# 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 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 NotImplementedError(f'RMSprop with alpha==0.0 is not supported!') if centered: raise NotImplementedError(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 NotImplementedError(f'RMSprop with alpha==0.0 is not supported!') if centered: raise NotImplementedError(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 NotImplementedError(f'RMSprop with alpha==0.0 is not supported!') if centered: raise NotImplementedError(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)