diff --git a/paddle/fluid/distributed/CMakeLists.txt b/paddle/fluid/distributed/CMakeLists.txt
index 5ae2e26e87c7b33a75325f5b585ca115bd3b6308..1527b752c6906cd6c79f5250b4876a233961e02a 100644
--- a/paddle/fluid/distributed/CMakeLists.txt
+++ b/paddle/fluid/distributed/CMakeLists.txt
@@ -1,3 +1,5 @@
+add_subdirectory(store)
+
 if(NOT WITH_PSCORE)
     add_subdirectory(fleet_executor)
     return()
diff --git a/paddle/fluid/distributed/store/CMakeLists.txt b/paddle/fluid/distributed/store/CMakeLists.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1fde447d97dd99783a77a9a2ad89b4457b55ca74
--- /dev/null
+++ b/paddle/fluid/distributed/store/CMakeLists.txt
@@ -0,0 +1 @@
+cc_library(tcp_store SRCS tcp_store.cc tcp_utils.cc DEPS enforce glog)
diff --git a/paddle/fluid/distributed/store/store.h b/paddle/fluid/distributed/store/store.h
new file mode 100644
index 0000000000000000000000000000000000000000..2673314d222d2b32e42c42a3a94df71a1887914a
--- /dev/null
+++ b/paddle/fluid/distributed/store/store.h
@@ -0,0 +1,43 @@
+// Copyright (c) 2022 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 <chrono>
+#include <iostream>
+#include <string>
+#include <vector>
+
+#include "paddle/fluid/distributed/store/tcp_utils.h"
+
+namespace paddle {
+namespace distributed {
+
+class Store {
+ public:
+  Store() = delete;
+  explicit Store(const std::chrono::seconds& timeout) : _timeout(timeout) {}
+  virtual ~Store() = default;
+
+  virtual int64_t add(const std::string& key, int64_t value) = 0;
+  virtual std::vector<uint8_t> get(const std::string& key) = 0;
+  virtual void wait(const std::string& key) = 0;
+
+  virtual const std::chrono::seconds& timeout() const { return _timeout; }
+
+ private:
+  std::chrono::seconds _timeout;
+};
+
+}  // namespace distributed
+}  // namespace paddle
diff --git a/paddle/fluid/distributed/store/tcp_store.cc b/paddle/fluid/distributed/store/tcp_store.cc
new file mode 100644
index 0000000000000000000000000000000000000000..de85ac0d910e93257a308052ca1fcf193680a183
--- /dev/null
+++ b/paddle/fluid/distributed/store/tcp_store.cc
@@ -0,0 +1,272 @@
+// Copyright (c) 2022 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.
+
+#include <chrono>
+#include <iostream>
+#include <thread>
+
+#include "paddle/fluid/distributed/store/tcp_store.h"
+#include "paddle/fluid/distributed/store/tcp_utils.h"
+#include "paddle/fluid/platform/enforce.h"
+
+namespace paddle {
+namespace distributed {
+
+namespace detail {
+
+constexpr int INFTIME = -1;
+
+std::unique_ptr<MasterDaemon> MasterDaemon::start(SocketType socket) {
+  return std::make_unique<MasterDaemon>(socket);
+}
+
+MasterDaemon::MasterDaemon(SocketType socket) : _listen_socket(socket) {
+  _background_thread = std::thread{&MasterDaemon::run, this};
+}
+
+MasterDaemon::~MasterDaemon() {
+  _background_thread.join();
+  tcputils::close_socket(_listen_socket);
+  for (SocketType socket : _sockets) {
+    tcputils::close_socket(socket);
+  }
+}
+
+void MasterDaemon::_do_add(SocketType socket) {
+  int64_t new_value{};
+  std::string key = tcputils::receive_string(socket);
+  new_value = tcputils::receive_value<int64_t>(socket);
+  std::vector<uint8_t> old_value;
+  auto it = _store.find(key);
+  if (it != _store.end()) {
+    old_value = it->second;
+    char* buffer = reinterpret_cast<char*>(it->second.data());
+    size_t len = old_value.size();
+    new_value += std::stoll(std::string(buffer, len));
+  }
+
+  std::string new_value_str = std::to_string(new_value);
+  _store[key] =
+      std::vector<uint8_t>(new_value_str.begin(), new_value_str.end());
+  VLOG(3) << "TCPStore: new value (" << new_value << ") for key (" << key
+          << ").";
+  tcputils::send_value<int64_t>(socket, new_value);
+}
+
+void MasterDaemon::_do_get(SocketType socket) {
+  std::string key = tcputils::receive_string(socket);
+  auto iter = _store.find(key);
+  PADDLE_ENFORCE_NE(
+      iter, _store.end(),
+      platform::errors::InvalidArgument("Key %s not found in TCPStore.", key));
+  std::vector<uint8_t> value = iter->second;
+  VLOG(3) << "TCPStore: value ("
+          << std::stoll(std::string(reinterpret_cast<char*>(value.data()),
+                                    value.size()))
+          << ") for key (" << key << ").";
+  tcputils::send_vector<uint8_t>(socket, value);
+}
+
+void MasterDaemon::_do_stop(SocketType socket) {
+  ReplyType value = ReplyType::STOP_WAIT;
+  _stop = true;
+  tcputils::send_value<ReplyType>(socket, value);
+}
+
+void MasterDaemon::_do_wait(SocketType socket) {
+  std::string key = tcputils::receive_string(socket);
+  auto iter = _store.find(key);
+  auto reply = ReplyType::STOP_WAIT;
+  if (iter == _store.end()) {
+    reply = ReplyType::WAITING;
+  }
+  VLOG(3) << "TCPStore: wait reply (" << static_cast<int>(reply)
+          << ") for key (" << key << ").";
+  tcputils::send_value<ReplyType>(socket, reply);
+}
+
+void MasterDaemon::run() {
+  std::vector<struct pollfd> fds;
+#ifdef _WIN32
+  fds.push_back({_listen_socket, POLLIN});
+#else
+  fds.push_back({.fd = _listen_socket, .events = POLLIN, .revents = 0});
+#endif
+
+  while (!_stop) {
+    for (size_t i = 0; i < fds.size(); i++) {
+      fds[i].revents = 0;
+    }
+
+#ifdef _WIN32
+    ::WSAPoll(fds.data(), fds.size(), INFTIME);
+#else
+    ::poll(fds.data(), fds.size(), INFTIME);
+#endif
+
+    if (fds[0].revents != 0) {
+      auto socket = tcputils::tcp_accept(_listen_socket);
+      _sockets.emplace_back(socket);
+#ifdef _WIN32
+      fds.push_back({socket, POLLIN});
+#else
+      fds.push_back({.fd = socket, .events = POLLIN, .revents = 0});
+#endif
+    }
+
+    for (size_t i = 1; i < fds.size(); i++) {
+      if (fds[i].revents == 0) {
+        continue;
+      }
+
+      Command command = tcputils::receive_value<Command>(fds[i].fd);
+      VLOG(3) << "TCPStore: recv command: " << static_cast<int>(command) << ".";
+
+      switch (command) {
+        case Command::ADD:
+          _do_add(fds[i].fd);
+          break;
+        case Command::GET:
+          _do_get(fds[i].fd);
+          break;
+        case Command::WAIT:
+          _do_wait(fds[i].fd);
+          break;
+        case Command::STOP:
+          _do_stop(fds[i].fd);
+          break;
+      }
+    }
+  }
+}
+
+std::unique_ptr<TCPServer> TCPServer::create(uint16_t port) {
+  int socket = tcputils::tcp_listen("", std::to_string(port), AF_INET);
+  auto server = std::make_unique<TCPServer>();
+  server->_master_daemon = MasterDaemon::start(socket);
+  return server;
+}
+
+std::unique_ptr<TCPClient> TCPClient::connect(const std::string host,
+                                              uint16_t port) {
+  int socket = tcputils::tcp_connect(host, std::to_string(port), AF_INET);
+  return std::make_unique<TCPClient>(socket);
+}
+
+void TCPClient::send_command_for_key(Command type, const std::string& key) {
+  tcputils::send_value<Command>(_socket, type);
+  if (key.empty()) {
+    return;
+  }
+  tcputils::send_string(_socket, key);
+}
+
+template <typename T>
+void TCPClient::send_value(const T& value) {
+  tcputils::send_bytes<T>(_socket, &value, 1);
+}
+
+template <typename T>
+T TCPClient::receive_value() {
+  T res;
+  tcputils::receive_bytes<T>(_socket, &res, 1);
+  return res;
+}
+
+template <typename T>
+void TCPClient::send_vector(const std::vector<T>& value) {
+  tcputils::send_vector<T>(_socket, value);
+}
+
+template <typename T>
+std::vector<T> TCPClient::receive_vector() {
+  return tcputils::receive_vector<T>(_socket);
+}
+
+}  // namespace detail
+
+TCPStore::TCPStore(std::string host, uint16_t port, bool is_master,
+                   size_t num_workers, std::chrono::seconds timeout)
+    : Store(timeout), _is_master(is_master), _num_workers(num_workers) {
+  if (_is_master) {
+    _server = detail::TCPServer::create(port);
+  }
+
+  _client = detail::TCPClient::connect(host, port);
+  waitWorkers();
+}
+
+void TCPStore::waitWorkers() {
+  if (_num_workers == 0) {
+    return;
+  }
+  add(_init_key, 1);
+
+  if (_server) {
+    auto begin = std::chrono::steady_clock::now();
+    do {
+      auto value = get(_init_key);
+      int completed = std::stoi(std::string(value.begin(), value.end()));
+      VLOG(3) << completed << " worker ready, total " << _num_workers;
+      if (completed >= _num_workers) {
+        break;
+      }
+      const auto elapsed = std::chrono::duration_cast<std::chrono::seconds>(
+          std::chrono::steady_clock::now() - begin);
+
+      std::this_thread::sleep_for(std::chrono::milliseconds(100));
+      if (_timeout != tcputils::kNoTimeout && elapsed > _timeout) {
+        PADDLE_ENFORCE_EQ(
+            completed, _num_workers,
+            platform::errors::InvalidArgument(
+                "TCPStore timeouted and not all workers got ready."));
+      }
+    } while (true);
+  }
+  VLOG(3) << "TCPStore initialized.";
+}
+
+int64_t TCPStore::add(const std::string& key, int64_t value) {
+  _client->send_command_for_key(Command::ADD, _key_prefix + key);
+  _client->send_value<std::int64_t>(value);
+  return _client->receive_value<std::int64_t>();
+}
+
+std::vector<uint8_t> TCPStore::get(const std::string& key) {
+  wait(key);
+  _client->send_command_for_key(Command::GET, _key_prefix + key);
+  VLOG(3) << "TCPStore get.";
+  return _client->receive_vector<uint8_t>();
+}
+
+void TCPStore::wait(const std::string& key) {
+  ReplyType reply;
+  do {
+    _client->send_command_for_key(Command::WAIT, _key_prefix + key);
+
+    reply = _client->receive_value<ReplyType>();
+    std::this_thread::sleep_for(std::chrono::milliseconds(500));
+  } while (reply != ReplyType::STOP_WAIT);
+}
+
+TCPStore::~TCPStore() {
+  _client->send_command_for_key(Command::STOP, "");
+  ReplyType ret = _client->receive_value<ReplyType>();
+  PADDLE_ENFORCE_EQ(ret, ReplyType::STOP_WAIT,
+                    platform::errors::InvalidArgument(
+                        "The reply for TCPStore destructure must be 0."));
+}
+
+}  // namespace distributed
+}  // namespace paddle
diff --git a/paddle/fluid/distributed/store/tcp_store.h b/paddle/fluid/distributed/store/tcp_store.h
new file mode 100644
index 0000000000000000000000000000000000000000..cd706dd6640acf5e0b5b3714175dac7a6cecb25a
--- /dev/null
+++ b/paddle/fluid/distributed/store/tcp_store.h
@@ -0,0 +1,114 @@
+// Copyright (c) 2021 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 <iostream>
+#include <memory>
+#include <mutex>
+#include <thread>
+#include <unordered_map>
+
+#include "paddle/fluid/distributed/store/store.h"
+#include "paddle/fluid/distributed/store/tcp_utils.h"
+
+namespace paddle {
+namespace distributed {
+
+enum class ReplyType { WAITING, STOP_WAIT };
+enum class Command { ADD, GET, WAIT, STOP };
+
+namespace detail {
+
+class MasterDaemon {
+ public:
+  static std::unique_ptr<MasterDaemon> start(SocketType listen_socket);
+  MasterDaemon() = delete;
+  explicit MasterDaemon(SocketType listen_socket);
+  ~MasterDaemon();
+
+ private:
+  void run();
+  void _do_add(SocketType socket);
+  void _do_wait(SocketType socket);
+  void _do_get(SocketType socket);
+  void _do_stop(SocketType socket);
+  SocketType _listen_socket;
+  std::vector<SocketType> _sockets;
+  std::unordered_map<std::string, std::vector<uint8_t>> _store;
+  std::thread _background_thread{};
+  bool _stop = false;
+};
+
+class TCPServer {
+ public:
+  TCPServer() = default;
+  static std::unique_ptr<TCPServer> create(std::uint16_t port);
+
+ private:
+  std::unique_ptr<MasterDaemon> _master_daemon;
+};
+
+class TCPClient {
+ public:
+  explicit TCPClient(SocketType socket) : _socket{socket} {}
+  static std::unique_ptr<TCPClient> connect(const std::string host,
+                                            uint16_t port);
+  ~TCPClient() { tcputils::close_socket(_socket); }
+  void send_command_for_key(Command type, const std::string& key);
+
+  template <typename T>
+  void send_value(const T& value);
+
+  template <typename T>
+  void send_vector(const std::vector<T>& value);
+  template <typename T>
+  std::vector<T> receive_vector();
+
+  template <typename T>
+  T receive_value();
+
+ private:
+  SocketType _socket;
+};
+
+}  // namespace detail
+
+class TCPStore : public Store {
+ public:
+  static constexpr std::uint16_t kDefaultPort = 6170;
+  explicit TCPStore(std::string host, uint16_t port = kDefaultPort,
+                    bool is_master = false, size_t num_workers = 1,
+                    std::chrono::seconds timeout = tcputils::kDefaultTimeout);
+
+  ~TCPStore();
+
+  int64_t add(const std::string& key, int64_t value) override;
+  std::vector<uint8_t> get(const std::string& key) override;
+  void wait(const std::string& key) override;
+
+ private:
+  void waitWorkers();
+  std::unique_ptr<detail::TCPServer> _server;
+  std::unique_ptr<detail::TCPClient> _client;
+
+  const std::string _init_key = "init/";
+  const std::string _key_prefix = "/";
+  std::chrono::seconds _timeout;
+  bool _is_master;
+  int _num_workers;
+};
+
+}  // namespace distributed
+}  // namespace paddle
diff --git a/paddle/fluid/distributed/store/tcp_utils.cc b/paddle/fluid/distributed/store/tcp_utils.cc
new file mode 100644
index 0000000000000000000000000000000000000000..d0561d0b9a9c5b01c32620e72d21ed562e42637e
--- /dev/null
+++ b/paddle/fluid/distributed/store/tcp_utils.cc
@@ -0,0 +1,201 @@
+// Copyright (c) 2022 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.
+
+#include "paddle/fluid/distributed/store/tcp_utils.h"
+#include <cerrno>
+#include <cstring>
+#include <thread>
+#include "paddle/fluid/platform/enforce.h"
+
+namespace paddle {
+namespace distributed {
+namespace tcputils {
+
+std::error_code socket_error() {
+#ifdef _WIN32
+  return std::error_code{::WSAGetLastError(), std::generic_category()};
+#else
+  return std::error_code{errno, std::generic_category()};
+#endif
+}
+
+void close_socket(SocketType socket) {
+#ifdef _WIN32
+  ::closesocket(socket);
+#else
+  ::close(socket);
+#endif
+}
+
+::addrinfo* get_addr_info(const std::string host, const std::string port,
+                          int ai_flags, int family) {
+  ::addrinfo hints{}, *res;
+  hints.ai_flags = ai_flags;
+  hints.ai_family = family;
+  hints.ai_socktype = SOCK_STREAM;
+
+  const char* node = host.empty() ? nullptr : host.c_str();
+
+  int n;
+  n = ::getaddrinfo(node, port.c_str(), &hints, &res);
+  const char* gai_err = ::gai_strerror(n);
+  const char* proto =
+      (family == AF_INET ? "IPv4" : family == AF_INET6 ? "IPv6" : "");
+  PADDLE_ENFORCE_EQ(
+      n, 0, platform::errors::InvalidArgument(
+                "%s network %s:%s cannot be obtained. Details: %s.", proto,
+                host, port, gai_err));
+
+  return res;
+}
+
+void free_addr_info(::addrinfo* hint) {
+  PADDLE_ENFORCE_NOT_NULL(
+      hint, platform::errors::InvalidArgument(
+                "The parameter for free_addr_info cannot be null."));
+  ::freeaddrinfo(hint);
+}
+
+SocketType tcp_connect(const std::string host, const std::string port,
+                       int family, std::chrono::seconds timeout) {
+  int ai_flags = AI_NUMERICSERV | AI_V4MAPPED | AI_ALL;
+  ::addrinfo* res = get_addr_info(host, port, ai_flags, family);
+
+  SocketType sockfd = -1;
+  bool retry = true;
+  auto deadline = std::chrono::steady_clock::now() + timeout;
+  do {
+    for (::addrinfo* cur = res; cur != nullptr; cur = cur->ai_next) {
+      sockfd = ::socket(cur->ai_family, cur->ai_socktype, cur->ai_protocol);
+      PADDLE_ENFORCE_GT(sockfd, 0, platform::errors::InvalidArgument(
+                                       "Create socket to connect %s:%s failed. "
+                                       "Details: %s. ",
+                                       host, port, socket_error().message()));
+
+      if (::connect(sockfd, cur->ai_addr, cur->ai_addrlen) == 0) {
+        retry = false;
+        break;
+      }
+      VLOG(0) << "Retry to connect to " << host << ":" << port
+              << " while the server is not yet listening.";
+      close_socket(sockfd);
+      sockfd = -1;
+      std::this_thread::sleep_for(kDelay);
+      if (timeout != kNoTimeout &&
+          std::chrono::steady_clock::now() >= deadline) {
+        retry = false;
+        break;
+      }
+    }
+
+    if (timeout != kNoTimeout && std::chrono::steady_clock::now() >= deadline) {
+      retry = false;
+    }
+  } while (retry);
+
+  free_addr_info(res);
+
+  PADDLE_ENFORCE_GT(sockfd, 0,
+                    platform::errors::InvalidArgument(
+                        "Network %s:%s cannot be connected.", host, port));
+  VLOG(0) << "Successfully connected to " << host << ":" << port;
+
+  return sockfd;
+}
+
+SocketType tcp_listen(const std::string host, const std::string port,
+                      int family) {
+  int ai_flags = AI_PASSIVE | AI_NUMERICSERV;
+  ::addrinfo* res = get_addr_info(host, port, ai_flags, family);
+  ::addrinfo* cur = res;
+  SocketType sockfd{};
+
+  std::string node = host.empty() ? "IP_ANY" : host;
+  while (cur) {
+    sockfd = ::socket(cur->ai_family, cur->ai_socktype, cur->ai_protocol);
+    if (sockfd < 0) {
+      VLOG(0) << "Cannot create socket on " << node << ":" << port
+              << ". Details: " << socket_error().message();
+      cur = cur->ai_next;
+      continue;
+    }
+
+    int on = 1;
+#ifdef _WIN32
+    int ret = ::setsockopt(sockfd, SOL_SOCKET, SO_REUSEADDR,
+                           reinterpret_cast<char*>(&on), sizeof(on));
+#else
+    int ret = ::setsockopt(sockfd, SOL_SOCKET, SO_REUSEADDR, &on, sizeof(on));
+#endif
+    if (ret < 0) {
+      VLOG(0) << "Set the address reuse option failed on the server.";
+    }
+    if (::bind(sockfd, res->ai_addr, res->ai_addrlen) == 0) {
+      break;
+    }
+    close_socket(sockfd);
+    sockfd = -1;
+    cur = cur->ai_next;
+  }
+
+  PADDLE_ENFORCE_GT(sockfd, 0,
+                    platform::errors::InvalidArgument(
+                        "Bind network on %s:%s failedd.", node, port));
+
+  ::listen(sockfd, LISTENQ);
+
+  VLOG(0) << "The server starts to listen on " << node << ":" << port;
+  return sockfd;
+}
+
+SocketType tcp_accept(SocketType socket) {
+  ::sockaddr_storage addr_s{};
+  ::socklen_t addr_len = sizeof(addr_s);
+  SocketType new_socket =
+      ::accept(socket, reinterpret_cast<::sockaddr*>(&addr_s), &addr_len);
+  PADDLE_ENFORCE_GT(
+      new_socket, 0,
+      platform::errors::InvalidArgument(
+          "The server failed to accept a new connection. Details: %s.",
+          socket_error().message()));
+#ifndef _WIN32
+  ::fcntl(new_socket, F_SETFD, FD_CLOEXEC);
+#endif
+  auto value = 1;
+#ifdef _WIN32
+  ::setsockopt(new_socket, IPPROTO_TCP, TCP_NODELAY,
+               reinterpret_cast<const char*>(&value), sizeof(value));
+#else
+  ::setsockopt(new_socket, IPPROTO_TCP, TCP_NODELAY, &value, sizeof(value));
+#endif
+  return new_socket;
+}
+
+void send_string(SocketType socket, const std::string& s) {
+  std::string::size_type size = s.size();
+  send_bytes<std::string::size_type>(socket, &size, 1);
+  send_bytes<const char>(socket, s.data(), size);
+}
+
+std::string receive_string(SocketType socket) {
+  std::string::size_type size;
+  receive_bytes<std::string::size_type>(socket, &size, 1);
+  std::vector<char> v(size);
+  receive_bytes<char>(socket, v.data(), size);
+  return std::string(v.data(), v.size());
+}
+
+}  // namespace tcputils
+}  // namespace distributed
+}  // namespace paddle
diff --git a/paddle/fluid/distributed/store/tcp_utils.h b/paddle/fluid/distributed/store/tcp_utils.h
new file mode 100644
index 0000000000000000000000000000000000000000..60cb3de124da3593f3d07ffadcf3b12c2deedf29
--- /dev/null
+++ b/paddle/fluid/distributed/store/tcp_utils.h
@@ -0,0 +1,133 @@
+// Copyright (c) 2022 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
+
+#ifdef _WIN32
+#include <winsock2.h>
+#include <ws2tcpip.h>
+#pragma comment(lib, "Ws2_32.lib")
+#else
+#include <fcntl.h>
+#include <netdb.h>
+#include <netinet/tcp.h>
+#include <poll.h>
+#include <sys/socket.h>
+#include <unistd.h>
+#endif
+#include <chrono>
+#include <iostream>
+#include <vector>
+#include "paddle/fluid/platform/enforce.h"
+
+// Utility functions for TCP socket.
+namespace paddle {
+namespace distributed {
+
+#ifdef _WIN32
+using SocketType = SOCKET;
+#else
+using SocketType = int;
+#endif
+
+namespace tcputils {
+
+constexpr int LISTENQ = 2048;
+constexpr std::chrono::seconds kDelay = std::chrono::seconds(3);
+constexpr std::chrono::seconds kNoTimeout = std::chrono::seconds::zero();
+constexpr std::chrono::seconds kDefaultTimeout = std::chrono::seconds(360);
+
+std::error_code socket_error();
+void close_socket(SocketType socket);
+::addrinfo* get_addr_info(const std::string host, const std::string port,
+                          int ai_flags, int family);
+void free_addr_info(::addrinfo*);
+SocketType tcp_connect(const std::string host, const std::string port,
+                       int family, std::chrono::seconds timeout = kNoTimeout);
+SocketType tcp_listen(const std::string host, const std::string port,
+                      int family);
+SocketType tcp_accept(SocketType socket);
+
+void send_string(SocketType socket, const std::string& s);
+std::string receive_string(SocketType socket);
+
+template <typename T>
+void send_bytes(SocketType socket, const T* buffer, size_t len) {
+  size_t to_send = len * sizeof(T);
+  if (to_send == 0) {
+    return;
+  }
+
+  auto ptr = reinterpret_cast<const char*>(buffer);
+
+  while (to_send > 0) {
+    auto byte_sent = ::send(socket, ptr, to_send, 0);
+    PADDLE_ENFORCE_GT(byte_sent, 0, platform::errors::InvalidArgument(
+                                        "TCP send error. Details: %s.",
+                                        socket_error().message()));
+    to_send -= byte_sent;
+    ptr += byte_sent;
+  }
+}
+
+template <typename T>
+void receive_bytes(SocketType socket, T* buffer, size_t len) {
+  size_t to_recv = len * sizeof(T);
+  if (to_recv == 0) {
+    return;
+  }
+  auto ptr = reinterpret_cast<char*>(buffer);
+
+  while (to_recv > 0) {
+    auto byte_received = ::recv(socket, ptr, to_recv, 0);
+    PADDLE_ENFORCE_GT(byte_received, 0, platform::errors::InvalidArgument(
+                                            "TCP receive error. Details: %s.",
+                                            socket_error().message()));
+
+    to_recv -= byte_received;
+    ptr += byte_received;
+  }
+}
+
+template <typename T>
+void send_vector(SocketType socket, const std::vector<T>& v) {
+  size_t size = v.size();
+  send_bytes<size_t>(socket, &size, 1);
+  send_bytes<T>(socket, v.data(), size);
+}
+
+template <typename T>
+std::vector<T> receive_vector(SocketType socket) {
+  size_t size;
+  receive_bytes<size_t>(socket, &size, 1);
+  std::vector<T> res(size);
+  receive_bytes<T>(socket, res.data(), size);
+  return res;
+}
+
+template <typename T>
+void send_value(SocketType socket, const T& v) {
+  send_bytes<T>(socket, &v, 1);
+}
+
+template <typename T>
+T receive_value(SocketType socket) {
+  T v;
+  receive_bytes<T>(socket, &v, 1);
+  return v;
+}
+
+}  // namespace tcputils
+}  // namespace distributed
+}  // namespace paddle
diff --git a/paddle/fluid/pybind/CMakeLists.txt b/paddle/fluid/pybind/CMakeLists.txt
index 3453cff30f5ad2d1016dcd786733a7024ed0ae4a..26c35167f404a1dc475cc200ff2495eae9c09ab4 100644
--- a/paddle/fluid/pybind/CMakeLists.txt
+++ b/paddle/fluid/pybind/CMakeLists.txt
@@ -2,7 +2,7 @@ set(PYBIND_DEPS init pybind python proto_desc memory executor fleet_wrapper box_
   feed_fetch_method pass generate_pass pass_builder parallel_executor profiler layer tracer engine scope_pool
   analysis_predictor imperative_profiler imperative_flag save_load_util dlpack_tensor device_context
   gloo_wrapper infer_io_utils heter_wrapper generator op_version_registry ps_gpu_wrapper custom_operator
-  cost_model cuda_graph_with_memory_pool fleet_executor global_utils pten_utils)
+  cost_model cuda_graph_with_memory_pool fleet_executor global_utils pten_utils tcp_store)
 
 if (WITH_PSCORE)
   set(PYBIND_DEPS ${PYBIND_DEPS} ps_service)
@@ -73,6 +73,7 @@ set(PYBIND_SRCS
   compatible.cc
   io.cc
   generator_py.cc
+  communication.cc
   cuda_streams_py.cc)
 
 if(WITH_ASCEND)
diff --git a/paddle/fluid/pybind/communication.cc b/paddle/fluid/pybind/communication.cc
new file mode 100644
index 0000000000000000000000000000000000000000..a0d2777f825dc592e19230bc2ba4412f943d0c2b
--- /dev/null
+++ b/paddle/fluid/pybind/communication.cc
@@ -0,0 +1,42 @@
+/* Copyright (c) 2019 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. */
+
+#include <Python.h>
+#include <pybind11/chrono.h>
+#include <pybind11/complex.h>
+#include <pybind11/functional.h>
+#include <pybind11/stl.h>
+#include <chrono>
+#include <string>
+
+#include "paddle/fluid/distributed/store/tcp_store.h"
+#include "paddle/fluid/pybind/communication.h"
+
+namespace py = pybind11;
+
+namespace paddle {
+namespace pybind {
+
+using TCPStore = paddle::distributed::TCPStore;
+
+void BindTCPStore(py::module* m) {
+  py::class_<TCPStore>(*m, "TCPStore")
+      .def(
+          py::init<std::string, uint16_t, bool, size_t, std::chrono::seconds>())
+      .def("add", &TCPStore::add)
+      .def("get", &TCPStore::get);
+}
+
+}  // namespace pybind
+}  // namespace paddle
diff --git a/paddle/fluid/pybind/communication.h b/paddle/fluid/pybind/communication.h
new file mode 100644
index 0000000000000000000000000000000000000000..17045ccfe65cae25471ceff3abf0129b2a21acb0
--- /dev/null
+++ b/paddle/fluid/pybind/communication.h
@@ -0,0 +1,31 @@
+/* Copyright (c) 2019 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 <Python.h>
+
+#include "pybind11/chrono.h"
+#include "pybind11/complex.h"
+#include "pybind11/functional.h"
+#include "pybind11/pybind11.h"
+#include "pybind11/stl.h"
+
+namespace paddle {
+namespace pybind {
+
+void BindTCPStore(pybind11::module* m);
+
+}  // namespace pybind
+}  // namespace paddle
diff --git a/paddle/fluid/pybind/pybind.cc b/paddle/fluid/pybind/pybind.cc
index f653070b2eff7765aa4359a8405e1f27c6addf0b..58205041b80411cab305f79858df11b11ae0d075 100644
--- a/paddle/fluid/pybind/pybind.cc
+++ b/paddle/fluid/pybind/pybind.cc
@@ -91,6 +91,7 @@ limitations under the License. */
 #include "paddle/fluid/pybind/bind_cost_model.h"
 #include "paddle/fluid/pybind/bind_fleet_executor.h"
 #include "paddle/fluid/pybind/box_helper_py.h"
+#include "paddle/fluid/pybind/communication.h"
 #include "paddle/fluid/pybind/compatible.h"
 #include "paddle/fluid/pybind/const_value.h"
 #include "paddle/fluid/pybind/data_set_py.h"
@@ -2621,6 +2622,7 @@ All parameter, weight, gradient are variables in Paddle.
   BindGlobalValueGetterSetter(&m);
   BindProcessMeshDesc(&m);
   BindFleetExecutor(&m);
+  BindTCPStore(&m);
 
   py::class_<framework::LoDRankTable>(m, "LodRankTable")
       .def("items", [](framework::LoDRankTable &table) {
diff --git a/python/paddle/fluid/tests/unittests/test_tcp_store.py b/python/paddle/fluid/tests/unittests/test_tcp_store.py
new file mode 100644
index 0000000000000000000000000000000000000000..11e1e8cd059c8b5611bc2f25a2323df06fb00df6
--- /dev/null
+++ b/python/paddle/fluid/tests/unittests/test_tcp_store.py
@@ -0,0 +1,34 @@
+#   Copyright (c) 2022 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.
+
+from __future__ import print_function
+
+import unittest
+import datetime
+import paddle
+
+
+class TestTCPStore(unittest.TestCase):
+    def test_tcp_store(self):
+        store = paddle.fluid.core.TCPStore("127.0.0.1", 6170, True, 1,
+                                           datetime.timedelta(0))
+        store.add("my", 3)
+        ret1 = store.get('my')
+        store.add("my", 3)
+        ret2 = store.get('my')
+        self.assertEqual(ret1[0] + 3, ret2[0])
+
+
+if __name__ == "__main__":
+    unittest.main()