diff --git a/paddle/fluid/framework/new_executor/run_queue.h b/paddle/fluid/framework/new_executor/run_queue.h
index 13035237ff8b48a82763d739713ca489ca902e7c..e457b20a3c35d551e726d10c31abd6797ebed76c 100644
--- a/paddle/fluid/framework/new_executor/run_queue.h
+++ b/paddle/fluid/framework/new_executor/run_queue.h
@@ -37,6 +37,8 @@
 #include <cstdint>
 #include <mutex>
 #include <vector>
+#include "paddle/fluid/framework/new_executor/workqueue_utils.h"
+#include "paddle/fluid/memory/allocation/spin_lock.h"
 
 namespace paddle {
 namespace framework {
@@ -101,7 +103,7 @@ class RunQueue {
   // PushBack adds w at the end of the queue.
   // If queue is full returns w, otherwise returns default-constructed Work.
   Work PushBack(Work w) {
-    std::unique_lock<std::mutex> lock(mutex_);
+    std::unique_lock<paddle::memory::SpinLock> lock(mutex_);
     unsigned back = back_.load(std::memory_order_relaxed);
     Elem* e = &array_[(back - 1) & kMask];
     uint8_t s = e->state.load(std::memory_order_relaxed);
@@ -123,7 +125,7 @@ class RunQueue {
       return Work();
     }
 
-    std::unique_lock<std::mutex> lock(mutex_);
+    std::unique_lock<paddle::memory::SpinLock> lock(mutex_);
     unsigned back = back_.load(std::memory_order_relaxed);
     Elem* e = &array_[back & kMask];
     uint8_t s = e->state.load(std::memory_order_relaxed);
@@ -145,7 +147,7 @@ class RunQueue {
       return 0;
     }
 
-    std::unique_lock<std::mutex> lock(mutex_);
+    std::unique_lock<paddle::memory::SpinLock> lock(mutex_);
     unsigned back = back_.load(std::memory_order_relaxed);
     unsigned size = Size();
     unsigned mid = back;
@@ -213,7 +215,7 @@ class RunQueue {
   // modification counters.
   alignas(64) std::atomic<unsigned> front_;
   alignas(64) std::atomic<unsigned> back_;
-  std::mutex mutex_;
+  paddle::memory::SpinLock mutex_;
   Elem array_[kSize];
 
   // SizeOrNotEmpty returns current queue size; if NeedSizeEstimate is false,
diff --git a/paddle/fluid/framework/new_executor/workqueue.cc b/paddle/fluid/framework/new_executor/workqueue.cc
index bc5a4e27dc528a611cc4195f4d3c7d62e057fd15..8c6eeab4d5c0a1553392b19dc11d34035679ff03 100644
--- a/paddle/fluid/framework/new_executor/workqueue.cc
+++ b/paddle/fluid/framework/new_executor/workqueue.cc
@@ -166,7 +166,7 @@ std::unique_ptr<WorkQueue> CreateMultiThreadedWorkQueue(
                                         "WorkQueueOptions.num_threads must be "
                                         "greater than 1."));
   std::unique_ptr<WorkQueue> ptr(new WorkQueueImpl(options));
-  return ptr;
+  return std::move(ptr);
 }
 
 std::unique_ptr<WorkQueueGroup> CreateWorkQueueGroup(
@@ -176,7 +176,7 @@ std::unique_ptr<WorkQueueGroup> CreateWorkQueueGroup(
                         "For a WorkQueueGroup, the number of WorkQueueOptions "
                         "must be greater than 1."));
   std::unique_ptr<WorkQueueGroup> ptr(new WorkQueueGroupImpl(queues_options));
-  return ptr;
+  return std::move(ptr);
 }
 
 }  // namespace framework
diff --git a/paddle/fluid/framework/new_executor/workqueue_utils.h b/paddle/fluid/framework/new_executor/workqueue_utils.h
index 6907f2f17da0db38cecbab93b87da6890b38f904..bb219fea36267a64d5d7f27e98458f395ecab209 100644
--- a/paddle/fluid/framework/new_executor/workqueue_utils.h
+++ b/paddle/fluid/framework/new_executor/workqueue_utils.h
@@ -14,6 +14,7 @@
 
 #pragma once
 
+#include <atomic>
 #include <cassert>
 #include <cstddef>
 #include <cstdlib>
diff --git a/paddle/fluid/memory/allocation/spin_lock.h b/paddle/fluid/memory/allocation/spin_lock.h
index 42462fd74b4cd7d47e59cf67ff0c9467ee66f7b9..2bbe340e7c69124b1e84f67780fc1891bdf1932f 100644
--- a/paddle/fluid/memory/allocation/spin_lock.h
+++ b/paddle/fluid/memory/allocation/spin_lock.h
@@ -15,37 +15,48 @@
 #pragma once
 
 #include <atomic>
-#if !defined(_WIN32)
-#include <sched.h>
-#else
-#include <windows.h>
-#endif  // !_WIN32
+#if defined(_M_X64) || defined(__x86_64__) || defined(_M_IX86) || \
+    defined(__i386__)
+#define __PADDLE_x86__
+#include <immintrin.h>
+#endif
+#include <thread>
 
 #include "paddle/fluid/platform/macros.h"
 
 namespace paddle {
 namespace memory {
+static inline void CpuRelax() {
+#if defined(__PADDLE_x86__)
+  _mm_pause();
+#endif
+}
 
 class SpinLock {
  public:
   SpinLock() : mlock_(false) {}
 
   void lock() {
-    bool expect = false;
-    uint64_t spin_cnt = 0;
-    while (!mlock_.compare_exchange_weak(expect, true)) {
-      expect = false;
-      if ((++spin_cnt & 0xFF) == 0) {
-#if defined(_WIN32)
-        SleepEx(50, FALSE);
-#else
-        sched_yield();
-#endif
+    for (;;) {
+      if (!mlock_.exchange(true, std::memory_order_acquire)) {
+        break;
+      }
+      constexpr int kMaxLoop = 32;
+      for (int loop = 1; mlock_.load(std::memory_order_relaxed);) {
+        if (loop <= kMaxLoop) {
+          for (int i = 1; i <= loop; ++i) {
+            CpuRelax();
+          }
+          loop *= 2;
+        } else {
+          std::this_thread::yield();
+        }
       }
     }
   }
 
-  void unlock() { mlock_.store(false); }
+  void unlock() { mlock_.store(false, std::memory_order_release); }
+
   DISABLE_COPY_AND_ASSIGN(SpinLock);
 
  private: