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from easydict import EasyDict as edict | |
# make training faster | |
# our RAM is 256G | |
# mount -t tmpfs -o size=140G tmpfs /train_tmp | |
config = edict() | |
config.loss = "arcface" | |
config.network = "r50" | |
config.resume = False | |
config.output = "ms1mv3_arcface_r50" | |
config.dataset = "ms1m-retinaface-t1" | |
config.embedding_size = 512 | |
config.sample_rate = 1 | |
config.fp16 = False | |
config.momentum = 0.9 | |
config.weight_decay = 5e-4 | |
config.batch_size = 128 | |
config.lr = 0.1 # batch size is 512 | |
if config.dataset == "emore": | |
config.rec = "/train_tmp/faces_emore" | |
config.num_classes = 85742 | |
config.num_image = 5822653 | |
config.num_epoch = 16 | |
config.warmup_epoch = -1 | |
config.decay_epoch = [8, 14, ] | |
config.val_targets = ["lfw", ] | |
elif config.dataset == "ms1m-retinaface-t1": | |
config.rec = "/train_tmp/ms1m-retinaface-t1" | |
config.num_classes = 93431 | |
config.num_image = 5179510 | |
config.num_epoch = 25 | |
config.warmup_epoch = -1 | |
config.decay_epoch = [11, 17, 22] | |
config.val_targets = ["lfw", "cfp_fp", "agedb_30"] | |
elif config.dataset == "glint360k": | |
config.rec = "/train_tmp/glint360k" | |
config.num_classes = 360232 | |
config.num_image = 17091657 | |
config.num_epoch = 20 | |
config.warmup_epoch = -1 | |
config.decay_epoch = [8, 12, 15, 18] | |
config.val_targets = ["lfw", "cfp_fp", "agedb_30"] | |
elif config.dataset == "webface": | |
config.rec = "/train_tmp/faces_webface_112x112" | |
config.num_classes = 10572 | |
config.num_image = "forget" | |
config.num_epoch = 34 | |
config.warmup_epoch = -1 | |
config.decay_epoch = [20, 28, 32] | |
config.val_targets = ["lfw", "cfp_fp", "agedb_30"] | |