mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 20:20:46 +02:00
5746 lines
No EOL
100 KiB
JSON
Executable file
5746 lines
No EOL
100 KiB
JSON
Executable file
{
|
|
"Accuracy": 70.85,
|
|
"Time": [
|
|
121.29727465973855,
|
|
1.0859037141798167
|
|
],
|
|
"Device": "TITAN RTX",
|
|
"Param_names": [
|
|
"Identity",
|
|
"FlipUD",
|
|
"FlipLR",
|
|
"Rotate",
|
|
"TranslateX",
|
|
"TranslateY",
|
|
"ShearX",
|
|
"ShearY",
|
|
"Contrast",
|
|
"Color",
|
|
"Brightness",
|
|
"Sharpness",
|
|
"Posterize",
|
|
"Solarize"
|
|
],
|
|
"Log": [
|
|
{
|
|
"epoch": 1,
|
|
"train_loss": 2.150700330734253,
|
|
"val_loss": 2.2915496826171875,
|
|
"acc": 10.37,
|
|
"time": 117.34276717,
|
|
"param": [
|
|
{
|
|
"p": 0.11097405850887299,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.042942114174366,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.09154129773378372,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.09699863940477371,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.06496650725603104,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.08390922099351883,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.11506123840808868,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.026006923988461494,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.09615202248096466,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.04337882250547409,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.08931725472211838,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.05736025422811508,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.08139169961214066,
|
|
"m": 0.5886635184288025
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5886635184288025
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 2,
|
|
"train_loss": 2.0571839809417725,
|
|
"val_loss": 2.0466818809509277,
|
|
"acc": 23.36,
|
|
"time": 119.503642086,
|
|
"param": [
|
|
{
|
|
"p": 0.10352751612663269,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.0410807766020298,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.10967522859573364,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.09434053301811218,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.06284710764884949,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.06539510190486908,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.12053529918193817,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.040720999240875244,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.07007982581853867,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.05868026986718178,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.08444763720035553,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.0645468533039093,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.08412284404039383,
|
|
"m": 0.6592394709587097
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6592394709587097
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 3,
|
|
"train_loss": 1.9790843725204468,
|
|
"val_loss": 1.9504916667938232,
|
|
"acc": 28.68,
|
|
"time": 120.381404384,
|
|
"param": [
|
|
{
|
|
"p": 0.10932976007461548,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.13009020686149597,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.09582509845495224,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.05356833338737488,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.024443386122584343,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.17055951058864594,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.012603690847754478,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.07215002924203873,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.045342810451984406,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.10195565223693848,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.07015687972307205,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.11397459357976913,
|
|
"m": 0.6045399308204651
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6045399308204651
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 4,
|
|
"train_loss": 2.030236005783081,
|
|
"val_loss": 1.7954580783843994,
|
|
"acc": 33.67,
|
|
"time": 121.923594052,
|
|
"param": [
|
|
{
|
|
"p": 0.10514798760414124,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.14659611880779266,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0803518146276474,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.03632190078496933,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.20607900619506836,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0795513466000557,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.026569979265332222,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.10474779456853867,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.08530173450708389,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.1293322890996933,
|
|
"m": 0.5614383220672607
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5614383220672607
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 5,
|
|
"train_loss": 1.4537557363510132,
|
|
"val_loss": 1.6064640283584595,
|
|
"acc": 39.61,
|
|
"time": 121.62795485000004,
|
|
"param": [
|
|
{
|
|
"p": 0.1036500409245491,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.14421534538269043,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.08015568554401398,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.010061134584248066,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.23982742428779602,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.08213718980550766,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.0008539489936083555,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.1182580441236496,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.09002535790205002,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.13081581890583038,
|
|
"m": 0.5355483293533325
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5355483293533325
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 6,
|
|
"train_loss": 1.8600050210952759,
|
|
"val_loss": 1.5880616903305054,
|
|
"acc": 41.73,
|
|
"time": 121.50544872700004,
|
|
"param": [
|
|
{
|
|
"p": 0.10519800335168839,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.10968974232673645,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.07337301969528198,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.26428720355033875,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0642312541604042,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.010340044274926186,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.11617907136678696,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.11366623640060425,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.14303550124168396,
|
|
"m": 0.5102159380912781
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5102159380912781
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 7,
|
|
"train_loss": 1.660614013671875,
|
|
"val_loss": 1.5404975414276123,
|
|
"acc": 42.67,
|
|
"time": 121.39274171700004,
|
|
"param": [
|
|
{
|
|
"p": 0.11660634726285934,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.08049331605434418,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.06214939057826996,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.27795112133026123,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.056728094816207886,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.011505166999995708,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.12172356247901917,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.12681734561920166,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.1460256427526474,
|
|
"m": 0.4754621386528015
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4754621386528015
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 8,
|
|
"train_loss": 1.5651028156280518,
|
|
"val_loss": 1.5882927179336548,
|
|
"acc": 45.36,
|
|
"time": 121.915736111,
|
|
"param": [
|
|
{
|
|
"p": 0.11368432641029358,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.06617125868797302,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.06230540946125984,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.0014046684373170137,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.26008397340774536,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.021558495238423347,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.05171150341629982,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.018862906843423843,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.1281919926404953,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.13608454167842865,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.13994091749191284,
|
|
"m": 0.47556358575820923
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47556358575820923
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 9,
|
|
"train_loss": 1.548178791999817,
|
|
"val_loss": 1.363844394683838,
|
|
"acc": 47.69,
|
|
"time": 122.20144229000005,
|
|
"param": [
|
|
{
|
|
"p": 0.11453202366828918,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.05273756384849548,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.07471275329589844,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.25153031945228577,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.03248247504234314,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.039948202669620514,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.01926519349217415,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.12778888642787933,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.14007455110549927,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.14692804217338562,
|
|
"m": 0.4803418219089508
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4803418219089508
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 10,
|
|
"train_loss": 1.582332730293274,
|
|
"val_loss": 1.4075303077697754,
|
|
"acc": 47.4,
|
|
"time": 122.5202937460001,
|
|
"param": [
|
|
{
|
|
"p": 0.11690560728311539,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.045381974428892136,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.07871048152446747,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.265215128660202,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.025565728545188904,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.030121129006147385,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.014257260598242283,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.12811125814914703,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.13979622721672058,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.15593521296977997,
|
|
"m": 0.47920891642570496
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47920891642570496
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 11,
|
|
"train_loss": 1.64845609664917,
|
|
"val_loss": 1.4818546772003174,
|
|
"acc": 48.2,
|
|
"time": 121.13494370500007,
|
|
"param": [
|
|
{
|
|
"p": 0.11067033559083939,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.04300258681178093,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.08307267725467682,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.01205579936504364,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.2614539563655853,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.027159132063388824,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.03766529634594917,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.021853258833289146,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.1237272322177887,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.1351221352815628,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.14421766996383667,
|
|
"m": 0.4717760384082794
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4717760384082794
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 12,
|
|
"train_loss": 1.4197616577148438,
|
|
"val_loss": 1.3349921703338623,
|
|
"acc": 50.3,
|
|
"time": 122.39629652500003,
|
|
"param": [
|
|
{
|
|
"p": 0.1045873686671257,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.04128392040729523,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.08625359833240509,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.0016251998022198677,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.2627071142196655,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.023815974593162537,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.043216899037361145,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.033834103494882584,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.1283130943775177,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.13438719511032104,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.13997550308704376,
|
|
"m": 0.4732051491737366
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4732051491737366
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 13,
|
|
"train_loss": 1.3963427543640137,
|
|
"val_loss": 1.3440707921981812,
|
|
"acc": 49.95,
|
|
"time": 122.23512054100001,
|
|
"param": [
|
|
{
|
|
"p": 0.11032884567975998,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.04279116168618202,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.08203785121440887,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.25975602865219116,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.01771649532020092,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.04286007210612297,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.038820069283246994,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.13019470870494843,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.12861543893814087,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.1468794047832489,
|
|
"m": 0.4675161838531494
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4675161838531494
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 14,
|
|
"train_loss": 1.743693470954895,
|
|
"val_loss": 1.3126416206359863,
|
|
"acc": 50.17,
|
|
"time": 120.86040840200008,
|
|
"param": [
|
|
{
|
|
"p": 0.10958806425333023,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.004307539202272892,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.05123135447502136,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.06943155825138092,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.007747887168079615,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.01277024857699871,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.22847536206245422,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.03382207825779915,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.055153992027044296,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.049105074256658554,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.12306611984968185,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.11765293776988983,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.1376478523015976,
|
|
"m": 0.4510825574398041
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4510825574398041
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 15,
|
|
"train_loss": 1.6457682847976685,
|
|
"val_loss": 1.3111852407455444,
|
|
"acc": 52.21,
|
|
"time": 123.14202909200003,
|
|
"param": [
|
|
{
|
|
"p": 0.1025182381272316,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.005486948415637016,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.06037699431180954,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.06257230788469315,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.021427039057016373,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.0383182130753994,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.18805071711540222,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.048588551580905914,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.0707140862941742,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.05318780988454819,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.11420883238315582,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.10994891822338104,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.12460140138864517,
|
|
"m": 0.47015586495399475
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47015586495399475
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 16,
|
|
"train_loss": 1.6158688068389893,
|
|
"val_loss": 1.3416751623153687,
|
|
"acc": 53.41,
|
|
"time": 121.828876584,
|
|
"param": [
|
|
{
|
|
"p": 0.10386163741350174,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.058459118008613586,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.05036013945937157,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.01214259210973978,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.03710579127073288,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.17593902349472046,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.047739557921886444,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.09763529896736145,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.06229216605424881,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.10259432345628738,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.1144137978553772,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.13745653629302979,
|
|
"m": 0.4709734618663788
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4709734618663788
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 17,
|
|
"train_loss": 1.338300108909607,
|
|
"val_loss": 1.2387760877609253,
|
|
"acc": 53.91,
|
|
"time": 120.95269285500012,
|
|
"param": [
|
|
{
|
|
"p": 0.10736238956451416,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.058908797800540924,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.04144918546080589,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.002461297670379281,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.023975007236003876,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.17295031249523163,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.041010815650224686,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.10818210989236832,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.06467533856630325,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.10196594893932343,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.12303194403648376,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.1540268212556839,
|
|
"m": 0.46680814027786255
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46680814027786255
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 18,
|
|
"train_loss": 1.4078723192214966,
|
|
"val_loss": 1.3614201545715332,
|
|
"acc": 55.45,
|
|
"time": 121.86699059900002,
|
|
"param": [
|
|
{
|
|
"p": 0.1181495189666748,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.0005084253498353064,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.0687907338142395,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.04276934638619423,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.017044400796294212,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.16793014109134674,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.03652369976043701,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.10150739550590515,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.06757703423500061,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.0919918343424797,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.12417560815811157,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.1630319207906723,
|
|
"m": 0.48015064001083374
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.48015064001083374
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 19,
|
|
"train_loss": 1.3604775667190552,
|
|
"val_loss": 1.2626690864562988,
|
|
"acc": 55.61,
|
|
"time": 120.37418341800003,
|
|
"param": [
|
|
{
|
|
"p": 0.13082845509052277,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.07062003016471863,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.03602755442261696,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.011623711325228214,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.1537957340478897,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.021210849285125732,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.11618402600288391,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.07714972645044327,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.08914065361022949,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.12338334321975708,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.17003591358661652,
|
|
"m": 0.47452279925346375
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47452279925346375
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 20,
|
|
"train_loss": 1.3979830741882324,
|
|
"val_loss": 1.217286229133606,
|
|
"acc": 56.87,
|
|
"time": 120.17805571600002,
|
|
"param": [
|
|
{
|
|
"p": 0.1435362994670868,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.0691542699933052,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.01944425143301487,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.004632351920008659,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.14876867830753326,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.00567276356741786,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.12942564487457275,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.08748692274093628,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.09520959854125977,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.11788138002157211,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.17878788709640503,
|
|
"m": 0.4670838415622711
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4670838415622711
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 21,
|
|
"train_loss": 1.3393123149871826,
|
|
"val_loss": 1.3052445650100708,
|
|
"acc": 54.9,
|
|
"time": 121.62878067200018,
|
|
"param": [
|
|
{
|
|
"p": 0.1455133557319641,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.07735302299261093,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.0031618031207472086,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.007095403969287872,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.1393825262784958,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.0011142753064632416,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.1341474950313568,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.09473668783903122,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.10009247809648514,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.11384493857622147,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.18355803191661835,
|
|
"m": 0.45816710591316223
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.45816710591316223
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 22,
|
|
"train_loss": 1.2220946550369263,
|
|
"val_loss": 1.2456752061843872,
|
|
"acc": 56.11,
|
|
"time": 122.20157481700016,
|
|
"param": [
|
|
{
|
|
"p": 0.13293041288852692,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.008478873409330845,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.08144929260015488,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.011388944461941719,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.009357246570289135,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.03575003519654274,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.12328721582889557,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.014336565509438515,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.12636160850524902,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.09717481583356857,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.08557023853063583,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.1114848256111145,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.16242989897727966,
|
|
"m": 0.44947877526283264
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.44947877526283264
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 23,
|
|
"train_loss": 1.4532831907272339,
|
|
"val_loss": 1.2513176202774048,
|
|
"acc": 56.99,
|
|
"time": 122.76832908100005,
|
|
"param": [
|
|
{
|
|
"p": 0.12231983989477158,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.019243761897087097,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.07646507024765015,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.029256798326969147,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.012602112255990505,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.0546792671084404,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.1074712947010994,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.025607427582144737,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.11769785732030869,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.10239977389574051,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.07087408006191254,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.10273436456918716,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.15439894795417786,
|
|
"m": 0.45682910084724426
|
|
},
|
|
{
|
|
"p": 0.004249452613294125,
|
|
"m": 0.45682910084724426
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 24,
|
|
"train_loss": 1.355243444442749,
|
|
"val_loss": 1.2229995727539062,
|
|
"acc": 59.26,
|
|
"time": 122.04935851999971,
|
|
"param": [
|
|
{
|
|
"p": 0.11527498066425323,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.02736220695078373,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.06910651177167892,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.057940829545259476,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.03793777525424957,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.07587088644504547,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.09392838180065155,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.02398892305791378,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.10095002502202988,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.09792996942996979,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.049415357410907745,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.09171906858682632,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.1490028202533722,
|
|
"m": 0.46646925806999207
|
|
},
|
|
{
|
|
"p": 0.009572276845574379,
|
|
"m": 0.46646925806999207
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 25,
|
|
"train_loss": 1.4008349180221558,
|
|
"val_loss": 1.3662681579589844,
|
|
"acc": 59.18,
|
|
"time": 122.44847133800022,
|
|
"param": [
|
|
{
|
|
"p": 0.10579746216535568,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.036269087344408035,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.07356662303209305,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.07180290669202805,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.05240428447723389,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.07870827615261078,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.09376078844070435,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.028507305309176445,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.08128970861434937,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.08707372844219208,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.05205930769443512,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.07978811115026474,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.124177485704422,
|
|
"m": 0.4700748920440674
|
|
},
|
|
{
|
|
"p": 0.034794881939888,
|
|
"m": 0.4700748920440674
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 26,
|
|
"train_loss": 1.4450536966323853,
|
|
"val_loss": 1.1615123748779297,
|
|
"acc": 60.72,
|
|
"time": 121.6226975489999,
|
|
"param": [
|
|
{
|
|
"p": 0.10426430404186249,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.039858974516391754,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.09060569107532501,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.0735543742775917,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.04844294860959053,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.0749201774597168,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.10528504848480225,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.027873851358890533,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.07275443524122238,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.08520955592393875,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.050573572516441345,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.07766468077898026,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.11487788707017899,
|
|
"m": 0.46458369493484497
|
|
},
|
|
{
|
|
"p": 0.034114476293325424,
|
|
"m": 0.46458369493484497
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 27,
|
|
"train_loss": 1.2948905229568481,
|
|
"val_loss": 1.0969125032424927,
|
|
"acc": 60.94,
|
|
"time": 123.07052422600009,
|
|
"param": [
|
|
{
|
|
"p": 0.12091787904500961,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.013724537566304207,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.1128729060292244,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.0732894241809845,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.04630061611533165,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.08069030940532684,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.1342487931251526,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.02729438617825508,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.049809642136096954,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.09747995436191559,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.03927357867360115,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.07555285096168518,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.11920066922903061,
|
|
"m": 0.46135661005973816
|
|
},
|
|
{
|
|
"p": 0.0093445535749197,
|
|
"m": 0.46135661005973816
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 28,
|
|
"train_loss": 1.281075119972229,
|
|
"val_loss": 1.2103694677352905,
|
|
"acc": 60.0,
|
|
"time": 121.4820467720001,
|
|
"param": [
|
|
{
|
|
"p": 0.13404564559459686,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.12615442276000977,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.0731544941663742,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.04864829033613205,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.07946129888296127,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.15010035037994385,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.016337675973773003,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.013589584268629551,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.10514232516288757,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.03891367465257645,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.08285606652498245,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.1315961331129074,
|
|
"m": 0.47692039608955383
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47692039608955383
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 29,
|
|
"train_loss": 1.275192141532898,
|
|
"val_loss": 1.0533338785171509,
|
|
"acc": 61.0,
|
|
"time": 121.33031735799977,
|
|
"param": [
|
|
{
|
|
"p": 0.13726945221424103,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.12784767150878906,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.07168564945459366,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.03861561045050621,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.07552598416805267,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.16182254254817963,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.0008405104745179415,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.11706778407096863,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.03863426297903061,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.09211792051792145,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.1385726034641266,
|
|
"m": 0.46235156059265137
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46235156059265137
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 30,
|
|
"train_loss": 1.336428165435791,
|
|
"val_loss": 1.0565284490585327,
|
|
"acc": 61.36,
|
|
"time": 122.76605887399955,
|
|
"param": [
|
|
{
|
|
"p": 0.12524192035198212,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.12229625880718231,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.0842413529753685,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.03944825753569603,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.07639334350824356,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.14307992160320282,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.004273807164281607,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.016996050253510475,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.12015829235315323,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.03754375874996185,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.0921051949262619,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.1382218897342682,
|
|
"m": 0.47480496764183044
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.47480496764183044
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 31,
|
|
"train_loss": 1.4109303951263428,
|
|
"val_loss": 1.1816446781158447,
|
|
"acc": 60.81,
|
|
"time": 120.27161742299995,
|
|
"param": [
|
|
{
|
|
"p": 0.132405623793602,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.1222505122423172,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.08676191419363022,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.026475323364138603,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.07866241782903671,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.14450603723526,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.007585266139358282,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.005489666480571032,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.13836854696273804,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.012935062870383263,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.09336179494857788,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.15119779109954834,
|
|
"m": 0.46770381927490234
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.46770381927490234
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 32,
|
|
"train_loss": 1.1336115598678589,
|
|
"val_loss": 1.0771697759628296,
|
|
"acc": 61.95,
|
|
"time": 120.62044142100012,
|
|
"param": [
|
|
{
|
|
"p": 0.13930632174015045,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.11156270653009415,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.08256973326206207,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.032038792967796326,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.07386080175638199,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.15255367755889893,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.0006003058515489101,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.010023985989391804,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.1441173404455185,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.0045661781914532185,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.09799139201641083,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.15051676332950592,
|
|
"m": 0.4532757103443146
|
|
},
|
|
{
|
|
"p": 0.00029205469763837755,
|
|
"m": 0.4532757103443146
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 33,
|
|
"train_loss": 1.3583766222000122,
|
|
"val_loss": 1.0004366636276245,
|
|
"acc": 62.85,
|
|
"time": 121.6052135949999,
|
|
"param": [
|
|
{
|
|
"p": 0.16319766640663147,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.0941552221775055,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.06984030455350876,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.0328885056078434,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.05721501633524895,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.16754716634750366,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.14958713948726654,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.005118220578879118,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.10083720088005066,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.15123707056045532,
|
|
"m": 0.44517767429351807
|
|
},
|
|
{
|
|
"p": 0.008376548066735268,
|
|
"m": 0.44517767429351807
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 34,
|
|
"train_loss": 1.1069451570510864,
|
|
"val_loss": 1.1307669878005981,
|
|
"acc": 62.85,
|
|
"time": 121.30084504800061,
|
|
"param": [
|
|
{
|
|
"p": 0.18724508583545685,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.06948086619377136,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0442015714943409,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.008084826171398163,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0362674780189991,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.19717496633529663,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.16548527777194977,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.0027400278486311436,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.11306559294462204,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.16522125899791718,
|
|
"m": 0.4541396200656891
|
|
},
|
|
{
|
|
"p": 0.01103308703750372,
|
|
"m": 0.4541396200656891
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 35,
|
|
"train_loss": 1.0719784498214722,
|
|
"val_loss": 1.2243156433105469,
|
|
"acc": 63.26,
|
|
"time": 121.66595413399955,
|
|
"param": [
|
|
{
|
|
"p": 0.1836088001728058,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.06656850874423981,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.04946631193161011,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.013033522292971611,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.03697911649942398,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.18050767481327057,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.0003644417447503656,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.0008549273479729891,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.15710964798927307,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.042528215795755386,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.10976192355155945,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.15921691060066223,
|
|
"m": 0.4991995394229889
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.4991995394229889
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 36,
|
|
"train_loss": 1.3901615142822266,
|
|
"val_loss": 1.0174798965454102,
|
|
"acc": 63.4,
|
|
"time": 120.75858758899994,
|
|
"param": [
|
|
{
|
|
"p": 0.17158734798431396,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.06843886524438858,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.05003519356250763,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.009194238111376762,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.03908731788396835,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.16100069880485535,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.010960853658616543,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.006675630807876587,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.15636642277240753,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.0786101296544075,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.10098697990179062,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.14705628156661987,
|
|
"m": 0.5321252942085266
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5321252942085266
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 37,
|
|
"train_loss": 1.1513497829437256,
|
|
"val_loss": 1.072692632675171,
|
|
"acc": 63.45,
|
|
"time": 121.152891791,
|
|
"param": [
|
|
{
|
|
"p": 0.1481253057718277,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.009069246239960194,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.0690515860915184,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.054739005863666534,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.0034340170677751303,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.04650070518255234,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.1337091028690338,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.03396156057715416,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.03666248545050621,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.1324094831943512,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.10064134001731873,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.08831330388784409,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.14056359231472015,
|
|
"m": 0.5545676350593567
|
|
},
|
|
{
|
|
"p": 0.0028192633762955666,
|
|
"m": 0.5545676350593567
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 38,
|
|
"train_loss": 1.1043493747711182,
|
|
"val_loss": 1.1412200927734375,
|
|
"acc": 65.23,
|
|
"time": 122.21641679100048,
|
|
"param": [
|
|
{
|
|
"p": 0.13685910403728485,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.005886686034500599,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.08148716390132904,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.04842531681060791,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.060371339321136475,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.10577680170536041,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.03783196583390236,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.05847625806927681,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.12056756019592285,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.10837748646736145,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.0904538482427597,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.14178094267845154,
|
|
"m": 0.5700007081031799
|
|
},
|
|
{
|
|
"p": 0.0037055001594126225,
|
|
"m": 0.5700007081031799
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 39,
|
|
"train_loss": 1.2162097692489624,
|
|
"val_loss": 1.0360850095748901,
|
|
"acc": 63.2,
|
|
"time": 121.12887781200061,
|
|
"param": [
|
|
{
|
|
"p": 0.13683296740055084,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.08077981323003769,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.03516632318496704,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.05532527342438698,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.09086684882640839,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.039676036685705185,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.0667986050248146,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.12043337523937225,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.12328549474477768,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.09591187536716461,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.15437357127666473,
|
|
"m": 0.5643532872200012
|
|
},
|
|
{
|
|
"p": 0.0005498662358149886,
|
|
"m": 0.5643532872200012
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 40,
|
|
"train_loss": 0.9575477242469788,
|
|
"val_loss": 1.0884562730789185,
|
|
"acc": 64.7,
|
|
"time": 121.90599245399972,
|
|
"param": [
|
|
{
|
|
"p": 0.14420944452285767,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.0762648656964302,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.0005753043806180358,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.043082378804683685,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.07652729749679565,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.03942248970270157,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.07180962711572647,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.1459050178527832,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.13453112542629242,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.1006411463022232,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.16703127324581146,
|
|
"m": 0.5691169500350952
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5691169500350952
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 41,
|
|
"train_loss": 1.0906262397766113,
|
|
"val_loss": 0.9969190955162048,
|
|
"acc": 65.11,
|
|
"time": 122.11479048099955,
|
|
"param": [
|
|
{
|
|
"p": 0.15194445848464966,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.07245437055826187,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.0008133556693792343,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.035987965762615204,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.062944196164608,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.03433174267411232,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.07846160233020782,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.1675785481929779,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.13550081849098206,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.10387387126684189,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.15610916912555695,
|
|
"m": 0.5631839036941528
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5631839036941528
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 42,
|
|
"train_loss": 1.2743273973464966,
|
|
"val_loss": 1.1165441274642944,
|
|
"acc": 64.16,
|
|
"time": 122.02220987199962,
|
|
"param": [
|
|
{
|
|
"p": 0.15508343279361725,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.07822930067777634,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 2.363100429647602e-05,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.04050804674625397,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.05456520989537239,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.03581814095377922,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.10025551170110703,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.16793762147426605,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.13295473158359528,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.08944614231586456,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.14517821371555328,
|
|
"m": 0.5624375939369202
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5624375939369202
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 43,
|
|
"train_loss": 0.9113901853561401,
|
|
"val_loss": 1.04900062084198,
|
|
"acc": 65.97,
|
|
"time": 120.7545489389995,
|
|
"param": [
|
|
{
|
|
"p": 0.1602640300989151,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.08233746886253357,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.00029146275483071804,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.05803029611706734,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.0665632113814354,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.0236975010484457,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.10914693027734756,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.17209360003471375,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.11498381197452545,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.07023941725492477,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.14235223829746246,
|
|
"m": 0.5725886225700378
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5725886225700378
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 44,
|
|
"train_loss": 1.0410493612289429,
|
|
"val_loss": 0.9394517540931702,
|
|
"acc": 64.9,
|
|
"time": 118.08695244299997,
|
|
"param": [
|
|
{
|
|
"p": 0.15852129459381104,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.08372298628091812,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.006997234188020229,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.06398369371891022,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.06057451292872429,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.04131526127457619,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.12356830388307571,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.16025175154209137,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.09535785019397736,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.06861350685358047,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.13324880599975586,
|
|
"m": 0.6109111905097961
|
|
},
|
|
{
|
|
"p": 0.0038447838742285967,
|
|
"m": 0.6109111905097961
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 45,
|
|
"train_loss": 1.013669729232788,
|
|
"val_loss": 0.9474040865898132,
|
|
"acc": 65.55,
|
|
"time": 121.26239676299974,
|
|
"param": [
|
|
{
|
|
"p": 0.1544375866651535,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.08361706882715225,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.006985665298998356,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.05679095536470413,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.06599879264831543,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.0527619831264019,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.1295078545808792,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.1584465056657791,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.09271698445081711,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.06184735894203186,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.1295020878314972,
|
|
"m": 0.6581683158874512
|
|
},
|
|
{
|
|
"p": 0.007387133315205574,
|
|
"m": 0.6581683158874512
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 46,
|
|
"train_loss": 1.0587176084518433,
|
|
"val_loss": 0.9928133487701416,
|
|
"acc": 66.47,
|
|
"time": 121.5322875970005,
|
|
"param": [
|
|
{
|
|
"p": 0.14450639486312866,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.0864892452955246,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.0030715367756783962,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.0008893703343346715,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.02932927943766117,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.06885236501693726,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.056601930409669876,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.13655193150043488,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.17078997194766998,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.09671693295240402,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.053561802953481674,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.13617976009845734,
|
|
"m": 0.6819318532943726
|
|
},
|
|
{
|
|
"p": 0.016459474340081215,
|
|
"m": 0.6819318532943726
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 47,
|
|
"train_loss": 0.833106517791748,
|
|
"val_loss": 1.0151548385620117,
|
|
"acc": 66.06,
|
|
"time": 120.02418572399984,
|
|
"param": [
|
|
{
|
|
"p": 0.14182718098163605,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.003156941616907716,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.083510622382164,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.0004100356891285628,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.02794845588505268,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.07191850990056992,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.06769442558288574,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.13495996594429016,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.1733364462852478,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.09322323650121689,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.051717691123485565,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.12560921907424927,
|
|
"m": 0.7061352133750916
|
|
},
|
|
{
|
|
"p": 0.02468724176287651,
|
|
"m": 0.7061352133750916
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 48,
|
|
"train_loss": 1.2391648292541504,
|
|
"val_loss": 0.9537718892097473,
|
|
"acc": 66.92,
|
|
"time": 122.19739992399991,
|
|
"param": [
|
|
{
|
|
"p": 0.12328331172466278,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.016233369708061218,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.07699008285999298,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.02369672991335392,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.043560098856687546,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.0727621391415596,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.06852908432483673,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.11450863629579544,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.16240498423576355,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.08697402477264404,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.05729973688721657,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.11199970543384552,
|
|
"m": 0.7149456739425659
|
|
},
|
|
{
|
|
"p": 0.041758112609386444,
|
|
"m": 0.7149456739425659
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 49,
|
|
"train_loss": 1.173176646232605,
|
|
"val_loss": 0.9211180806159973,
|
|
"acc": 67.49,
|
|
"time": 122.38548803100002,
|
|
"param": [
|
|
{
|
|
"p": 0.11123832315206528,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.01065736636519432,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.07853028178215027,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.03945459797978401,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.0389053113758564,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.07557480782270432,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.07423602044582367,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.09394431114196777,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.16433818638324738,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.07793839275836945,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.08209533244371414,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.10905823111534119,
|
|
"m": 0.7026515007019043
|
|
},
|
|
{
|
|
"p": 0.04402875155210495,
|
|
"m": 0.7026515007019043
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 50,
|
|
"train_loss": 1.1581448316574097,
|
|
"val_loss": 0.9539384245872498,
|
|
"acc": 67.39,
|
|
"time": 120.79396107899993,
|
|
"param": [
|
|
{
|
|
"p": 0.10954826325178146,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.07157377898693085,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.00036061566788703203,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.05994914472103119,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.035642970353364944,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.0727444514632225,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.08583008497953415,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.0985482782125473,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.15906307101249695,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.0740441381931305,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.10180934518575668,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.10354786366224289,
|
|
"m": 0.7055407166481018
|
|
},
|
|
{
|
|
"p": 0.027337975800037384,
|
|
"m": 0.7055407166481018
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 51,
|
|
"train_loss": 1.1835004091262817,
|
|
"val_loss": 0.9691240787506104,
|
|
"acc": 67.23,
|
|
"time": 121.12808534599935,
|
|
"param": [
|
|
{
|
|
"p": 0.10129112005233765,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.01267585065215826,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.07572779059410095,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.021952122449874878,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.08159594237804413,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.031808990985155106,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.05952828750014305,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.08233872801065445,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.09803661704063416,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.13957072794437408,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.06838557869195938,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.10078959912061691,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.08978259563446045,
|
|
"m": 0.7086185812950134
|
|
},
|
|
{
|
|
"p": 0.03651612251996994,
|
|
"m": 0.7086185812950134
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 52,
|
|
"train_loss": 0.9629772901535034,
|
|
"val_loss": 0.9797006249427795,
|
|
"acc": 66.65,
|
|
"time": 119.74142424299953,
|
|
"param": [
|
|
{
|
|
"p": 0.08892112225294113,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.036370981484651566,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.0857328474521637,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.0369071289896965,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.06807279586791992,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.041286829859018326,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.05875229462981224,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.07330825924873352,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.08409599214792252,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.11885888874530792,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.08284340798854828,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.09214989095926285,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.07212237268686295,
|
|
"m": 0.7085140347480774
|
|
},
|
|
{
|
|
"p": 0.060577113181352615,
|
|
"m": 0.7085140347480774
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 53,
|
|
"train_loss": 1.0223275423049927,
|
|
"val_loss": 0.9218566417694092,
|
|
"acc": 66.55,
|
|
"time": 120.6382368859995,
|
|
"param": [
|
|
{
|
|
"p": 0.07977066934108734,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.04271906241774559,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.0700957328081131,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.04231099784374237,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.06452813744544983,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.047916948795318604,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.0616561621427536,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.08236279338598251,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.08708947151899338,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.1080142930150032,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.08909142017364502,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.08832443505525589,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.07431244105100632,
|
|
"m": 0.7164741158485413
|
|
},
|
|
{
|
|
"p": 0.06180742383003235,
|
|
"m": 0.7164741158485413
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 54,
|
|
"train_loss": 0.8184458613395691,
|
|
"val_loss": 1.029787540435791,
|
|
"acc": 67.02,
|
|
"time": 120.6353985579999,
|
|
"param": [
|
|
{
|
|
"p": 0.0934162363409996,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.01857955940067768,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.06313695758581161,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.04098734259605408,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.06470650434494019,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.052602946758270264,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.07606364786624908,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.07968714088201523,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.095596544444561,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.10484786331653595,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.09370927512645721,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.08894840627908707,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.07776413857936859,
|
|
"m": 0.7272220849990845
|
|
},
|
|
{
|
|
"p": 0.049953389912843704,
|
|
"m": 0.7272220849990845
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 55,
|
|
"train_loss": 1.0693016052246094,
|
|
"val_loss": 0.8591399788856506,
|
|
"acc": 68.34,
|
|
"time": 120.93407351399946,
|
|
"param": [
|
|
{
|
|
"p": 0.13006137311458588,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.05989636853337288,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.039814818650484085,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.04590287059545517,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.06148736923933029,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.0914783626794815,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.05624931678175926,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.08432504534721375,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.11936002969741821,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.10273931175470352,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.09016067534685135,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.08239059895277023,
|
|
"m": 0.7522138357162476
|
|
},
|
|
{
|
|
"p": 0.03613383322954178,
|
|
"m": 0.7522138357162476
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 56,
|
|
"train_loss": 1.084911584854126,
|
|
"val_loss": 0.9722148776054382,
|
|
"acc": 67.42,
|
|
"time": 121.71966935700038,
|
|
"param": [
|
|
{
|
|
"p": 0.15163154900074005,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.04907933622598648,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.03801586478948593,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.01987777277827263,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.061657585203647614,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.10695371776819229,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.029224567115306854,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.08357230573892593,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.14527805149555206,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.09998724609613419,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.10148216038942337,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.10432247072458267,
|
|
"m": 0.7628470063209534
|
|
},
|
|
{
|
|
"p": 0.008917415514588356,
|
|
"m": 0.7628470063209534
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 57,
|
|
"train_loss": 1.1277568340301514,
|
|
"val_loss": 0.867315948009491,
|
|
"acc": 67.87,
|
|
"time": 121.08953400999962,
|
|
"param": [
|
|
{
|
|
"p": 0.15659379959106445,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.0006458546849898994,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.04169771075248718,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.0458219051361084,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.015567784197628498,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.04272916913032532,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.10368216037750244,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.027454694733023643,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.08708620071411133,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.15405018627643585,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.09357127547264099,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.10286597162485123,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.12156949192285538,
|
|
"m": 0.738876461982727
|
|
},
|
|
{
|
|
"p": 0.00666391896083951,
|
|
"m": 0.738876461982727
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 58,
|
|
"train_loss": 0.9342445135116577,
|
|
"val_loss": 0.9136577248573303,
|
|
"acc": 68.38,
|
|
"time": 120.78707733099964,
|
|
"param": [
|
|
{
|
|
"p": 0.147612065076828,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.0543525405228138,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.03939080238342285,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.0210734810680151,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.023266475647687912,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.08821076154708862,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.02714613825082779,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.09789809584617615,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.1502484232187271,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.10286484658718109,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.10022806376218796,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.1298503577709198,
|
|
"m": 0.7170580625534058
|
|
},
|
|
{
|
|
"p": 0.01785796694457531,
|
|
"m": 0.7170580625534058
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 59,
|
|
"train_loss": 1.000706434249878,
|
|
"val_loss": 0.9331210255622864,
|
|
"acc": 68.5,
|
|
"time": 121.06891506000011,
|
|
"param": [
|
|
{
|
|
"p": 0.1398467868566513,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.060821421444416046,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.027506506070494652,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.02990187332034111,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.020107021555304527,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.07507392764091492,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.027073664590716362,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.09035206586122513,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.16068550944328308,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.12254207581281662,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.09608739614486694,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.13718849420547485,
|
|
"m": 0.7150548696517944
|
|
},
|
|
{
|
|
"p": 0.012813201174139977,
|
|
"m": 0.7150548696517944
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 60,
|
|
"train_loss": 0.9995338320732117,
|
|
"val_loss": 0.8864645957946777,
|
|
"acc": 69.0,
|
|
"time": 120.14835443500033,
|
|
"param": [
|
|
{
|
|
"p": 0.13081800937652588,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.04621952027082443,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.03441108390688896,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.033265020698308945,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.027080656960606575,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.06112656742334366,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.022715166211128235,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.09260421991348267,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.17613978683948517,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.12992079555988312,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.08989980071783066,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.13683754205703735,
|
|
"m": 0.6854099035263062
|
|
},
|
|
{
|
|
"p": 0.018961718305945396,
|
|
"m": 0.6854099035263062
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 61,
|
|
"train_loss": 1.1764429807662964,
|
|
"val_loss": 0.9646129012107849,
|
|
"acc": 68.52,
|
|
"time": 119.55630974499945,
|
|
"param": [
|
|
{
|
|
"p": 0.1093248724937439,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.025941478088498116,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.045492157340049744,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.023318221792578697,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.03271141275763512,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.04983639717102051,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.029909400269389153,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.0826302096247673,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.20936095714569092,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.128969207406044,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.08466783165931702,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.1576051265001297,
|
|
"m": 0.667107880115509
|
|
},
|
|
{
|
|
"p": 0.02023271657526493,
|
|
"m": 0.667107880115509
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 62,
|
|
"train_loss": 1.005589246749878,
|
|
"val_loss": 1.0364123582839966,
|
|
"acc": 68.56,
|
|
"time": 119.96417850299986,
|
|
"param": [
|
|
{
|
|
"p": 0.09328622370958328,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.00197459664195776,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.025060946121811867,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.055241260677576065,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.020917294546961784,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.03326624259352684,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.05182366818189621,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.027935892343521118,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.08993753790855408,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.21229417622089386,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.1353929489850998,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.07115930318832397,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.1540059596300125,
|
|
"m": 0.6623638868331909
|
|
},
|
|
{
|
|
"p": 0.027703907340765,
|
|
"m": 0.6623638868331909
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 63,
|
|
"train_loss": 0.9335256218910217,
|
|
"val_loss": 0.8625554442405701,
|
|
"acc": 68.9,
|
|
"time": 119.27620117799961,
|
|
"param": [
|
|
{
|
|
"p": 0.0812971368432045,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.042404502630233765,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.060799743980169296,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.017144357785582542,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.02760474942624569,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.05548104643821716,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.03882022574543953,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.08665892481803894,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.21665920317173004,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.14488911628723145,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.05961059406399727,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.1433665007352829,
|
|
"m": 0.6937920451164246
|
|
},
|
|
{
|
|
"p": 0.025263847783207893,
|
|
"m": 0.6937920451164246
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 64,
|
|
"train_loss": 1.017532229423523,
|
|
"val_loss": 0.9543132781982422,
|
|
"acc": 68.29,
|
|
"time": 120.13723869800015,
|
|
"param": [
|
|
{
|
|
"p": 0.07210660725831985,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.008383046835660934,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.07140615582466125,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.05337699130177498,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.026102028787136078,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.019710030406713486,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.048954423516988754,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.0515444241464138,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.07277928292751312,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.22655940055847168,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.13292913138866425,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.050284188240766525,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.1428184062242508,
|
|
"m": 0.7241596579551697
|
|
},
|
|
{
|
|
"p": 0.023045934736728668,
|
|
"m": 0.7241596579551697
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 65,
|
|
"train_loss": 0.8911024332046509,
|
|
"val_loss": 1.0180928707122803,
|
|
"acc": 69.16,
|
|
"time": 119.52707780499986,
|
|
"param": [
|
|
{
|
|
"p": 0.06499424576759338,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.016926711425185204,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.09347295016050339,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.044537387788295746,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.03681345283985138,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.027492014691233635,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.046052467077970505,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.046160466969013214,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.0689978078007698,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.245535209774971,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.11551730334758759,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.04105643182992935,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.13195709884166718,
|
|
"m": 0.7196459770202637
|
|
},
|
|
{
|
|
"p": 0.020486442372202873,
|
|
"m": 0.7196459770202637
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 66,
|
|
"train_loss": 0.9180176258087158,
|
|
"val_loss": 0.8567572236061096,
|
|
"acc": 69.09,
|
|
"time": 119.58953774299971,
|
|
"param": [
|
|
{
|
|
"p": 0.04769104719161987,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.015814006328582764,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.09752318263053894,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.04763114079833031,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.05280304700136185,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.019613347947597504,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.03814202547073364,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.041349247097969055,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.09695623070001602,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.24384911358356476,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.12026459723711014,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.021754540503025055,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.12037630379199982,
|
|
"m": 0.716395378112793
|
|
},
|
|
{
|
|
"p": 0.03623220697045326,
|
|
"m": 0.716395378112793
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 67,
|
|
"train_loss": 0.9597038626670837,
|
|
"val_loss": 0.9684757590293884,
|
|
"acc": 68.8,
|
|
"time": 121.09667873699891,
|
|
"param": [
|
|
{
|
|
"p": 0.054083727300167084,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.087522491812706,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.047384731471538544,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.058441296219825745,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.02054581232368946,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.035772621631622314,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.046273037791252136,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.12732551991939545,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.21288497745990753,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.1268223524093628,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.024956664070487022,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.11126261949539185,
|
|
"m": 0.7216762900352478
|
|
},
|
|
{
|
|
"p": 0.04672418534755707,
|
|
"m": 0.7216762900352478
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 68,
|
|
"train_loss": 1.147872805595398,
|
|
"val_loss": 0.9212112426757812,
|
|
"acc": 70.34,
|
|
"time": 122.81882875100018,
|
|
"param": [
|
|
{
|
|
"p": 0.06432322412729263,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.093170166015625,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.04116256535053253,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.06255294382572174,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.027203183621168137,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.026486895978450775,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.03885001316666603,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.1451258659362793,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.20175538957118988,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.11797857284545898,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.03279559686779976,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.09746305644512177,
|
|
"m": 0.6820352673530579
|
|
},
|
|
{
|
|
"p": 0.05113256722688675,
|
|
"m": 0.6820352673530579
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 69,
|
|
"train_loss": 0.8637369871139526,
|
|
"val_loss": 0.9207605719566345,
|
|
"acc": 69.01,
|
|
"time": 121.54248072100017,
|
|
"param": [
|
|
{
|
|
"p": 0.07226097583770752,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.09107140451669693,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.04909648001194,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.06545668095350266,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.026647353544831276,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.02730320394039154,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.04682651162147522,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.14463937282562256,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.18212391436100006,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.1033802404999733,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.04397846758365631,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.07625336199998856,
|
|
"m": 0.659393310546875
|
|
},
|
|
{
|
|
"p": 0.07096201181411743,
|
|
"m": 0.659393310546875
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 70,
|
|
"train_loss": 1.0775387287139893,
|
|
"val_loss": 0.8160358667373657,
|
|
"acc": 69.68,
|
|
"time": 122.12886281599822,
|
|
"param": [
|
|
{
|
|
"p": 0.0727892741560936,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.0010842502815648913,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.08085960149765015,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.05847190320491791,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.07307109236717224,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.02848035655915737,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.03632906824350357,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.03880758211016655,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.13786998391151428,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.18225930631160736,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.09015917778015137,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.05676143988966942,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.06291158497333527,
|
|
"m": 0.632541835308075
|
|
},
|
|
{
|
|
"p": 0.08014533668756485,
|
|
"m": 0.632541835308075
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 71,
|
|
"train_loss": 0.9514480233192444,
|
|
"val_loss": 0.9137372374534607,
|
|
"acc": 69.78,
|
|
"time": 122.37916964299984,
|
|
"param": [
|
|
{
|
|
"p": 0.07361771166324615,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 9.0302579337731e-05,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.06981596350669861,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.06832572817802429,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.09123410284519196,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.046993840485811234,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.04837794601917267,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.03493437543511391,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.12515804171562195,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.17978276312351227,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.07043579965829849,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.06799965351819992,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.05033817142248154,
|
|
"m": 0.6225945353507996
|
|
},
|
|
{
|
|
"p": 0.07289563119411469,
|
|
"m": 0.6225945353507996
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 72,
|
|
"train_loss": 1.258729338645935,
|
|
"val_loss": 0.8703338503837585,
|
|
"acc": 69.19,
|
|
"time": 121.71222217800096,
|
|
"param": [
|
|
{
|
|
"p": 0.08117889612913132,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.09109807014465332,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.06856502592563629,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.0901346355676651,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.07273972779512405,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.05047885701060295,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.03640428185462952,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.11385135352611542,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.16063188016414642,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.05242127552628517,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.07223314791917801,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.042388297617435455,
|
|
"m": 0.5860053300857544
|
|
},
|
|
{
|
|
"p": 0.0678744837641716,
|
|
"m": 0.5860053300857544
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 73,
|
|
"train_loss": 1.050060749053955,
|
|
"val_loss": 1.0786985158920288,
|
|
"acc": 69.42,
|
|
"time": 122.12718946300083,
|
|
"param": [
|
|
{
|
|
"p": 0.09064143896102905,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.11129182577133179,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.06254524737596512,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.08733941614627838,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.07857875525951385,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.036079466342926025,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.028887208551168442,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.10670261085033417,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.16449600458145142,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.037548940628767014,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.08469527214765549,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.04764110967516899,
|
|
"m": 0.576331615447998
|
|
},
|
|
{
|
|
"p": 0.06355275213718414,
|
|
"m": 0.576331615447998
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 74,
|
|
"train_loss": 0.8419283628463745,
|
|
"val_loss": 0.9843724370002747,
|
|
"acc": 68.63,
|
|
"time": 122.7733791089995,
|
|
"param": [
|
|
{
|
|
"p": 0.10185422748327255,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.013223893940448761,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.11448241770267487,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.040549881756305695,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.08879309892654419,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.07138342410326004,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.020513445138931274,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.03475804254412651,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.11050272732973099,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.15596960484981537,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.04041161760687828,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.07646021246910095,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.07024805247783661,
|
|
"m": 0.5539403557777405
|
|
},
|
|
{
|
|
"p": 0.06084936112165451,
|
|
"m": 0.5539403557777405
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 75,
|
|
"train_loss": 0.7238644361495972,
|
|
"val_loss": 0.9017823934555054,
|
|
"acc": 69.73,
|
|
"time": 123.07184733900067,
|
|
"param": [
|
|
{
|
|
"p": 0.10006006807088852,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.016635069623589516,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.11436619609594345,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.03188088908791542,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.07869853079319,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.07337010651826859,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.015854887664318085,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.033872339874506,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.10709003359079361,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.14604511857032776,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.05099476873874664,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.07750602066516876,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.08551306277513504,
|
|
"m": 0.5630289316177368
|
|
},
|
|
{
|
|
"p": 0.0681128278374672,
|
|
"m": 0.5630289316177368
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 76,
|
|
"train_loss": 0.8725248575210571,
|
|
"val_loss": 0.9416195154190063,
|
|
"acc": 69.61,
|
|
"time": 123.19291617199997,
|
|
"param": [
|
|
{
|
|
"p": 0.100166916847229,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.01148663554340601,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.12787219882011414,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.020342068746685982,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.07459250092506409,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.0807749480009079,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.012317442335188389,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.04295829311013222,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.09680704772472382,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.1261473149061203,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.06692896783351898,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.07480697333812714,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.10394266992807388,
|
|
"m": 0.5746475458145142
|
|
},
|
|
{
|
|
"p": 0.06085607409477234,
|
|
"m": 0.5746475458145142
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 77,
|
|
"train_loss": 1.0302352905273438,
|
|
"val_loss": 0.8100985884666443,
|
|
"acc": 70.67,
|
|
"time": 121.92795733599996,
|
|
"param": [
|
|
{
|
|
"p": 0.0952465832233429,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.017398854717612267,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.12391655892133713,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.02613905444741249,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.06976833194494247,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.07858187705278397,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.013385411351919174,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.04996739327907562,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.09596064686775208,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.11397881805896759,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.07828935235738754,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.07196492701768875,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.1151440441608429,
|
|
"m": 0.608398973941803
|
|
},
|
|
{
|
|
"p": 0.05025820806622505,
|
|
"m": 0.608398973941803
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 78,
|
|
"train_loss": 0.8614786267280579,
|
|
"val_loss": 0.76282799243927,
|
|
"acc": 70.1,
|
|
"time": 121.42877487499936,
|
|
"param": [
|
|
{
|
|
"p": 0.09916400164365768,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.005439506843686104,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.1220276951789856,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.017365125939249992,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.06513403356075287,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.07624823600053787,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.024592075496912003,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.0438963882625103,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.09469624608755112,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.11123443394899368,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.08010076731443405,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.06593182682991028,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.13378292322158813,
|
|
"m": 0.6194102168083191
|
|
},
|
|
{
|
|
"p": 0.060386743396520615,
|
|
"m": 0.6194102168083191
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 79,
|
|
"train_loss": 0.9160438179969788,
|
|
"val_loss": 0.9687340259552002,
|
|
"acc": 69.88,
|
|
"time": 121.54958794699996,
|
|
"param": [
|
|
{
|
|
"p": 0.090182825922966,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.00702726049348712,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.11486650258302689,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.02331002987921238,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.058889515697956085,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.06439421325922012,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.03309449553489685,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.042622193694114685,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.10159456729888916,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.11182766407728195,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.08378227055072784,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.06821789592504501,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.14211130142211914,
|
|
"m": 0.6012970805168152
|
|
},
|
|
{
|
|
"p": 0.058079298585653305,
|
|
"m": 0.6012970805168152
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 80,
|
|
"train_loss": 0.9118565320968628,
|
|
"val_loss": 1.0568636655807495,
|
|
"acc": 69.37,
|
|
"time": 121.53563986799963,
|
|
"param": [
|
|
{
|
|
"p": 0.09508179128170013,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.09976555407047272,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.040726836770772934,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.06330001354217529,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.06258329004049301,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.02322302758693695,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.03239525854587555,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.11561624705791473,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.11686781048774719,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.09147075563669205,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.06015241518616676,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.14933449029922485,
|
|
"m": 0.562334418296814
|
|
},
|
|
{
|
|
"p": 0.049482591450214386,
|
|
"m": 0.562334418296814
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 81,
|
|
"train_loss": 0.7778657078742981,
|
|
"val_loss": 0.8068575859069824,
|
|
"acc": 70.55,
|
|
"time": 122.39921466399937,
|
|
"param": [
|
|
{
|
|
"p": 0.1218050867319107,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.10035732388496399,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.051300402730703354,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.06143748015165329,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.06726568937301636,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.014508879743516445,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.0129244364798069,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.12309376150369644,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.10707461833953857,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.09357699006795883,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.03459586948156357,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.15596409142017365,
|
|
"m": 0.5312631726264954
|
|
},
|
|
{
|
|
"p": 0.05609546974301338,
|
|
"m": 0.5312631726264954
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 82,
|
|
"train_loss": 0.993346095085144,
|
|
"val_loss": 1.010280728340149,
|
|
"acc": 70.06,
|
|
"time": 120.23171784199985,
|
|
"param": [
|
|
{
|
|
"p": 0.14008845388889313,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.10988675057888031,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.05908407270908356,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.03357229381799698,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.08065029978752136,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.02204028144478798,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.002739405957981944,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.1248817890882492,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.10433629155158997,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.08119768649339676,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.01125047355890274,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.1799176186323166,
|
|
"m": 0.5197568535804749
|
|
},
|
|
{
|
|
"p": 0.05035459250211716,
|
|
"m": 0.5197568535804749
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 83,
|
|
"train_loss": 0.9081830382347107,
|
|
"val_loss": 1.0657416582107544,
|
|
"acc": 70.48,
|
|
"time": 120.95120672899975,
|
|
"param": [
|
|
{
|
|
"p": 0.14735916256904602,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.11564081162214279,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.06895740330219269,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.015622022561728954,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.08561969548463821,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.03402053937315941,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.13453932106494904,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.09621936827898026,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.0688926950097084,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.19187086820602417,
|
|
"m": 0.5062423944473267
|
|
},
|
|
{
|
|
"p": 0.04125816375017166,
|
|
"m": 0.5062423944473267
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 84,
|
|
"train_loss": 0.6327837705612183,
|
|
"val_loss": 0.9091001749038696,
|
|
"acc": 70.85,
|
|
"time": 120.7525690980001,
|
|
"param": [
|
|
{
|
|
"p": 0.15066055953502655,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.0048672910779714584,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.10991352796554565,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.0728229433298111,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.010312534868717194,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.08308087289333344,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.05123697966337204,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.0014760603662580252,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.14383408427238464,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.09189146757125854,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.06670067459344864,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.007118041627109051,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.1844964176416397,
|
|
"m": 0.4795967638492584
|
|
},
|
|
{
|
|
"p": 0.02158857323229313,
|
|
"m": 0.4795967638492584
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 85,
|
|
"train_loss": 0.7712846994400024,
|
|
"val_loss": 0.8944669961929321,
|
|
"acc": 70.55,
|
|
"time": 121.01114772100118,
|
|
"param": [
|
|
{
|
|
"p": 0.1338357925415039,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.01874961517751217,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.0973193421959877,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.06805478036403656,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.025919828563928604,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.08590203523635864,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.06840501725673676,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.012180380523204803,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.14947514235973358,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.07637564837932587,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.07372166216373444,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.023885898292064667,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.14830030500888824,
|
|
"m": 0.4511304795742035
|
|
},
|
|
{
|
|
"p": 0.017874453216791153,
|
|
"m": 0.4511304795742035
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 86,
|
|
"train_loss": 0.788285493850708,
|
|
"val_loss": 0.8885003924369812,
|
|
"acc": 70.62,
|
|
"time": 120.28894041899912,
|
|
"param": [
|
|
{
|
|
"p": 0.10520261526107788,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.03847874328494072,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.07618805766105652,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.07145502418279648,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.052706293761730194,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.0806041955947876,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.07876445353031158,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.03360293433070183,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.12749963998794556,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.060966670513153076,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.08553840965032578,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.03605904057621956,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.11343112587928772,
|
|
"m": 0.45449912548065186
|
|
},
|
|
{
|
|
"p": 0.039502717554569244,
|
|
"m": 0.45449912548065186
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 87,
|
|
"train_loss": 0.814227283000946,
|
|
"val_loss": 0.9139652848243713,
|
|
"acc": 69.41,
|
|
"time": 120.24804709599994,
|
|
"param": [
|
|
{
|
|
"p": 0.09531925618648529,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.030974872410297394,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.06190170720219612,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.08503874391317368,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.054270803928375244,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.06973069161176682,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.07884732633829117,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.03946491330862045,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.13748487830162048,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.06368099898099899,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.09960638731718063,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.015502442605793476,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.10640054941177368,
|
|
"m": 0.45400115847587585
|
|
},
|
|
{
|
|
"p": 0.061776433140039444,
|
|
"m": 0.45400115847587585
|
|
}
|
|
]
|
|
},
|
|
{
|
|
"epoch": 88,
|
|
"train_loss": 0.800186276435852,
|
|
"val_loss": 0.8176429867744446,
|
|
"acc": 70.6,
|
|
"time": 122.59663843299859,
|
|
"param": [
|
|
{
|
|
"p": 0.11126242578029633,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.013166540302336216,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.05491287633776665,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.08970939368009567,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.02568884752690792,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.0667879655957222,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.08018218725919724,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.05049925670027733,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.15331672132015228,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.07082755863666534,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.09687750041484833,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.0,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.10494156181812286,
|
|
"m": 0.42592090368270874
|
|
},
|
|
{
|
|
"p": 0.08182720094919205,
|
|
"m": 0.42592090368270874
|
|
}
|
|
]
|
|
}
|
|
]
|
|
} |