# 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( "RMSprop with alpha==0.0 is not supported!" ) if centered: raise NotImplementedError("Centered RMSprop is not supported!") super().__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( "RMSprop with alpha==0.0 is not supported!" ) if centered: raise NotImplementedError("Centered RMSprop is not supported!") super().__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( "RMSprop with alpha==0.0 is not supported!" ) if centered: raise NotImplementedError("Centered RMSprop is not supported!") super().__init__( "rmsprop", params, lr, (alpha, momentum), eps, weight_decay, 32, args, min_8bit_size, percentile_clipping, block_wise, )