diff --git a/paddle/fluid/operators/reader/blocking_queue.h b/paddle/fluid/operators/reader/blocking_queue.h
index 6befc868a74c177f78bc54b0c3e6f71e74772941..db8cf3b605c9175eeda4548b1e7c8203f26c5d89 100644
--- a/paddle/fluid/operators/reader/blocking_queue.h
+++ b/paddle/fluid/operators/reader/blocking_queue.h
@@ -38,8 +38,6 @@ class BlockingQueue {
         "The capacity of a reader::BlockingQueue must be greater than 0.");
   }
 
-  ~BlockingQueue() { Close(); }
-
   bool Send(const T& elem) {
     std::unique_lock<std::mutex> lock(mutex_);
     send_cv_.wait(lock, [&] { return queue_.size() < capacity_ || closed_; });
diff --git a/paddle/fluid/operators/reader/py_blocking_queue.h b/paddle/fluid/operators/reader/py_blocking_queue.h
deleted file mode 100644
index 721767102bda83e92073ca03147f4c2925d9dcc8..0000000000000000000000000000000000000000
--- a/paddle/fluid/operators/reader/py_blocking_queue.h
+++ /dev/null
@@ -1,125 +0,0 @@
-//   Copyright (c) 2018 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 <condition_variable>  // NOLINT
-#include <deque>
-
-#include "Python.h"
-#include "paddle/fluid/platform/enforce.h"
-#include "pybind11/pybind11.h"
-
-namespace paddle {
-namespace operators {
-namespace reader {
-
-// PyBlockingQueue is designed for PyArrayFeedQueue
-// PyBlockingQueue would release GIL of Python when
-// the queue is full to avoid deadlock.
-template <typename T>
-class PyBlockingQueue {
- public:
-  explicit PyBlockingQueue(size_t capacity)
-      : capacity_(capacity), closed_(false) {
-    PADDLE_ENFORCE_GT(
-        capacity_, 0,
-        "The capacity of a reader::PyBlockingQueue must be greater than 0.");
-  }
-
-  ~PyBlockingQueue() { Close(); }
-
-  bool Send(const T& elem) {
-    std::unique_lock<std::mutex> lock(mutex_);
-    receive_cv_.notify_one();
-    if (queue_.size() >= capacity_ && (!closed_)) {
-      pybind11::gil_scoped_release release;
-      send_cv_.wait(lock, [&] { return queue_.size() < capacity_ || closed_; });
-    }
-    if (closed_) {
-      VLOG(5)
-          << "WARNING: Sending an element to a closed reader::BlockingQueue.";
-      return false;
-    }
-    PADDLE_ENFORCE_LT(queue_.size(), capacity_);
-    queue_.push_back(elem);
-    return true;
-  }
-
-  bool Send(T&& elem) {
-    std::unique_lock<std::mutex> lock(mutex_);
-    receive_cv_.notify_one();
-    if (queue_.size() >= capacity_ && (!closed_)) {
-      pybind11::gil_scoped_release release;
-      send_cv_.wait(lock, [&] { return queue_.size() < capacity_ || closed_; });
-    }
-    if (closed_) {
-      VLOG(5)
-          << "WARNING: Sending an element to a closed reader::BlokcingQueue.";
-      return false;
-    }
-    PADDLE_ENFORCE_LT(queue_.size(), capacity_);
-    queue_.emplace_back(std::move(elem));
-    return true;
-  }
-
-  bool Receive(T* elem) {
-    std::unique_lock<std::mutex> lock(mutex_);
-    send_cv_.notify_one();
-    receive_cv_.wait(lock, [&] { return !queue_.empty() || closed_; });
-    if (!queue_.empty()) {
-      PADDLE_ENFORCE_NOT_NULL(elem);
-      *elem = queue_.front();
-      queue_.pop_front();
-      return true;
-    } else {
-      PADDLE_ENFORCE(closed_);
-      return false;
-    }
-  }
-
-  void Close() {
-    std::lock_guard<std::mutex> lock(mutex_);
-    closed_ = true;
-    send_cv_.notify_all();
-    receive_cv_.notify_all();
-  }
-
-  bool IsClosed() const {
-    std::lock_guard<std::mutex> lock(mutex_);
-    return closed_;
-  }
-
-  size_t Cap() const {
-    std::lock_guard<std::mutex> lock(mutex_);
-    return capacity_;
-  }
-
-  size_t Size() const {
-    std::lock_guard<std::mutex> lock(mutex_);
-    return queue_.size();
-  }
-
- private:
-  size_t capacity_;
-  bool closed_;
-  std::deque<T> queue_;
-
-  mutable std::mutex mutex_;
-  mutable std::condition_variable receive_cv_;
-  mutable std::condition_variable send_cv_;
-};
-}  // namespace reader
-}  // namespace operators
-}  // namespace paddle