// 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 "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/dense.h" #include "paddle/fluid/distributed/ps/table/depends/initializers.h" #include "paddle/fluid/string/string_helper.h" namespace paddle { namespace distributed { class DenseOptimizer; class CommonDenseTable : public DenseTable { public: CommonDenseTable() {} virtual ~CommonDenseTable() {} int32_t initialize() override; int32_t initialize_shard() override { return 0; } virtual void create_initializer(const std::string& attr, const std::string& name); virtual int32_t initialize_value(); virtual int32_t initialize_optimizer(); virtual int32_t Pull(TableContext& context); virtual int32_t Push(TableContext& context); int32_t pull_dense(float* pull_values, size_t num) override; int32_t push_dense_param(const float* values, size_t num) override; int32_t push_dense(const float* values, size_t num) override; int32_t pour() override; int32_t set_global_lr(float* lr) override; int32_t load(const std::string& path, const std::string& param) override; int32_t save(const std::string& path, const std::string& param) override; int32_t flush() override { return 0; } int32_t shrink(const std::string& param) override { return 0; } void clear() override { return; } protected: int32_t _push_dense(const float* values, size_t num); private: const int task_pool_size_ = 10; bool sync = true; std::vector> _shards_task_pool; int param_dim_ = 0; int param_idx_ = 0; std::shared_ptr optimizer_; std::vector> values_; ReservoirValue pull_reservoir_; std::unordered_map initializers_; std::unordered_map names_index_; int total_dim_ = 0; int fixed_len_params_dim_ = 0; // used for save/load std::vector param_col_ids_; // used for save/load }; } // namespace distributed } // namespace paddle