// 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. #pragma once #include #include #include #include #include "boost/variant.hpp" #include "paddle/fluid/framework/data_type.h" #include "paddle/fluid/platform/device_context.h" #include "paddle/fluid/platform/dynload/hccl.h" #include "paddle/fluid/platform/enforce.h" namespace paddle { namespace platform { #if defined(PADDLE_WITH_NCCL) || defined(PADDLE_WITH_RCCL) // In order to apply hierarchical communication with NCCL, we need // a communication ring contains NCCL communicators associated to a global // ncclUniqueId. E.g. for a hierarchical case, // // 11 - 12 21 - 22 // | | | | // 13 - 14 - 23 - 24 // | | // 31 - 32 - 41 - 42 // | | | | // 33 - 34 43 - 44 // // we group (14,23,32,41) as the top, and (11,12,13,14), (21,22,23,24), // (31,32,33,34), (41,42,43,44) as bottoms respectively. // // We could also use a single communication ring for the flatten case // // The NCCLComm instance is created and reversed in the NCCLCommContext // singleton with a global user specified group id. class CUDADeviceContext; class NCCLComm { public: virtual int ring_id() const = 0; virtual int nranks() const = 0; virtual int rank() const = 0; virtual int device_id() const = 0; virtual ncclComm_t comm() const = 0; virtual gpuStream_t stream() const = 0; virtual gpuEvent_t compute_event() const = 0; virtual gpuEvent_t comm_event() const = 0; virtual CUDADeviceContext* dev_context() const = 0; virtual ~NCCLComm() = default; }; // A singleton NCCL communicator context reserves communication ring ids class NCCLCommContext { public: static NCCLCommContext& Instance() { static NCCLCommContext comm_ctx; return comm_ctx; } NCCLComm* CreateNCCLComm(ncclUniqueId* nccl_id, int nranks, int rank, int dev_id, int ring_id = 0); void CreateAllNCCLComms(const std::vector& dev_ids, int ring_id = 0); // a latter comm with the same dev_id and the same ring_id // will override the former NCCLComm* AssignNCCLComm(ncclComm_t comm, int nranks, int rank, int dev_id, int ring_id = 0); // retrieve a communicator by the ring id in multiprocessing mode NCCLComm* Get(int ring_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator in ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_EQ(comm_map_.at(ring_id).size(), 1, platform::errors::InvalidArgument( "One device id should be specified to retrieve from " "multiple communicators.")); return comm_map_.at(ring_id).begin()->second.get(); } // retrieve a communicator by the ring id and the device id NCCLComm* Get(int ring_id, int dev_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator of ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_GT( comm_map_.at(ring_id).count(dev_id), 0, platform::errors::InvalidArgument( "Communicator at device id %d has not been initialized in ring %d.", dev_id, ring_id)); return comm_map_.at(ring_id).at(dev_id).get(); } // retrieve a communicator by the ring id and place NCCLComm* Get(int ring_id, Place place) const { return Get(ring_id, BOOST_GET_CONST(CUDAPlace, place).device); } private: std::once_flag once_flag_; std::mutex comm_map_mutex_; // ring id to dev-NCCLComm std::map>> comm_map_; void ReleaseNCCLComms(); NCCLCommContext() = default; DISABLE_COPY_AND_ASSIGN(NCCLCommContext); }; #endif #if defined(PADDLE_WITH_ASCEND_CL) // In order to apply hierarchical communication with HCCL, we need // a communication ring contains HCCL communicators associated to a global // HCCLUniqueId. E.g. for a hierarchical case, // // 11 - 12 21 - 22 // | | | | // 13 - 14 - 23 - 24 // | | // 31 - 32 - 41 - 42 // | | | | // 33 - 34 43 - 44 // // we group (14,23,32,41) as the top, and (11,12,13,14), (21,22,23,24), // (31,32,33,34), (41,42,43,44) as bottoms respectively. // // We could also use a single communication ring for the flatten case // // The HCCLComm instance is created and reversed in the HCCLCommContext // singleton with a global user specified group id. class NPUDeviceContext; #define ENV_RANK_TABLE_FILE "RANK_TABLE_FILE" #define ENV_RANK_ID "PADDLE_TRAINER_ID" class HCCLComm { public: virtual int ring_id() const = 0; virtual int nranks() const = 0; virtual int rank() const = 0; virtual int device_id() const = 0; virtual HcclComm comm() const = 0; virtual aclrtStream stream() const = 0; virtual NPUDeviceContext* dev_context() const = 0; virtual ~HCCLComm() = default; }; // A singleton HCCL communicator context reserves communication ring ids class HCCLCommContext { public: static HCCLCommContext& Instance() { static HCCLCommContext comm_ctx; return comm_ctx; } HCCLComm* CreateHCCLComm(HcclRootInfo* hccl_id, int nranks, int rank, int dev_id, int ring_id); // a latter comm with the same dev_id and the same ring_id // will override the former HCCLComm* AssignHCCLComm(HcclComm comm, int nranks, int rank, int dev_id, int ring_id); // retrieve a communicator by the ring id in multiprocessing mode HCCLComm* Get(int ring_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator in ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_EQ(comm_map_.at(ring_id).size(), 1, platform::errors::InvalidArgument( "One device id should be specified to retrieve from " "multiple communicators.")); return comm_map_.at(ring_id).begin()->second.get(); } // retrieve a communicator by the ring id and the device id HCCLComm* Get(int ring_id, int dev_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator of ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_GT( comm_map_.at(ring_id).count(dev_id), 0, platform::errors::InvalidArgument( "Communicator at device id %d has not been initialized in ring %d.", dev_id, ring_id)); return comm_map_.at(ring_id).at(dev_id).get(); } // retrieve a communicator by the ring id and place HCCLComm* Get(int ring_id, Place place) const { return Get(ring_id, BOOST_GET_CONST(NPUPlace, place).device); } private: // Init global hcom HCCLCommContext() {} // we may use group feature in the feature // HCCLCommContext() { InitHcomWorldGroup(); } HcclComm comm_; public: ~HCCLCommContext() {} std::once_flag once_flag_; std::mutex comm_map_mutex_; // ring id to dev-HCCLComm std::map>> comm_map_; // void InitHcomWorldGroup(); void ReleaseHCCLComms(); DISABLE_COPY_AND_ASSIGN(HCCLCommContext); }; #endif #if defined(PADDLE_WITH_XPU_BKCL) // In order to apply hierarchical communication with BKCL, we need // a communication ring contains BKCL communicators associated to a global // BKCLUniqueId. E.g. for a hierarchical case, // // 11 - 12 21 - 22 // | | | | // 13 - 14 - 23 - 24 // | | // 31 - 32 - 41 - 42 // | | | | // 33 - 34 43 - 44 // // we group (14,23,32,41) as the top, and (11,12,13,14), (21,22,23,24), // (31,32,33,34), (41,42,43,44) as bottoms respectively. // // We could also use a single communication ring for the flatten case // // The BKCLComm instance is created and reversed in the BKCLCommContext // singleton with a global user specified group id. class BKCLComm { public: virtual int ring_id() const = 0; virtual int nranks() const = 0; virtual int rank() const = 0; virtual int device_id() const = 0; virtual BKCLContext_t comm() const = 0; virtual XPUStream stream() const = 0; virtual XPUDeviceContext* dev_context() const = 0; virtual ~BKCLComm() = default; }; // A singleton BKCL communicator context reserves communication ring ids class BKCLCommContext { public: static BKCLCommContext& Instance() { static BKCLCommContext comm_ctx; return comm_ctx; } BKCLComm* CreateBKCLComm(BKCLUniqueId* bkcl_id, int nranks, int rank, int dev_id, int ring_id = 0); void CreateAllBKCLComms(const std::vector& dev_ids, int ring_id = 0); // a latter comm with the same dev_id and the same ring_id // will override the former BKCLComm* AssignBKCLComm(BKCLContext_t comm, int nranks, int rank, int dev_id, int ring_id = 0); // retrieve a communicator by the ring id in multiprocessing mode BKCLComm* Get(int ring_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator in ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_EQ(comm_map_.at(ring_id).size(), 1, platform::errors::InvalidArgument( "One device id should be specified to retrieve from " "multiple communicators.")); return comm_map_.at(ring_id).begin()->second.get(); } // retrieve a communicator by the ring id and the device id BKCLComm* Get(int ring_id, int dev_id) const { PADDLE_ENFORCE_GT( comm_map_.count(ring_id), 0, platform::errors::InvalidArgument( "Communicator of ring id %d has not been initialized.", ring_id)); PADDLE_ENFORCE_GT( comm_map_.at(ring_id).count(dev_id), 0, platform::errors::InvalidArgument( "Communicator at device id %d has not been initialized in ring %d.", dev_id, ring_id)); return comm_map_.at(ring_id).at(dev_id).get(); } // retrieve a communicator by the ring id and place BKCLComm* Get(int ring_id, Place place) const { return Get(ring_id, BOOST_GET_CONST(XPUPlace, place).device); } private: std::once_flag once_flag_; std::mutex comm_map_mutex_; // ring id to dev-BKCLComm std::map>> comm_map_; void ReleaseBKCLComms(); BKCLCommContext() = default; DISABLE_COPY_AND_ASSIGN(BKCLCommContext); }; #endif } // namespace platform } // namespace paddle