bitsandbytes-rocm/bitsandbytes/optim/adam.py

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2021-10-06 02:16:20 +00:00
# Copyright (c) Facebook, Inc. and its affiliates.
#
# This source code is licensed under the MIT license found in the
# LICENSE file in the root directory of this source tree.
from bitsandbytes.optim.optimizer import Optimizer2State
class Adam(Optimizer2State):
def __init__(self, params, lr=1e-3, betas=(0.9, 0.999), eps=1e-8,
weight_decay=0, amsgrad=False, optim_bits=32, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
super(Adam, self).__init__('adam', params, lr, betas, eps,
weight_decay, optim_bits, args, min_8bit_size, percentile_clipping, block_wise)
class Adam8bit(Optimizer2State):
def __init__(self, params, lr=1e-3, betas=(0.9, 0.999), eps=1e-8,
weight_decay=0, amsgrad=False, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
super(Adam8bit, self).__init__('adam', params, lr, betas, eps,
weight_decay, 8, args, min_8bit_size, percentile_clipping, block_wise)
class Adam32bit(Optimizer2State):
def __init__(self, params, lr=1e-3, betas=(0.9, 0.999), eps=1e-8,
weight_decay=0, amsgrad=False, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
super(Adam32bit, self).__init__('adam', params, lr, betas, eps,
weight_decay, 32, args, min_8bit_size, percentile_clipping, block_wise)