// Copyright (c) 2020 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. #pragma once #include #include #include #include #include // NOLINT #include #include #include #include #include "Eigen/Dense" #include "paddle/fluid/distributed/ps/table/accessor.h" #include "paddle/fluid/distributed/ps/table/common_table.h" #include "paddle/fluid/distributed/ps/table/depends/feature_value.h" #include "paddle/fluid/string/string_helper.h" #define PSERVER_SAVE_SUFFIX ".shard" namespace paddle { namespace distributed { class MemorySparseTable : public Table { public: typedef SparseTableShard shard_type; MemorySparseTable() {} virtual ~MemorySparseTable() {} // unused method end static int32_t sparse_local_shard_num(uint32_t shard_num, uint32_t server_num) { if (shard_num % server_num == 0) { return shard_num / server_num; } size_t local_shard_num = shard_num / server_num + 1; return local_shard_num; } static size_t get_sparse_shard(uint32_t shard_num, uint32_t server_num, uint64_t key) { return (key % shard_num) / sparse_local_shard_num(shard_num, server_num); } int32_t Pull(TableContext& context) override; int32_t Push(TableContext& context) override; int32_t Initialize() override; int32_t InitializeShard() override { return 0; } int32_t InitializeValue(); virtual int32_t Load(const std::string& path, const std::string& param) override; virtual int32_t Save(const std::string& path, const std::string& param) override; int32_t LoadLocalFS(const std::string& path, const std::string& param); int32_t SaveLocalFS(const std::string& path, const std::string& param, const std::string& prefix); int64_t LocalSize(); int64_t LocalMFSize(); std::pair PrintTableStat() override; int32_t PullSparse(float* values, const PullSparseValue& pull_value); int32_t PullSparsePtr(char** pull_values, const uint64_t* keys, size_t num); int32_t PushSparse(const uint64_t* keys, const float* values, size_t num); int32_t PushSparse(const uint64_t* keys, const float** values, size_t num); int32_t Flush() override; virtual int32_t Shrink(const std::string& param) override; void Clear() override; void* GetShard(size_t shard_idx) override { return &_local_shards[shard_idx]; } protected: const int _task_pool_size = 24; int _avg_local_shard_num; int _real_local_shard_num; int _sparse_table_shard_num; std::vector> _shards_task_pool; std::unique_ptr _local_shards; }; } // namespace distributed } // namespace paddle