diff --git a/paddle/fluid/distributed/collective/process_group_nccl.cc b/paddle/fluid/distributed/collective/process_group_nccl.cc
index 82e95204590bd3..a1d038f255e7ad 100644
--- a/paddle/fluid/distributed/collective/process_group_nccl.cc
+++ b/paddle/fluid/distributed/collective/process_group_nccl.cc
@@ -123,11 +123,15 @@ ProcessGroupNCCL::ProcessGroupNCCL(
     int rank,
     int size,
     int gid,
-    int64_t timeout)
+    int64_t timeout,
+    int nccl_comm_init_option)
     : ProcessGroupWithStream(rank, size, gid),
       store_(store),
-      pg_timeout_(timeout) {
+      pg_timeout_(timeout),
+      nccl_comm_init_option_(nccl_comm_init_option) {
   LOG(INFO) << "ProcessGroupNCCL pg_timeout_ " << pg_timeout_;
+  LOG(INFO) << "ProcessGroupNCCL nccl_comm_init_option_ "
+            << nccl_comm_init_option_;
 }
 ProcessGroupNCCL::~ProcessGroupNCCL() {
   LOG(INFO) << "ProcessGroupNCCL destruct ";
@@ -718,7 +722,7 @@ void ProcessGroupNCCL::CreateNCCLEnvCache(const Place& place,
 
   phi::distributed::P2POption p2p_opts({is_p2p_op, p2p_rank, num_ranks, rank});
   phi::distributed::CommContextManager::CreateNCCLCommContext(
-      store_, store_key, rank_, size_, "", &p2p_opts);
+      store_, store_key, rank_, size_, "", &p2p_opts, nccl_comm_init_option_);
 
   NCCL_CHECK(phi::dynload::ncclGroupEnd());
 
@@ -1009,9 +1013,10 @@ std::shared_ptr<ProcessGroupNCCL> ProcessGroupNCCL::CreateProcessGroupNCCL(
     int rank,
     int size,
     int gid,
-    int64_t timeout) {
-  auto process_group =
-      std::make_shared<ProcessGroupNCCL>(store, rank, size, gid, timeout);
+    int64_t timeout,
+    int nccl_comm_init_option) {
+  auto process_group = std::make_shared<ProcessGroupNCCL>(
+      store, rank, size, gid, timeout, nccl_comm_init_option);
   ProcessGroupIdMap::GetInstance().emplace(gid, process_group);
   return process_group;
 }
diff --git a/paddle/fluid/distributed/collective/process_group_nccl.h b/paddle/fluid/distributed/collective/process_group_nccl.h
index 22d90370f16afc..a57337f1d47fa2 100644
--- a/paddle/fluid/distributed/collective/process_group_nccl.h
+++ b/paddle/fluid/distributed/collective/process_group_nccl.h
@@ -76,13 +76,15 @@ class ProcessGroupNCCL final : public ProcessGroupWithStream {
       int rank,
       int size,
       int gid,
-      int64_t timeout);
+      int64_t timeout,
+      int nccl_comm_init_option);
 
   ProcessGroupNCCL(const std::shared_ptr<phi::distributed::Store>& store,
                    int rank,
                    int size,
                    int gid,
-                   int64_t timeout = 30 * 60 * 1000);
+                   int64_t timeout = 30 * 60 * 1000,
+                   int nccl_comm_init_option = 0);
   ~ProcessGroupNCCL();
 
   std::string GetBackendName() const override { return "NCCL"; }
@@ -177,6 +179,8 @@ class ProcessGroupNCCL final : public ProcessGroupWithStream {
 
   ncclComm_t NCCLComm(const Place& place) const;
 
+  const bool GetNCCLCommInitOption() { return nccl_comm_init_option_; }
+
  private:
   std::shared_ptr<ProcessGroupNCCL::NCCLTask> CreateTask(const Place& place,
                                                          int rank,
@@ -247,6 +251,7 @@ class ProcessGroupNCCL final : public ProcessGroupWithStream {
   static uint64_t s_group_call_counter;
   // default 30 minutes
   int64_t pg_timeout_;
+  int nccl_comm_init_option_;
 
   // optimize memory for process_group
   std::vector<std::pair<std::weak_ptr<phi::Allocation>, gpuStream_t>>
diff --git a/paddle/fluid/platform/dynload/nccl.h b/paddle/fluid/platform/dynload/nccl.h
index d9516c9f4de4e8..2dba64af332060 100644
--- a/paddle/fluid/platform/dynload/nccl.h
+++ b/paddle/fluid/platform/dynload/nccl.h
@@ -31,6 +31,7 @@ namespace dynload {
   __macro(ncclCommInitAll);             \
   __macro(ncclGetUniqueId);             \
   __macro(ncclCommInitRank);            \
+  __macro(ncclCommInitRank2);           \
   __macro(ncclCommAbort);               \
   __macro(ncclCommDestroy);             \
   __macro(ncclCommCount);               \
diff --git a/paddle/fluid/pybind/communication.cc b/paddle/fluid/pybind/communication.cc
index 391dbabb1a2109..5e202a2b79d2e6 100644
--- a/paddle/fluid/pybind/communication.cc
+++ b/paddle/fluid/pybind/communication.cc
@@ -58,6 +58,7 @@ void BindCommContextManager(py::module *m) {
               py::arg("size"),
               py::arg("hash_key") = "",
               py::arg("p2p_opt") = nullptr,
+              py::arg("nccl_comm_init_option") = 0,
               py::call_guard<py::gil_scoped_release>())
 #endif
 #if defined(PADDLE_WITH_XPU_BKCL)
diff --git a/paddle/fluid/pybind/distributed_py.cc b/paddle/fluid/pybind/distributed_py.cc
index 4577171fd77bb5..df48a677b9692a 100644
--- a/paddle/fluid/pybind/distributed_py.cc
+++ b/paddle/fluid/pybind/distributed_py.cc
@@ -1235,6 +1235,7 @@ void BindDistributed(py::module *m) {
                   py::arg("world_size"),
                   py::arg("group_id") = 0,
                   py::arg("timeout") = 30 * 60 * 1000,
+                  py::arg("nccl_comm_init_option") = 0,
                   py::call_guard<py::gil_scoped_release>())
       .def_static("group_start", distributed::ProcessGroupNCCL::GroupStart)
       .def_static("group_end", distributed::ProcessGroupNCCL::GroupEnd);
diff --git a/paddle/phi/backends/dynload/nccl.cc b/paddle/phi/backends/dynload/nccl.cc
index 147066b43b0317..fe322c2ad7be59 100644
--- a/paddle/phi/backends/dynload/nccl.cc
+++ b/paddle/phi/backends/dynload/nccl.cc
@@ -14,11 +14,20 @@ limitations under the License. */
 
 #include "paddle/phi/backends/dynload/nccl.h"
 
+ncclResult_t ncclCommInitRank2(ncclComm_t* newcomm,
+                               int nranks,
+                               ncclUniqueId commId,
+                               int myrank,
+                               int param) {
+  // fake impl for compilation
+  return ncclInvalidUsage;
+}
+
 namespace phi {
 namespace dynload {
 
 std::once_flag nccl_dso_flag;
-void *nccl_dso_handle;
+void* nccl_dso_handle;
 
 #define DEFINE_WRAP(__name) DynLoad__##__name __name
 
diff --git a/paddle/phi/backends/dynload/nccl.h b/paddle/phi/backends/dynload/nccl.h
index 91b6f5dcd58dc5..278474f12d82b3 100644
--- a/paddle/phi/backends/dynload/nccl.h
+++ b/paddle/phi/backends/dynload/nccl.h
@@ -20,6 +20,18 @@ limitations under the License. */
 #include "paddle/phi/backends/dynload/dynamic_loader.h"
 #include "paddle/phi/backends/dynload/port.h"
 
+#ifdef __cplusplus
+extern "C" {
+#endif
+ncclResult_t ncclCommInitRank2(ncclComm_t* newcomm,
+                               int nranks,
+                               ncclUniqueId commId,
+                               int myrank,
+                               int param);
+#ifdef __cplusplus
+}
+#endif
+
 namespace phi {
 namespace dynload {
 
@@ -28,15 +40,21 @@ extern void* nccl_dso_handle;
 
 #define DECLARE_DYNAMIC_LOAD_NCCL_WRAP(__name)                   \
   struct DynLoad__##__name {                                     \
-    template <typename... Args>                                  \
-    auto operator()(Args... args) -> decltype(__name(args...)) { \
+    static auto GetNCCLFunc() {                                  \
       using nccl_func = decltype(&::__name);                     \
       std::call_once(nccl_dso_flag, []() {                       \
         nccl_dso_handle = phi::dynload::GetNCCLDsoHandle();      \
       });                                                        \
       static void* p_##__name = dlsym(nccl_dso_handle, #__name); \
-      return reinterpret_cast<nccl_func>(p_##__name)(args...);   \
+      return reinterpret_cast<nccl_func>(p_##__name);            \
+    }                                                            \
+                                                                 \
+    template <typename... Args>                                  \
+    auto operator()(Args... args) -> decltype(__name(args...)) { \
+      return GetNCCLFunc()(args...);                             \
     }                                                            \
+                                                                 \
+    static bool IsValid() { return GetNCCLFunc() != nullptr; }   \
   };                                                             \
   extern DynLoad__##__name __name
 
@@ -44,6 +62,7 @@ extern void* nccl_dso_handle;
   __macro(ncclCommInitAll);             \
   __macro(ncclGetUniqueId);             \
   __macro(ncclCommInitRank);            \
+  __macro(ncclCommInitRank2);           \
   __macro(ncclCommAbort);               \
   __macro(ncclCommDestroy);             \
   __macro(ncclCommCount);               \
diff --git a/paddle/phi/core/distributed/comm_context_manager.cc b/paddle/phi/core/distributed/comm_context_manager.cc
index 5fd7861cc52b2d..01ffd15f79d283 100644
--- a/paddle/phi/core/distributed/comm_context_manager.cc
+++ b/paddle/phi/core/distributed/comm_context_manager.cc
@@ -62,7 +62,8 @@ void CommContextManager::CreateNCCLCommContext(
     int rank,
     int size,
     const std::string& hash_key,
-    const P2POption* p2p_opt) {
+    const P2POption* p2p_opt,
+    int nccl_comm_init_option) {
   auto& comm_context_manager = CommContextManager::GetInstance();
   if (comm_context_manager.Has(unique_comm_key)) {
     return;
@@ -91,8 +92,8 @@ void CommContextManager::CreateNCCLCommContext(
           << ", unique_comm_key: " << unique_comm_key
           << ", unique_key: " << unique_key
           << ", nccl_id: " << SerializeNCCLUniqueId(nccl_id);
-  auto nccl_comm_context =
-      std::make_unique<NCCLCommContext>(rank, size, nccl_id);
+  auto nccl_comm_context = std::make_unique<NCCLCommContext>(
+      rank, size, nccl_id, nccl_comm_init_option);
   if (CommContextManager::device_id != -1) {
     std::unique_ptr<phi::GPUContext> dev_ctx(
         new phi::GPUContext(phi::GPUPlace(CommContextManager::device_id)));
diff --git a/paddle/phi/core/distributed/comm_context_manager.h b/paddle/phi/core/distributed/comm_context_manager.h
index 8c4d802294986f..9e0cb8e5ec3d70 100644
--- a/paddle/phi/core/distributed/comm_context_manager.h
+++ b/paddle/phi/core/distributed/comm_context_manager.h
@@ -77,7 +77,8 @@ class CommContextManager {
                                     int rank,
                                     int size,
                                     const std::string& hash_key = "",
-                                    const P2POption* opt = nullptr);
+                                    const P2POption* opt = nullptr,
+                                    int nccl_comm_init_option = 0);
 #endif
 
 #if defined(PADDLE_WITH_GLOO)
diff --git a/paddle/phi/core/distributed/nccl_comm_context.cc b/paddle/phi/core/distributed/nccl_comm_context.cc
index 8da676e74d911a..bfa9a494b327a3 100644
--- a/paddle/phi/core/distributed/nccl_comm_context.cc
+++ b/paddle/phi/core/distributed/nccl_comm_context.cc
@@ -30,10 +30,22 @@ namespace distributed {
 // set this flag to `true` and recompile to enable dynamic checks
 constexpr bool FLAGS_enable_nccl_dynamic_check = false;
 
-NCCLCommContext::NCCLCommContext(int rank, int size, ncclUniqueId nccl_id)
+NCCLCommContext::NCCLCommContext(int rank,
+                                 int size,
+                                 ncclUniqueId nccl_id,
+                                 int nccl_comm_init_option)
     : CommContext(rank, size) {
-  NCCL_CHECK(
-      phi::dynload::ncclCommInitRank(&nccl_comm_, size_, nccl_id, rank_));
+  if (nccl_comm_init_option > 0 && phi::dynload::ncclCommInitRank2.IsValid()) {
+    LOG(WARNING) << "Creating modified qp with ncclCommInitRank2.";
+    NCCL_CHECK(phi::dynload::ncclCommInitRank2(
+        &nccl_comm_, size_, nccl_id, rank_, nccl_comm_init_option));
+  } else {
+    if (nccl_comm_init_option > 0) {
+      LOG(WARNING) << "ncclCommInitRank2 is not supported.";
+    }
+    NCCL_CHECK(
+        phi::dynload::ncclCommInitRank(&nccl_comm_, size_, nccl_id, rank_));
+  }
   NCCL_CHECK(phi::dynload::ncclGetVersion(&nccl_version_));
 }
 
diff --git a/paddle/phi/core/distributed/nccl_comm_context.h b/paddle/phi/core/distributed/nccl_comm_context.h
index 609b5e0defe079..e11c9709976d3f 100644
--- a/paddle/phi/core/distributed/nccl_comm_context.h
+++ b/paddle/phi/core/distributed/nccl_comm_context.h
@@ -39,7 +39,10 @@ namespace distributed {
 
 class NCCLCommContext final : public CommContext {
  public:
-  NCCLCommContext(int rank, int size, ncclUniqueId nccl_id);
+  NCCLCommContext(int rank,
+                  int size,
+                  ncclUniqueId nccl_id,
+                  int nccl_comm_init_option = 0);
   ~NCCLCommContext() override = default;
 
   int GetNcclVersion();
diff --git a/python/paddle/distributed/collective.py b/python/paddle/distributed/collective.py
index ead61419af4d61..ed6e0899692382 100644
--- a/python/paddle/distributed/collective.py
+++ b/python/paddle/distributed/collective.py
@@ -147,6 +147,7 @@ def _new_process_group_impl(
     group_name,
     pg_options,
     group_id=0,
+    nccl_comm_init_option=0,
 ):
     pg = None
     genv = _get_global_env()
@@ -155,7 +156,12 @@ def _new_process_group_impl(
         pg = core.ProcessGroupGloo.create(store, rank, world_size, group_id)
     elif backend == "nccl":
         pg = core.ProcessGroupNCCL.create(
-            store, rank, world_size, group_id, genv.pg_timeout
+            store,
+            rank,
+            world_size,
+            group_id,
+            genv.pg_timeout,
+            nccl_comm_init_option,
         )
     elif backend == "xccl":
         pg = core.ProcessGroupCustom.create(
@@ -177,7 +183,12 @@ def _set_custom_gid(gid):
     _custom_gid = gid
 
 
-def new_group(ranks=None, backend=None, timeout=_default_timeout):
+def new_group(
+    ranks=None,
+    backend=None,
+    timeout=_default_timeout,
+    nccl_comm_init_option=0,
+):
     """
 
     Creates a new distributed communication group.
@@ -231,6 +242,7 @@ def new_group(ranks=None, backend=None, timeout=_default_timeout):
                 group_name,
                 pg_options=None,
                 group_id=gid,
+                nccl_comm_init_option=nccl_comm_init_option,
             )
         else:
             rank = -1
diff --git a/python/paddle/distributed/fleet/base/topology.py b/python/paddle/distributed/fleet/base/topology.py
index 3b5a590ae32e23..1c73198bcc744b 100644
--- a/python/paddle/distributed/fleet/base/topology.py
+++ b/python/paddle/distributed/fleet/base/topology.py
@@ -29,6 +29,10 @@
     'PADDLE_USE_FOUR_DIRECTIONS_P2P', paddle.base.core.is_compiled_with_xpu()
 )
 
+g_pipeline_nccl_comm_init_option = int(
+    os.environ.get("FLAGS_pipeline_nccl_comm_init_option", 0)
+)
+
 
 class ParallelMode:
     """
@@ -347,8 +351,16 @@ def _set_comm_group(self, parallel_method="data"):
         parallel_comm_group = None
         parallel_groups = self._topo.get_comm_list(parallel_method)
 
+        group_nccl_comm_init_option = (
+            g_pipeline_nccl_comm_init_option
+            if (parallel_method == "pipe")
+            else 0
+        )
         for group in parallel_groups:
-            comm_group = paddle.distributed.new_group(ranks=group)
+            comm_group = paddle.distributed.new_group(
+                ranks=group,
+                nccl_comm_init_option=group_nccl_comm_init_option,
+            )
             if self.global_rank in group:
                 parallel_group = group
                 parallel_comm_group = comm_group