// Copyright (c) 2023 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. syntax = "proto2"; package paddle; option cc_generic_services = true; option cc_enable_arenas = true; enum TableType { PS_SPARSE_TABLE = 0; PS_DENSE_TABLE = 1; } enum PsCmdID { PS_PULL_DENSE_TABLE = 0; PS_PUSH_DENSE_TABLE = 1; PS_PULL_SPARSE_TABLE = 2; PS_PUSH_SPARSE_TABLE = 3; PS_SHRINK_TABLE = 4; PS_SAVE_ONE_TABLE = 5; PS_SAVE_ALL_TABLE = 6; PS_LOAD_ONE_TABLE = 7; PS_LOAD_ALL_TABLE = 8; PS_CLEAR_ONE_TABLE = 9; PS_CLEAR_ALL_TABLE = 10; PS_PUSH_DENSE_PARAM = 11; PS_STOP_SERVER = 12; PS_SAVE_ONE_CACHE_TABLE = 13; PS_GET_CACHE_THRESHOLD = 14; PS_CACHE_SHUFFLE = 15; PS_COPY_TABLE = 16; PS_COPY_TABLE_BY_FEASIGN = 17; PS_PULL_SPARSE_TABLE_WITH_DEPENDENCY = 18; PS_PUSH_SPARSE_TABLE_WITH_DEPENDENCY = 19; PS_PRINT_TABLE_STAT = 20; PS_S2S_MSG = 101; } message PSParameter { optional string worker_class = 1; optional string server_class = 2; optional string instance_class = 3; optional string init_gflags = 4; optional WorkerParameter worker_param = 101; optional ServerParameter server_param = 102; repeated DownpourTrainerParameter trainer_param = 301; optional FsClientParameter fs_client_param = 501; } message WorkerParameter { optional DownpourWorkerParameter downpour_worker_param = 1; } message ServerParameter { optional DownpourServerParameter downpour_server_param = 1; } message DownpourWorkerParameter { repeated TableParameter downpour_table_param = 1; } message DownpourTrainerParameter { repeated DenseTableParameter dense_table = 1; repeated SparseTableParameter sparse_table = 2; optional int32 push_sparse_per_batch = 3; optional int32 push_dense_per_batch = 4; repeated string skip_op = 5; repeated ProgramConfig program_config = 6; } message ProgramConfig { required string program_id = 1; repeated int32 push_sparse_table_id = 2; repeated int32 push_dense_table_id = 3; repeated int32 pull_sparse_table_id = 4; repeated int32 pull_dense_table_id = 5; } message DenseTableParameter { optional int32 table_id = 1; repeated string dense_variable_name = 2; repeated string dense_gradient_variable_name = 3; optional int32 fea_dim = 4; } message SparseTableParameter { optional int32 table_id = 1; optional int32 feature_dim = 2; repeated string slot_key = 3; repeated string slot_value = 4; repeated string slot_gradient = 5; } message DownpourServerParameter { repeated TableParameter downpour_table_param = 1; optional ServerServiceParameter service_param = 2; } message ServerServiceParameter { optional string server_class = 1 [ default = "DownpourBrpcPsServer" ]; optional string client_class = 2 [ default = "DownpourBrpcPsClient" ]; optional string service_class = 3 [ default = "DownpourPsService" ]; optional uint32 start_server_port = 4 [ default = 0 ]; optional uint32 server_thread_num = 5 [ default = 12 ]; } message TableParameter { optional uint64 table_id = 1; optional string table_class = 2; optional uint64 shard_num = 3 [ default = 1000 ]; optional TableAccessorParameter accessor = 4; optional TableType type = 5; optional bool compress_in_save = 6 [ default = false ]; optional bool enable_sparse_table_cache = 7 [ default = true ]; optional double sparse_table_cache_rate = 8 [ default = 0.00055 ]; optional uint32 sparse_table_cache_file_num = 9 [ default = 16 ]; } message TableAccessorParameter { optional string accessor_class = 1; optional SparseSGDRuleParameter sparse_sgd_param = 2; optional DenseSGDRuleParameter dense_sgd_param = 3; optional uint32 fea_dim = 4 [ default = 11 ]; optional uint32 embedx_dim = 5 [ default = 8 ]; optional uint32 embedx_threshold = 6 [ default = 10 ]; optional DownpourTableAccessorParameter downpour_accessor_param = 7; repeated TableAccessorSaveParameter table_accessor_save_param = 8; optional SparseCommonSGDRuleParameter sparse_commonsgd_param = 9; optional SparseCommonSGDRuleParameter embed_sgd_param = 10; optional SparseCommonSGDRuleParameter embedx_sgd_param = 11; } message DownpourTableAccessorParameter { optional float nonclk_coeff = 1 [ default = 0.1 ]; optional float click_coeff = 2 [ default = 1 ]; optional float base_threshold = 3 [ default = 1.5 ]; optional float delta_threshold = 4 [ default = 0.25 ]; optional float delta_keep_days = 5 [ default = 16 ]; optional float show_click_decay_rate = 6 [ default = 0.98 ]; optional float delete_threshold = 7 [ default = 0.8 ]; optional float delete_after_unseen_days = 8 [ default = 30 ]; optional int32 ssd_unseenday_threshold = 9 [ default = 1 ]; } message TableAccessorSaveParameter { optional uint32 param = 1; optional string converter = 2; optional string deconverter = 3; } message PsRequestMessage { required uint32 cmd_id = 1; optional uint32 table_id = 2; repeated bytes params = 3; optional int32 client_id = 4; optional bytes data = 5; } message SparseSGDRuleParameter { optional double learning_rate = 1 [ default = 0.05 ]; optional double initial_g2sum = 2 [ default = 3 ]; optional double initial_range = 3 [ default = 0.0001 ]; repeated float weight_bounds = 4; } message SparseCommonSGDRuleParameter { optional string name = 1; optional SparseNaiveSGDRuleParameter naive = 2; optional SparseAdagradSGDRuleParameter adagrad = 3; optional SparseAdamSGDParameter adam = 4; } message SparseNaiveSGDRuleParameter { optional double learning_rate = 1 [ default = 0.05 ]; optional double initial_range = 2 [ default = 0.0001 ]; repeated float weight_bounds = 3; } message SparseAdagradSGDRuleParameter { optional double learning_rate = 1 [ default = 0.05 ]; optional double initial_g2sum = 2 [ default = 3 ]; optional double initial_range = 3 [ default = 0.0001 ]; repeated float weight_bounds = 4; } message SparseAdamSGDParameter { optional double learning_rate = 1 [ default = 0.001 ]; optional double initial_range = 2 [ default = 0.0001 ]; optional double beta1_decay_rate = 3 [ default = 0.9 ]; optional double beta2_decay_rate = 4 [ default = 0.999 ]; optional double ada_epsilon = 5 [ default = 1e-08 ]; repeated float weight_bounds = 6; } message DenseSGDRuleParameter { optional string name = 1; optional AdamSGDParameter adam = 2; optional NaiveSGDParameter naive = 3; optional SummarySGDParameter summary = 4; optional MovingAverageRuleParameter moving_average = 5; } message AdamSGDParameter { optional double learning_rate = 1 [ default = 5e-06 ]; optional double avg_decay_rate = 2 [ default = 0.999993 ]; optional double ada_decay_rate = 3 [ default = 0.9999 ]; optional double ada_epsilon = 4 [ default = 1e-08 ]; optional double mom_decay_rate = 5 [ default = 0.99 ]; } message NaiveSGDParameter { optional double learning_rate = 1 [ default = 0.0002 ]; optional double avg_decay_rate = 2; } message SummarySGDParameter { optional double summary_decay_rate = 1 [ default = 0.999999 ]; } message MovingAverageRuleParameter { optional double momentum = 1; } message PsResponseMessage { required int32 err_code = 1 [ default = 0 ]; required string err_msg = 2; optional bytes data = 3; } message FsClientParameter { enum FsApiType { HDFS = 0; AFS = 1; } optional FsApiType fs_type = 1 [ default = HDFS ]; optional string uri = 2; optional string user = 3; optional string passwd = 4; optional int32 buffer_size = 5; optional string hadoop_bin = 51; optional string afs_conf = 101; } service PsService { rpc service(PsRequestMessage) returns (PsResponseMessage); }