diff --git a/CMakeLists.txt b/CMakeLists.txt
index 50cc40b0d2..494f105ca0 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -776,6 +776,7 @@ set(SOURCES
         memtable/skiplistrep.cc
         memtable/vectorrep.cc
         memtable/write_buffer_manager.cc
+        memtable/hash_sortedvector_rep.cc
         monitoring/histogram.cc
         monitoring/histogram_windowing.cc
         monitoring/in_memory_stats_history.cc
diff --git a/include/rocksdb/memtablerep.h b/include/rocksdb/memtablerep.h
index d109a542fe..ff31c62b1d 100644
--- a/include/rocksdb/memtablerep.h
+++ b/include/rocksdb/memtablerep.h
@@ -418,4 +418,5 @@ MemTableRepFactory* NewHashLinkListRepFactory(
     bool if_log_bucket_dist_when_flash = true,
     uint32_t threshold_use_skiplist = 256);
 
+MemTableRepFactory* NewHashSortedVectorRepFactory(size_t bucket_count = 1000000);
 }  // namespace ROCKSDB_NAMESPACE
diff --git a/memtable/hash_sortedvector_rep.cc b/memtable/hash_sortedvector_rep.cc
new file mode 100644
index 0000000000..baf6f3103d
--- /dev/null
+++ b/memtable/hash_sortedvector_rep.cc
@@ -0,0 +1,673 @@
+
+#include <algorithm>
+#include <atomic>
+#include <vector>
+
+#include "db/memtable.h"
+#include "port/port.h"
+#include "rocksdb/utilities/options_type.h"
+#include "stl_wrappers.h"
+#include "util/heap.h"
+#include "util/murmurhash.h"
+
+namespace ROCKSDB_NAMESPACE {
+namespace {
+
+struct MyKeyHandle {
+  MyKeyHandle* GetNextBucketItem() {
+    return next_.load(std::memory_order_acquire);
+  }
+  void SetNextBucketItem(MyKeyHandle* handle) {
+    next_.store(handle, std::memory_order_release);
+  }
+  std::atomic<MyKeyHandle*> next_ = nullptr;
+  char key_[1];
+};
+
+struct BucketHeader {
+  port::RWMutex rw_lock_;
+  std::atomic<MyKeyHandle*> items_ = nullptr;
+  std::atomic<uint32_t> elements_num_ = 0;
+
+  BucketHeader() {}
+  bool Contains(const char* key, const MemTableRep::KeyComparator& comparator,
+                bool need_lock) {
+    bool index_exist = false;
+    if (elements_num_.load() == 0) {
+        return false;
+    }
+    if (need_lock) {
+        rw_lock_.ReadLock();
+    }
+    MyKeyHandle* anchor = items_.load(std::memory_order_acquire);
+    for (auto k = anchor; k != nullptr; k = k->GetNextBucketItem()) {
+        const int cmp_ret = comparator(k->key_, key);
+        if (cmp_ret == 0) {
+          index_exist = true;
+          break;
+        }
+        if (cmp_ret > 0) {
+          break;
+        }
+    }
+    if (need_lock) {
+        rw_lock_.ReadUnlock();
+    }
+    return index_exist;
+  }
+  bool Add(MyKeyHandle* handle, const MemTableRep::KeyComparator& comparator) {
+    WriteLock wl(&rw_lock_);
+    MyKeyHandle* iter = items_.load(std::memory_order_acquire);
+    MyKeyHandle* prev = nullptr;
+    for (size_t i = 0; i < elements_num_; i++) {
+        const int cmp_ret = comparator(iter->key_, handle->key_);
+        if (cmp_ret == 0) {
+          return false;
+        }
+        if (cmp_ret > 0) {
+          break;
+        }
+        prev = iter;
+        iter = iter->GetNextBucketItem();
+    }
+    handle->SetNextBucketItem(iter);
+    if (prev) {
+        prev->SetNextBucketItem(handle);
+    } else {
+        items_ = handle;
+    }
+    elements_num_++;
+    return true;
+  }
+  void Get(const LookupKey& key, const MemTableRep::KeyComparator& comparator,
+           void* callback_args, bool (*callback_func)(void* arg, const char* entry),
+           bool need_lock) {
+    if (elements_num_.load() == 0) {
+        return;
+    }
+    if (need_lock) {
+        rw_lock_.ReadLock();
+    }
+    auto iter = items_.load(std::memory_order_acquire);
+    for (; iter != nullptr; iter = iter->GetNextBucketItem()) {
+      if (comparator(iter->key_, key.internal_key()) >= 0) {
+          break;
+      }
+      for (; iter != nullptr; iter = iter->GetNextBucketItem()) {
+          if (!callback_func(callback_args, iter->key_)) {
+            break;
+          }
+      }
+    }
+    if (need_lock) {
+        rw_lock_.ReadUnlock();
+    }
+  }
+};
+struct HashTable {
+  std::vector<BucketHeader> buckets_;
+  HashTable(size_t n_buckets) : buckets_(n_buckets) {};
+
+  bool Add(MyKeyHandle* handle, const MemTableRep::KeyComparator& comparator) {
+    return GetBucket(handle->key_, comparator)->Add(handle, comparator);
+  }
+  bool Contains(const char* key, const MemTableRep::KeyComparator& comparator,
+                bool need_lock) const {
+    return GetBucket(key, comparator)->Contains(key, comparator, need_lock);
+  }
+  void Get(const LookupKey& key, const MemTableRep::KeyComparator& comparator,
+           void* callback_args,
+           bool (*callback_func)(void* arg, const char* entry),
+           bool need_lock) {
+    GetBucket(key.internal_key(), comparator)->Get(key, comparator, callback_args, callback_func, need_lock);
+  }
+ private:
+  static Slice UserKeyWithoutTimestamp(
+      const Slice internal_key, const MemTableRep::KeyComparator& compare) {
+    auto key_comparator = static_cast<const MemTable::KeyComparator*>(&compare);
+    const Comparator* user_comparator =
+        key_comparator->comparator.user_comparator();
+    const size_t ts_sz = user_comparator->timestamp_size();
+    return ExtractUserKeyAndStripTimestamp(internal_key, ts_sz);
+  }
+  BucketHeader* GetBucket(const char* key,
+                          const MemTableRep::KeyComparator& comparator) const {
+    return GetBucket(comparator.decode_key(key), comparator);
+  }
+
+  BucketHeader* GetBucket(const Slice& internal_key,
+                          const MemTableRep::KeyComparator& comparator) const {
+    const size_t hash =
+        GetHash(UserKeyWithoutTimestamp(internal_key, comparator));
+    BucketHeader* bucket =
+        const_cast<BucketHeader*>(&buckets_[hash % buckets_.size()]);
+    return bucket;
+  }
+  static size_t GetHash(const Slice& user_key_without_ts) {
+    return MurmurHash(user_key_without_ts.data(),
+                      static_cast<int>(user_key_without_ts.size()), 0);
+  }
+};
+class Vector {
+ public:
+  using Vec = std::vector<const char*>;
+  using Iterator = Vec::iterator;
+
+  Vector(size_t limit) : Vector(Vec(limit), 0){}
+  Vector(Vec items, size_t n)
+      : items_(std::move(items)),
+        n_elements_(std::min(n, items.size())),
+        sorted_(n_elements_ > 0) {}
+
+  void SetVectorListIter(std::list<std::shared_ptr<Vector>>::iterator list_iter) {
+    iter_ = list_iter;
+  }
+  std::list<std::shared_ptr<Vector>>::iterator GetVectorListIter() {
+    return iter_;
+  }
+  bool Add(const char* key);
+  bool IsEmpty() const { return n_elements_ == 0; }
+  bool Sort(const MemTableRep::KeyComparator& comparator);
+  Iterator SeekForward(const MemTableRep::KeyComparator& comparator, const Slice* seek_key);
+  Iterator SeekBackward(const MemTableRep::KeyComparator& comparator, const Slice* seek_key);
+  Iterator Seek(const MemTableRep::KeyComparator& comparator, const Slice* slice_key, bool up_direction);
+  bool Valid(const Iterator& iter) { return iter != items_.end(); }
+  bool Next(Iterator& iter) {
+    ++iter;
+    return Valid(iter);
+  }
+  bool Prev(Iterator& iter) {
+    if (iter == items_.begin()) {
+        iter = items_.end();
+        return false;
+    }
+    --iter;
+    return true;
+  }
+  size_t Size() const { return n_elements_; }
+  Iterator End() { return items_.end(); }
+ private:
+  Vec items_;
+  std::atomic<size_t> n_elements_;
+  std::atomic<bool> sorted_;
+  std::list<std::shared_ptr<Vector>>::iterator iter_;
+  port::RWMutex add_rwlock_;
+};
+bool Vector::Add(const char* key) {
+  ReadLock rl(&add_rwlock_);
+  if (sorted_) {
+    return false;
+  }
+  const size_t location = n_elements_.fetch_add(1, std::memory_order_relaxed);
+  if (location < items_.size()) {
+    items_[location] = key;
+    return true;
+  }
+  return false;
+}
+bool Vector::Sort(const MemTableRep::KeyComparator& comparator) {
+  if (sorted_.load(std::memory_order_acquire)) {
+    return true;
+  }
+  WriteLock wl(&add_rwlock_);
+  if (n_elements_ == 0) {
+    return false;
+  }
+  if (sorted_.load(std::memory_order_relaxed)) {
+    return true;
+  }
+  const size_t num = std::min(n_elements_.load(), items_.size());
+  n_elements_.store(num);
+  if (n_elements_ < items_.size()) {
+    items_.resize(n_elements_);
+  }
+  std::sort(items_.begin(), items_.end(), stl_wrappers::Compare(comparator));
+  sorted_.store(true, std::memory_order_release);
+  return true;
+}
+Vector::Iterator Vector::SeekForward(const MemTableRep::KeyComparator& comparator, const rocksdb::Slice* seek_key) {
+  if (seek_key == nullptr || comparator(items_.front(), *seek_key) >= 0) {
+    return items_.begin();
+  } else if (comparator(items_.back(), *seek_key) >= 0) {
+    return std::lower_bound(items_.begin(), items_.end(), *seek_key, stl_wrappers::Compare(comparator));
+  }
+  return items_.end();
+}
+Vector::Iterator Vector::SeekBackward(const MemTableRep::KeyComparator& comparator, const rocksdb::Slice* seek_key) {
+  if (seek_key == nullptr || comparator(items_.back(), *seek_key) <= 0) {
+    return std::prev(items_.end());
+  } else if (comparator(items_.front(), *seek_key) <= 0) {
+    auto ret = std::lower_bound(items_.begin(), items_.end(), *seek_key, stl_wrappers::Compare(comparator));
+    if (comparator(*ret, *seek_key) >0) {
+        --ret;
+    }
+    return ret;
+  }
+  return items_.end();
+}
+Vector::Iterator Vector::Seek(const MemTableRep::KeyComparator& comparator, const rocksdb::Slice* slice_key, bool up_direction) {
+  if (!IsEmpty()) {
+    if (up_direction) {
+        return SeekForward(comparator, slice_key);
+    } else {
+        return SeekBackward(comparator, slice_key);
+    }
+  }
+  return items_.end();
+}
+
+using VectorPtr = std::shared_ptr<Vector>;
+
+class SortHeapItem {
+ public:
+  SortHeapItem() : vector_(0) {}
+  SortHeapItem(VectorPtr vector, Vector::Iterator cur_iter)
+      : vector_(vector), cur_iter_(cur_iter) {}
+  bool Valid() const { return vector_ && vector_->Valid(cur_iter_); }
+  const char* Key() const { return *cur_iter_; }
+  bool Next() { return vector_->Next(cur_iter_); }
+  bool Prev() { return vector_->Prev(cur_iter_); }
+
+ public:
+  VectorPtr vector_;
+  Vector::Iterator cur_iter_;
+};
+class IteratorComparator {
+ public:
+  IteratorComparator(const MemTableRep::KeyComparator& comparator, bool up_direction)
+      : comparator_(comparator), up_direction_(up_direction) {}
+  bool operator()(const SortHeapItem* a, const SortHeapItem* b) const {
+    return ((up_direction_) ? (comparator_(a->Key(), b->Key()) >  0)
+                            : (comparator_(a->Key(), b->Key()) < 0));
+  }
+  void SetDirection(bool up_direction) { up_direction_ = up_direction; }
+
+ private:
+  const MemTableRep::KeyComparator& comparator_;
+  bool up_direction_;
+};
+
+using IterHeap = BinaryHeap<SortHeapItem*, IteratorComparator>;
+
+class IterHeapInfo {
+ public:
+  IterHeapInfo(const MemTableRep::KeyComparator& comparator)
+      : comparator_(comparator) {}
+
+  const char* Key() const {
+    if (iter_heap_.get()->size()!=0) {
+      return iter_heap_.get()->top()->Key();
+    }
+    return nullptr;
+  }
+  void Reset(bool up_direction) {
+    iter_heap_.reset(new IterHeap(IteratorComparator(comparator_, up_direction)));
+  }
+  bool Valid() const { return iter_heap_.get()->size() != 0;}
+  SortHeapItem* Get() {
+    if (!Valid()) {
+      return nullptr;
+    }
+    return iter_heap_.get()->top();
+  }
+  void Update(SortHeapItem* sort_item) {
+    if (sort_item->Valid()) {
+      iter_heap_.get()->replace_top(sort_item);
+    } else {
+      iter_heap_.get()->pop();
+    }
+  }
+  void Insert(SortHeapItem* sort_item) { iter_heap_.get()->push(sort_item); }
+
+ private:
+  std::unique_ptr<IterHeap> iter_heap_;
+  const MemTableRep::KeyComparator& comparator_;
+};
+using IterAnchors = std::list<SortHeapItem*>;
+class VectorContainer {
+ public:
+  VectorContainer(const MemTableRep::KeyComparator& comparator)
+    : comparator_(comparator), switch_vector_limit_(10000),
+      num_elements_(0), immutable_(false){
+    VectorPtr vector(new Vector(switch_vector_limit_));
+    vectors_.push_front(vector);
+    vector->SetVectorListIter(std::prev(vectors_.end()));
+    cur_vector_.store(vector.get());
+    sort_thread_ = port::Thread(&VectorContainer::SortThread, this);
+  }
+  ~VectorContainer() {
+    MarkReadOnly();
+    sort_thread_.join();
+  }
+
+  void Insert(const char* key);
+  bool InternalInsert(const char* key);
+  bool IsEmpty() const { return num_elements_.load() == 0; }
+  bool IsReadOnly() const { return immutable_.load(); }
+  void MarkReadOnly() {
+    {
+      std::unique_lock<std::mutex> l(sort_thread_mutex_);
+      WriteLock wl(&vectors_add_rwlock_);
+      immutable_.store(true);
+    }
+    sort_thread_cv_.notify_one();
+  }
+
+  const MemTableRep::KeyComparator& GetComparator() const { return comparator_; }
+  void InitIterator(IterAnchors& iter_anchors);
+
+
+ private:
+  void SortThread();
+
+  port::RWMutex vectors_add_rwlock_;
+  port::Mutex vectors_mutex_;
+  std::list<VectorPtr> vectors_;
+  std::atomic<Vector*> cur_vector_;
+  const MemTableRep::KeyComparator& comparator_;
+  const size_t switch_vector_limit_;
+  std::atomic<size_t> num_elements_;
+  std::atomic<bool> immutable_;
+  port::Thread sort_thread_;
+  std::mutex sort_thread_mutex_;
+  std::condition_variable sort_thread_cv_;
+};
+void VectorContainer::SortThread() {
+  std::unique_lock<std::mutex> lck(sort_thread_mutex_);
+  std::list<VectorPtr>::iterator sort_iter_anchor = vectors_.begin();
+
+  while (1) {
+    sort_thread_cv_.wait(lck);
+    if (immutable_) {
+      break;
+    }
+    std::list<VectorPtr>::iterator last;
+    last = std::prev(vectors_.end());
+    if (last == sort_iter_anchor) {
+        continue;
+    }
+    for (; sort_iter_anchor != last; ++sort_iter_anchor) {
+        (*sort_iter_anchor)->Sort(comparator_);
+    }
+  }
+}
+bool VectorContainer::InternalInsert(const char* key) {
+  return cur_vector_.load()->Add(key);
+}
+void VectorContainer::Insert(const char* key) {
+  num_elements_.fetch_add(1, std::memory_order_relaxed);
+  {
+    ReadLock rl(&vectors_add_rwlock_);
+    if (InternalInsert(key)) {
+         return;
+    }
+  }
+  bool notify_sort_thread = false;
+  {
+    WriteLock wl(&vectors_add_rwlock_);
+    if (InternalInsert(key)) {
+         return;
+    }
+    {
+         MutexLock l(&vectors_mutex_);
+         VectorPtr vector(new Vector(switch_vector_limit_));
+         vectors_.push_back(vector);
+         vector->SetVectorListIter(std::prev(vectors_.end()));
+         cur_vector_.store(vector.get());
+    }
+    notify_sort_thread = true;
+    InternalInsert(key);
+  }
+  if (notify_sort_thread) {
+    sort_thread_cv_.notify_one();
+  }
+}
+void VectorContainer::InitIterator(rocksdb::IterAnchors& iter_anchors) {
+  if (IsEmpty()) {
+    return;
+  }
+  bool immutable = immutable_.load();
+  auto last_iter = cur_vector_.load()->GetVectorListIter();
+  bool notify_sort_thread = false;
+  if (!immutable) {
+    if (!(*last_iter)->IsEmpty()) {
+         {
+          MutexLock l(&vectors_mutex_);
+          VectorPtr vector(new Vector(switch_vector_limit_));
+          vectors_.push_back(vector);
+          vector->SetVectorListIter(std::prev(vectors_.end()));
+          cur_vector_.store(vector.get());
+         }
+         notify_sort_thread = true;
+    } else {
+         --last_iter;
+    }
+  }
+  ++last_iter;
+  for (auto iter = vectors_.begin(); iter != last_iter; ++iter) {
+    SortHeapItem* item = new SortHeapItem(*iter, (*iter)->End());
+    iter_anchors.push_back(item);
+  }
+  if (notify_sort_thread) {
+    sort_thread_cv_.notify_one();
+  }
+}
+
+class VectorIterator : public MemTableRep::Iterator {
+ public:
+  VectorIterator(std::shared_ptr<VectorContainer> vectors_container,
+                 const MemTableRep::KeyComparator& comparator)
+    : vectors_container_holder_(vectors_container),
+        iter_heap_info_(comparator),
+        comparator_(comparator), up_direction_(true),
+      is_empty_(true){
+    vectors_container_holder_->InitIterator(iter_anchor_);
+  }
+  ~VectorIterator() override {
+    for (auto* item : iter_anchor_) {
+         delete item;
+    }
+  }
+  bool Valid() const override {
+    return (is_empty_) ? false : iter_heap_info_.Valid();
+  }
+  bool IsEmpty() { return is_empty_; }
+  const char* key() const override {
+    return (is_empty_ ? nullptr : iter_heap_info_.Key());
+  }
+  void Advance() {
+    if (!is_empty_) {
+         SortHeapItem* sort_item = iter_heap_info_.Get();
+         if (up_direction_) {
+          sort_item->Next();
+         } else {
+          sort_item->Prev();
+         }
+         iter_heap_info_.Update(sort_item);
+    }
+  }
+  void Next() override {
+    if (!is_empty_) {
+         if (!up_direction_) {
+          up_direction_ = true;
+         }
+         Advance();
+    }
+  }
+  void Prev() override {
+     if (!is_empty_) {
+         if (up_direction_) {
+            up_direction_ = false;
+         }
+         Advance();
+     }
+  }
+  void SeekInternal(const Slice* seek_key) {
+     for (auto const& iter : iter_anchor_) {
+         if (iter->vector_->Sort(comparator_)) {
+            iter->cur_iter_ = iter->vector_->Seek(comparator_, seek_key, up_direction_);
+            if (iter->Valid()) {
+              iter_heap_info_.Insert(iter);
+            }
+         }
+     }
+  }
+  void Seek(const Slice& internal_key, const char* /*memtable_key*/) override {
+     if (!is_empty_) {
+         up_direction_ = true;
+         iter_heap_info_.Reset(true);
+         SeekInternal(&internal_key);
+     }
+  }
+  void SeekForPrev(const Slice& internal_key, const char* /*memtable_key*/) override {
+     if (!is_empty_) {
+         up_direction_ = false;
+         iter_heap_info_.Reset(false);
+         SeekInternal(&internal_key);
+     }
+  }
+  void SeekToFirst() override {
+     if (!is_empty_) {
+         up_direction_ = true;
+         iter_heap_info_.Reset(true);
+         SeekInternal(nullptr);
+     }
+  }
+  void SeekToLast() override {
+    if (!is_empty_) {
+      up_direction_ = false;
+      iter_heap_info_.Reset(false);
+      SeekInternal(nullptr);
+    }
+  }
+
+ private:
+  std::shared_ptr<VectorContainer> vectors_container_holder_;
+  IterAnchors iter_anchor_;
+  IterHeapInfo iter_heap_info_;
+  const MemTableRep::KeyComparator& comparator_;
+  bool up_direction_;
+  bool is_empty_;
+};
+class HashSortedVectorRep : public MemTableRep {
+ public:
+  HashSortedVectorRep(const KeyComparator& comparator, Allocator* allocator,
+                      size_t num);
+
+  HashSortedVectorRep(Allocator* allocator, size_t bucket_size);
+  void Insert(KeyHandle handle) override { InsertKey(handle); }
+  void InsertConcurrently(KeyHandle handle) override {
+    InsertKey(handle);
+  }
+  bool InsertKeyConcurrently(KeyHandle handle) override {
+    return InsertKey(handle);
+  }
+  bool InsertKeyWithHintConcurrently(KeyHandle handle, void**) override {
+    return InsertKey(handle);
+  }
+  bool InsertKey(KeyHandle handle) override;
+  bool Contains(const char* key) const override;
+  void MarkReadOnly() override {
+    if (vector_container_) {
+      vector_container_->MarkReadOnly();
+    }
+  };
+  size_t ApproximateMemoryUsage() override { return 0; };
+  void Get(const LookupKey& k, void* callback_args,
+           bool (*callback_func)(void* arg, const char* entry)) override;
+  ~HashSortedVectorRep() override {
+    MarkReadOnly();
+  }
+
+  MemTableRep::Iterator* GetIterator(Arena* arena) override;
+
+  KeyHandle Allocate(const size_t len, char** buf) override;
+
+ private:
+  HashTable hash_table_;
+  std::shared_ptr<VectorContainer> vector_container_;
+};
+
+HashSortedVectorRep::HashSortedVectorRep(const rocksdb::MemTableRep::KeyComparator& comparator, rocksdb::Allocator* allocator, size_t bucket_size)
+  : HashSortedVectorRep(allocator, bucket_size){
+  vector_container_ = std::make_shared<VectorContainer>(comparator);
+}
+HashSortedVectorRep::HashSortedVectorRep(Allocator* allocator, size_t bucket_size)
+  : MemTableRep(allocator), hash_table_(bucket_size) {}
+
+KeyHandle HashSortedVectorRep::Allocate(const size_t len, char** buf) {
+  size_t alloc_size = sizeof(MyKeyHandle) + len;
+  MyKeyHandle* h = reinterpret_cast<MyKeyHandle*>(allocator_->AllocateAligned(alloc_size));
+  *buf = h->key_;
+  return h;
+}
+
+bool HashSortedVectorRep::InsertKey(KeyHandle handle) {
+  MyKeyHandle* my_handle = static_cast<MyKeyHandle*>(handle);
+  if (!hash_table_.Add(my_handle, vector_container_->GetComparator())) {
+    return false;
+  }
+  vector_container_->Insert(my_handle->key_);
+  return true;
+}
+bool HashSortedVectorRep::Contains(const char* key) const {
+  return hash_table_.Contains(key, vector_container_->GetComparator(), !vector_container_->IsReadOnly());
+}
+void HashSortedVectorRep::Get(const rocksdb::LookupKey& k, void* callback_args, bool (*callback_func)(void*, const char*)) {
+  if (vector_container_->IsEmpty()) {
+    return;
+  }
+  hash_table_.Get(k,vector_container_->GetComparator(), callback_args, callback_func, !vector_container_->IsReadOnly());
+}
+MemTableRep::Iterator* HashSortedVectorRep::GetIterator(rocksdb::Arena* arena) {
+  if (arena != nullptr) {
+    void* mem = arena->AllocateAligned(sizeof(VectorIterator));
+    return new (mem) VectorIterator(vector_container_, vector_container_->GetComparator());
+  }
+  return new VectorIterator(vector_container_, vector_container_->GetComparator());
+}
+
+struct HashSortedVectorRepOptions {
+  static const char* kName() { return "HashSortedVectorRepOptions"; }
+  size_t hash_bucket_count;
+};
+
+static std::unordered_map<std::string, OptionTypeInfo> hash_sortedvector_info = {
+    {"hash_bucket_count",
+     {offsetof(struct HashSortedVectorRepOptions, hash_bucket_count),
+      OptionType::kSizeT, OptionVerificationType::kNormal,
+      OptionTypeFlags::kNone}}
+};
+
+class HashSortedVectorRepFactory : public MemTableRepFactory {
+ public:
+  explicit HashSortedVectorRepFactory(size_t hash_bucket_count = 1000000) {
+    options_.hash_bucket_count = hash_bucket_count;
+    RegisterOptions(&options_, &hash_sortedvector_info);
+  }
+  bool IsInsertConcurrentlySupported() const override { return true; }
+  bool CanHandleDuplicatedKey() const override { return true; }
+  using MemTableRepFactory::CreateMemTableRep;
+  MemTableRep* CreateMemTableRep(const MemTableRep::KeyComparator& comparator, Allocator* allocator,
+                                 const SliceTransform* , Logger* ) override;
+
+  static const char* kClassName() { return "HashSortedVectorRepFactory"; }
+  const char* Name() const override { return kClassName(); }
+
+ private:
+  HashSortedVectorRepOptions options_;
+};
+
+} // namespace anonymous namespace
+
+MemTableRep* HashSortedVectorRepFactory::CreateMemTableRep(
+    const MemTableRep::KeyComparator& comparator,
+    rocksdb::Allocator* allocator,
+    const rocksdb::SliceTransform* /*transform*/, rocksdb::Logger* /*logger*/) {
+  return new HashSortedVectorRep(comparator, allocator, options_.hash_bucket_count);
+}
+MemTableRepFactory* NewHashSortedVectorRepFactory(size_t bucket_count) {
+  return new HashSortedVectorRepFactory(bucket_count);
+}
+
+} // namespace ROCKSDB_NAMESPACE
\ No newline at end of file
diff --git a/memtable/stl_wrappers.h b/memtable/stl_wrappers.h
index 783a8088d0..4338ad88b2 100644
--- a/memtable/stl_wrappers.h
+++ b/memtable/stl_wrappers.h
@@ -27,6 +27,9 @@ struct Compare : private Base {
   inline bool operator()(const char* a, const char* b) const {
     return compare_(a, b) < 0;
   }
+  inline bool operator()(const char* a, const Slice& b) const {
+    return compare_(a, b) < 0;
+  }
 };
 
 }  // namespace stl_wrappers
diff --git a/src.mk b/src.mk
index 23cf348e1e..398e65ca4f 100644
--- a/src.mk
+++ b/src.mk
@@ -142,6 +142,7 @@ LIB_SOURCES =                                                   \
   memtable/skiplistrep.cc                                       \
   memtable/vectorrep.cc                                         \
   memtable/write_buffer_manager.cc                              \
+  memtable/hash_sortedvector_rep.cc \
   monitoring/histogram.cc                                       \
   monitoring/histogram_windowing.cc                             \
   monitoring/in_memory_stats_history.cc                         \
diff --git a/table/plain/plain_table_factory.cc b/table/plain/plain_table_factory.cc
index 7d01b07f30..f191c1f16c 100644
--- a/table/plain/plain_table_factory.cc
+++ b/table/plain/plain_table_factory.cc
@@ -192,6 +192,19 @@ static int RegisterBuiltinMemTableRepFactory(ObjectLibrary& library,
         }
         return guard->get();
       });
+  library.AddFactory<MemTableRepFactory>(
+      AsPattern("HashSortedVectorRepFactory", "hash_sv"),
+      [](const std::string& uri, std::unique_ptr<MemTableRepFactory>* guard,
+         std::string* /*errmsg*/) {
+        auto colon = uri.find(":");
+        if (colon != std::string::npos) {
+          size_t hash_bucket_count = ParseSizeT(uri.substr(colon + 1));
+          guard->reset(NewHashSortedVectorRepFactory(hash_bucket_count));
+        } else {
+          guard->reset(NewHashSortedVectorRepFactory());
+        }
+        return guard->get();
+      });
   library.AddFactory<MemTableRepFactory>(
       AsPattern("HashSkipListRepFactory", "prefix_hash"),
       [](const std::string& uri, std::unique_ptr<MemTableRepFactory>* guard,