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Tuned_Param.py
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CM_UNIF = {
"MNIST":{
"CC": 177,
"BATCH": 111,
"Done": '',
},
"MNIST2":{
"CC": 125,
"BATCH": 90,
"Done": 'rand + pre',
},
"FMNIST":{
"CC": 80,
"BATCH": 35,
"Done": 'rand + pre',
},
"20NEWS":{
"CC": 100,
"BATCH": 600,
"Comment": 'Best avg',
"Done": 'rand + pre',
},
"20NEWS2":{
"CC": 11,
"BATCH": 85,
},
"10X73K":{
"CC": 1000,
"BATCH": 500,
"Done": 'rand pre',
},
"10X73K2":{
"CC": 700,
"BATCH": 32,
},
"CIFAR10":{
"CC": 164,
"BATCH": 350,
"Done": 'rand',
},
"CIFAR102":{
"CC": 5,
"BATCH": 275,
},
"R10K":{
"CC": 10,
"BATCH": 400,
"Done": 'rand + pre',
},
"USPS":{
"CC": 40,
"BATCH": 150,
"Done": 'rand + pre',
},
"PENDIGIT":{
"CC": 13,
"BATCH": 80,
"Done": 'rand + pre',
},
}
AECM_UNIF = {
"MNIST":{
"OUT": 10,
"BETA": 5,
"CC": 230,
"BATCH": 500,
"LBD": 1.,
"OPTIM": 'Adam',
"Done": 'rand + pre',
},
"MNIST2":{
"OUT": 10,
"BETA": 2,
"CC": 120,
"BATCH": 400,
"LBD": 1.,
"Comment": 'Previous version',
},
"FMNIST2":{
"OUT": 20,
"BETA": .1,
"CC": 1,
"BATCH": 32,
"LBD": 1.,
"Comment": 'best',
"Comment": 'BO Running on Springfield',
},
"FMNIST":{
"OUT": 10,
"BETA": 47,
"CC": 13,
"BATCH": 175,
"LBD": 1.,
"Comment": 'avg',
},
"20NEWS":{
"OUT": 100,
"BETA": 232,
"CC": 10,
"BATCH": 300,
"LBD": 1.,
"Comment": 'Try again',
},
"10X73K2":{
"OUT": 10,
"BETA": 15,
"CC": 2000,
"BATCH": 500,
"LBD": 1.,
"OPTIM": 'Adam',
"Comment": 'from cm',
},
"10X73K":{
"OUT": 10,
"BETA": 15,
"CC": 7,
"BATCH": 40,
"LBD": 1.,
"OPTIM": 'Adam',
"Comment": 'Running an Saving on g1 with cst and decay',
},
"CIFAR10":{
"OUT": 10,
"BETA": 1,
"CC": 64,
"BATCH": 256,
"LBD": 1.,
"OPTIM": 'Adam',
"Done": 'copy cvnet',
},
"R10K":{
"OUT": 75,
"BETA": 2.3,
"CC": 1.7,
"BATCH": 250,
"LBD": 1.,
"OPTIM": 'Adam',
"Done": 'rand + pre',
},
"USPS":{
"OUT": 30,
"BETA": 0.04,
"CC": 3.,
"BATCH": 45,
"LBD": 1.,
"OPTIM": 'Adam',
"Done": 'rand + pre',
},
"PENDIGIT":{
"OUT": 70,
"BETA": .5,
"CC": 13,
"BATCH": 80,
"LBD": 1.,
"OPTIM": 'Adam',
"Done": 'rand + pre',
},
}
CvNET_UNIF = {
"MNIST":{
"OUT": 40,
"BETA": 0.2,
"CC": 15,
"BATCH": 100,
"LBD": 1.,
"COMMENT": "avg from out",
},
"MNISTx":{
"OUT": 16,
"BETA": 0.03,
"CC": 11,
"BATCH": 150,
"LBD": 1.,
"COMMENT": "best",
},
"FMNIST":{
"OUT": 71,
"BETA": 0.08,
"CC": 4,
"BATCH": 55,
"LBD": 1.,
"COMMENT": "avg from out",
},
"FMNISTx":{
"OUT": 40,
"BETA": 0.25,
"CC": 50,
"BATCH": 160,
"LBD": 1.,
"COMMENT": "best",
},
"CIFAR10":{
"OUT": 90,
"BETA": 0.4,
"CC": 6,
"BATCH": 65,
"LBD": 1.,
"COMMENT": "avg from out",
},
"CIFAR10x":{
"OUT": 60,
"BETA": 0.05,
"CC": 5.,
"BATCH": 32,
"LBD": 1.,
"COMMENT": "best",
},
"USPS":{
"OUT": 40,
"BETA": .3,
"CC": 15,
"BATCH": 200,
"LBD": 1.,
"COMMENT": "avg from batch",
},
"USPSx":{
"OUT": 45,
"BETA": .1,
"CC": 8,
"BATCH": 150,
"LBD": 1.,
"COMMENT": "best",
},
}
CvNET_UNIFx = {
"MNISTa":{
"OUT": 22,
"BETA": 0.04,
"CC": 16,
"BATCH": 130,
"LBD": 1.,
"COMMENT": "o22",
},
"MNISTb":{
"OUT": 40,
"BETA": .05,
"CC": 17,
"BATCH": 180,
"LBD": 1.,
"COMMENT": "o40",
},
"FMNISTa":{
"OUT": 71,
"BETA": 0.08,
"CC": 4,
"BATCH": 55,
"LBD": 1.,
"COMMENT": "o71",
},
"FMNISTb":{
"OUT": 40,
"BETA": 0.3,
"CC": 70,
"BATCH": 220,
"LBD": 1.,
"COMMENT": "o40",
},
"CIFAR10a":{
"OUT": 60,
"BETA": 0.2,
"CC": 6,
"BATCH": 32,
"LBD": 1.,
"COMMENT": "o60",
},
"USPSa":{
"OUT": 45,
"BETA": .1,
"CC": 8,
"BATCH": 130,
"LBD": 1.,
"COMMENT": "o45",
},
"USPSb":{
"OUT": 15,
"BETA": .04,
"CC": 10,
"BATCH": 70,
"LBD": 1.,
"COMMENT": "b70",
},
"USPSc":{
"OUT": 15,
"BETA": .025,
"CC": 9,
"BATCH": 110,
"LBD": 1.,
"COMMENT": "o15",
},
"USPSd":{
"OUT": 70,
"BETA": .02,
"CC": 27,
"BATCH": 200,
"LBD": 1.,
"COMMENT": "o70",
},
"USPSe":{
"OUT": 50,
"BETA": .17,
"CC": 15,
"BATCH": 120,
"LBD": 1.,
"COMMENT": "o50",
},
}