lebeg commented on a change in pull request #10911: Fix engine stop/start 
URL: https://github.com/apache/incubator-mxnet/pull/10911#discussion_r195025583
 
 

 ##########
 File path: src/engine/threaded_engine_pooled.cc
 ##########
 @@ -42,14 +43,38 @@ namespace engine {
  */
 class ThreadedEnginePooled : public ThreadedEngine {
  public:
-  ThreadedEnginePooled() :
-      thread_pool_(kNumWorkingThreads, [this]() { ThreadWorker(&task_queue_); 
}),
-      io_thread_pool_(1, [this]() { ThreadWorker(&io_task_queue_); }) {}
+  ThreadedEnginePooled() {
+    this->Start();
+  }
 
   ~ThreadedEnginePooled() noexcept(false) {
-    streams_.Finalize();
-    task_queue_.SignalForKill();
-    io_task_queue_.SignalForKill();
+    StopNoWait();
+  }
+
+  void StopNoWait() {
+    streams_->Finalize();
+    task_queue_->SignalForKill();
+    io_task_queue_->SignalForKill();
+    task_queue_ = nullptr;
+    io_task_queue_ = nullptr;
+    thread_pool_ = nullptr;
+    io_thread_pool_ = nullptr;
+    streams_ = nullptr;
+  }
+
+  void Stop() override {
+    WaitForAll();
+    StopNoWait();
+  }
+
+  void Start() override {
+    streams_.reset(new StreamManager<kMaxNumGpus, kNumStreamsPerGpu>());
+    task_queue_.reset(new dmlc::ConcurrentBlockingQueue<OprBlock*>());
+    io_task_queue_.reset(new dmlc::ConcurrentBlockingQueue<OprBlock*>());
+    thread_pool_.reset(new ThreadPool(kNumWorkingThreads, [this]() {
 
 Review comment:
   Shouldn't this contain change to [another constructor of 
ThreadPool](https://github.com/apache/incubator-mxnet/blob/master/src/engine/thread_pool.h#L68-L70)?
 Only the one accepting `std::shared_ptr<dmlc::ManualEvent> ready_event` will 
wait until ready, which might be the issue fixed in 
https://github.com/apache/incubator-mxnet/pull/8995.

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