/*! * \file sync_tcp.cpp * \brief implementation of sync AllReduce using TCP sockets * with use non-block socket and tree-shape reduction * \author Tianqi Chen */ #include #include #include #include "./sync.h" #include "../utils/socket.h" namespace MPI { class Datatype { public: size_t type_size; Datatype(size_t type_size) : type_size(type_size) {} }; } namespace xgboost { namespace sync { /*! \brief implementation of sync goes to here */ class SyncManager { public: const static int kMagic = 0xff99; SyncManager(void) { master_uri = "NULL"; master_port = 9000; host_uri = ""; slave_port = 9010; nport_trial = 1000; rank = 0; world_size = 1; this->SetParam("reduce_buffer", "256MB"); } ~SyncManager(void) { this->Shutdown(); } inline void Shutdown(void) { for (size_t i = 0; i < links.size(); ++i) { links[i].sock.Close(); } links.clear(); } /*! \brief set parameters to the sync manager */ inline void SetParam(const char *name, const char *val) { if (!strcmp(name, "master_uri")) master_uri = val; if (!strcmp(name, "master_port")) master_port = atoi(val); if (!strcmp(name, "reduce_buffer")) { char unit; unsigned long amount; if (sscanf(val, "%lu%c", &amount, &unit) == 2) { switch (unit) { case 'B': reduce_buffer_size = (amount + 7)/ 8; break; case 'K': reduce_buffer_size = amount << 7UL; break; case 'M': reduce_buffer_size = amount << 17UL; break; case 'G': reduce_buffer_size = amount << 27UL; break; default: utils::Error("invalid format for reduce buffer"); } } else { utils::Error("invalid format for reduce_buffer, shhould be {integer}{unit}, unit can be {B, KB, MB, GB}"); } } } /*! \brief get rank */ inline int GetRank(void) const { return rank; } /*! \brief check whether its distributed mode */ inline bool IsDistributed(void) const { return links.size() != 0; } /*! \brief get rank */ inline int GetWorldSize(void) const { return world_size; } /*! \brief get rank */ inline std::string GetHost(void) const { return host_uri; } // initialize the manager inline void Init(void) { // single node mode if (master_uri == "NULL") return; utils::Assert(links.size() == 0, "can only call Init once"); int magic = kMagic; int nchild = 0, nparent = 0; this->host_uri = utils::SockAddr::GetHostName(); // get information from master utils::TCPSocket master; master.Create(); master.Connect(utils::SockAddr(master_uri.c_str(), master_port)); utils::Assert(master.SendAll(&magic, sizeof(magic)) == sizeof(magic), "sync::Init failure 1"); utils::Assert(master.RecvAll(&magic, sizeof(magic)) == sizeof(magic), "sync::Init failure 2"); utils::Check(magic == kMagic, "sync::Invalid master message, init failure"); utils::Assert(master.RecvAll(&rank, sizeof(rank)) == sizeof(rank), "sync::Init failure 3"); utils::Assert(master.RecvAll(&world_size, sizeof(world_size)) == sizeof(world_size), "sync::Init failure 4"); utils::Assert(master.RecvAll(&nparent, sizeof(nparent)) == sizeof(nparent), "sync::Init failure 5"); utils::Assert(master.RecvAll(&nchild, sizeof(nchild)) == sizeof(nchild), "sync::Init failure 6"); utils::Assert(nchild >= 0, "in correct number of childs"); utils::Assert(nparent == 1 || nparent == 0, "in correct number of parent"); // create listen utils::TCPSocket sock_listen; sock_listen.Create(); int port = sock_listen.TryBindHost(slave_port, slave_port + nport_trial); utils::Check(port != -1, "sync::Init fail to bind the ports specified"); sock_listen.Listen(); if (nparent != 0) { parent_index = 0; links.push_back(LinkRecord()); int len, hport; std::string hname; utils::Assert(master.RecvAll(&len, sizeof(len)) == sizeof(len), "sync::Init failure 9"); hname.resize(len); utils::Assert(len != 0, "string must not be empty"); utils::Assert(master.RecvAll(&hname[0], len) == static_cast(len), "sync::Init failure 10"); utils::Assert(master.RecvAll(&hport, sizeof(hport)) == sizeof(hport), "sync::Init failure 11"); links[0].sock.Create(); links[0].sock.Connect(utils::SockAddr(hname.c_str(), hport)); utils::Assert(links[0].sock.SendAll(&magic, sizeof(magic)) == sizeof(magic), "sync::Init failure 12"); utils::Assert(links[0].sock.RecvAll(&magic, sizeof(magic)) == sizeof(magic), "sync::Init failure 13"); utils::Check(magic == kMagic, "sync::Init failure, parent magic number mismatch"); parent_index = 0; } else { parent_index = -1; } // send back socket listening port to master utils::Assert(master.SendAll(&port, sizeof(port)) == sizeof(port), "sync::Init failure 14"); // close connection to master master.Close(); // accept links from childs for (int i = 0; i < nchild; ++i) { LinkRecord r; while (true) { r.sock = sock_listen.Accept(); if (r.sock.RecvAll(&magic, sizeof(magic)) == sizeof(magic) && magic == kMagic) { utils::Assert(r.sock.SendAll(&magic, sizeof(magic)) == sizeof(magic), "sync::Init failure 15"); break; } else { // not a valid child r.sock.Close(); } } links.push_back(r); } // close listening sockets sock_listen.Close(); // setup selecter selecter.Clear(); for (size_t i = 0; i < links.size(); ++i) { // set the socket to non-blocking mode links[i].sock.SetNonBlock(true); selecter.WatchRead(links[i].sock); selecter.WatchWrite(links[i].sock); } // done } /*! * \brief perform in-place allreduce, on sendrecvbuf * this function is NOT thread-safe * \param sendrecvbuf_ buffer for both sending and recving data * \param type_n4bytes the unit number of bytes the type have * \param count number of elements to be reduced * \param reducer reduce function */ inline void AllReduce(void *sendrecvbuf_, size_t type_nbytes, size_t count, ReduceHandle::ReduceFunction reducer) { if (links.size() == 0) return; // total size of message const size_t total_size = type_nbytes * count; // number of links const int nlink = static_cast(links.size()); // send recv buffer char *sendrecvbuf = reinterpret_cast(sendrecvbuf_); // size of space that we already performs reduce in up pass size_t size_up_reduce = 0; // size of space that we have already passed to parent size_t size_up_out = 0; // size of message we received, and send in the down pass size_t size_down_in = 0; // initialize the link ring-buffer and pointer for (int i = 0; i < nlink; ++i) { if (i != parent_index) { links[i].InitBuffer(type_nbytes, count, reduce_buffer_size); } links[i].ResetSize(); } // if no childs, no need to reduce if (nlink == static_cast(parent_index != -1)) { size_up_reduce = total_size; } // while we have not passed the messages out while(true) { selecter.Select(); // read data from childs for (int i = 0; i < nlink; ++i) { if (i != parent_index && selecter.CheckRead(links[i].sock)) { links[i].ReadToRingBuffer(size_up_out); } } // this node have childs, peform reduce if (nlink > static_cast(parent_index != -1)) { size_t buffer_size = 0; // do upstream reduce size_t max_reduce = total_size; for (int i = 0; i < nlink; ++i) { if (i != parent_index) { max_reduce= std::min(max_reduce, links[i].size_read); utils::Assert(buffer_size == 0 || buffer_size == links[i].buffer_size, "buffer size inconsistent"); buffer_size = links[i].buffer_size; } } utils::Assert(buffer_size != 0, "must assign buffer_size"); // round to type_n4bytes max_reduce = (max_reduce / type_nbytes * type_nbytes); // peform reduce, can be at most two rounds while (size_up_reduce < max_reduce) { // start position size_t start = size_up_reduce % buffer_size; // peform read till end of buffer size_t nread = std::min(buffer_size - start, max_reduce - size_up_reduce); utils::Assert(nread % type_nbytes == 0, "AllReduce: size check"); for (int i = 0; i < nlink; ++i) { if (i != parent_index) { reducer(links[i].buffer_head + start, sendrecvbuf + size_up_reduce, nread / type_nbytes, MPI::Datatype(type_nbytes)); } } size_up_reduce += nread; } } if (parent_index != -1) { // pass message up to parent, can pass data that are already been reduced if (selecter.CheckWrite(links[parent_index].sock)) { size_up_out += links[parent_index].sock. Send(sendrecvbuf + size_up_out, size_up_reduce - size_up_out); } // read data from parent if (selecter.CheckRead(links[parent_index].sock)) { size_down_in += links[parent_index].sock. Recv(sendrecvbuf + size_down_in, total_size - size_down_in); utils::Assert(size_down_in <= size_up_out, "AllReduce: boundary error"); } } else { // this is root, can use reduce as most recent point size_down_in = size_up_out = size_up_reduce; } // check if we finished the job of message passing size_t nfinished = size_down_in; // can pass message down to childs for (int i = 0; i < nlink; ++i) { if (i != parent_index) { if (selecter.CheckWrite(links[i].sock)) { links[i].WriteFromArray(sendrecvbuf, size_down_in); } nfinished = std::min(links[i].size_write, nfinished); } } // check boundary condition if (nfinished >= total_size) break; } } /*! * \brief broadcast data from root to all nodes * \param sendrecvbuf_ buffer for both sending and recving data * \param type_n4bytes the unit number of bytes the type have * \param count number of elements to be reduced * \param reducer reduce function */ inline void Bcast(void *sendrecvbuf_, size_t total_size, int root) { if (links.size() == 0) return; // number of links const int nlink = static_cast(links.size()); // size of space already read from data size_t size_in = 0; // input link, -2 means unknown yet, -1 means this is root int in_link = -2; // initialize the link statistics for (int i = 0; i < nlink; ++i) { links[i].ResetSize(); } // root have all the data if (this->rank == root) { size_in = total_size; in_link = -1; } // while we have not passed the messages out while(true) { selecter.Select(); if (in_link == -2) { // probe in-link for (int i = 0; i < nlink; ++i) { if (selecter.CheckRead(links[i].sock)) { links[i].ReadToArray(sendrecvbuf_, total_size); size_in = links[i].size_read; if (size_in != 0) { in_link = i; break; } } } } else { // read from in link if (in_link >= 0 && selecter.CheckRead(links[in_link].sock)) { links[in_link].ReadToArray(sendrecvbuf_, total_size); size_in = links[in_link].size_read; } } size_t nfinished = total_size; // send data to all out-link for (int i = 0; i < nlink; ++i) { if (i != in_link) { if (selecter.CheckWrite(links[i].sock)) { links[i].WriteFromArray(sendrecvbuf_, size_in); } nfinished = std::min(nfinished, links[i].size_write); } } // check boundary condition if (nfinished >= total_size) break; } } private: // an independent child record struct LinkRecord { public: // socket to get data from/to link utils::TCPSocket sock; // size of data readed from link size_t size_read; // size of data sent to the link size_t size_write; // pointer to buffer head char *buffer_head; // buffer size, in bytes size_t buffer_size; // initialize buffer inline void InitBuffer(size_t type_nbytes, size_t count, size_t reduce_buffer_size) { size_t n = (type_nbytes * count + 7)/ 8; buffer_.resize(std::min(reduce_buffer_size, n)); // make sure align to type_nbytes buffer_size = buffer_.size() * sizeof(uint64_t) / type_nbytes * type_nbytes; utils::Assert(type_nbytes <= buffer_size, "too large type_nbytes=%lu, buffer_size=%lu", type_nbytes, buffer_size); // set buffer head buffer_head = reinterpret_cast(BeginPtr(buffer_)); } // reset the recv and sent size inline void ResetSize(void) { size_write = size_read = 0; } /*! * \brief read data into ring-buffer, with care not to existing useful override data * position after protect_start * \param protect_start all data start from protect_start is still needed in buffer * read shall not override this */ inline void ReadToRingBuffer(size_t protect_start) { size_t ngap = size_read - protect_start; utils::Assert(ngap <= buffer_size, "AllReduce: boundary check"); size_t offset = size_read % buffer_size; size_t nmax = std::min(buffer_size - ngap, buffer_size - offset); size_read += sock.Recv(buffer_head + offset, nmax); } /*! * \brief read data into array, * this function can not be used together with ReadToRingBuffer * a link can either read into the ring buffer, or existing array * \param max_size maximum size of array */ inline void ReadToArray(void *recvbuf_, size_t max_size) { char *p = static_cast(recvbuf_); size_read += sock.Recv(p + size_read, max_size - size_read); } /*! * \brief write data in array to sock * \param sendbuf_ head of array * \param max_size maximum size of array */ inline void WriteFromArray(const void *sendbuf_, size_t max_size) { const char *p = static_cast(sendbuf_); size_write += sock.Send(p + size_write, max_size - size_write); } private: // recv buffer to get data from child // aligned with 64 bits, will be able to perform 64 bits operations freely std::vector buffer_; }; //------------------ // uri of current host, to be set by Init std::string host_uri; // uri of master std::string master_uri; // port of master address int master_port; // port of slave process int slave_port, nport_trial; // reduce buffer size size_t reduce_buffer_size; // current rank int rank; // world size int world_size; // index of parent link, can be -1, meaning this is root of the tree int parent_index; // sockets of all links std::vector links; // select helper utils::SelectHelper selecter; }; // singleton sync manager SyncManager manager; /*! \brief get rank of current process */ int GetRank(void) { return manager.GetRank(); } /*! \brief get total number of process */ int GetWorldSize(void) { return manager.GetWorldSize(); } /*! \brief get name of processor */ std::string GetProcessorName(void) { return manager.GetHost(); } bool IsDistributed(void) { return manager.IsDistributed(); } /*! \brief intiialize the synchronization module */ void Init(int argc, char *argv[]) { for (int i = 1; i < argc; ++i) { char name[256], val[256]; if (sscanf(argv[i], "%[^=]=%s", name, val) == 2) { manager.SetParam(name, val); } } manager.Init(); } /*! \brief finalize syncrhonization module */ void Finalize(void) { manager.Shutdown(); } // this can only be used for data that was smaller than 64 bit template inline void ReduceSum(const void *src_, void *dst_, int len, const MPI::Datatype &dtype) { const DType *src = (const DType*)src_; DType *dst = (DType*)dst_; for (int i = 0; i < len; ++i) { dst[i] += src[i]; } } template inline void ReduceMax(const void *src_, void *dst_, int len, const MPI::Datatype &dtype) { const DType *src = (const DType*)src_; DType *dst = (DType*)dst_; for (int i = 0; i < len; ++i) { if (src[i] > dst[i]) dst[i] = src[i]; } } template inline void ReduceBitOR(const void *src_, void *dst_, int len, const MPI::Datatype &dtype) { const DType *src = (const DType*)src_; DType *dst = (DType*)dst_; for (int i = 0; i < len; ++i) { dst[i] |= src[i]; } } template<> void AllReduce(uint32_t *sendrecvbuf, int count, ReduceOp op) { typedef uint32_t DType; switch(op) { case kBitwiseOR: manager.AllReduce(sendrecvbuf, sizeof(DType), count, ReduceBitOR); return; case kSum: manager.AllReduce(sendrecvbuf, sizeof(DType), count, ReduceSum); return; case kMax: manager.AllReduce(sendrecvbuf, sizeof(DType), count, ReduceMax); return; default: utils::Error("reduce op not supported"); } } template<> void AllReduce(float *sendrecvbuf, int count, ReduceOp op) { typedef float DType; switch(op) { case kSum: manager.AllReduce(sendrecvbuf, sizeof(DType), count, ReduceSum); return; case kMax: manager.AllReduce(sendrecvbuf, sizeof(DType), count, ReduceMax); return; default: utils::Error("unknown ReduceOp"); } } void Bcast(std::string *sendrecv_data, int root) { unsigned len = static_cast(sendrecv_data->length()); manager.Bcast(&len, sizeof(len), root); sendrecv_data->resize(len); if (len != 0) { manager.Bcast(&(*sendrecv_data)[0], len, root); } } // code for reduce handle ReduceHandle::ReduceHandle(void) : handle(NULL), htype(NULL) { } ReduceHandle::~ReduceHandle(void) {} int ReduceHandle::TypeSize(const MPI::Datatype &dtype) { return dtype.type_size; } void ReduceHandle::Init(ReduceFunction redfunc, size_t type_n4bytes, bool commute) { utils::Assert(handle == NULL, "cannot initialize reduce handle twice"); handle = reinterpret_cast(redfunc); } void ReduceHandle::AllReduce(void *sendrecvbuf, size_t type_n4bytes, size_t count) { utils::Assert(handle != NULL, "must intialize handle to call AllReduce"); manager.AllReduce(sendrecvbuf, type_n4bytes * 4, count, reinterpret_cast(handle)); } } // namespace sync } // namespace xgboost