diff --git a/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.cc b/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.cc
index e358ac3573d..76bc0b4ecd8 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.cc
@@ -18,8 +18,7 @@
 namespace mindspore {
 namespace dataset {
 CachedSharedMemoryArena::CachedSharedMemoryArena(int32_t port, size_t val_in_GB)
-    : Arena::Arena(val_in_GB * 1024), port_(port), shmid_(-1) {}
-
+    : ptr_(nullptr), val_in_GB_(val_in_GB), port_(port), shmid_(-1) {}
 CachedSharedMemoryArena::~CachedSharedMemoryArena() {
 #if CACHE_LOCAL_CLIENT
   if (this->ptr_ != nullptr && this->ptr_ != reinterpret_cast<void *>(-1)) {
@@ -54,18 +53,18 @@ Status CachedSharedMemoryArena::CreateArena(std::unique_ptr<CachedSharedMemoryAr
     RETURN_STATUS_UNEXPECTED(errMsg);
   }
   auto access_mode = S_IRUSR | S_IWUSR | S_IROTH | S_IWOTH | S_IRGRP | S_IWGRP;
-  ba->shmid_ = shmget(shm_key, ba->size_in_bytes_, IPC_CREAT | IPC_EXCL | access_mode);
+  // Value is in GB. Convert into bytes.
+  int64_t sz = val_in_GB * 1073741824L;
+  ba->shmid_ = shmget(shm_key, sz, IPC_CREAT | IPC_EXCL | access_mode);
   if (ba->shmid_) {
     ba->ptr_ = shmat(ba->shmid_, nullptr, 0);
     if (ba->ptr_ == reinterpret_cast<void *>(-1)) {
       RETURN_STATUS_UNEXPECTED("Shared memory attach failed. Errno " + std::to_string(errno));
     }
+    ba->impl_ = std::make_unique<ArenaImpl>(ba->ptr_, sz);
   } else {
     RETURN_STATUS_UNEXPECTED("Shared memory creation failed. Errno " + std::to_string(errno));
   }
-  uint64_t num_blks = ba->size_in_bytes_ / ARENA_BLK_SZ;
-  MS_LOG(DEBUG) << "Size of memory pool is " << num_blks << ", number of blocks of size is " << ARENA_BLK_SZ << ".";
-  ba->tr_.Insert(0, num_blks);
 #endif
   return Status::OK();
 }
diff --git a/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.h b/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.h
index 3d0ba7cbbc4..d0f41588da0 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.h
+++ b/mindspore/ccsrc/minddata/dataset/engine/cache/cache_arena.h
@@ -17,14 +17,18 @@
 #define MINDSPORE_CCSRC_MINDDATA_DATASET_ENGINE_CACHE_ARENA_H_
 
 #include <memory>
+#include <mutex>
 #include <string>
 #include "minddata/dataset/util/arena.h"
 #include "minddata/dataset/engine/cache/cache_common.h"
 namespace mindspore {
 namespace dataset {
 /// This is a derived class of Arena but resides in shared memory
-class CachedSharedMemoryArena : public Arena {
+class CachedSharedMemoryArena : public MemoryPool {
  public:
+  // Disable copy and assignment constructor
+  CachedSharedMemoryArena(const CachedSharedMemoryArena &) = delete;
+  CachedSharedMemoryArena &operator=(const CachedSharedMemoryArena &) = delete;
   ~CachedSharedMemoryArena() override;
   /// \brief Create an Arena in shared memory
   /// \param[out] p_ba Pointer to a unique_ptr
@@ -39,11 +43,41 @@ class CachedSharedMemoryArena : public Arena {
   /// in the client. So instead we will return an address relative
   /// to the base address of the shared memory where we attach to.
   /// \return Base address of the shared memory.
-  const void *SharedMemoryBaseAddr() const { return this->ptr_; }
+  const void *SharedMemoryBaseAddr() const { return impl_->get_base_addr(); }
+
+  /// As a derived class of MemoryPool, we have to implement the following
+  /// But we simply transfer the call to the implementation class
+  Status Allocate(size_t size, void **pVoid) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->Allocate(size, pVoid);
+  }
+  Status Reallocate(void **pVoid, size_t old_sz, size_t new_sz) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->Reallocate(pVoid, old_sz, new_sz);
+  }
+  void Deallocate(void *pVoid) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    impl_->Deallocate(pVoid);
+  }
+  uint64_t get_max_size() const override { return impl_->get_max_size(); }
+  int PercentFree() const override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->PercentFree();
+  }
+
+  /// \brief Dump the memory allocation block.
+  friend std::ostream &operator<<(std::ostream &os, const CachedSharedMemoryArena &s) {
+    os << *(s.impl_);
+    return os;
+  }
 
  private:
+  mutable std::mutex mux_;
+  void *ptr_;
+  int32_t val_in_GB_;
   int32_t port_;
   int shmid_;
+  std::unique_ptr<ArenaImpl> impl_;
   /// Private constructor. Not to be called directly.
   CachedSharedMemoryArena(int32_t port, size_t val_in_GB);
 };
diff --git a/mindspore/ccsrc/minddata/dataset/util/allocator.h b/mindspore/ccsrc/minddata/dataset/util/allocator.h
index 82bb157052c..744844aba8a 100644
--- a/mindspore/ccsrc/minddata/dataset/util/allocator.h
+++ b/mindspore/ccsrc/minddata/dataset/util/allocator.h
@@ -40,6 +40,7 @@ class Allocator {
   using reference = T &;
   using const_reference = const T &;
   using size_type = uint64_t;
+  using difference_type = std::ptrdiff_t;
 
   template <typename U>
   struct rebind {
@@ -86,8 +87,30 @@ class Allocator {
  private:
   std::shared_ptr<MemoryPool> pool_;
 };
-/// \brief It is a wrapper of unique_ptr with a custom allocator and acts like std::lock_guard such that the memory will
-/// be released when the object goes out of scope
+/// \brief It is a wrapper of unique_ptr with a custom Allocator class defined above
+template <typename T, typename... Args>
+Status MakeUnique(std::unique_ptr<T[], std::function<void(T *)>> *out, Allocator<T> alloc, size_t n, Args &&... args) {
+  RETURN_UNEXPECTED_IF_NULL(out);
+  CHECK_FAIL_RETURN_UNEXPECTED(n > 0, "size must be positive");
+  T *data = alloc.allocate(n);
+  if (!std::is_arithmetic<T>::value) {
+    for (auto i = 0; i < n; i++) {
+      std::allocator_traits<Allocator<T>>::construct(alloc, &(data[i]), std::forward<Args>(args)...);
+    }
+  }
+  auto deleter = [](T *p, Allocator<T> f_alloc, size_t f_n) {
+    if (!std::is_arithmetic<T>::value && std::is_destructible<T>::value) {
+      for (auto i = 0; i < f_n; ++i) {
+        std::allocator_traits<Allocator<T>>::destroy(f_alloc, &p[i]);
+      }
+    }
+    f_alloc.deallocate(p, f_n);
+  };
+  *out = std::unique_ptr<T[], std::function<void(T *)>>(data, std::bind(deleter, std::placeholders::_1, alloc, n));
+  return Status::OK();
+}
+
+/// \brief It is a wrapper of the above custom unique_ptr with some additional methods
 /// \tparam T The type of object to be allocated
 /// \tparam C Allocator. Default to std::allocator
 template <typename T, typename C = std::allocator<T>>
@@ -113,14 +136,7 @@ class MemGuard {
   /// \brief Explicitly deallocate the memory if allocated
   void deallocate() {
     if (ptr_) {
-      auto *p = ptr_.release();
-      if (!std::is_arithmetic<T>::value && std::is_destructible<T>::value) {
-        for (auto i = 0; i < n_; ++i) {
-          p[i].~T();
-        }
-      }
-      alloc_.deallocate(p, n_);
-      n_ = 0;
+      ptr_.reset();
     }
   }
   /// \brief Allocate memory (with emplace feature). Previous one will be released. If size is 0, no new memory is
@@ -129,24 +145,9 @@ class MemGuard {
   /// \tparam Args Extra arguments pass to the constructor of T
   template <typename... Args>
   Status allocate(size_t n, Args &&... args) noexcept {
-    try {
-      deallocate();
-      if (n > 0) {
-        T *data = alloc_.allocate(n);
-        if (!std::is_arithmetic<T>::value) {
-          for (auto i = 0; i < n; i++) {
-            std::allocator_traits<C>::construct(alloc_, &(data[i]), std::forward<Args>(args)...);
-          }
-        }
-        ptr_ = std::unique_ptr<T[]>(data);
-        n_ = n;
-      }
-    } catch (const std::bad_alloc &e) {
-      return Status(StatusCode::kOutOfMemory);
-    } catch (std::exception &e) {
-      RETURN_STATUS_UNEXPECTED(e.what());
-    }
-    return Status::OK();
+    deallocate();
+    n_ = n;
+    return MakeUnique(&ptr_, alloc_, n, std::forward<Args>(args)...);
   }
   ~MemGuard() noexcept { deallocate(); }
   /// \brief Getter function
@@ -170,7 +171,7 @@ class MemGuard {
  private:
   size_t n_;
   allocator alloc_;
-  std::unique_ptr<T[]> ptr_;
+  std::unique_ptr<T[], std::function<void(T *)>> ptr_;
 };
 }  // namespace dataset
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/minddata/dataset/util/arena.cc b/mindspore/ccsrc/minddata/dataset/util/arena.cc
index 87a9c614a83..85ce35e6610 100644
--- a/mindspore/ccsrc/minddata/dataset/util/arena.cc
+++ b/mindspore/ccsrc/minddata/dataset/util/arena.cc
@@ -33,21 +33,19 @@ struct MemHdr {
     *hdr = *tmp;
   }
 };
-Status Arena::Init() {
-  RETURN_IF_NOT_OK(DeMalloc(size_in_MB_ * 1048576L, &ptr_, false));
+
+ArenaImpl::ArenaImpl(void *ptr, size_t sz) : size_in_bytes_(sz), ptr_(ptr) {
   // Divide the memory into blocks. Ignore the last partial block.
   uint64_t num_blks = size_in_bytes_ / ARENA_BLK_SZ;
   MS_LOG(DEBUG) << "Size of memory pool is " << num_blks << ", number of blocks of size is " << ARENA_BLK_SZ << ".";
   tr_.Insert(0, num_blks);
-  return Status::OK();
 }
 
-Status Arena::Allocate(size_t n, void **p) {
+Status ArenaImpl::Allocate(size_t n, void **p) {
   if (n == 0) {
     *p = nullptr;
     return Status::OK();
   }
-  std::unique_lock<std::mutex> lck(mux_);
   // Round up n to 1K block
   uint64_t req_size = static_cast<uint64_t>(n) + ARENA_WALL_OVERHEAD_SZ;
   if (req_size > this->get_max_size()) {
@@ -64,7 +62,6 @@ Status Arena::Allocate(size_t n, void **p) {
     if (size > reqBlk) {
       tr_.Insert(addr + reqBlk, size - reqBlk);
     }
-    lck.unlock();
     char *q = static_cast<char *>(ptr_) + addr * ARENA_BLK_SZ;
     MemHdr::setHdr(q, addr, reqBlk);
     *p = get_user_addr(q);
@@ -74,14 +71,24 @@ Status Arena::Allocate(size_t n, void **p) {
   return Status::OK();
 }
 
-void Arena::Deallocate(void *p) {
+std::pair<std::pair<uint64_t, uint64_t>, bool> ArenaImpl::FindPrevBlk(uint64_t addr) {
+  for (auto &it : tr_) {
+    if (it.key + it.priority == addr) {
+      return std::make_pair(std::make_pair(it.key, it.priority), true);
+    } else if (it.key > addr) {
+      break;
+    }
+  }
+  return std::make_pair(std::make_pair(0, 0), false);
+}
+
+void ArenaImpl::Deallocate(void *p) {
   auto *q = get_base_addr(p);
   MemHdr hdr(0, 0);
   MemHdr::getHdr(q, &hdr);
   MS_ASSERT(hdr.sig == 0xDEADBEEF);
   // We are going to insert a free block back to the treap. But first, check if we can combine
   // with the free blocks before and after to form a bigger block.
-  std::unique_lock<std::mutex> lck(mux_);
   // Query if we have a free block after us.
   auto nextBlk = tr_.Search(hdr.addr + hdr.blk_size);
   if (nextBlk.second) {
@@ -101,105 +108,7 @@ void Arena::Deallocate(void *p) {
   tr_.Insert(hdr.addr, hdr.blk_size);
 }
 
-Status Arena::Reallocate(void **pp, size_t old_sz, size_t new_sz) {
-  MS_ASSERT(pp);
-  MS_ASSERT(*pp);
-  uint64_t actual_size = static_cast<uint64_t>(new_sz) + ARENA_WALL_OVERHEAD_SZ;
-  if (actual_size > this->get_max_size()) {
-    RETURN_STATUS_UNEXPECTED("Request size too big : " + std::to_string(new_sz));
-  }
-  uint64_t req_blk = SizeToBlk(actual_size);
-  char *oldAddr = reinterpret_cast<char *>(*pp);
-  auto *oldHdr = get_base_addr(oldAddr);
-  MemHdr hdr(0, 0);
-  MemHdr::getHdr(oldHdr, &hdr);
-  MS_ASSERT(hdr.sig == 0xDEADBEEF);
-  std::unique_lock<std::mutex> lck(mux_);
-  if (hdr.blk_size > req_blk) {
-    // Refresh the header with the new smaller size.
-    MemHdr::setHdr(oldHdr, hdr.addr, req_blk);
-    // Return the unused memory back to the tree. Unlike allocate, we we need to merge with the block after us.
-    auto next_blk = tr_.Search(hdr.addr + hdr.blk_size);
-    if (next_blk.second) {
-      hdr.blk_size += next_blk.first.priority;
-      tr_.DeleteKey(next_blk.first.key);
-    }
-    tr_.Insert(hdr.addr + req_blk, hdr.blk_size - req_blk);
-  } else if (hdr.blk_size < req_blk) {
-    uint64_t addr = hdr.addr;
-    // Attempt a block enlarge. No guarantee it is always successful.
-    bool success = BlockEnlarge(&addr, hdr.blk_size, req_blk);
-    if (success) {
-      auto *newHdr = static_cast<char *>(ptr_) + addr * ARENA_BLK_SZ;
-      MemHdr::setHdr(newHdr, addr, req_blk);
-      if (addr != hdr.addr) {
-        errno_t err =
-          memmove_s(get_user_addr(newHdr), (req_blk * ARENA_BLK_SZ) - ARENA_WALL_OVERHEAD_SZ, oldAddr, old_sz);
-        if (err) {
-          RETURN_STATUS_UNEXPECTED("Error from memmove: " + std::to_string(err));
-        }
-      }
-      *pp = get_user_addr(newHdr);
-      return Status::OK();
-    }
-    // If we reach here, allocate a new block and simply move the content from the old to the new place.
-    // Unlock since allocate will grab the lock again.
-    lck.unlock();
-    return FreeAndAlloc(pp, old_sz, new_sz);
-  }
-  return Status::OK();
-}
-
-std::ostream &operator<<(std::ostream &os, const Arena &s) {
-  for (auto &it : s.tr_) {
-    os << "Address : " << it.key << ". Size : " << it.priority << "\n";
-  }
-  return os;
-}
-
-Arena::Arena(size_t val_in_MB) : ptr_(nullptr), size_in_MB_(val_in_MB), size_in_bytes_(val_in_MB * 1048576L) {}
-
-Status Arena::CreateArena(std::shared_ptr<Arena> *p_ba, size_t val_in_MB) {
-  if (p_ba == nullptr) {
-    RETURN_STATUS_UNEXPECTED("p_ba is null");
-  }
-  Status rc;
-  auto ba = new (std::nothrow) Arena(val_in_MB);
-  if (ba == nullptr) {
-    return Status(StatusCode::kOutOfMemory);
-  }
-  rc = ba->Init();
-  if (rc.IsOk()) {
-    (*p_ba).reset(ba);
-  } else {
-    delete ba;
-  }
-  return rc;
-}
-
-int Arena::PercentFree() const {
-  uint64_t sz = 0;
-  for (auto &it : tr_) {
-    sz += it.priority;
-  }
-  double ratio = static_cast<double>(sz * ARENA_BLK_SZ) / static_cast<double>(size_in_bytes_);
-  return static_cast<int>(ratio * 100.0);
-}
-
-uint64_t Arena::get_max_size() const { return (size_in_bytes_ - ARENA_WALL_OVERHEAD_SZ); }
-
-std::pair<std::pair<uint64_t, uint64_t>, bool> Arena::FindPrevBlk(uint64_t addr) {
-  for (auto &it : tr_) {
-    if (it.key + it.priority == addr) {
-      return std::make_pair(std::make_pair(it.key, it.priority), true);
-    } else if (it.key > addr) {
-      break;
-    }
-  }
-  return std::make_pair(std::make_pair(0, 0), false);
-}
-
-bool Arena::BlockEnlarge(uint64_t *addr, uint64_t old_sz, uint64_t new_sz) {
+bool ArenaImpl::BlockEnlarge(uint64_t *addr, uint64_t old_sz, uint64_t new_sz) {
   uint64_t size = old_sz;
   // The logic is very much identical to Deallocate. We will see if we can combine with the blocks before and after.
   auto next_blk = tr_.Search(*addr + old_sz);
@@ -237,7 +146,7 @@ bool Arena::BlockEnlarge(uint64_t *addr, uint64_t old_sz, uint64_t new_sz) {
   return false;
 }
 
-Status Arena::FreeAndAlloc(void **pp, size_t old_sz, size_t new_sz) {
+Status ArenaImpl::FreeAndAlloc(void **pp, size_t old_sz, size_t new_sz) {
   MS_ASSERT(pp);
   MS_ASSERT(*pp);
   void *p = nullptr;
@@ -252,5 +161,98 @@ Status Arena::FreeAndAlloc(void **pp, size_t old_sz, size_t new_sz) {
   Deallocate(q);
   return Status::OK();
 }
+
+Status ArenaImpl::Reallocate(void **pp, size_t old_sz, size_t new_sz) {
+  MS_ASSERT(pp);
+  MS_ASSERT(*pp);
+  uint64_t actual_size = static_cast<uint64_t>(new_sz) + ARENA_WALL_OVERHEAD_SZ;
+  if (actual_size > this->get_max_size()) {
+    RETURN_STATUS_UNEXPECTED("Request size too big : " + std::to_string(new_sz));
+  }
+  uint64_t req_blk = SizeToBlk(actual_size);
+  char *oldAddr = reinterpret_cast<char *>(*pp);
+  auto *oldHdr = get_base_addr(oldAddr);
+  MemHdr hdr(0, 0);
+  MemHdr::getHdr(oldHdr, &hdr);
+  MS_ASSERT(hdr.sig == 0xDEADBEEF);
+  if (hdr.blk_size > req_blk) {
+    // Refresh the header with the new smaller size.
+    MemHdr::setHdr(oldHdr, hdr.addr, req_blk);
+    // Return the unused memory back to the tree. Unlike allocate, we we need to merge with the block after us.
+    auto next_blk = tr_.Search(hdr.addr + hdr.blk_size);
+    if (next_blk.second) {
+      hdr.blk_size += next_blk.first.priority;
+      tr_.DeleteKey(next_blk.first.key);
+    }
+    tr_.Insert(hdr.addr + req_blk, hdr.blk_size - req_blk);
+  } else if (hdr.blk_size < req_blk) {
+    uint64_t addr = hdr.addr;
+    // Attempt a block enlarge. No guarantee it is always successful.
+    bool success = BlockEnlarge(&addr, hdr.blk_size, req_blk);
+    if (success) {
+      auto *newHdr = static_cast<char *>(ptr_) + addr * ARENA_BLK_SZ;
+      MemHdr::setHdr(newHdr, addr, req_blk);
+      if (addr != hdr.addr) {
+        errno_t err =
+          memmove_s(get_user_addr(newHdr), (req_blk * ARENA_BLK_SZ) - ARENA_WALL_OVERHEAD_SZ, oldAddr, old_sz);
+        if (err) {
+          RETURN_STATUS_UNEXPECTED("Error from memmove: " + std::to_string(err));
+        }
+      }
+      *pp = get_user_addr(newHdr);
+      return Status::OK();
+    }
+    return FreeAndAlloc(pp, old_sz, new_sz);
+  }
+  return Status::OK();
+}
+
+int ArenaImpl::PercentFree() const {
+  uint64_t sz = 0;
+  for (auto &it : tr_) {
+    sz += it.priority;
+  }
+  double ratio = static_cast<double>(sz * ARENA_BLK_SZ) / static_cast<double>(size_in_bytes_);
+  return static_cast<int>(ratio * 100.0);
+}
+
+uint64_t ArenaImpl::SizeToBlk(uint64_t sz) {
+  uint64_t req_blk = sz / ARENA_BLK_SZ;
+  if (sz % ARENA_BLK_SZ) {
+    ++req_blk;
+  }
+  return req_blk;
+}
+
+std::ostream &operator<<(std::ostream &os, const ArenaImpl &s) {
+  for (auto &it : s.tr_) {
+    os << "Address : " << it.key << ". Size : " << it.priority << "\n";
+  }
+  return os;
+}
+
+Status Arena::Init() {
+  try {
+    auto sz = size_in_MB_ * 1048576L;
+    mem_ = std::make_unique<uint8_t[]>(sz);
+    impl_ = std::make_unique<ArenaImpl>(mem_.get(), sz);
+  } catch (std::bad_alloc &e) {
+    return Status(StatusCode::kOutOfMemory);
+  }
+  return Status::OK();
+}
+
+Arena::Arena(size_t val_in_MB) : size_in_MB_(val_in_MB) {}
+
+Status Arena::CreateArena(std::shared_ptr<Arena> *p_ba, size_t val_in_MB) {
+  RETURN_UNEXPECTED_IF_NULL(p_ba);
+  auto ba = new (std::nothrow) Arena(val_in_MB);
+  if (ba == nullptr) {
+    return Status(StatusCode::kOutOfMemory);
+  }
+  (*p_ba).reset(ba);
+  RETURN_IF_NOT_OK(ba->Init());
+  return Status::OK();
+}
 }  // namespace dataset
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/minddata/dataset/util/arena.h b/mindspore/ccsrc/minddata/dataset/util/arena.h
index c9c83d027bd..132ff0e7eb2 100644
--- a/mindspore/ccsrc/minddata/dataset/util/arena.h
+++ b/mindspore/ccsrc/minddata/dataset/util/arena.h
@@ -41,63 +41,111 @@ namespace dataset {
 ///
 /// When a block of memory is freed. It is joined with the blocks before and after (if they are available) to
 /// form a bigger block.
-class Arena : public MemoryPool {
+
+/// At the lowest level, we don't really care where the memory is coming from.
+/// This allows other class to make use of Arena method and override the origin of the
+/// memory, say from some unix shared memory instead.
+/// \note Implementation class is not thread safe. Caller needs to ensure proper serialization
+class ArenaImpl {
  public:
-  Arena(const Arena &) = delete;
+  /// Constructor
+  /// \param ptr The start of the memory address
+  /// \param sz Size of the memory block we manage
+  ArenaImpl(void *ptr, size_t sz);
+  ~ArenaImpl() { ptr_ = nullptr; }
 
-  Arena &operator=(const Arena &) = delete;
+  /// \brief Allocate a sub block
+  /// \param n Size requested
+  /// \param p pointer to where the result is stored
+  /// \return Status object.
+  Status Allocate(size_t n, void **p);
 
-  ~Arena() override {
-    if (ptr_ != nullptr) {
-      free(ptr_);
-      ptr_ = nullptr;
-    }
-  }
+  /// \brief Enlarge or shrink a sub block
+  /// \param old_sz Original size
+  /// \param new_sz New size
+  /// \return Status object
+  Status Reallocate(void **, size_t old_sz, size_t new_sz);
 
-  Status Allocate(size_t n, void **p) override;
+  /// \brief Free a sub block
+  /// \param Address of the block to be freed.
+  void Deallocate(void *);
 
-  Status Reallocate(void **, size_t old_sz, size_t new_sz) override;
+  /// \brief Calculate % free of the memory
+  /// \return Percent free
+  int PercentFree() const;
 
-  void Deallocate(void *) override;
-
-  uint64_t get_max_size() const override;
-
-  static uint64_t SizeToBlk(uint64_t sz) {
-    uint64_t req_blk = sz / ARENA_BLK_SZ;
-    if (sz % ARENA_BLK_SZ) {
-      ++req_blk;
-    }
-    return req_blk;
-  }
-
-  int PercentFree() const override;
+  /// \brief What is the maximum we can support in allocate.
+  /// \return Max value
+  uint64_t get_max_size() const { return (size_in_bytes_ - ARENA_WALL_OVERHEAD_SZ); }
 
+  /// \brief Get the start of the address. Read only
+  /// \return Start of the address block
   const void *get_base_addr() const { return ptr_; }
 
-  friend std::ostream &operator<<(std::ostream &os, const Arena &s);
+  static uint64_t SizeToBlk(uint64_t sz);
+  friend std::ostream &operator<<(std::ostream &os, const ArenaImpl &s);
 
+ private:
+  size_t size_in_bytes_;
+  Treap<uint64_t, uint64_t> tr_;
+  void *ptr_;
+
+  void *get_user_addr(void *base_addr) const { return reinterpret_cast<char *>(base_addr) + ARENA_WALL_OVERHEAD_SZ; }
+  void *get_base_addr(void *user_addr) const { return reinterpret_cast<char *>(user_addr) - ARENA_WALL_OVERHEAD_SZ; }
+  std::pair<std::pair<uint64_t, uint64_t>, bool> FindPrevBlk(uint64_t addr);
+  bool BlockEnlarge(uint64_t *addr, uint64_t old_sz, uint64_t new_sz);
+  Status FreeAndAlloc(void **pp, size_t old_sz, size_t new_sz);
+};
+
+/// \brief This version of Arena allocates from private memory
+class Arena : public MemoryPool {
+ public:
+  // Disable copy and assignment constructor
+  Arena(const Arena &) = delete;
+  Arena &operator=(const Arena &) = delete;
+  ~Arena() override = default;
+
+  /// As a derived class of MemoryPool, we have to implement the following.
+  /// But we simply transfer the call to the implementation class
+  Status Allocate(size_t size, void **pVoid) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->Allocate(size, pVoid);
+  }
+  Status Reallocate(void **pVoid, size_t old_sz, size_t new_sz) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->Reallocate(pVoid, old_sz, new_sz);
+  }
+  void Deallocate(void *pVoid) override {
+    std::unique_lock<std::mutex> lock(mux_);
+    impl_->Deallocate(pVoid);
+  }
+  uint64_t get_max_size() const override { return impl_->get_max_size(); }
+  int PercentFree() const override {
+    std::unique_lock<std::mutex> lock(mux_);
+    return impl_->PercentFree();
+  }
+
+  /// \return Return the start of the memory block
+  const void *get_base_addr() const { return impl_->get_base_addr(); }
+
+  /// \brief Dump the memory allocation block.
+  friend std::ostream &operator<<(std::ostream &os, const Arena &s) {
+    os << *(s.impl_);
+    return os;
+  }
+
+  /// The only method to create an arena.
   static Status CreateArena(std::shared_ptr<Arena> *p_ba, size_t val_in_MB = 4096);
 
  protected:
-  std::mutex mux_;
-  Treap<uint64_t, uint64_t> tr_;
-  void *ptr_;
+  mutable std::mutex mux_;
+  std::unique_ptr<ArenaImpl> impl_;
+  std::unique_ptr<uint8_t[]> mem_;
   size_t size_in_MB_;
-  size_t size_in_bytes_;
 
   explicit Arena(size_t val_in_MB = 4096);
 
-  std::pair<std::pair<uint64_t, uint64_t>, bool> FindPrevBlk(uint64_t addr);
-
   Status Init();
-
-  bool BlockEnlarge(uint64_t *addr, uint64_t old_sz, uint64_t new_sz);
-
-  Status FreeAndAlloc(void **pp, size_t old_sz, size_t new_sz);
-
-  void *get_user_addr(void *base_addr) const { return reinterpret_cast<char *>(base_addr) + ARENA_WALL_OVERHEAD_SZ; }
-
-  void *get_base_addr(void *user_addr) const { return reinterpret_cast<char *>(user_addr) - ARENA_WALL_OVERHEAD_SZ; }
 };
 }  // namespace dataset
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/minddata/dataset/util/buddy.cc b/mindspore/ccsrc/minddata/dataset/util/buddy.cc
index d4f5434f811..bbca344bb67 100644
--- a/mindspore/ccsrc/minddata/dataset/util/buddy.cc
+++ b/mindspore/ccsrc/minddata/dataset/util/buddy.cc
@@ -47,10 +47,16 @@ Status BuddySpace::Init() {
   size_t offset_1 = sizeof(rel_addr_t) * num_lvl_;
   size_t offset_2 = sizeof(int) * num_lvl_ + offset_1;
   size_t offset_3 = sizeof(char) * BitLeftShift(1, num_lvl_ - 3) + offset_2;
-  RETURN_IF_NOT_OK(DeMalloc(offset_3, &ptr_, true));
-  hint_ = reinterpret_cast<rel_addr_t *>(ptr_);
-  count_ = reinterpret_cast<int *>((reinterpret_cast<char *>(ptr_) + offset_1));
-  map_ = reinterpret_cast<char *>(ptr_) + offset_2;
+  try {
+    mem_ = std::make_unique<uint8_t[]>(offset_3);
+  } catch (const std::bad_alloc &e) {
+    return Status(StatusCode::kOutOfMemory);
+  }
+  (void)memset_s(mem_.get(), offset_3, 0, offset_3);
+  auto ptr = mem_.get();
+  hint_ = reinterpret_cast<rel_addr_t *>(ptr);
+  count_ = reinterpret_cast<int *>((reinterpret_cast<char *>(ptr) + offset_1));
+  map_ = reinterpret_cast<char *>(ptr) + offset_2;
   count_[num_lvl_ - 1] = 1;
   map_[0] = BitOr(MORE_BIT, num_lvl_ - 3);
   return Status::OK();
@@ -352,19 +358,9 @@ int BuddySpace::PercentFree() const {
 }
 
 BuddySpace::BuddySpace(int log_min, int num_lvl)
-    : hint_(nullptr),
-      count_(nullptr),
-      map_(nullptr),
-      log_min_(log_min),
-      num_lvl_(num_lvl),
-      min_(0),
-      max_(0),
-      ptr_(nullptr) {}
+    : hint_(nullptr), count_(nullptr), map_(nullptr), log_min_(log_min), num_lvl_(num_lvl), min_(0), max_(0) {}
 
 BuddySpace::~BuddySpace() {
-  if (ptr_ != nullptr) {
-    free(ptr_);
-  }
   hint_ = nullptr;
   count_ = nullptr;
   map_ = nullptr;
diff --git a/mindspore/ccsrc/minddata/dataset/util/buddy.h b/mindspore/ccsrc/minddata/dataset/util/buddy.h
index d95c2b0528b..97834c1c436 100644
--- a/mindspore/ccsrc/minddata/dataset/util/buddy.h
+++ b/mindspore/ccsrc/minddata/dataset/util/buddy.h
@@ -94,7 +94,7 @@ class BuddySpace {
   int num_lvl_;
   uint64_t min_;
   uint64_t max_;
-  void *ptr_;
+  std::unique_ptr<uint8_t[]> mem_;
   std::mutex mutex_;
 
   explicit BuddySpace(int log_min = 15, int num_lvl = 18);
diff --git a/mindspore/ccsrc/minddata/dataset/util/queue.h b/mindspore/ccsrc/minddata/dataset/util/queue.h
index 021ee5ab102..417a1ab507c 100644
--- a/mindspore/ccsrc/minddata/dataset/util/queue.h
+++ b/mindspore/ccsrc/minddata/dataset/util/queue.h
@@ -33,18 +33,6 @@
 
 namespace mindspore {
 namespace dataset {
-template <typename T>
-struct is_shared_ptr : public std::false_type {};
-
-template <typename T>
-struct is_shared_ptr<std::shared_ptr<T>> : public std::true_type {};
-
-template <typename T>
-struct is_unique_ptr : public std::false_type {};
-
-template <typename T>
-struct is_unique_ptr<std::unique_ptr<T>> : public std::true_type {};
-
 // A simple thread safe queue using a fixed size array
 template <typename T>
 class Queue {
@@ -55,44 +43,25 @@ class Queue {
   using reference = T &;
   using const_reference = const T &;
 
-  void Init() {
-    if (sz_ > 0) {
-      // We allocate a block of memory and then call the default constructor for each slot. Maybe simpler to call
-      // new[] but we want to control where the memory is allocated from.
-      arr_ = alloc_.allocate(sz_);
-      for (uint64_t i = 0; i < sz_; i++) {
-        std::allocator_traits<Allocator<T>>::construct(alloc_, &(arr_[i]));
-      }
-    }
-  }
-
   explicit Queue(int sz)
-      : sz_(sz),
-        arr_(nullptr),
-        head_(0),
-        tail_(0),
-        my_name_(Services::GetUniqueID()),
-        alloc_(Services::GetInstance().GetServiceMemPool()) {
-    Init();
-    MS_LOG(DEBUG) << "Create Q with uuid " << my_name_ << " of size " << sz_ << ".";
-  }
-
-  virtual ~Queue() {
-    ResetQue();
-    if (arr_) {
-      // Simply free the pointer. Since there is nothing in the queue. We don't want to invoke the destructor
-      // of T in each slot.
-      alloc_.deallocate(arr_);
-      arr_ = nullptr;
+      : sz_(sz), arr_(Services::GetAllocator<T>()), head_(0), tail_(0), my_name_(Services::GetUniqueID()) {
+    Status rc = arr_.allocate(sz);
+    if (rc.IsError()) {
+      MS_LOG(ERROR) << "Fail to create a queue.";
+      std::terminate();
+    } else {
+      MS_LOG(DEBUG) << "Create Q with uuid " << my_name_ << " of size " << sz_ << ".";
     }
   }
 
-  int size() const {
-    int v = tail_ - head_;
+  virtual ~Queue() { ResetQue(); }
+
+  size_t size() const {
+    size_t v = tail_ - head_;
     return (v >= 0) ? v : 0;
   }
 
-  int capacity() const { return sz_; }
+  size_t capacity() const { return sz_; }
 
   bool empty() const { return head_ == tail_; }
 
@@ -104,8 +73,8 @@ class Queue {
     // Block when full
     Status rc = full_cv_.Wait(&_lock, [this]() -> bool { return (size() != capacity()); });
     if (rc.IsOk()) {
-      uint32_t k = tail_++ % sz_;
-      arr_[k] = ele;
+      auto k = tail_++ % sz_;
+      *(arr_[k]) = ele;
       empty_cv_.NotifyAll();
       _lock.unlock();
     } else {
@@ -119,8 +88,8 @@ class Queue {
     // Block when full
     Status rc = full_cv_.Wait(&_lock, [this]() -> bool { return (size() != capacity()); });
     if (rc.IsOk()) {
-      uint32_t k = tail_++ % sz_;
-      arr_[k] = std::forward<T>(ele);
+      auto k = tail_++ % sz_;
+      *(arr_[k]) = std::forward<T>(ele);
       empty_cv_.NotifyAll();
       _lock.unlock();
     } else {
@@ -135,8 +104,8 @@ class Queue {
     // Block when full
     Status rc = full_cv_.Wait(&_lock, [this]() -> bool { return (size() != capacity()); });
     if (rc.IsOk()) {
-      uint32_t k = tail_++ % sz_;
-      new (&(arr_[k])) T(std::forward<Ts>(args)...);
+      auto k = tail_++ % sz_;
+      new (arr_[k]) T(std::forward<Ts>(args)...);
       empty_cv_.NotifyAll();
       _lock.unlock();
     } else {
@@ -151,20 +120,8 @@ class Queue {
     // Block when empty
     Status rc = empty_cv_.Wait(&_lock, [this]() -> bool { return !empty(); });
     if (rc.IsOk()) {
-      uint32_t k = head_++ % sz_;
-      *p = std::move(arr_[k]);
-      if (std::is_destructible<T>::value) {
-        // std::move above only changes arr_[k] from rvalue to lvalue.
-        // The real implementation of move constructor depends on T.
-        // It may be compiler generated or user defined. But either case
-        // the result of arr_[k] is still a valid object of type T, and
-        // we will not keep any extra copy in the queue.
-        arr_[k].~T();
-        // For gcc 9, an extra fix is needed here to clear the memory content
-        // of arr_[k] because this slot can be reused by another Add which can
-        // do another std::move. We have seen SEGV here in this case.
-        std::allocator_traits<Allocator<T>>::construct(alloc_, &(arr_[k]));
-      }
+      auto k = head_++ % sz_;
+      *p = std::move(*(arr_[k]));
       full_cv_.NotifyAll();
       _lock.unlock();
     } else {
@@ -175,15 +132,15 @@ class Queue {
 
   void ResetQue() noexcept {
     std::unique_lock<std::mutex> _lock(mux_);
-    // If there are elements in the queue, invoke its destructor one by one.
-    if (!empty() && std::is_destructible<T>::value) {
-      for (uint64_t i = head_; i < tail_; i++) {
-        uint32_t k = i % sz_;
-        arr_[k].~T();
-      }
-    }
-    for (uint64_t i = 0; i < sz_; i++) {
-      std::allocator_traits<Allocator<T>>::construct(alloc_, &(arr_[i]));
+    // If there are elements in the queue, drain them. We won't call PopFront directly
+    // because we have got the lock already. We will deadlock if we call PopFront
+    for (auto i = head_; i < tail_; ++i) {
+      auto k = i % sz_;
+      auto val = std::move(*(arr_[k]));
+      // Let val go out of scope and its destructor will be invoked automatically.
+      // But our compiler may complain val is not in use. So let's do some useless
+      // stuff.
+      MS_LOG(DEBUG) << "Address of val: " << &val;
     }
     empty_cv_.ResetIntrpState();
     full_cv_.ResetIntrpState();
@@ -202,15 +159,14 @@ class Queue {
   }
 
  private:
-  uint64_t sz_;
-  pointer arr_;
-  uint64_t head_;
-  uint64_t tail_;
+  size_t sz_;
+  MemGuard<T, Allocator<T>> arr_;
+  size_t head_;
+  size_t tail_;
   std::string my_name_;
   std::mutex mux_;
   CondVar empty_cv_;
   CondVar full_cv_;
-  Allocator<T> alloc_;
 };
 
 // A container of queues with [] operator accessors.  Basically this is a wrapper over of a vector of queues
@@ -237,7 +193,7 @@ class QueueList {
     return Status::OK();
   }
 
-  int size() const { return queue_list_.size(); }
+  auto size() const { return queue_list_.size(); }
 
   std::unique_ptr<Queue<T>> &operator[](const int index) { return queue_list_[index]; }
 
diff --git a/tests/ut/cpp/dataset/arena_test.cc b/tests/ut/cpp/dataset/arena_test.cc
index 10d27b51c66..08f4da32d80 100644
--- a/tests/ut/cpp/dataset/arena_test.cc
+++ b/tests/ut/cpp/dataset/arena_test.cc
@@ -15,7 +15,9 @@
  */
 
 #include <string>
+#include "minddata/dataset/util/allocator.h"
 #include "minddata/dataset/util/arena.h"
+#include "minddata/dataset/util/system_pool.h"
 #include "common/common.h"
 #include "utils/log_adapter.h"
 
@@ -27,11 +29,10 @@ class MindDataTestArena : public UT::Common {
 };
 
 
-TEST_F(MindDataTestArena, TestALLFunction) {
+TEST_F(MindDataTestArena, Test1) {
   std::shared_ptr<Arena> mp;
   Status rc = Arena::CreateArena(&mp);
   ASSERT_TRUE(rc.IsOk());
-  std::shared_ptr<Arena> arena = std::dynamic_pointer_cast<Arena>(mp);
   std::vector<void *> v;
 
   srand(time(NULL));
@@ -46,3 +47,25 @@ TEST_F(MindDataTestArena, TestALLFunction) {
   }
   MS_LOG(DEBUG) << *mp;
 }
+
+TEST_F(MindDataTestArena, Test2) {
+  std::shared_ptr<Arena> arena;
+  Status rc = Arena::CreateArena(&arena);
+  std::shared_ptr<MemoryPool> mp = std::static_pointer_cast<MemoryPool>(arena);
+  auto alloc = Allocator<int>(mp);
+  ASSERT_TRUE(rc.IsOk());
+  std::vector<int, Allocator<int>> v(alloc);
+  v.reserve(1000);
+  for (auto i = 0; i < 1000; ++i) {
+    v.push_back(i);
+  }
+  // Test copy
+  std::vector<int, Allocator<int>> w(v, SystemPool::GetAllocator<int>());
+  auto val = w.at(10);
+  EXPECT_EQ(val, 10);
+  // Test move
+  std::vector<int, Allocator<int>> s(std::move(v), SystemPool::GetAllocator<int>());
+  val = s.at(100);
+  EXPECT_EQ(val, 100);
+  EXPECT_EQ(v.size(), 0);
+}
diff --git a/tests/ut/cpp/dataset/queue_test.cc b/tests/ut/cpp/dataset/queue_test.cc
index ec40cc2ae48..fcc4e1a54d8 100644
--- a/tests/ut/cpp/dataset/queue_test.cc
+++ b/tests/ut/cpp/dataset/queue_test.cc
@@ -50,6 +50,13 @@ class RefCount {
     v_ = o.v_;
     return *this;
   }
+  RefCount(RefCount &&o) : v_(std::move(o.v_)) {}
+  RefCount &operator=(RefCount &&o) {
+    if (&o != this) {
+      v_ = std::move(o.v_);
+    }
+    return *this;
+  }
 
   std::shared_ptr<int> v_;
 };
@@ -148,8 +155,9 @@ TEST_F(MindDataTestQueue, Test4) { test4(); }
 TEST_F(MindDataTestQueue, Test5) {
   test4();
   // Assume we have run Test4. The destructor of the RefCount should be called 4 times.
-  // One for a. One for b. One for line 125 when we pop. One for the stale element in the queue.
-  ASSERT_EQ(gRefCountDestructorCalled, 4);
+  // One for a. One for b. One for the stale element in the queue. 3 more for
+  // the one in the queue (but they are empty).
+  ASSERT_EQ(gRefCountDestructorCalled, 6);
 }
 
 TEST_F(MindDataTestQueue, Test6) {
@@ -169,70 +177,3 @@ TEST_F(MindDataTestQueue, Test6) {
   MS_LOG(INFO) << "Popped value " << *pepped_value << " from queue index " << chosen_queue_index;
   ASSERT_EQ(*pepped_value, 99);
 }
-using namespace std::chrono;
-template <typename QueueType, typename PayloadType>
-void Perf(int n, int p, std::string name) {
-  auto payload = std::vector<PayloadType>(n, PayloadType(p));
-  auto queue = QueueType(n);
-  auto t0 = high_resolution_clock::now();
-  auto check = 0;
-  for (int i = 0; i < queue.capacity(); i++) {
-    queue.Add(PayloadType(p));
-  }
-  check = queue.size();
-  for (int i = 0; i < queue.capacity(); i++) {
-    queue.PopFront(&payload[i]);
-  }
-  auto t1 = high_resolution_clock::now();
-  std::cout << name << " queue filled size: " << queue.size() << " " << check << std::endl;
-  auto t2 = high_resolution_clock::now();
-  for (int i = 0; i < queue.capacity(); i++) {
-    queue.Add(PayloadType(p));
-  }
-  check = queue.size();
-  for (int i = 0; i < queue.capacity(); i++) {
-    queue.PopFront(&payload[i]);
-  }
-  auto t3 = high_resolution_clock::now();
-  auto d = duration_cast<milliseconds>(t3 - t2 + t1 - t0).count();
-  std::cout << name << " queue emptied size: " << queue.size() << " " << check << std::endl;
-  std::cout << name << " "
-            << " ran in " << d << "ms" << std::endl;
-}
-
-template <typename QueueType, typename PayloadType>
-void Fuzz(int n, int p, std::string name) {
-  std::mt19937 gen(1);
-  auto payload = std::vector<PayloadType>(n, PayloadType(p));
-  auto queue = QueueType(n);
-  auto dist = std::uniform_int_distribution<int>(0, 2);
-  std::cout << "###" << std::endl;
-  for (auto i = 0; i < n; i++) {
-    auto v = dist(gen);
-    if (v == 0 && queue.size() < n - 1) {
-      queue.Add(std::move(payload[i]));
-    }
-    if (v == 1 && queue.size() > 0) {
-      queue.PopFront(&payload[i]);
-    } else {
-      queue.Reset();
-    }
-  }
-  std::cout << name << " fuzz ran " << queue.size() << std::endl;
-}
-TEST_F(MindDataTestQueue, TestPerf) {
-  try {
-    int kSz = 1000000;
-    //  std::cout << "enter size" << std::endl;
-    //  std::cin >> kSz;
-    Perf<Queue<std::vector<int>>, std::vector<int>>(kSz, 1, "old queue, vector of size 1");
-  } catch (const std::exception &e) {
-    std::cout << e.what() << std::endl;
-  }
-
-  std::cout << "Test Reset" << std::endl;
-  std::cout << "Enter fuzz size" << std::endl;
-  int fs = 1000;
-//  std::cin >> fs;
-  Fuzz<Queue<std::vector<int>>, std::vector<int>>(fs, 1, "New queue");
-}