# Copyright (c) 2018 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. def hash_name(varlist, pserver_endpoints): """ hash variable names to several endpoints. Args: varlist(list): a list of Variables Returns(dict): a map of pserver endpoint -> varname """ def _hash_block(block_str, total): return hash(block_str) % total eplist = [] for var in varlist: server_id = _hash_block(var.name(), len(pserver_endpoints)) server_for_param = pserver_endpoints[server_id] eplist.append(server_for_param) return eplist def round_robin(varlist, pserver_endpoints): """ Distribute variables to several endpoints. Args: varlist(list): a list of variables pserver_endpoints(list): a list of pserver endpoints Returns(list[int]): the endpoint for each variable """ assert (len(varlist) >= len(pserver_endpoints)) eplist = [] pserver_idx = 0 for var in varlist: server_for_param = pserver_endpoints[pserver_idx] eplist.append(server_for_param) pserver_idx += 1 if pserver_idx >= len(pserver_endpoints): pserver_idx = 0 return eplist