0.02451658807694912,
"m": 1.0
},
{
"p": 0.0047548748552799225,
"m": 1.0
},
{
"p": 0.06814982742071152,
"m": 1.0
},
{
"p": 0.11746466904878616,
"m": 1.0
},
{
"p": 0.08736312389373779,
"m": 1.0
},
{
"p": 0.06437836587429047,
"m": 1.0
},
{
"p": 0.1790243685245514,
"m": 1.0
},
{
"p": 0.014874109998345375,
"m": 1.0
}
]
},
{
"epoch": 104,
"train_loss": 1.1002014875411987,
"val_loss": 0.9085702300071716,
"acc": 71.4,
"time": 110.9779484658502,
"param": [
{
"p": 0.25495079159736633,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1458742320537567,
"m": 1.0
},
{
"p": 0.010864758864045143,
"m": 1.0
},
{
"p": 0.004724217113107443,
"m": 1.0
},
{
"p": 0.016409365460276604,
"m": 1.0
},
{
"p": 0.026922833174467087,
"m": 1.0
},
{
"p": 0.006571217905730009,
"m": 1.0
},
{
"p": 0.06184998154640198,
"m": 1.0
},
{
"p": 0.12132476270198822,
"m": 1.0
},
{
"p": 0.0935002788901329,
"m": 1.0
},
{
"p": 0.05953352153301239,
"m": 1.0
},
{
"p": 0.1797342598438263,
"m": 1.0
},
{
"p": 0.01773969642817974,
"m": 1.0
}
]
},
{
"epoch": 105,
"train_loss": 1.1345843076705933,
"val_loss": 0.8293163776397705,
"acc": 71.4,
"time": 102.91938827186823,
"param": [
{
"p": 0.2627789378166199,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.14548437297344208,
"m": 1.0
},
{
"p": 0.0047340779565274715,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.024287760257720947,
"m": 1.0
},
{
"p": 0.018880058079957962,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.040584683418273926,
"m": 1.0
},
{
"p": 0.13255725800991058,
"m": 1.0
},
{
"p": 0.09773620218038559,
"m": 1.0
},
{
"p": 0.06026904657483101,
"m": 1.0
},
{
"p": 0.19324830174446106,
"m": 1.0
},
{
"p": 0.01943938434123993,
"m": 1.0
}
]
},
{
"epoch": 106,
"train_loss": 0.9386670589447021,
"val_loss": 0.8220424652099609,
"acc": 71.18,
"time": 105.77715114387684,
"param": [
{
"p": 0.3057260811328888,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1566111445426941,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0021495975088328123,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008136417716741562,
"m": 1.0
},
{
"p": 0.1402740478515625,
"m": 1.0
},
{
"p": 0.0985134020447731,
"m": 1.0
},
{
"p": 0.0561804473400116,
"m": 1.0
},
{
"p": 0.2260284572839737,
"m": 1.0
},
{
"p": 0.0063803731463849545,
"m": 1.0
}
]
},
{
"epoch": 107,
"train_loss": 1.129238486289978,
"val_loss": 0.966032087802887,
"acc": 70.64,
"time": 116.84161937213503,
"param": [
{
"p": 0.30998605489730835,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1588708460330963,
"m": 1.0
},
{
"p": 0.002573226811364293,
"m": 1.0
},
{
"p": 0.009414583444595337,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0010184186976402998,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12849894165992737,
"m": 1.0
},
{
"p": 0.08947346359491348,
"m": 1.0
},
{
"p": 0.06024762988090515,
"m": 1.0
},
{
"p": 0.22979070246219635,
"m": 1.0
},
{
"p": 0.010126093402504921,
"m": 1.0
}
]
},
{
"epoch": 108,
"train_loss": 1.1337401866912842,
"val_loss": 0.7496147155761719,
"acc": 71.42,
"time": 104.84874553512782,
"param": [
{
"p": 0.27816107869148254,
"m": 1.0
},
{
"p": 0.005424485541880131,
"m": 1.0
},
{
"p": 0.13977788388729095,
"m": 1.0
},
{
"p": 0.02640726789832115,
"m": 1.0
},
{
"p": 0.02296510338783264,
"m": 1.0
},
{
"p": 0.00966688059270382,
"m": 1.0
},
{
"p": 0.0185465756803751,
"m": 1.0
},
{
"p": 0.005375433247536421,
"m": 1.0
},
{
"p": 0.002736477181315422,
"m": 1.0
},
{
"p": 0.11321470886468887,
"m": 1.0
},
{
"p": 0.08114021271467209,
"m": 1.0
},
{
"p": 0.05740172415971756,
"m": 1.0
},
{
"p": 0.21514637768268585,
"m": 1.0
},
{
"p": 0.024035805836319923,
"m": 1.0
}
]
},
{
"epoch": 109,
"train_loss": 0.9652236700057983,
"val_loss": 0.9240226149559021,
"acc": 71.14,
"time": 114.80734727298841,
"param": [
{
"p": 0.2714157998561859,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13008980453014374,
"m": 1.0
},
{
"p": 0.02695247158408165,
"m": 1.0
},
{
"p": 0.019154496490955353,
"m": 1.0
},
{
"p": 0.02235104702413082,
"m": 1.0
},
{
"p": 0.03322896361351013,
"m": 1.0
},
{
"p": 0.00652159983292222,
"m": 1.0
},
{
"p": 0.002173527143895626,
"m": 1.0
},
{
"p": 0.10316545516252518,
"m": 1.0
},
{
"p": 0.07521629333496094,
"m": 1.0
},
{
"p": 0.05762500315904617,
"m": 1.0
},
{
"p": 0.22555896639823914,
"m": 1.0
},
{
"p": 0.026546524837613106,
"m": 1.0
}
]
},
{
"epoch": 110,
"train_loss": 1.0078476667404175,
"val_loss": 0.856753408908844,
"acc": 71.19,
"time": 117.67299447301775,
"param": [
{
"p": 0.29585760831832886,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12876693904399872,
"m": 1.0
},
{
"p": 0.010303108021616936,
"m": 1.0
},
{
"p": 0.01111830584704876,
"m": 1.0
},
{
"p": 0.025617342442274094,
"m": 1.0
},
{
"p": 0.04019754007458687,
"m": 1.0
},
{
"p": 0.003353065811097622,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08253172785043716,
"m": 1.0
},
{
"p": 0.06783457845449448,
"m": 1.0
},
{
"p": 0.06170867010951042,
"m": 1.0
},
{
"p": 0.2542817294597626,
"m": 1.0
},
{
"p": 0.018429359421133995,
"m": 1.0
}
]
},
{
"epoch": 111,
"train_loss": 1.0141994953155518,
"val_loss": 0.7940961718559265,
"acc": 71.95,
"time": 116.39518894883804,
"param": [
{
"p": 0.2815905511379242,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12349226325750351,
"m": 1.0
},
{
"p": 0.001641103415749967,
"m": 1.0
},
{
"p": 0.010508857667446136,
"m": 1.0
},
{
"p": 0.030334731563925743,
"m": 1.0
},
{
"p": 0.05936340615153313,
"m": 1.0
},
{
"p": 0.014570317231118679,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06973638385534286,
"m": 1.0
},
{
"p": 0.05670718848705292,
"m": 1.0
},
{
"p": 0.07443614304065704,
"m": 1.0
},
{
"p": 0.24532224237918854,
"m": 1.0
},
{
"p": 0.032296840101480484,
"m": 1.0
}
]
},
{
"epoch": 112,
"train_loss": 1.0809739828109741,
"val_loss": 0.8808648586273193,
"acc": 71.95,
"time": 101.67621093383059,
"param": [
{
"p": 0.26245903968811035,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11957115679979324,
"m": 1.0
},
{
"p": 0.0005177905550226569,
"m": 1.0
},
{
"p": 0.024055184796452522,
"m": 1.0
},
{
"p": 0.04643528535962105,
"m": 1.0
},
{
"p": 0.069380983710289,
"m": 1.0
},
{
"p": 0.019098958000540733,
"m": 1.0
},
{
"p": 0.0032460354268550873,
"m": 1.0
},
{
"p": 0.055678121745586395,
"m": 1.0
},
{
"p": 0.054209962487220764,
"m": 1.0
},
{
"p": 0.07872678339481354,
"m": 1.0
},
{
"p": 0.22655077278614044,
"m": 1.0
},
{
"p": 0.040069956332445145,
"m": 1.0
}
]
},
{
"epoch": 113,
"train_loss": 0.9447355270385742,
"val_loss": 0.7494973540306091,
"acc": 72.42,
"time": 104.97294726409018,
"param": [
{
"p": 0.2510222792625427,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12585626542568207,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.039071448147296906,
"m": 1.0
},
{
"p": 0.05611663684248924,
"m": 1.0
},
{
"p": 0.0706016793847084,
"m": 1.0
},
{
"p": 0.006663177162408829,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05130493640899658,
"m": 1.0
},
{
"p": 0.044859424233436584,
"m": 1.0
},
{
"p": 0.08345505595207214,
"m": 1.0
},
{
"p": 0.23073410987854004,
"m": 1.0
},
{
"p": 0.040315061807632446,
"m": 1.0
}
]
},
{
"epoch": 114,
"train_loss": 1.2625713348388672,
"val_loss": 0.8031907677650452,
"acc": 71.78,
"time": 112.6515060949605,
"param": [
{
"p": 0.2174588292837143,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12307589501142502,
"m": 1.0
},
{
"p": 0.01322861760854721,
"m": 1.0
},
{
"p": 0.041592612862586975,
"m": 1.0
},
{
"p": 0.06315086781978607,
"m": 1.0
},
{
"p": 0.07441937923431396,
"m": 1.0
},
{
"p": 0.01700803078711033,
"m": 1.0
},
{
"p": 0.002208363264799118,
"m": 1.0
},
{
"p": 0.058643683791160583,
"m": 1.0
},
{
"p": 0.05266941711306572,
"m": 1.0
},
{
"p": 0.08431015908718109,
"m": 1.0
},
{
"p": 0.214152991771698,
"m": 1.0
},
{
"p": 0.038081150501966476,
"m": 1.0
}
]
},
{
"epoch": 115,
"train_loss": 1.0684930086135864,
"val_loss": 0.7942014336585999,
"acc": 72.45,
"time": 103.00526861194521,
"param": [
{
"p": 0.1962585747241974,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1213417574763298,
"m": 1.0
},
{
"p": 0.015127594582736492,
"m": 1.0
},
{
"p": 0.05139157921075821,
"m": 1.0
},
{
"p": 0.06538915634155273,
"m": 1.0
},
{
"p": 0.07360688596963882,
"m": 1.0
},
{
"p": 0.021558362990617752,
"m": 1.0
},
{
"p": 0.010937188751995564,
"m": 1.0
},
{
"p": 0.06348676234483719,
"m": 1.0
},
{
"p": 0.05250422656536102,
"m": 1.0
},
{
"p": 0.09097035974264145,
"m": 1.0
},
{
"p": 0.20820412039756775,
"m": 1.0
},
{
"p": 0.029223289340734482,
"m": 1.0
}
]
},
{
"epoch": 116,
"train_loss": 1.2123619318008423,
"val_loss": 0.7835733890533447,
"acc": 71.69,
"time": 102.67505624797195,
"param": [
{
"p": 0.18385443091392517,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12601764500141144,
"m": 1.0
},
{
"p": 0.018352022394537926,
"m": 1.0
},
{
"p": 0.06918054074048996,
"m": 1.0
},
{
"p": 0.07928325980901718,
"m": 1.0
},
{
"p": 0.06329482793807983,
"m": 1.0
},
{
"p": 0.009281760081648827,
"m": 1.0
},
{
"p": 0.013255682773888111,
"m": 1.0
},
{
"p": 0.05943785607814789,
"m": 1.0
},
{
"p": 0.0471038818359375,
"m": 1.0
},
{
"p": 0.09830382466316223,
"m": 1.0
},
{
"p": 0.2151876986026764,
"m": 1.0
},
{
"p": 0.01744660921394825,
"m": 1.0
}
]
},
{
"epoch": 117,
"train_loss": 1.553251028060913,
"val_loss": 0.8793184161186218,
"acc": 73.18,
"time": 113.81485922588035,
"param": [
{
"p": 0.18813635408878326,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.138330340385437,
"m": 1.0
},
{
"p": 0.009532404132187366,
"m": 1.0
},
{
"p": 0.08118277043104172,
"m": 1.0
},
{
"p": 0.09160302579402924,
"m": 1.0
},
{
"p": 0.060016922652721405,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.011874127201735973,
"m": 1.0
},
{
"p": 0.04997682198882103,
"m": 1.0
},
{
"p": 0.03613492101430893,
"m": 1.0
},
{
"p": 0.09229676425457001,
"m": 1.0
},
{
"p": 0.24091549217700958,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 118,
"train_loss": 0.9318440556526184,
"val_loss": 0.7880256772041321,
"acc": 71.49,
"time": 118.33252782607451,
"param": [
{
"p": 0.1768372803926468,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1314074695110321,
"m": 1.0
},
{
"p": 0.007717772852629423,
"m": 1.0
},
{
"p": 0.08870996534824371,
"m": 1.0
},
{
"p": 0.09773654490709305,
"m": 1.0
},
{
"p": 0.0606418251991272,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.031998518854379654,
"m": 1.0
},
{
"p": 0.04864057898521423,
"m": 1.0
},
{
"p": 0.03133447468280792,
"m": 1.0
},
{
"p": 0.08645353466272354,
"m": 1.0
},
{
"p": 0.2315005362033844,
"m": 1.0
},
{
"p": 0.0070214890874922276,
"m": 1.0
}
]
},
{
"epoch": 119,
"train_loss": 0.8734182715415955,
"val_loss": 0.7557297945022583,
"acc": 71.5,
"time": 106.66730123688467,
"param": [
{
"p": 0.1760314553976059,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1270979940891266,
"m": 1.0
},
{
"p": 0.006878637708723545,
"m": 1.0
},
{
"p": 0.08577287942171097,
"m": 1.0
},
{
"p": 0.0976029485464096,
"m": 1.0
},
{
"p": 0.051573608070611954,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.05919487401843071,
"m": 1.0
},
{
"p": 0.04419603943824768,
"m": 1.0
},
{
"p": 0.024655316025018692,
"m": 1.0
},
{
"p": 0.08470432460308075,
"m": 1.0
},
{
"p": 0.22195503115653992,
"m": 1.0
},
{
"p": 0.020336806774139404,
"m": 1.0
}
]
},
{
"epoch": 120,
"train_loss": 1.4354082345962524,
"val_loss": 0.706144392490387,
"acc": 72.94,
"time": 102.58681400492787,
"param": [
{
"p": 0.1662808209657669,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11970863491296768,
"m": 1.0
},
{
"p": 0.011081197299063206,
"m": 1.0
},
{
"p": 0.09190867841243744,
"m": 1.0
},
{
"p": 0.1016683429479599,
"m": 1.0
},
{
"p": 0.04002533480525017,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06849861145019531,
"m": 1.0
},
{
"p": 0.04614280164241791,
"m": 1.0
},
{
"p": 0.011959388852119446,
"m": 1.0
},
{
"p": 0.08292131870985031,
"m": 1.0
},
{
"p": 0.2269003540277481,
"m": 1.0
},
{
"p": 0.032904502004384995,
"m": 1.0
}
]
},
{
"epoch": 121,
"train_loss": 1.068511962890625,
"val_loss": 0.8272696137428284,
"acc": 71.47,
"time": 105.61785578704439,
"param": [
{
"p": 0.14928732812404633,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10183952003717422,
"m": 1.0
},
{
"p": 0.01380359660834074,
"m": 1.0
},
{
"p": 0.08719450980424881,
"m": 1.0
},
{
"p": 0.10024669766426086,
"m": 1.0
},
{
"p": 0.03347422927618027,
"m": 1.0
},
{
"p": 0.01772173121571541,
"m": 1.0
},
{
"p": 0.07206792384386063,
"m": 1.0
},
{
"p": 0.05959477648139,
"m": 1.0
},
{
"p": 0.018722116947174072,
"m": 1.0
},
{
"p": 0.08639375120401382,
"m": 1.0
},
{
"p": 0.2161928415298462,
"m": 1.0
},
{
"p": 0.04346102103590965,
"m": 1.0
}
]
},
{
"epoch": 122,
"train_loss": 1.052969217300415,
"val_loss": 0.7379306554794312,
"acc": 72.3,
"time": 110.96808823593892,
"param": [
{
"p": 0.14621050655841827,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.08954448997974396,
"m": 1.0
},
{
"p": 0.01395434606820345,
"m": 1.0
},
{
"p": 0.07720641046762466,
"m": 1.0
},
{
"p": 0.09314345568418503,
"m": 1.0
},
{
"p": 0.03825516253709793,
"m": 1.0
},
{
"p": 0.040654733777046204,
"m": 1.0
},
{
"p": 0.07380674034357071,
"m": 1.0
},
{
"p": 0.07428435981273651,
"m": 1.0
},
{
"p": 0.027408311143517494,
"m": 1.0
},
{
"p": 0.08546318858861923,
"m": 1.0
},
{
"p": 0.20661570131778717,
"m": 1.0
},
{
"p": 0.03345257416367531,
"m": 1.0
}
]
},
{
"epoch": 123,
"train_loss": 1.022424578666687,
"val_loss": 0.9576396942138672,
"acc": 72.45,
"time": 104.22614312102087,
"param": [
{
"p": 0.14258398115634918,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0897148922085762,
"m": 1.0
},
{
"p": 0.016586123034358025,
"m": 1.0
},
{
"p": 0.0676041767001152,
"m": 1.0
},
{
"p": 0.08409317582845688,
"m": 1.0
},
{
"p": 0.047076184302568436,
"m": 1.0
},
{
"p": 0.059601377695798874,
"m": 1.0
},
{
"p": 0.06868329644203186,
"m": 1.0
},
{
"p": 0.07791929692029953,
"m": 1.0
},
{
"p": 0.04484544321894646,
"m": 1.0
},
{
"p": 0.08765490353107452,
"m": 1.0
},
{
"p": 0.19379784166812897,
"m": 1.0
},
{
"p": 0.019839264452457428,
"m": 1.0
}
]
},
{
"epoch": 124,
"train_loss": 1.0600618124008179,
"val_loss": 0.8372898101806641,
"acc": 73.17,
"time": 104.01848793914542,
"param": [
{
"p": 0.15331962704658508,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1005304679274559,
"m": 1.0
},
{
"p": 0.01778528280556202,
"m": 1.0
},
{
"p": 0.054544366896152496,
"m": 1.0
},
{
"p": 0.08043000847101212,
"m": 1.0
},
{
"p": 0.045445576310157776,
"m": 1.0
},
{
"p": 0.07314219325780869,
"m": 1.0
},
{
"p": 0.054793331772089005,
"m": 1.0
},
{
"p": 0.07396400719881058,
"m": 1.0
},
{
"p": 0.03918730095028877,
"m": 1.0
},
{
"p": 0.0977357029914856,
"m": 1.0
},
{
"p": 0.2091221958398819,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 125,
"train_loss": 0.9684635996818542,
"val_loss": 0.7709420323371887,
"acc": 73.16,
"time": 101.06142177991569,
"param": [
{
"p": 0.1637551486492157,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.09282919019460678,
"m": 1.0
},
{
"p": 0.02516421303153038,
"m": 1.0
},
{
"p": 0.05656273663043976,
"m": 1.0
},
{
"p": 0.08494061976671219,
"m": 1.0
},
{
"p": 0.03996625542640686,
"m": 1.0
},
{
"p": 0.07821212708950043,
"m": 1.0
},
{
"p": 0.05240531265735626,
"m": 1.0
},
{
"p": 0.06378690898418427,
"m": 1.0
},
{
"p": 0.03793679550290108,
"m": 1.0
},
{
"p": 0.09948679804801941,
"m": 1.0
},
{
"p": 0.2049538493156433,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 126,
"train_loss": 0.9021607637405396,
"val_loss": 0.6936678886413574,
"acc": 72.97,
"time": 109.54523342684843,
"param": [
{
"p": 0.15351369976997375,
"m": 1.0
},
{
"p": 9.853112715063617e-06,
"m": 1.0
},
{
"p": 0.08327250182628632,
"m": 1.0
},
{
"p": 0.029214156791567802,
"m": 1.0
},
{
"p": 0.058104656636714935,
"m": 1.0
},
{
"p": 0.07952885329723358,
"m": 1.0
},
{
"p": 0.05000444874167442,
"m": 1.0
},
{
"p": 0.0761399120092392,
"m": 1.0
},
{
"p": 0.06694250553846359,
"m": 1.0
},
{
"p": 0.059282246977090836,
"m": 1.0
},
{
"p": 0.05310681834816933,
"m": 1.0
},
{
"p": 0.08603613078594208,
"m": 1.0
},
{
"p": 0.19334852695465088,
"m": 1.0
},
{
"p": 0.01149565726518631,
"m": 1.0
}
]
},
{
"epoch": 127,
"train_loss": 1.0823324918746948,
"val_loss": 0.6930223107337952,
"acc": 73.17,
"time": 111.09186337701976,
"param": [
{
"p": 0.13558799028396606,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07869270443916321,
"m": 1.0
},
{
"p": 0.027830464765429497,
"m": 1.0
},
{
"p": 0.06587088108062744,
"m": 1.0
},
{
"p": 0.07484807074069977,
"m": 1.0
},
{
"p": 0.04742436483502388,
"m": 1.0
},
{
"p": 0.06363038718700409,
"m": 1.0
},
{
"p": 0.09161031246185303,
"m": 1.0
},
{
"p": 0.0705433338880539,
"m": 1.0
},
{
"p": 0.06622462719678879,
"m": 1.0
},
{
"p": 0.07176697254180908,
"m": 1.0
},
{
"p": 0.19748546183109283,
"m": 1.0
},
{
"p": 0.008484394289553165,
"m": 1.0
}
]
},
{
"epoch": 128,
"train_loss": 1.1048988103866577,
"val_loss": 0.73658287525177,
"acc": 73.13,
"time": 104.12065558810718,
"param": [
{
"p": 0.1253117322921753,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07270736992359161,
"m": 1.0
},
{
"p": 0.02029413916170597,
"m": 1.0
},
{
"p": 0.07874234020709991,
"m": 1.0
},
{
"p": 0.06922031193971634,
"m": 1.0
},
{
"p": 0.043119627982378006,
"m": 1.0
},
{
"p": 0.04885764420032501,
"m": 1.0
},
{
"p": 0.10914034396409988,
"m": 1.0
},
{
"p": 0.07723696529865265,
"m": 1.0
},
{
"p": 0.07989133149385452,
"m": 1.0
},
{
"p": 0.0649835541844368,
"m": 1.0
},
{
"p": 0.21049463748931885,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 129,
"train_loss": 1.0089983940124512,
"val_loss": 0.7865313291549683,
"acc": 72.28,
"time": 104.90782329603098,
"param": [
{
"p": 0.12068905681371689,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06410527974367142,
"m": 1.0
},
{
"p": 0.00023057016369421035,
"m": 1.0
},
{
"p": 0.08735965937376022,
"m": 1.0
},
{
"p": 0.05973565950989723,
"m": 1.0
},
{
"p": 0.04169119894504547,
"m": 1.0
},
{
"p": 0.030145959928631783,
"m": 1.0
},
{
"p": 0.1206013560295105,
"m": 1.0
},
{
"p": 0.08375371992588043,
"m": 1.0
},
{
"p": 0.08781105279922485,
"m": 1.0
},
{
"p": 0.06501752883195877,
"m": 1.0
},
{
"p": 0.23885898292064667,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 130,
"train_loss": 0.7818938493728638,
"val_loss": 0.7730706930160522,
"acc": 73.05,
"time": 111.19592492212541,
"param": [
{
"p": 0.10981837660074234,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.07559838145971298,
"m": 1.0
},
{
"p": 0.001321352319791913,
"m": 1.0
},
{
"p": 0.08778772503137589,
"m": 1.0
},
{
"p": 0.05675255507230759,
"m": 1.0
},
{
"p": 0.043786559253931046,
"m": 1.0
},
{
"p": 0.018410373479127884,
"m": 1.0
},
{
"p": 0.12890660762786865,
"m": 1.0
},
{
"p": 0.08721479028463364,
"m": 1.0
},
{
"p": 0.07350084185600281,
"m": 1.0
},
{
"p": 0.07443346828222275,
"m": 1.0
},
{
"p": 0.24246899783611298,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 131,
"train_loss": 1.0650286674499512,
"val_loss": 0.7771477103233337,
"acc": 73.73,
"time": 103.51970820501447,
"param": [
{
"p": 0.09654445201158524,
"m": 1.0
},
{
"p": 0.0004407149099279195,
"m": 1.0
},
{
"p": 0.0820748507976532,
"m": 1.0
},
{
"p": 0.01082749292254448,
"m": 1.0
},
{
"p": 0.07692674547433853,
"m": 1.0
},
{
"p": 0.06676553934812546,
"m": 1.0
},
{
"p": 0.03833848983049393,
"m": 1.0
},
{
"p": 0.010405889712274075,
"m": 1.0
},
{
"p": 0.12462194263935089,
"m": 1.0
},
{
"p": 0.08728815615177155,
"m": 1.0
},
{
"p": 0.07277704030275345,
"m": 1.0
},
{
"p": 0.09402375668287277,
"m": 1.0
},
{
"p": 0.23896493017673492,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
}
]
},
{
"epoch": 132,
"train_loss": 1.17386794090271,
"val_loss": 0.7571213841438293,
"acc": 72.14,
"time": 105.90275385184214,
"param": [
{
"p": 0.09417230635881424,
"m": 1.0
},
{
"p": 0.007170557975769043,
"m": 1.0
},
{
"p": 0.09206495434045792,
"m": 1.0
},
{
"p": 0.009261379018425941,
"m": 1.0
},
{
"p": 0.06591024994850159,
"m": 1.0
},
{
"p": 0.07823140174150467,
"m": 1.0
},
{
"p": 0.03937191143631935,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.11545095592737198,
"m": 1.0
},
{
"p": 0.07421132177114487,
"m": 1.0
},
{
"p": 0.06845388561487198,
"m": 1.0
},
{
"p": 0.10499114543199539,
"m": 1.0
},
{
"p": 0.2467031329870224,
"m": 1.0
},
{
"p": 0.004006792791187763,
"m": 1.0
}
]
},
{
"epoch": 133,
"train_loss": 0.9008062481880188,
"val_loss": 0.737317681312561,
"acc": 72.94,
"time": 115.55514302803203,
"param": [
{
"p": 0.09480084478855133,
"m": 1.0
},
{
"p": 0.012070054188370705,
"m": 1.0
},
{
"p": 0.08764553815126419,
"m": 1.0
},
{
"p": 0.01958511397242546,
"m": 1.0
},
{
"p": 0.05750617757439613,
"m": 1.0
},
{
"p": 0.08283700793981552,
"m": 1.0
},
{
"p": 0.046136967837810516,
"m": 1.0
},
{
"p": 0.0005192959797568619,
"m": 1.0
},
{
"p": 0.10973965376615524,
"m": 1.0
},
{
"p": 0.07002685219049454,
"m": 1.0
},
{
"p": 0.05757109448313713,
"m": 1.0
},
{
"p": 0.10588408261537552,
"m": 1.0
},
{
"p": 0.23581187427043915,
"m": 1.0
},
{
"p": 0.01986547000706196,
"m": 1.0
}
]
},
{
"epoch": 134,
"train_loss": 1.0339934825897217,
"val_loss": 0.818304717540741,
"acc": 71.57,
"time": 110.88822029903531,
"param": [
{
"p": 0.0926528051495552,
"m": 1.0
},
{
"p": 0.0019686806481331587,
"m": 1.0
},
{
"p": 0.07250414043664932,
"m": 1.0
},
{
"p": 0.02550014667212963,
"m": 1.0
},
{
"p": 0.06372728943824768,
"m": 1.0
},
{
"p": 0.08815065026283264,
"m": 1.0
},
{
"p": 0.05110172927379608,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10527704656124115,
"m": 1.0
},
{
"p": 0.07639146596193314,
"m": 1.0
},
{
"p": 0.055576667189598083,
"m": 1.0
},
{
"p": 0.09840743988752365,
"m": 1.0
},
{
"p": 0.23553228378295898,
"m": 1.0
},
{
"p": 0.03320971876382828,
"m": 1.0
}
]
},
{
"epoch": 135,
"train_loss": 0.9611732959747314,
"val_loss": 0.6887431144714355,
"acc": 73.38,
"time": 102.40196383488365,
"param": [
{
"p": 0.10512775182723999,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06135635823011398,
"m": 1.0
},
{
"p": 0.03114255703985691,
"m": 1.0
},
{
"p": 0.06942634284496307,
"m": 1.0
},
{
"p": 0.08641277253627777,
"m": 1.0
},
{
"p": 0.056653425097465515,
"m": 1.0
},
{
"p": 0.0006496789865195751,
"m": 1.0
},
{
"p": 0.10036291927099228,
"m": 1.0
},
{
"p": 0.08488009870052338,
"m": 1.0
},
{
"p": 0.05856805667281151,
"m": 1.0
},
{
"p": 0.08692114800214767,
"m": 1.0
},
{
"p": 0.2198457419872284,
"m": 1.0
},
{
"p": 0.0386531800031662,
"m": 1.0
}
]
},
{
"epoch": 136,
"train_loss": 0.8269885778427124,
"val_loss": 0.8549434542655945,
"acc": 73.21,
"time": 114.96392099000514,
"param": [
{
"p": 0.11415623873472214,
"m": 1.0
},
{
"p": 0.0011161111760884523,
"m": 1.0
},
{
"p": 0.040252212435007095,
"m": 1.0
},
{
"p": 0.04120542109012604,
"m": 1.0
},
{
"p": 0.07350076735019684,
"m": 1.0
},
{
"p": 0.08717351406812668,
"m": 1.0
},
{
"p": 0.059027861803770065,
"m": 1.0
},
{
"p": 0.00500485161319375,
"m": 1.0
},
{
"p": 0.10348982363939285,
"m": 1.0
},
{
"p": 0.10248353332281113,
"m": 1.0
},
{
"p": 0.03733840584754944,
"m": 1.0
},
{
"p": 0.07767622917890549,
"m": 1.0
},
{
"p": 0.21767964959144592,
"m": 1.0
},
{
"p": 0.03989535942673683,
"m": 1.0
}
]
},
{
"epoch": 137,
"train_loss": 1.1319783926010132,
"val_loss": 0.7852024435997009,
"acc": 72.02,
"time": 115.24955971096642,
"param": [
{
"p": 0.10253270715475082,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.033103615045547485,
"m": 1.0
},
{
"p": 0.02647038921713829,
"m": 1.0
},
{
"p": 0.07129368185997009,
"m": 1.0
},
{
"p": 0.08781731128692627,
"m": 1.0
},
{
"p": 0.046806395053863525,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10854247957468033,
"m": 1.0
},
{
"p": 0.12235081940889359,
"m": 1.0
},
{
"p": 0.031395792961120605,
"m": 1.0
},
{
"p": 0.0788433626294136,
"m": 1.0
},
{
"p": 0.24241375923156738,
"m": 1.0
},
{
"p": 0.048429716378450394,
"m": 1.0
}
]
},
{
"epoch": 138,
"train_loss": 1.207900881767273,
"val_loss": 0.7114625573158264,
"acc": 72.53,
"time": 110.17320098704658,
"param": [
{
"p": 0.09371130168437958,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.030909134075045586,
"m": 1.0
},
{
"p": 0.006850476376712322,
"m": 1.0
},
{
"p": 0.0806029662489891,
"m": 1.0
},
{
"p": 0.08971678465604782,
"m": 1.0
},
{
"p": 0.03518085181713104,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1110842376947403,
"m": 1.0
},
{
"p": 0.13503436744213104,
"m": 1.0
},
{
"p": 0.027116676792502403,
"m": 1.0
},
{
"p": 0.08139944821596146,
"m": 1.0
},
{
"p": 0.2606157958507538,
"m": 1.0
},
{
"p": 0.04777796193957329,
"m": 1.0
}
]
},
{
"epoch": 139,
"train_loss": 1.1284974813461304,
"val_loss": 0.8234341144561768,
"acc": 72.42,
"time": 118.323813151801,
"param": [
{
"p": 0.09602218121290207,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.029859814792871475,
"m": 1.0
},
{
"p": 0.000385111226933077,
"m": 1.0
},
{
"p": 0.08867372572422028,
"m": 1.0
},
{
"p": 0.07958890497684479,
"m": 1.0
},
{
"p": 0.027785148471593857,
"m": 1.0
},
{
"p": 0.0006254691979847848,
"m": 1.0
},
{
"p": 0.1120651587843895,
"m": 1.0
},
{
"p": 0.1384279429912567,
"m": 1.0
},
{
"p": 0.016387810930609703,
"m": 1.0
},
{
"p": 0.08720366656780243,
"m": 1.0
},
{
"p": 0.279979407787323,
"m": 1.0
},
{
"p": 0.042995698750019073,
"m": 1.0
}
]
},
{
"epoch": 140,
"train_loss": 1.0198478698730469,
"val_loss": 0.7014466524124146,
"acc": 73.4,
"time": 118.14232278591953,
"param": [
{
"p": 0.08615227043628693,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03927068039774895,
"m": 1.0
},
{
"p": 0.006332630291581154,
"m": 1.0
},
{
"p": 0.09397231787443161,
"m": 1.0
},
{
"p": 0.07682360708713531,
"m": 1.0
},
{
"p": 0.025949204340577126,
"m": 1.0
},
{
"p": 0.018259264528751373,
"m": 1.0
},
{
"p": 0.10261479765176773,
"m": 1.0
},
{
"p": 0.11835526674985886,
"m": 1.0
},
{
"p": 0.036955930292606354,
"m": 1.0
},
{
"p": 0.09517432004213333,
"m": 1.0
},
{
"p": 0.25262710452079773,
"m": 1.0
},
{
"p": 0.047512639313936234,
"m": 1.0
}
]
},
{
"epoch": 141,
"train_loss": 1.1534790992736816,
"val_loss": 0.6541008353233337,
"acc": 73.76,
"time": 116.72028119908646,
"param": [
{
"p": 0.08102033287286758,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06596700847148895,
"m": 1.0
},
{
"p": 0.011338965967297554,
"m": 1.0
},
{
"p": 0.07822784036397934,
"m": 1.0
},
{
"p": 0.07741379737854004,
"m": 1.0
},
{
"p": 0.024702759459614754,
"m": 1.0
},
{
"p": 0.043835218995809555,
"m": 1.0
},
{
"p": 0.09075824171304703,
"m": 1.0
},
{
"p": 0.10020806640386581,
"m": 1.0
},
{
"p": 0.06182992458343506,
"m": 1.0
},
{
"p": 0.09196643531322479,
"m": 1.0
},
{
"p": 0.2223074734210968,
"m": 1.0
},
{
"p": 0.05042384937405586,
"m": 1.0
}
]
},
{
"epoch": 142,
"train_loss": 1.0994155406951904,
"val_loss": 0.8473643660545349,
"acc": 72.94,
"time": 117.37805702793412,
"param": [
{
"p": 0.07069795578718185,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10159031301736832,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.06228577718138695,
"m": 1.0
},
{
"p": 0.07365504652261734,
"m": 1.0
},
{
"p": 0.009740007109940052,
"m": 1.0
},
{
"p": 0.04191077500581741,
"m": 1.0
},
{
"p": 0.09635937958955765,
"m": 1.0
},
{
"p": 0.10518274456262589,
"m": 1.0
},
{
"p": 0.0715569481253624,
"m": 1.0
},
{
"p": 0.09176869690418243,
"m": 1.0
},
{
"p": 0.22850073873996735,
"m": 1.0
},
{
"p": 0.04675161466002464,
"m": 1.0
}
]
},
{
"epoch": 143,
"train_loss": 0.9081118702888489,
"val_loss": 0.7150307893753052,
"acc": 73.16,
"time": 114.67409278289415,
"param": [
{
"p": 0.06928305327892303,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.12644661962985992,
"m": 1.0
},
{
"p": 7.919241033960134e-05,
"m": 1.0
},
{
"p": 0.04821929335594177,
"m": 1.0
},
{
"p": 0.06629820168018341,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.02121908962726593,
"m": 1.0
},
{
"p": 0.10266957432031631,
"m": 1.0
},
{
"p": 0.11014575511217117,
"m": 1.0
},
{
"p": 0.08128394931554794,
"m": 1.0
},
{
"p": 0.08243091404438019,
"m": 1.0
},
{
"p": 0.2410094439983368,
"m": 1.0
},
{
"p": 0.05091487988829613,
"m": 1.0
}
]
},
{
"epoch": 144,
"train_loss": 0.9876317977905273,
"val_loss": 0.8555049896240234,
"acc": 73.78,
"time": 116.6932564128656,
"param": [
{
"p": 0.07596798986196518,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.13954035937786102,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.03609367087483406,
"m": 1.0
},
{
"p": 0.05477937310934067,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.003948798403143883,
"m": 1.0
},
{
"p": 0.1027040034532547,
"m": 1.0
},
{
"p": 0.11365582048892975,
"m": 1.0
},
{
"p": 0.09100236743688583,
"m": 1.0
},
{
"p": 0.06885227560997009,
"m": 1.0
},
{
"p": 0.2671129107475281,
"m": 1.0
},
{
"p": 0.04634244740009308,
"m": 1.0
}
]
},
{
"epoch": 145,
"train_loss": 1.0273140668869019,
"val_loss": 0.8396361470222473,
"acc": 73.74,
"time": 101.68175089987926,
"param": [
{
"p": 0.0794907808303833,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.1629175841808319,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.019404496997594833,
"m": 1.0
},
{
"p": 0.04168185964226723,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.10167770832777023,
"m": 1.0
},
{
"p": 0.12097673118114471,
"m": 1.0
},
{
"p": 0.08458950370550156,
"m": 1.0
},
{
"p": 0.05404053255915642,
"m": 1.0
},
{
"p": 0.3049623668193817,
"m": 1.0
},
{
"p": 0.030258430168032646,
"m": 1.0
}
]
},
{
"epoch": 146,
"train_loss": 0.8043944239616394,
"val_loss": 0.6602898836135864,
"acc": 73.81,
"time": 103.02409136900678,
"param": [
{
"p": 0.06810842454433441,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.18643076717853546,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.008619104512035847,
"m": 1.0
},
{
"p": 0.031302180141210556,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.0850801169872284,
"m": 1.0
},
{
"p": 0.13035809993743896,
"m": 1.0
},
{
"p": 0.08221067488193512,
"m": 1.0
},
{
"p": 0.05909097194671631,
"m": 1.0
},
{
"p": 0.3417304456233978,
"m": 1.0
},
{
"p": 0.007069256156682968,
"m": 1.0
}
]
},
{
"epoch": 147,
"train_loss": 0.9630917310714722,
"val_loss": 0.7742421627044678,
"acc": 73.57,
"time": 102.2368509969674,
"param": [
{
"p": 0.06461939215660095,
"m": 1.0
},
{
"p": 0.006774047389626503,
"m": 1.0
},
{
"p": 0.18500995635986328,
"m": 1.0
},
{
"p": 0.003559855278581381,
"m": 1.0
},
{
"p": 0.016557201743125916,
"m": 1.0
},
{
"p": 0.035402704030275345,
"m": 1.0
},
{
"p": 0.0016843063058331609,
"m": 1.0
},
{
"p": 0.010088981129229069,
"m": 1.0
},
{
"p": 0.07346313446760178,
"m": 1.0
},
{
"p": 0.12366265803575516,
"m": 1.0
},
{
"p": 0.07015997916460037,
"m": 1.0
},
{
"p": 0.06443792581558228,
"m": 1.0
},
{
"p": 0.334063321352005,
"m": 1.0
},
{
"p": 0.010516606271266937,
"m": 1.0
}
]
},
{
"epoch": 148,
"train_loss": 0.6697718501091003,
"val_loss": 0.704990029335022,
"acc": 73.69,
"time": 109.21984976693057,
"param": [
{
"p": 0.058861248195171356,
"m": 1.0
},
{
"p": 0.02759411744773388,
"m": 1.0
},
{
"p": 0.1672637015581131,
"m": 1.0
},
{
"p": 0.008885757997632027,
"m": 1.0
},
{
"p": 0.03268078342080116,
"m": 1.0
},
{
"p": 0.05538642778992653,
"m": 1.0
},
{
"p": 0.0,
"m": 1.0
},
{
"p": 0.034097809344530106,
"m": 1.0
},
{
"p": 0.07470395416021347,
"m": 1.0
},
{
"p": 0.10713722556829453,
"m": 1.0
},
{
"p": 0.05182994157075882,
"m": 1.0
},
{
"p": 0.0779847651720047,
"m": 1.0
},
{
"p": 0.2867763936519623,
"m": 1.0
},
{
"p": 0.016797948628664017,
"m": 1.0
}
]
},
{
"epoch": 149,
"train_loss": 0.8405144214630127,
"val_loss": 0.7473379969596863,
"acc": 73.46,
"time": 107.33083679107949,
"param": [
{
"p": 0.033251553773880005,
"m": 1.0
},
{
"p": 0.027583686634898186,
"m": 1.0
},
{
"p": 0.16546162962913513,
"m": 1.0
},
{
"p": 0.014819245785474777,
"m": 1.0
},
{
"p": 0.033886753022670746,
"m": 1.0
},
{
"p": 0.07552602887153625,
"m": 1.0
},
{
"p": 0.0018753902986645699,
"m": 1.0
},
{
"p": 0.059546396136283875,
"m": 1.0
},
{
"p": 0.07093076407909393,
"m": 1.0
},
{
"p": 0.09837363660335541,
"m": 1.0
},
{
"p": 0.04639676585793495,
"m": 1.0
},
{
"p": 0.08462619036436081,
"m": 1.0
},
{
"p": 0.25770607590675354,
"m": 1.0
},
{
"p": 0.030015919357538223,
"m": 1.0
}
]
},
{
"epoch": 150,
"train_loss": 1.006458044052124,
"val_loss": 0.7862058281898499,
"acc": 73.15,
"time": 106.6950357099995,
"param": [
{
"p": 0.021070871502161026,
"m": 1.0
},
{
"p": 0.018664544448256493,
"m": 1.0
},
{
"p": 0.17035570740699768,
"m": 1.0
},
{
"p": 0.018472908064723015,
"m": 1.0
},
{
"p": 0.023800944909453392,
"m": 1.0
},
{
"p": 0.08559039980173111,
"m": 1.0
},
{
"p": 0.0007108771242201328,
"m": 1.0
},
{
"p": 0.075359046459198,
"m": 1.0
},
{
"p": 0.06321273744106293,
"m": 1.0
},
{
"p": 0.10088905692100525,
"m": 1.0
},
{
"p": 0.03609221801161766,
"m": 1.0
},
{
"p": 0.08522797375917435,
"m": 1.0
},
{
"p": 0.2636052966117859,
"m": 1.0
},
{
"p": 0.03694748505949974,
"m": 1.0
}
]
}
]
}
Reference in a new issue View git blame Copy permalink