diff --git a/paddle/fluid/framework/new_executor/interpretercore.cc b/paddle/fluid/framework/new_executor/interpretercore.cc
index 25cb15d2cc8c27e5fa1477e60e4428d5823495dd..6e73aaef15e07d3f75bb463b9fcaa8a8fde5c834 100644
--- a/paddle/fluid/framework/new_executor/interpretercore.cc
+++ b/paddle/fluid/framework/new_executor/interpretercore.cc
@@ -90,9 +90,6 @@ InterpreterCore::~InterpreterCore() {
   // cancle gc's thread
   gc_.reset(nullptr);
 
-  exception_notifier_->UnregisterEvent();
-  completion_notifier_->UnregisterEvent();
-
   async_work_queue_.reset(nullptr);
 }
 
diff --git a/paddle/fluid/framework/new_executor/workqueue/events_waiter.cc b/paddle/fluid/framework/new_executor/workqueue/events_waiter.cc
index ac45e7b5fdfe9feb284a0a5e156e6aacbc43f48b..163050ae5a65a7758fdcbe00f5e880acf4262f9d 100644
--- a/paddle/fluid/framework/new_executor/workqueue/events_waiter.cc
+++ b/paddle/fluid/framework/new_executor/workqueue/events_waiter.cc
@@ -19,37 +19,79 @@
 namespace paddle {
 namespace framework {
 
+constexpr EventsWaiter::EventId kEmptyEventId = 0;
+
 EventsWaiter::EventsWaiter()
-    : trigger_event_(nullptr), counter_(0), waiting_(false), cv_(1) {}
+    : trigger_event_(kEmptyEventId),
+      counter_(0),
+      eof_(true),
+      waiting_(false),
+      cv_(1) {}
 
 std::shared_ptr<EventsWaiter::EventNotifier> EventsWaiter::RegisterEvent(
     const std::string& name, EventChecker checker) {
-  auto counter = counter_.fetch_add(1);
-  auto id = std::hash<std::string>()(name + std::to_string(counter));
+  EventId id = kEmptyEventId;
+  EventInfo* evt = nullptr;
+  do {
+    auto counter = counter_.fetch_add(1);
+    id = std::hash<std::string>()(name + std::to_string(counter));
+    if (id == kEmptyEventId) {
+      continue;
+    }
+    std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
+    if (events_.count(id) > 0) {
+      continue;
+    }
+    evt = &(events_[id]);
+  } while (evt == nullptr);
+  evt->id = id;
+  evt->name = name;
+  evt->type = TriggerType::LevelTriggered;
+  evt->checker = std::move(checker);
+  eof_.store(false, std::memory_order_relaxed);
   VLOG(10) << "Register event id:" << id << " name:" << name;
   auto notifier = std::shared_ptr<EventNotifier>(new EventNotifier(id, this));
-  EventInfo evt{id, name, TriggerType::LevelTriggered, std::move(checker)};
-  std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
-  events_[id] = std::move(evt);
   return notifier;
 }
 
 std::shared_ptr<EventsWaiter::EventNotifier> EventsWaiter::RegisterEvent(
     const std::string& name) {
-  auto counter = counter_.fetch_add(1);
-  auto id = std::hash<std::string>()(name + std::to_string(counter));
+  EventId id = kEmptyEventId;
+  EventInfo* evt = nullptr;
+  do {
+    auto counter = counter_.fetch_add(1);
+    id = std::hash<std::string>()(name + std::to_string(counter));
+    if (id == kEmptyEventId) {
+      continue;
+    }
+    std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
+    if (events_.count(id) > 0) {
+      continue;
+    }
+    evt = &(events_[id]);
+  } while (evt == nullptr);
+  evt->id = id;
+  evt->name = name;
+  evt->type = TriggerType::EdgeTriggered;
+  evt->checker = []() { return false; };
+  eof_.store(false, std::memory_order_relaxed);
   VLOG(10) << "Register event id:" << id << " name:" << name;
   auto notifier = std::shared_ptr<EventNotifier>(new EventNotifier(id, this));
-  EventInfo evt{id, name, TriggerType::EdgeTriggered, []() { return false; }};
-  std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
-  events_[id] = std::move(evt);
   return notifier;
 }
 
 void EventsWaiter::UnregisterEvent(const EventId& id) {
   VLOG(10) << "Unregister event id:" << id;
-  std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
-  events_.erase(id);
+  {
+    std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
+    deleted_events_.insert(id);
+    if (deleted_events_.size() == events_.size()) {
+      eof_.store(true, std::memory_order_relaxed);
+    }
+  }
+  if (eof_.load(std::memory_order_relaxed)) {
+    cv_.Notify(true);
+  }
 }
 
 std::string EventsWaiter::WaitEvent() {
@@ -61,42 +103,60 @@ std::string EventsWaiter::WaitEvent() {
     PADDLE_THROW(
         platform::errors::ResourceExhausted("Another thread is waiting."));
   }
+
   auto w = cv_.GetWaiter(0);
-  cv_.Prewait();
-  std::string* triggered = trigger_event_;
-  if (triggered == nullptr) {
+  EventId triggered = trigger_event_;
+  while (triggered == kEmptyEventId && !eof_) {
+    cv_.Prewait();
+
+    // double check
+    triggered = trigger_event_;
     // checkers
-    {
-      std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
-      for (auto& kv : events_) {
-        auto& evt = kv.second;
-        if (TriggerType::LevelTriggered == evt.type && evt.checker()) {
-          triggered = new std::string(evt.name);
-          break;
+    if (triggered == kEmptyEventId) {
+      {
+        std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
+        for (auto& kv : events_) {
+          auto& evt = kv.second;
+          if (TriggerType::LevelTriggered == evt.type && evt.checker()) {
+            triggered = evt.id;
+            break;
+          }
         }
       }
-    }
-    if (triggered != nullptr) {
-      std::string* prev = nullptr;
-      if (!trigger_event_.compare_exchange_strong(prev, triggered,
-                                                  std::memory_order_seq_cst,
-                                                  std::memory_order_relaxed)) {
-        delete triggered;
-        triggered = prev;
+      if (triggered != kEmptyEventId) {
+        EventId prev = kEmptyEventId;
+        if (!trigger_event_.compare_exchange_strong(
+                prev, triggered, std::memory_order_seq_cst,
+                std::memory_order_relaxed)) {
+          triggered = prev;
+        }
       }
     }
+
+    if (triggered != kEmptyEventId || eof_) {
+      cv_.CancelWait();
+    } else {
+      cv_.CommitWait(w);
+      triggered = trigger_event_;
+    }
   }
-  if (triggered) {
-    cv_.CancelWait();
-  } else {
-    cv_.CommitWait(w);
-    triggered = trigger_event_;
+
+  trigger_event_.store(kEmptyEventId, std::memory_order_relaxed);
+  waiting_.store(false, std::memory_order_relaxed);
+  std::string evt_name =
+      triggered == kEmptyEventId ? "NoEventNotifier" : GetEventName(triggered);
+  VLOG(10) << "Consume event id:" << triggered << ", name:" << evt_name;
+  // lazy deletion
+  {
+    std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
+    if (deleted_events_.size() > 0) {
+      for (auto evt : deleted_events_) {
+        events_.erase(evt);
+      }
+      deleted_events_.clear();
+    }
   }
-  trigger_event_.store(nullptr, std::memory_order_relaxed);
-  waiting_.store(false);
-  auto trigger_event = *triggered;
-  delete triggered;
-  return trigger_event;
+  return evt_name;
 }
 
 int EventsWaiter::Clear() {
@@ -106,32 +166,33 @@ int EventsWaiter::Clear() {
                                         std::memory_order_relaxed)) {
     return -1;
   }
-  trigger_event_.store(nullptr, std::memory_order_relaxed);
+  trigger_event_.store(kEmptyEventId, std::memory_order_relaxed);
   waiting_.store(false);
   return 0;
 }
 
 void EventsWaiter::TriggerEvent(const EventId& id) {
   VLOG(10) << "Try to trigger event id:" << id;
-  std::string* trigger_event = new std::string;
-  {
-    std::lock_guard<paddle::memory::SpinLock> guard(events_lock_);
-    auto iter = events_.find(id);
-    if (iter == events_.end()) {
-      delete trigger_event;
-      return;
-    }
-    *trigger_event = iter->second.name;
+  EventId prev = kEmptyEventId;
+  if (!trigger_event_.compare_exchange_strong(
+          prev, id, std::memory_order_seq_cst, std::memory_order_relaxed)) {
+    VLOG(10) << "Event id:" << prev << " is pending";
+    return;
   }
-  std::string* prev = nullptr;
-  if (!trigger_event_.compare_exchange_strong(prev, trigger_event,
+  VLOG(10) << "Triggered event id:" << id;
+  cv_.Notify(true);
+}
+
+void EventsWaiter::CancelEvent(const EventId& id) {
+  VLOG(10) << "Try to cancel event id:" << id;
+  EventId prev = id;
+  if (!trigger_event_.compare_exchange_strong(prev, kEmptyEventId,
                                               std::memory_order_seq_cst,
                                               std::memory_order_relaxed)) {
-    delete trigger_event;
+    VLOG(10) << "Event id:" << prev << " is pending";
     return;
   }
-  VLOG(10) << "Triggered event id:" << id << " name:" << *trigger_event;
-  cv_.Notify(true);
+  VLOG(10) << "Cancelled event id:" << id;
 }
 
 std::string EventsWaiter::GetEventName(const EventId& id) {
diff --git a/paddle/fluid/framework/new_executor/workqueue/events_waiter.h b/paddle/fluid/framework/new_executor/workqueue/events_waiter.h
index 5ffed15155d592941c77a846b9df563b81d70c66..9d85f4a27242c9f9c8ed7ffa80879d626527dd35 100644
--- a/paddle/fluid/framework/new_executor/workqueue/events_waiter.h
+++ b/paddle/fluid/framework/new_executor/workqueue/events_waiter.h
@@ -19,6 +19,7 @@
 #include <functional>
 #include <string>
 #include <unordered_map>
+#include <unordered_set>
 #include "paddle/fluid/framework/new_executor/workqueue/event_count.h"
 #include "paddle/fluid/memory/allocation/spin_lock.h"
 
@@ -37,13 +38,12 @@ class EventsWaiter {
   // Make sure EventsWaiter has a longer lifetime than EventNotifier.
   class EventNotifier {
    public:
-    void NotifyEvent() { waiter_.TriggerEvent(id_); }
+    ~EventNotifier() { waiter_.UnregisterEvent(id_); }
 
-    void UnregisterEvent() { waiter_.UnregisterEvent(id_); }
+    void NotifyEvent() { waiter_.TriggerEvent(id_); }
 
-    EventId GetEventId() { return id_; }
+    void CancelEvent() { waiter_.CancelEvent(id_); }
 
-    // return "Unregistered" if the corresponding event was unregistered.
     std::string GetEventName() { return waiter_.GetEventName(id_); }
 
    private:
@@ -97,12 +97,16 @@ class EventsWaiter {
 
   void TriggerEvent(const EventId& id);
 
+  void CancelEvent(const EventId& id);
+
   std::string GetEventName(const EventId& id);
 
   std::unordered_map<EventId, EventInfo> events_;
+  std::unordered_set<EventId> deleted_events_;
   paddle::memory::SpinLock events_lock_;
-  std::atomic<std::string*> trigger_event_;
+  std::atomic<EventId> trigger_event_;
   std::atomic<uint64_t> counter_;
+  std::atomic<bool> eof_;
   std::atomic<bool> waiting_;
   EventCount cv_;
 };
diff --git a/paddle/fluid/framework/new_executor/workqueue/workqueue.cc b/paddle/fluid/framework/new_executor/workqueue/workqueue.cc
index 596ffb9bfc0c4f624aeaf5874bdf18563d96d14c..881878ebb12a721e7b194036b9d36a89c5404365 100644
--- a/paddle/fluid/framework/new_executor/workqueue/workqueue.cc
+++ b/paddle/fluid/framework/new_executor/workqueue/workqueue.cc
@@ -31,11 +31,8 @@ class WorkQueueImpl : public WorkQueue {
  public:
   explicit WorkQueueImpl(const WorkQueueOptions& options) : WorkQueue(options) {
     if (options_.track_task && options.events_waiter != nullptr) {
+      empty_notifier_ = options.events_waiter->RegisterEvent(kQueueEmptyEvent);
       void* storage = AlignedMalloc(sizeof(TaskTracker), alignof(TaskTracker));
-      TaskTracker* tracker = reinterpret_cast<TaskTracker*>(storage);
-      empty_notifier_ = options.events_waiter->RegisterEvent(
-          kQueueEmptyEvent,
-          [tracker]() { return tracker->PendingTaskNum() == 0; });
       tracker_ = new (storage) TaskTracker(*empty_notifier_.get());
     }
     if (options_.detached == false && options.events_waiter != nullptr) {
@@ -47,9 +44,6 @@ class WorkQueueImpl : public WorkQueue {
   }
 
   virtual ~WorkQueueImpl() {
-    if (empty_notifier_) {
-      empty_notifier_->UnregisterEvent();
-    }
     delete queue_;
     if (tracker_ != nullptr) {
       tracker_->~TaskTracker();
@@ -57,7 +51,6 @@ class WorkQueueImpl : public WorkQueue {
     }
     if (destruct_notifier_) {
       destruct_notifier_->NotifyEvent();
-      destruct_notifier_->UnregisterEvent();
     }
   }
 
@@ -124,14 +117,12 @@ WorkQueueGroupImpl::WorkQueueGroupImpl(
     const auto& options = queues_options_[idx];
     if (options.track_task && tracker_ == nullptr &&
         options.events_waiter != nullptr) {
+      empty_notifier_ = options.events_waiter->RegisterEvent(kQueueEmptyEvent);
       void* storage = AlignedMalloc(sizeof(TaskTracker), alignof(TaskTracker));
-      TaskTracker* tracker = reinterpret_cast<TaskTracker*>(storage);
-      empty_notifier_ = options.events_waiter->RegisterEvent(
-          kQueueEmptyEvent,
-          [tracker]() { return tracker->PendingTaskNum() == 0; });
       tracker_ = new (storage) TaskTracker(*empty_notifier_.get());
     }
-    if (options.detached == false && options.events_waiter != nullptr) {
+    if (options.detached == false && options.events_waiter != nullptr &&
+        !destruct_notifier_) {
       destruct_notifier_ =
           options.events_waiter->RegisterEvent(kQueueDestructEvent);
     }
@@ -141,9 +132,6 @@ WorkQueueGroupImpl::WorkQueueGroupImpl(
 }
 
 WorkQueueGroupImpl::~WorkQueueGroupImpl() {
-  if (empty_notifier_) {
-    empty_notifier_->UnregisterEvent();
-  }
   for (auto queue : queues_) {
     queue->~NonblockingThreadPool();
   }
@@ -154,7 +142,6 @@ WorkQueueGroupImpl::~WorkQueueGroupImpl() {
   free(queues_storage_);
   if (destruct_notifier_) {
     destruct_notifier_->NotifyEvent();
-    destruct_notifier_->UnregisterEvent();
   }
 }
 
diff --git a/paddle/fluid/framework/new_executor/workqueue/workqueue_test.cc b/paddle/fluid/framework/new_executor/workqueue/workqueue_test.cc
index 97f0282a15837e74e874202cd1891ff62de8d951..d8e09fb6baefe4cfc0e40cf0a1985f98853b9da5 100644
--- a/paddle/fluid/framework/new_executor/workqueue/workqueue_test.cc
+++ b/paddle/fluid/framework/new_executor/workqueue/workqueue_test.cc
@@ -14,6 +14,7 @@
 
 #include "paddle/fluid/framework/new_executor/workqueue/workqueue.h"
 #include <atomic>
+#include <thread>
 #include "glog/logging.h"
 #include "gtest/gtest.h"
 #include "paddle/fluid/framework/new_executor/workqueue/workqueue_utils.h"
@@ -26,11 +27,12 @@ TEST(WorkQueueUtils, TestEventsWaiter) {
   EXPECT_EQ(events_waiter.WaitEvent(), "test_register_lt");
   EXPECT_EQ(notifier->GetEventName(), "test_register_lt");
   EXPECT_EQ(events_waiter.WaitEvent(), "test_register_lt");
-  notifier->UnregisterEvent();
-  EXPECT_EQ(notifier->GetEventName(), "Unregistered");
+  notifier.reset();
   notifier = events_waiter.RegisterEvent("test_register_et");
   notifier->NotifyEvent();
   EXPECT_EQ(events_waiter.WaitEvent(), "test_register_et");
+  notifier->NotifyEvent();
+  notifier->CancelEvent();
 }
 
 TEST(WorkQueue, TestSingleThreadedWorkQueue) {
@@ -106,8 +108,13 @@ TEST(WorkQueue, TestMultiThreadedWorkQueue) {
   EXPECT_EQ(counter.load(), kLoopNum * kExternalLoopNum);
   // Cancel
   work_queue->Cancel();
+  // Wait kQueueDestructEvent
+  std::thread waiter_thread([&events_waiter]() {
+    EXPECT_EQ(events_waiter.WaitEvent(),
+              paddle::framework::kQueueDestructEvent);
+  });
   work_queue.reset();
-  EXPECT_EQ(events_waiter.WaitEvent(), paddle::framework::kQueueDestructEvent);
+  waiter_thread.join();
 }
 
 TEST(WorkQueue, TestWorkQueueGroup) {
@@ -154,10 +161,15 @@ TEST(WorkQueue, TestWorkQueueGroup) {
   // WaitQueueGroupEmpty
   events_waiter.WaitEvent();
   EXPECT_EQ(counter.load(), kLoopNum * kExternalLoopNum + kLoopNum);
+  EXPECT_EQ(handle.get(), random_num);
   // Cancel
   queue_group->Cancel();
-  events_waiter.WaitEvent();
+  // Wait kQueueDestructEvent
+  std::thread waiter_thread([&events_waiter]() {
+    EXPECT_EQ(events_waiter.WaitEvent(),
+              paddle::framework::kQueueDestructEvent);
+    EXPECT_EQ(events_waiter.WaitEvent(), "NoEventNotifier");
+  });
   queue_group.reset();
-  EXPECT_EQ(events_waiter.WaitEvent(), paddle::framework::kQueueDestructEvent);
-  EXPECT_EQ(handle.get(), random_num);
+  waiter_thread.join();
 }
diff --git a/paddle/fluid/framework/new_executor/workqueue/workqueue_utils.h b/paddle/fluid/framework/new_executor/workqueue/workqueue_utils.h
index eee64df285dcb0aed23a8d4a4c622639cfe0772a..b6e6ede8c334fa58b6bacec9876a287a5bd0b3e0 100644
--- a/paddle/fluid/framework/new_executor/workqueue/workqueue_utils.h
+++ b/paddle/fluid/framework/new_executor/workqueue/workqueue_utils.h
@@ -81,7 +81,13 @@ class TaskTracker {
 
   ~TaskTracker() = default;
 
-  void AddCounter() { num_tasks_.fetch_add(1, std::memory_order_relaxed); }
+  void AddCounter() {
+    if (0 == num_tasks_.fetch_add(1, std::memory_order_relaxed)) {
+      if (notifier_ != nullptr) {
+        notifier_->CancelEvent();
+      }
+    }
+  }
 
   void SubCounter() {
     if (1 == num_tasks_.fetch_sub(1, std::memory_order_relaxed)) {