ps_factory.py

# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

from .ps_program_builder import *  # noqa: F403
from .public import *  # noqa: F403

__all__ = [
    'PsProgramBuilder', 'GeoPsProgramBuilder', 'CpuSyncPsProgramBuilder',
    'CpuAsyncPsProgramBuilder', 'GpuPsProgramBuilder',
    'HeterAsyncPsProgramBuilder', 'FlPsProgramBuilder', 'NuPsProgramBuilder'
]


class PsProgramBuilderFactory(object):

    def __init__(self):
        pass

    def _create_ps_program_builder(self, pass_ctx):
        attrs = pass_ctx._attrs
        if attrs['ps_mode'] == DistributedMode.GEO:
            if len(attrs['local_sparse']) != 0:
                return globals()['NuPsProgramBuilder'](pass_ctx)
            else:
                return globals()['GeoPsProgramBuilder'](pass_ctx)
        elif attrs['use_ps_gpu']:
            return globals()['GpuPsProgramBuilder'](pass_ctx)
        elif attrs['is_heter_ps_mode'] and not attrs['is_fl_ps_mode']:
            return globals()['HeterAsyncPsProgramBuilder'](pass_ctx)
        elif 'is_fl_ps_mode' in attrs and attrs['is_fl_ps_mode']:
            return globals()['FlPsProgramBuilder'](pass_ctx)
        elif attrs['ps_mode'] == DistributedMode.SYNC:
            return globals()['CpuSyncPsProgramBuilder'](pass_ctx)
        else:
            return globals()['CpuAsyncPsProgramBuilder'](pass_ctx)