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# 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.
import torch
from bitsandbytes.optim.optimizer import Optimizer1State
class RMSprop(Optimizer1State):
def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, optim_bits=32, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
if alpha == 0:
raise NotImplementError(f'RMSprop with alpha==0.0 is not supported!')
if centered:
raise NotImplementError(f'Centered RMSprop is not supported!')
super(RMSprop, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
weight_decay, optim_bits, args, min_8bit_size, percentile_clipping, block_wise)
class RMSprop8bit(Optimizer1State):
def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
if alpha == 0:
raise NotImplementError(f'RMSprop with alpha==0.0 is not supported!')
if centered:
raise NotImplementError(f'Centered RMSprop is not supported!')
super(RMSprop8bit, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
weight_decay, 8, args, min_8bit_size, percentile_clipping, block_wise)
class RMSprop32bit(Optimizer1State):
def __init__(self, params, lr=1e-2, alpha=0.99, eps=1e-8, weight_decay=0, momentum=0, centered=False, args=None,
min_8bit_size=4096, percentile_clipping=100, block_wise=True):
if alpha == 0:
raise NotImplementError(f'RMSprop with alpha==0.0 is not supported!')
if centered:
raise NotImplementError(f'Centered RMSprop is not supported!')
super(RMSprop32bit, self).__init__('rmsprop', params, lr, (alpha, momentum), eps,
weight_decay, 32, args, min_8bit_size, percentile_clipping, block_wise)
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