Repository: incubator-quickstep
Updated Branches:
  refs/heads/collision-free-agg 3bcb5c892 -> 1e7a92a94


http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/1e7a92a9/storage/PackedPayloadHashTable.cpp
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diff --git a/storage/PackedPayloadHashTable.cpp 
b/storage/PackedPayloadHashTable.cpp
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+++ b/storage/PackedPayloadHashTable.cpp
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+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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.
+ **/
+
+#include "storage/PackedPayloadHashTable.hpp"
+
+namespace quickstep {
+
+PackedPayloadHashTable::PackedPayloadHashTable(
+    const std::vector<const Type *> &key_types,
+    const std::size_t num_entries,
+    const std::vector<AggregationHandle *> &handles,
+    StorageManager *storage_manager)
+    : key_types_(key_types),
+      num_handles_(handles.size()),
+      handles_(handles),
+      total_payload_size_(ComputeTotalPayloadSize(handles)),
+      storage_manager_(storage_manager),
+      kBucketAlignment(alignof(std::atomic<std::size_t>)),
+      kValueOffset(sizeof(std::atomic<std::size_t>) + sizeof(std::size_t)),
+      key_manager_(key_types_, kValueOffset + total_payload_size_),
+      bucket_size_(ComputeBucketSize(key_manager_.getFixedKeySize())) {
+  std::size_t payload_offset_running_sum = sizeof(SpinMutex);
+  for (const auto *handle : handles) {
+    payload_offsets_.emplace_back(payload_offset_running_sum);
+    payload_offset_running_sum += handle->getPayloadSize();
+  }
+
+  // NOTE(jianqiao): Potential memory leak / double freeing by copying from
+  // init_payload to buckets if payload contains out of line data.
+  init_payload_ =
+      static_cast<std::uint8_t *>(calloc(this->total_payload_size_, 1));
+  DCHECK(init_payload_ != nullptr);
+
+  for (std::size_t i = 0; i < num_handles_; ++i) {
+    handles_[i]->initPayload(init_payload_ + payload_offsets_[i]);
+  }
+
+  // Bucket size always rounds up to the alignment requirement of the atomic
+  // size_t "next" pointer at the front or a ValueT, whichever is larger.
+  //
+  // Give base HashTable information about what key components are stored
+  // inline from 'key_manager_'.
+  setKeyInline(key_manager_.getKeyInline());
+
+  // Pick out a prime number of slots and calculate storage requirements.
+  std::size_t num_slots_tmp =
+      get_next_prime_number(num_entries * kHashTableLoadFactor);
+  std::size_t required_memory =
+      sizeof(Header) + num_slots_tmp * sizeof(std::atomic<std::size_t>) +
+      (num_slots_tmp / kHashTableLoadFactor) *
+          (bucket_size_ + key_manager_.getEstimatedVariableKeySize());
+  std::size_t num_storage_slots =
+      this->storage_manager_->SlotsNeededForBytes(required_memory);
+  if (num_storage_slots == 0) {
+    FATAL_ERROR(
+        "Storage requirement for SeparateChainingHashTable "
+        "exceeds maximum allocation size.");
+  }
+
+  // Get a StorageBlob to hold the hash table.
+  const block_id blob_id =
+      this->storage_manager_->createBlob(num_storage_slots);
+  this->blob_ = this->storage_manager_->getBlobMutable(blob_id);
+
+  void *aligned_memory_start = this->blob_->getMemoryMutable();
+  std::size_t available_memory = num_storage_slots * kSlotSizeBytes;
+  if (align(alignof(Header),
+            sizeof(Header),
+            aligned_memory_start,
+            available_memory) == nullptr) {
+    // With current values from StorageConstants.hpp, this should be
+    // impossible. A blob is at least 1 MB, while a Header has alignment
+    // requirement of just kCacheLineBytes (64 bytes).
+    FATAL_ERROR(
+        "StorageBlob used to hold resizable "
+        "SeparateChainingHashTable is too small to meet alignment "
+        "requirements of SeparateChainingHashTable::Header.");
+  } else if (aligned_memory_start != this->blob_->getMemoryMutable()) {
+    // This should also be impossible, since the StorageManager allocates slots
+    // aligned to kCacheLineBytes.
+    DEV_WARNING("StorageBlob memory adjusted by "
+                << (num_storage_slots * kSlotSizeBytes - available_memory)
+                << " bytes to meet alignment requirement for "
+                << "SeparateChainingHashTable::Header.");
+  }
+
+  // Locate the header.
+  header_ = static_cast<Header *>(aligned_memory_start);
+  aligned_memory_start =
+      static_cast<char *>(aligned_memory_start) + sizeof(Header);
+  available_memory -= sizeof(Header);
+
+  // Recompute the number of slots & buckets using the actual available memory.
+  // Most likely, we got some extra free bucket space due to "rounding up" to
+  // the storage blob's size. It's also possible (though very unlikely) that we
+  // will wind up with fewer buckets than we initially wanted because of screwy
+  // alignment requirements for ValueT.
+  std::size_t num_buckets_tmp =
+      available_memory /
+      (kHashTableLoadFactor * sizeof(std::atomic<std::size_t>) + bucket_size_ +
+       key_manager_.getEstimatedVariableKeySize());
+  num_slots_tmp =
+      get_previous_prime_number(num_buckets_tmp * kHashTableLoadFactor);
+  num_buckets_tmp = num_slots_tmp / kHashTableLoadFactor;
+  DEBUG_ASSERT(num_slots_tmp > 0);
+  DEBUG_ASSERT(num_buckets_tmp > 0);
+
+  // Locate the slot array.
+  slots_ = static_cast<std::atomic<std::size_t> *>(aligned_memory_start);
+  aligned_memory_start = static_cast<char *>(aligned_memory_start) +
+                         sizeof(std::atomic<std::size_t>) * num_slots_tmp;
+  available_memory -= sizeof(std::atomic<std::size_t>) * num_slots_tmp;
+
+  // Locate the buckets.
+  buckets_ = aligned_memory_start;
+  // Extra-paranoid: If ValueT has an alignment requirement greater than that
+  // of std::atomic<std::size_t>, we may need to adjust the start of the bucket
+  // array.
+  if (align(kBucketAlignment, bucket_size_, buckets_, available_memory) ==
+      nullptr) {
+    FATAL_ERROR(
+        "StorageBlob used to hold resizable "
+        "SeparateChainingHashTable is too small to meet "
+        "alignment requirements of buckets.");
+  } else if (buckets_ != aligned_memory_start) {
+    DEV_WARNING(
+        "Bucket array start position adjusted to meet alignment "
+        "requirement for SeparateChainingHashTable's value type.");
+    if (num_buckets_tmp * bucket_size_ > available_memory) {
+      --num_buckets_tmp;
+    }
+  }
+
+  // Fill in the header.
+  header_->num_slots = num_slots_tmp;
+  header_->num_buckets = num_buckets_tmp;
+  header_->buckets_allocated.store(0, std::memory_order_relaxed);
+  header_->variable_length_bytes_allocated.store(0, std::memory_order_relaxed);
+  available_memory -= bucket_size_ * (header_->num_buckets);
+
+  // Locate variable-length key storage region, and give it all the remaining
+  // bytes in the blob.
+  key_manager_.setVariableLengthStorageInfo(
+      static_cast<char *>(buckets_) + header_->num_buckets * bucket_size_,
+      available_memory,
+      &(header_->variable_length_bytes_allocated));
+}
+
+PackedPayloadHashTable::~PackedPayloadHashTable() {
+  if (blob_.valid()) {
+    const block_id blob_id = blob_->getID();
+    blob_.release();
+    storage_manager_->deleteBlockOrBlobFile(blob_id);
+  }
+  std::free(init_payload_);
+}
+
+void PackedPayloadHashTable::clear() {
+  const std::size_t used_buckets =
+      header_->buckets_allocated.load(std::memory_order_relaxed);
+  // Destroy existing values, if necessary.
+  destroyPayload();
+
+  // Zero-out slot array.
+  std::memset(
+      slots_, 0x0, sizeof(std::atomic<std::size_t>) * header_->num_slots);
+
+  // Zero-out used buckets.
+  std::memset(buckets_, 0x0, used_buckets * bucket_size_);
+
+  header_->buckets_allocated.store(0, std::memory_order_relaxed);
+  header_->variable_length_bytes_allocated.store(0, std::memory_order_relaxed);
+  key_manager_.zeroNextVariableLengthKeyOffset();
+}
+
+void PackedPayloadHashTable::destroyPayload() {
+  const std::size_t num_buckets =
+      header_->buckets_allocated.load(std::memory_order_relaxed);
+  void *bucket_ptr = static_cast<char *>(buckets_) + kValueOffset;
+  for (std::size_t bucket_num = 0; bucket_num < num_buckets; ++bucket_num) {
+    for (std::size_t handle_id = 0; handle_id < num_handles_; ++handle_id) {
+      void *value_internal_ptr =
+          static_cast<char *>(bucket_ptr) + this->payload_offsets_[handle_id];
+      handles_[handle_id]->destroyPayload(static_cast<std::uint8_t 
*>(value_internal_ptr));
+    }
+    bucket_ptr = static_cast<char *>(bucket_ptr) + bucket_size_;
+  }
+}
+
+bool PackedPayloadHashTable::upsertValueAccessor(
+    const std::vector<std::vector<MultiSourceAttributeId>> &argument_ids,
+    const std::vector<MultiSourceAttributeId> &key_attr_ids,
+    ValueAccessorMultiplexer *accessor_mux) {
+  DCHECK(accessor_mux->getDerivedAccessor()->getImplementationType()
+             == ValueAccessor::Implementation::kColumnVectors);
+  ValueAccessor *base_accessor = accessor_mux->getBaseAccessor();
+  ColumnVectorsValueAccessor *derived_accessor =
+      static_cast<ColumnVectorsValueAccessor 
*>(accessor_mux->getDerivedAccessor());
+
+  if (derived_accessor == nullptr) {
+    return upsertValueAccessorCompositeKeyInternal<false>(argument_ids,
+                                                          key_attr_ids,
+                                                          base_accessor,
+                                                          derived_accessor);
+  } else {
+    return upsertValueAccessorCompositeKeyInternal<true>(argument_ids,
+                                                         key_attr_ids,
+                                                         base_accessor,
+                                                         derived_accessor);
+  }
+}
+
+void PackedPayloadHashTable::resize(const std::size_t extra_buckets,
+                                    const std::size_t extra_variable_storage,
+                                    const std::size_t retry_num) {
+  // A retry should never be necessary with this implementation of HashTable.
+  // Separate chaining ensures that any resized hash table with more buckets
+  // than the original table will be able to hold more entries than the
+  // original.
+  DEBUG_ASSERT(retry_num == 0);
+
+  SpinSharedMutexExclusiveLock<true> write_lock(this->resize_shared_mutex_);
+
+  // Recheck whether the hash table is still full. Note that multiple threads
+  // might wait to rebuild this hash table simultaneously. Only the first one
+  // should do the rebuild.
+  if (!isFull(extra_variable_storage)) {
+    return;
+  }
+
+  // Approximately double the number of buckets and slots.
+  //
+  // TODO(chasseur): It may be worth it to more than double the number of
+  // buckets here so that we can maintain a good, sparse fill factor for a
+  // longer time as more values are inserted. Such behavior should take into
+  // account kHashTableLoadFactor.
+  std::size_t resized_num_slots = get_next_prime_number(
+      (header_->num_buckets + extra_buckets / 2) * kHashTableLoadFactor * 2);
+  std::size_t variable_storage_required =
+      (resized_num_slots / kHashTableLoadFactor) *
+      key_manager_.getEstimatedVariableKeySize();
+  const std::size_t original_variable_storage_used =
+      header_->variable_length_bytes_allocated.load(std::memory_order_relaxed);
+  // If this resize was triggered by a too-large variable-length key, bump up
+  // the variable-length storage requirement.
+  if ((extra_variable_storage > 0) &&
+      (extra_variable_storage + original_variable_storage_used >
+       key_manager_.getVariableLengthKeyStorageSize())) {
+    variable_storage_required += extra_variable_storage;
+  }
+
+  const std::size_t resized_memory_required =
+      sizeof(Header) + resized_num_slots * sizeof(std::atomic<std::size_t>) +
+      (resized_num_slots / kHashTableLoadFactor) * bucket_size_ +
+      variable_storage_required;
+  const std::size_t resized_storage_slots =
+      this->storage_manager_->SlotsNeededForBytes(resized_memory_required);
+  if (resized_storage_slots == 0) {
+    FATAL_ERROR(
+        "Storage requirement for resized SeparateChainingHashTable "
+        "exceeds maximum allocation size.");
+  }
+
+  // Get a new StorageBlob to hold the resized hash table.
+  const block_id resized_blob_id =
+      this->storage_manager_->createBlob(resized_storage_slots);
+  MutableBlobReference resized_blob =
+      this->storage_manager_->getBlobMutable(resized_blob_id);
+
+  // Locate data structures inside the new StorageBlob.
+  void *aligned_memory_start = resized_blob->getMemoryMutable();
+  std::size_t available_memory = resized_storage_slots * kSlotSizeBytes;
+  if (align(alignof(Header),
+            sizeof(Header),
+            aligned_memory_start,
+            available_memory) == nullptr) {
+    // Should be impossible, as noted in constructor.
+    FATAL_ERROR(
+        "StorageBlob used to hold resized SeparateChainingHashTable "
+        "is too small to meet alignment requirements of "
+        "LinearOpenAddressingHashTable::Header.");
+  } else if (aligned_memory_start != resized_blob->getMemoryMutable()) {
+    // Again, should be impossible.
+    DEV_WARNING("In SeparateChainingHashTable::resize(), StorageBlob "
+                << "memory adjusted by "
+                << (resized_num_slots * kSlotSizeBytes - available_memory)
+                << " bytes to meet alignment requirement for "
+                << "LinearOpenAddressingHashTable::Header.");
+  }
+
+  Header *resized_header = static_cast<Header *>(aligned_memory_start);
+  aligned_memory_start =
+      static_cast<char *>(aligned_memory_start) + sizeof(Header);
+  available_memory -= sizeof(Header);
+
+  // As in constructor, recompute the number of slots and buckets using the
+  // actual available memory.
+  std::size_t resized_num_buckets =
+      (available_memory - extra_variable_storage) /
+      (kHashTableLoadFactor * sizeof(std::atomic<std::size_t>) + bucket_size_ +
+       key_manager_.getEstimatedVariableKeySize());
+  resized_num_slots =
+      get_previous_prime_number(resized_num_buckets * kHashTableLoadFactor);
+  resized_num_buckets = resized_num_slots / kHashTableLoadFactor;
+
+  // Locate slot array.
+  std::atomic<std::size_t> *resized_slots =
+      static_cast<std::atomic<std::size_t> *>(aligned_memory_start);
+  aligned_memory_start = static_cast<char *>(aligned_memory_start) +
+                         sizeof(std::atomic<std::size_t>) * resized_num_slots;
+  available_memory -= sizeof(std::atomic<std::size_t>) * resized_num_slots;
+
+  // As in constructor, we will be extra paranoid and use align() to locate the
+  // start of the array of buckets, as well.
+  void *resized_buckets = aligned_memory_start;
+  if (align(
+          kBucketAlignment, bucket_size_, resized_buckets, available_memory) ==
+      nullptr) {
+    FATAL_ERROR(
+        "StorageBlob used to hold resized SeparateChainingHashTable "
+        "is too small to meet alignment requirements of buckets.");
+  } else if (resized_buckets != aligned_memory_start) {
+    DEV_WARNING(
+        "Bucket array start position adjusted to meet alignment "
+        "requirement for SeparateChainingHashTable's value type.");
+    if (resized_num_buckets * bucket_size_ + variable_storage_required >
+        available_memory) {
+      --resized_num_buckets;
+    }
+  }
+  aligned_memory_start = static_cast<char *>(aligned_memory_start) +
+                         resized_num_buckets * bucket_size_;
+  available_memory -= resized_num_buckets * bucket_size_;
+
+  void *resized_variable_length_key_storage = aligned_memory_start;
+  const std::size_t resized_variable_length_key_storage_size = 
available_memory;
+
+  const std::size_t original_buckets_used =
+      header_->buckets_allocated.load(std::memory_order_relaxed);
+
+  // Initialize the header.
+  resized_header->num_slots = resized_num_slots;
+  resized_header->num_buckets = resized_num_buckets;
+  resized_header->buckets_allocated.store(original_buckets_used,
+                                          std::memory_order_relaxed);
+  resized_header->variable_length_bytes_allocated.store(
+      original_variable_storage_used, std::memory_order_relaxed);
+
+  // Bulk-copy buckets. This is safe because:
+  //     1. The "next" pointers will be adjusted when rebuilding chains below.
+  //     2. The hash codes will stay the same.
+  //     3. For key components:
+  //       a. Inline keys will stay exactly the same.
+  //       b. Offsets into variable-length storage will remain valid, because
+  //          we also do a byte-for-byte copy of variable-length storage below.
+  //       c. Absolute external pointers will still point to the same address.
+  //       d. Relative pointers are not used with resizable hash tables.
+  //     4. If values are not trivially copyable, then we invoke ValueT's copy
+  //        or move constructor with placement new.
+  // NOTE(harshad) - Regarding point 4 above, as this is a specialized
+  // hash table implemented for aggregation, the values are trivially copyable,
+  // therefore we don't need to invoke payload values' copy/move constructors.
+  std::memcpy(resized_buckets, buckets_, original_buckets_used * bucket_size_);
+
+  // Copy over variable-length key components, if any.
+  if (original_variable_storage_used > 0) {
+    DEBUG_ASSERT(original_variable_storage_used ==
+                 key_manager_.getNextVariableLengthKeyOffset());
+    DEBUG_ASSERT(original_variable_storage_used <=
+                 resized_variable_length_key_storage_size);
+    std::memcpy(resized_variable_length_key_storage,
+                key_manager_.getVariableLengthKeyStorage(),
+                original_variable_storage_used);
+  }
+
+  destroyPayload();
+
+  // Make resized structures active.
+  std::swap(this->blob_, resized_blob);
+  header_ = resized_header;
+  slots_ = resized_slots;
+  buckets_ = resized_buckets;
+  key_manager_.setVariableLengthStorageInfo(
+      resized_variable_length_key_storage,
+      resized_variable_length_key_storage_size,
+      &(resized_header->variable_length_bytes_allocated));
+
+  // Drop the old blob.
+  const block_id old_blob_id = resized_blob->getID();
+  resized_blob.release();
+  this->storage_manager_->deleteBlockOrBlobFile(old_blob_id);
+
+  // Rebuild chains.
+  void *current_bucket = buckets_;
+  for (std::size_t bucket_num = 0; bucket_num < original_buckets_used;
+       ++bucket_num) {
+    std::atomic<std::size_t> *next_ptr =
+        static_cast<std::atomic<std::size_t> *>(current_bucket);
+    const std::size_t hash_code = *reinterpret_cast<const std::size_t *>(
+        static_cast<const char *>(current_bucket) +
+        sizeof(std::atomic<std::size_t>));
+
+    const std::size_t slot_number = hash_code % header_->num_slots;
+    std::size_t slot_ptr_value = 0;
+    if (slots_[slot_number].compare_exchange_strong(
+            slot_ptr_value, bucket_num + 1, std::memory_order_relaxed)) {
+      // This bucket is the first in the chain for this block, so reset its
+      // next pointer to 0.
+      next_ptr->store(0, std::memory_order_relaxed);
+    } else {
+      // A chain already exists starting from this slot, so put this bucket at
+      // the head.
+      next_ptr->store(slot_ptr_value, std::memory_order_relaxed);
+      slots_[slot_number].store(bucket_num + 1, std::memory_order_relaxed);
+    }
+    current_bucket = static_cast<char *>(current_bucket) + bucket_size_;
+  }
+}
+
+}  // namespace quickstep

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/1e7a92a9/storage/PackedPayloadHashTable.hpp
----------------------------------------------------------------------
diff --git a/storage/PackedPayloadHashTable.hpp 
b/storage/PackedPayloadHashTable.hpp
new file mode 100644
index 0000000..a871d29
--- /dev/null
+++ b/storage/PackedPayloadHashTable.hpp
@@ -0,0 +1,798 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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.
+ **/
+
+#ifndef QUICKSTEP_STORAGE_PACKED_PAYLOAD_HASH_TABLE_HPP_
+#define QUICKSTEP_STORAGE_PACKED_PAYLOAD_HASH_TABLE_HPP_
+
+#include <algorithm>
+#include <atomic>
+#include <cstddef>
+#include <cstdlib>
+#include <limits>
+#include <memory>
+#include <type_traits>
+#include <utility>
+#include <vector>
+
+#include "catalog/CatalogTypedefs.hpp"
+#include "expressions/aggregation/AggregationHandle.hpp"
+#include "storage/HashTableBase.hpp"
+#include "storage/HashTableKeyManager.hpp"
+#include "storage/StorageBlob.hpp"
+#include "storage/StorageBlockInfo.hpp"
+#include "storage/StorageConstants.hpp"
+#include "storage/StorageManager.hpp"
+#include "storage/TupleReference.hpp"
+#include "storage/ValueAccessor.hpp"
+#include "storage/ValueAccessorMultiplexer.hpp"
+#include "storage/ValueAccessorUtil.hpp"
+#include "threading/SpinMutex.hpp"
+#include "threading/SpinSharedMutex.hpp"
+#include "types/Type.hpp"
+#include "types/TypedValue.hpp"
+#include "types/containers/ColumnVectorsValueAccessor.hpp"
+#include "utility/Alignment.hpp"
+#include "utility/HashPair.hpp"
+#include "utility/Macros.hpp"
+#include "utility/PrimeNumber.hpp"
+
+namespace quickstep {
+
+/** \addtogroup Storage
+ *  @{
+ */
+
+class PackedPayloadHashTable : public AggregationStateHashTableBase {
+ public:
+  PackedPayloadHashTable(
+      const std::vector<const Type *> &key_types,
+      const std::size_t num_entries,
+      const std::vector<AggregationHandle *> &handles,
+      StorageManager *storage_manager);
+
+  ~PackedPayloadHashTable() override;
+
+  void clear();
+
+  void destroyPayload() override;
+
+  bool upsertValueAccessor(
+      const std::vector<std::vector<MultiSourceAttributeId>> &argument_ids,
+      const std::vector<MultiSourceAttributeId> &key_ids,
+      ValueAccessorMultiplexer *accessor_mux) override;
+
+  inline block_id getBlobId() const {
+    return blob_->getID();
+  }
+
+  inline std::size_t numEntries() const {
+    return header_->buckets_allocated.load(std::memory_order_relaxed);
+  }
+
+  inline bool upsertCompositeKey(const std::vector<TypedValue> &key,
+                                 const std::uint8_t *source_state);
+
+  template <typename FunctorT>
+  inline bool upsertCompositeKey(const std::vector<TypedValue> &key,
+                                 FunctorT *functor,
+                                 int index);
+
+  inline const std::uint8_t* getSingleCompositeKey(
+      const std::vector<TypedValue> &key) const;
+
+  inline const std::uint8_t* getSingleCompositeKey(
+      const std::vector<TypedValue> &key,
+      const int index) const;
+
+  template <typename FunctorT>
+  inline std::size_t forEach(FunctorT *functor) const;
+
+  template <typename FunctorT>
+  inline std::size_t forEach(FunctorT *functor, const int index) const;
+
+  template <typename FunctorT>
+  inline std::size_t forEachCompositeKey(FunctorT *functor) const;
+
+  template <typename FunctorT>
+  inline std::size_t forEachCompositeKey(FunctorT *functor,
+                                         const std::size_t index) const;
+
+ private:
+  void resize(const std::size_t extra_buckets,
+              const std::size_t extra_variable_storage,
+              const std::size_t retry_num = 0);
+
+  inline std::size_t calculateVariableLengthCompositeKeyCopySize(
+      const std::vector<TypedValue> &key) const {
+    std::size_t total = 0;
+    for (std::vector<TypedValue>::size_type idx = 0; idx < key.size(); ++idx) {
+      if (!(*key_inline_)[idx]) {
+        total += key[idx].getDataSize();
+      }
+    }
+    return total;
+  }
+
+  inline bool getNextEntry(TypedValue *key,
+                           const std::uint8_t **value,
+                           std::size_t *entry_num) const;
+
+  inline bool getNextEntryCompositeKey(std::vector<TypedValue> *key,
+                                       const std::uint8_t **value,
+                                       std::size_t *entry_num) const;
+
+  inline std::uint8_t* upsertCompositeKeyInternal(
+      const std::vector<TypedValue> &key,
+      const std::size_t variable_key_size);
+
+  template <bool use_two_accessors>
+  inline bool upsertValueAccessorCompositeKeyInternal(
+      const std::vector<std::vector<MultiSourceAttributeId>> &argument_ids,
+      const std::vector<MultiSourceAttributeId> &key_ids,
+      ValueAccessor *base_accessor,
+      ColumnVectorsValueAccessor *derived_accessor);
+
+  // Generate a hash for a composite key by hashing each component of 'key' and
+  // mixing their bits with CombineHashes().
+  inline std::size_t hashCompositeKey(const std::vector<TypedValue> &key) 
const;
+
+  // Set information about which key components are stored inline. This usually
+  // comes from a HashTableKeyManager, and is set by the constructor of a
+  // subclass of HashTable.
+  inline void setKeyInline(const std::vector<bool> *key_inline) {
+    scalar_key_inline_ = key_inline->front();
+    key_inline_ = key_inline;
+  }
+
+  inline static std::size_t ComputeTotalPayloadSize(
+      const std::vector<AggregationHandle *> &handles) {
+    std::size_t total_payload_size = sizeof(SpinMutex);
+    for (const auto *handle : handles) {
+      total_payload_size += handle->getPayloadSize();
+    }
+    return total_payload_size;
+  }
+
+  // Assign '*key_vector' with the attribute values specified by 'key_ids' at
+  // the current position of 'accessor'. If 'check_for_null_keys' is true, 
stops
+  // and returns true if any of the values is null, otherwise returns false.
+  template <bool use_two_accessors,
+            bool check_for_null_keys,
+            typename ValueAccessorT>
+  inline static bool GetCompositeKeyFromValueAccessor(
+      const std::vector<MultiSourceAttributeId> &key_ids,
+      const ValueAccessorT *accessor,
+      const ColumnVectorsValueAccessor *derived_accessor,
+      std::vector<TypedValue> *key_vector) {
+    for (std::size_t key_idx = 0; key_idx < key_ids.size(); ++key_idx) {
+      const MultiSourceAttributeId &key_id = key_ids[key_idx];
+      if (use_two_accessors && key_id.source == ValueAccessorSource::kDerived) 
{
+        (*key_vector)[key_idx] = 
derived_accessor->getTypedValue(key_id.attr_id);
+      } else {
+        (*key_vector)[key_idx] = accessor->getTypedValue(key_id.attr_id);
+      }
+      if (check_for_null_keys && (*key_vector)[key_idx].isNull()) {
+        return true;
+      }
+    }
+    return false;
+  }
+
+  struct Header {
+    std::size_t num_slots;
+    std::size_t num_buckets;
+    alignas(kCacheLineBytes) std::atomic<std::size_t> buckets_allocated;
+    alignas(kCacheLineBytes)
+        std::atomic<std::size_t> variable_length_bytes_allocated;
+  };
+
+  // Type(s) of keys.
+  const std::vector<const Type *> key_types_;
+
+  // Information about whether key components are stored inline or in a
+  // separate variable-length storage region. This is usually determined by a
+  // HashTableKeyManager and set by calling setKeyInline().
+  bool scalar_key_inline_;
+  const std::vector<bool> *key_inline_;
+
+  const std::size_t num_handles_;
+  const std::vector<AggregationHandle *> handles_;
+
+  std::size_t total_payload_size_;
+  std::vector<std::size_t> payload_offsets_;
+  std::uint8_t *init_payload_;
+
+  StorageManager *storage_manager_;
+  MutableBlobReference blob_;
+
+  // Locked in shared mode for most operations, exclusive mode during resize.
+  // Not locked at all for non-resizable HashTables.
+  alignas(kCacheLineBytes) SpinSharedMutex<true> resize_shared_mutex_;
+
+  std::size_t kBucketAlignment;
+
+  // Value's offset in a bucket is the first alignof(ValueT) boundary after the
+  // next pointer and hash code.
+  std::size_t kValueOffset;
+
+  // Round bucket size up to a multiple of kBucketAlignment.
+  constexpr std::size_t ComputeBucketSize(const std::size_t fixed_key_size) {
+    return (((kValueOffset + this->total_payload_size_ + fixed_key_size - 1) /
+             kBucketAlignment) +
+            1) *
+           kBucketAlignment;
+  }
+
+  // Attempt to find an empty bucket to insert 'hash_code' into, starting after
+  // '*bucket' in the chain (or, if '*bucket' is NULL, starting from the slot
+  // array). Returns true and stores SIZE_T_MAX in '*pending_chain_ptr' if an
+  // empty bucket is found. Returns false if 'allow_duplicate_keys' is false
+  // and a hash collision is found (caller should then check whether there is a
+  // genuine key collision or the hash collision is spurious). Returns false
+  // and sets '*bucket' to NULL if there are no more empty buckets in the hash
+  // table. If 'variable_key_allocation_required' is nonzero, this method will
+  // attempt to allocate storage for a variable-length key BEFORE allocating a
+  // bucket, so that no bucket number below 'header_->num_buckets' is ever
+  // deallocated after being allocated.
+  inline bool locateBucketForInsertion(
+      const std::size_t hash_code,
+      const std::size_t variable_key_allocation_required,
+      void **bucket,
+      std::atomic<std::size_t> **pending_chain_ptr,
+      std::size_t *pending_chain_ptr_finish_value);
+
+  // Write a scalar 'key' and its 'hash_code' into the '*bucket', which was
+  // found by locateBucketForInsertion(). Assumes that storage for a
+  // variable-length key copy (if any) was already allocated by a successful
+  // call to allocateVariableLengthKeyStorage().
+  inline void writeScalarKeyToBucket(
+      const TypedValue &key,
+      const std::size_t hash_code,
+      void *bucket);
+
+  // Write a composite 'key' and its 'hash_code' into the '*bucket', which was
+  // found by locateBucketForInsertion(). Assumes that storage for
+  // variable-length key copies (if any) was already allocated by a successful
+  // call to allocateVariableLengthKeyStorage().
+  inline void writeCompositeKeyToBucket(
+      const std::vector<TypedValue> &key,
+      const std::size_t hash_code,
+      void *bucket);
+
+  // Determine whether it is actually necessary to resize this hash table.
+  // Checks that there is at least one unallocated bucket, and that there is
+  // at least 'extra_variable_storage' bytes of variable-length storage free.
+  inline bool isFull(const std::size_t extra_variable_storage) const;
+
+  // Helper object to manage key storage.
+  HashTableKeyManager<false, true> key_manager_;
+
+  // In-memory structure is as follows:
+  //   - SeparateChainingHashTable::Header
+  //   - Array of slots, interpreted as follows:
+  //       - 0 = Points to nothing (empty)
+  //       - SIZE_T_MAX = Pending (some thread is starting a chain from this
+  //         slot and will overwrite it soon)
+  //       - Anything else = The number of the first bucket in the chain for
+  //         this slot PLUS ONE (i.e. subtract one to get the actual bucket
+  //         number).
+  //   - Array of buckets, each of which is:
+  //       - atomic size_t "next" pointer, interpreted the same as slots above.
+  //       - size_t hash value
+  //       - possibly some unused bytes as needed so that ValueT's alignment
+  //         requirement is met
+  //       - ValueT value slot
+  //       - fixed-length key storage (which may include pointers to external
+  //         memory or offsets of variable length keys stored within this hash
+  //         table)
+  //       - possibly some additional unused bytes so that bucket size is a
+  //         multiple of both alignof(std::atomic<std::size_t>) and
+  //         alignof(ValueT)
+  //   - Variable-length key storage region (referenced by offsets stored in
+  //     fixed-length keys).
+  Header *header_;
+
+  std::atomic<std::size_t> *slots_;
+  void *buckets_;
+  const std::size_t bucket_size_;
+
+  DISALLOW_COPY_AND_ASSIGN(PackedPayloadHashTable);
+};
+
+/** @} */
+
+// ----------------------------------------------------------------------------
+// Implementations of template class methods follow.
+
+class HashTableMerger {
+ public:
+  /**
+   * @brief Constructor
+   *
+   * @param handle The Aggregation handle being used.
+   * @param destination_hash_table The destination hash table to which other
+   *        hash tables will be merged.
+   **/
+  explicit HashTableMerger(PackedPayloadHashTable *destination_hash_table)
+      : destination_hash_table_(destination_hash_table) {}
+
+  /**
+   * @brief The operator for the functor.
+   *
+   * @param group_by_key The group by key being merged.
+   * @param source_state The aggregation state for the given key in the source
+   *        aggregation hash table.
+   **/
+  inline void operator()(const std::vector<TypedValue> &group_by_key,
+                         const std::uint8_t *source_state) {
+    destination_hash_table_->upsertCompositeKey(group_by_key, source_state);
+  }
+
+ private:
+  PackedPayloadHashTable *destination_hash_table_;
+
+  DISALLOW_COPY_AND_ASSIGN(HashTableMerger);
+};
+
+inline std::size_t PackedPayloadHashTable::hashCompositeKey(
+    const std::vector<TypedValue> &key) const {
+  DEBUG_ASSERT(!key.empty());
+  DEBUG_ASSERT(key.size() == key_types_.size());
+  std::size_t hash = key.front().getHash();
+  for (std::vector<TypedValue>::const_iterator key_it = key.begin() + 1;
+       key_it != key.end();
+       ++key_it) {
+    hash = CombineHashes(hash, key_it->getHash());
+  }
+  return hash;
+}
+
+inline bool PackedPayloadHashTable::getNextEntry(TypedValue *key,
+                                                 const std::uint8_t **value,
+                                                 std::size_t *entry_num) const 
{
+  if (*entry_num < header_->buckets_allocated.load(std::memory_order_relaxed)) 
{
+    const char *bucket =
+        static_cast<const char *>(buckets_) + (*entry_num) * bucket_size_;
+    *key = key_manager_.getKeyComponentTyped(bucket, 0);
+    *value = reinterpret_cast<const std::uint8_t *>(bucket + kValueOffset);
+    ++(*entry_num);
+    return true;
+  } else {
+    return false;
+  }
+}
+
+
+inline bool PackedPayloadHashTable::getNextEntryCompositeKey(
+    std::vector<TypedValue> *key,
+    const std::uint8_t **value,
+    std::size_t *entry_num) const {
+  if (*entry_num < header_->buckets_allocated.load(std::memory_order_relaxed)) 
{
+    const char *bucket =
+        static_cast<const char *>(buckets_) + (*entry_num) * bucket_size_;
+    for (std::vector<const Type *>::size_type key_idx = 0;
+         key_idx < this->key_types_.size();
+         ++key_idx) {
+      key->emplace_back(key_manager_.getKeyComponentTyped(bucket, key_idx));
+    }
+    *value = reinterpret_cast<const std::uint8_t *>(bucket + kValueOffset);
+    ++(*entry_num);
+    return true;
+  } else {
+    return false;
+  }
+}
+
+
+inline bool PackedPayloadHashTable::locateBucketForInsertion(
+    const std::size_t hash_code,
+    const std::size_t variable_key_allocation_required,
+    void **bucket,
+    std::atomic<std::size_t> **pending_chain_ptr,
+    std::size_t *pending_chain_ptr_finish_value) {
+  if (*bucket == nullptr) {
+    *pending_chain_ptr = &(slots_[hash_code % header_->num_slots]);
+  } else {
+    *pending_chain_ptr = static_cast<std::atomic<std::size_t> *>(*bucket);
+  }
+  for (;;) {
+    std::size_t existing_chain_ptr = 0;
+    if ((*pending_chain_ptr)
+            ->compare_exchange_strong(existing_chain_ptr,
+                                      std::numeric_limits<std::size_t>::max(),
+                                      std::memory_order_acq_rel)) {
+      // Got to the end of the chain. Allocate a new bucket.
+
+      // First, allocate variable-length key storage, if needed (i.e. if this
+      // is an upsert and we didn't allocate up-front).
+      if (!key_manager_.allocateVariableLengthKeyStorage(
+              variable_key_allocation_required)) {
+        // Ran out of variable-length storage.
+        (*pending_chain_ptr)->store(0, std::memory_order_release);
+        *bucket = nullptr;
+        return false;
+      }
+
+      const std::size_t allocated_bucket_num =
+          header_->buckets_allocated.fetch_add(1, std::memory_order_relaxed);
+      if (allocated_bucket_num >= header_->num_buckets) {
+        // Ran out of buckets.
+        header_->buckets_allocated.fetch_sub(1, std::memory_order_relaxed);
+        (*pending_chain_ptr)->store(0, std::memory_order_release);
+        *bucket = nullptr;
+        return false;
+      } else {
+        *bucket =
+            static_cast<char *>(buckets_) + allocated_bucket_num * 
bucket_size_;
+        *pending_chain_ptr_finish_value = allocated_bucket_num + 1;
+        return true;
+      }
+    }
+    // Spin until the real "next" pointer is available.
+    while (existing_chain_ptr == std::numeric_limits<std::size_t>::max()) {
+      existing_chain_ptr =
+          (*pending_chain_ptr)->load(std::memory_order_acquire);
+    }
+    if (existing_chain_ptr == 0) {
+      // Other thread had to roll back, so try again.
+      continue;
+    }
+    // Chase the next pointer.
+    *bucket =
+        static_cast<char *>(buckets_) + (existing_chain_ptr - 1) * 
bucket_size_;
+    *pending_chain_ptr = static_cast<std::atomic<std::size_t> *>(*bucket);
+    const std::size_t hash_in_bucket = *reinterpret_cast<const std::size_t *>(
+        static_cast<const char *>(*bucket) +
+        sizeof(std::atomic<std::size_t>));
+    if (hash_in_bucket == hash_code) {
+      return false;
+    }
+  }
+}
+
+inline const std::uint8_t* PackedPayloadHashTable::getSingleCompositeKey(
+    const std::vector<TypedValue> &key) const {
+  DEBUG_ASSERT(this->key_types_.size() == key.size());
+
+  const std::size_t hash_code = this->hashCompositeKey(key);
+  std::size_t bucket_ref =
+      slots_[hash_code % header_->num_slots].load(std::memory_order_relaxed);
+  while (bucket_ref != 0) {
+    DEBUG_ASSERT(bucket_ref != std::numeric_limits<std::size_t>::max());
+    const char *bucket =
+        static_cast<const char *>(buckets_) + (bucket_ref - 1) * bucket_size_;
+    const std::size_t bucket_hash = *reinterpret_cast<const std::size_t *>(
+        bucket + sizeof(std::atomic<std::size_t>));
+    if ((bucket_hash == hash_code) &&
+        key_manager_.compositeKeyCollisionCheck(key, bucket)) {
+      // Match located.
+      return reinterpret_cast<const std::uint8_t *>(bucket + kValueOffset);
+    }
+    bucket_ref =
+        reinterpret_cast<const std::atomic<std::size_t> *>(bucket)->load(
+            std::memory_order_relaxed);
+  }
+
+  // Reached the end of the chain and didn't find a match.
+  return nullptr;
+}
+
+inline const std::uint8_t* PackedPayloadHashTable::getSingleCompositeKey(
+    const std::vector<TypedValue> &key,
+    const int index) const {
+  DEBUG_ASSERT(this->key_types_.size() == key.size());
+
+  const std::size_t hash_code = this->hashCompositeKey(key);
+  std::size_t bucket_ref =
+      slots_[hash_code % header_->num_slots].load(std::memory_order_relaxed);
+  while (bucket_ref != 0) {
+    DEBUG_ASSERT(bucket_ref != std::numeric_limits<std::size_t>::max());
+    const char *bucket =
+        static_cast<const char *>(buckets_) + (bucket_ref - 1) * bucket_size_;
+    const std::size_t bucket_hash = *reinterpret_cast<const std::size_t *>(
+        bucket + sizeof(std::atomic<std::size_t>));
+    if ((bucket_hash == hash_code) &&
+        key_manager_.compositeKeyCollisionCheck(key, bucket)) {
+      // Match located.
+      return reinterpret_cast<const std::uint8_t *>(bucket + kValueOffset) +
+             this->payload_offsets_[index];
+    }
+    bucket_ref =
+        reinterpret_cast<const std::atomic<std::size_t> *>(bucket)->load(
+            std::memory_order_relaxed);
+  }
+
+  // Reached the end of the chain and didn't find a match.
+  return nullptr;
+}
+
+inline bool PackedPayloadHashTable::upsertCompositeKey(
+    const std::vector<TypedValue> &key,
+    const std::uint8_t *source_state) {
+  const std::size_t variable_size =
+      calculateVariableLengthCompositeKeyCopySize(key);
+  for (;;) {
+    {
+      SpinSharedMutexSharedLock<true> resize_lock(resize_shared_mutex_);
+      std::uint8_t *value =
+          upsertCompositeKeyInternal(key, variable_size);
+      if (value != nullptr) {
+        SpinMutexLock lock(*(reinterpret_cast<SpinMutex *>(value)));
+        for (unsigned int k = 0; k < num_handles_; ++k) {
+          handles_[k]->mergeStates(source_state + payload_offsets_[k],
+                                   value + payload_offsets_[k]);
+        }
+        return true;
+      }
+    }
+    resize(0, variable_size);
+  }
+}
+
+template <typename FunctorT>
+inline bool PackedPayloadHashTable::upsertCompositeKey(
+    const std::vector<TypedValue> &key,
+    FunctorT *functor,
+    int index) {
+  const std::size_t variable_size =
+      calculateVariableLengthCompositeKeyCopySize(key);
+  for (;;) {
+    {
+      SpinSharedMutexSharedLock<true> resize_lock(resize_shared_mutex_);
+      std::uint8_t *value =
+          upsertCompositeKeyInternal(key, variable_size);
+      if (value != nullptr) {
+        (*functor)(value + payload_offsets_[index]);
+        return true;
+      }
+    }
+    resize(0, variable_size);
+  }
+}
+
+
+inline std::uint8_t* PackedPayloadHashTable::upsertCompositeKeyInternal(
+    const std::vector<TypedValue> &key,
+    const std::size_t variable_key_size) {
+  if (variable_key_size > 0) {
+    // Don't allocate yet, since the key may already be present. However, we
+    // do check if either the allocated variable storage space OR the free
+    // space is big enough to hold the key (at least one must be true: either
+    // the key is already present and allocated, or we need to be able to
+    // allocate enough space for it).
+    std::size_t allocated_bytes = 
header_->variable_length_bytes_allocated.load(
+        std::memory_order_relaxed);
+    if ((allocated_bytes < variable_key_size) &&
+        (allocated_bytes + variable_key_size >
+         key_manager_.getVariableLengthKeyStorageSize())) {
+      return nullptr;
+    }
+  }
+
+  const std::size_t hash_code = this->hashCompositeKey(key);
+  void *bucket = nullptr;
+  std::atomic<std::size_t> *pending_chain_ptr;
+  std::size_t pending_chain_ptr_finish_value;
+  for (;;) {
+    if (locateBucketForInsertion(hash_code,
+                                 variable_key_size,
+                                 &bucket,
+                                 &pending_chain_ptr,
+                                 &pending_chain_ptr_finish_value)) {
+      // Found an empty bucket.
+      break;
+    } else if (bucket == nullptr) {
+      // Ran out of buckets or variable-key space.
+      return nullptr;
+    } else if (key_manager_.compositeKeyCollisionCheck(key, bucket)) {
+      // Found an already-existing entry for this key.
+      return reinterpret_cast<std::uint8_t *>(static_cast<char *>(bucket) +
+                                              kValueOffset);
+    }
+  }
+
+  // We are now writing to an empty bucket.
+  // Write the key and hash.
+  writeCompositeKeyToBucket(key, hash_code, bucket);
+
+  std::uint8_t *value = static_cast<unsigned char *>(bucket) + kValueOffset;
+  std::memcpy(value, init_payload_, this->total_payload_size_);
+
+  // Update the previous chaing pointer to point to the new bucket.
+  pending_chain_ptr->store(pending_chain_ptr_finish_value,
+                           std::memory_order_release);
+
+  // Return the value.
+  return value;
+}
+
+template <bool use_two_accessors>
+inline bool PackedPayloadHashTable::upsertValueAccessorCompositeKeyInternal(
+    const std::vector<std::vector<MultiSourceAttributeId>> &argument_ids,
+    const std::vector<MultiSourceAttributeId> &key_ids,
+    ValueAccessor *base_accessor,
+    ColumnVectorsValueAccessor *derived_accessor) {
+  std::size_t variable_size;
+  std::vector<TypedValue> key_vector;
+  key_vector.resize(key_ids.size());
+
+  return InvokeOnAnyValueAccessor(
+      base_accessor,
+      [&](auto *accessor) -> bool {  // NOLINT(build/c++11)
+    bool continuing = true;
+    while (continuing) {
+      {
+        continuing = false;
+        SpinSharedMutexSharedLock<true> lock(resize_shared_mutex_);
+        while (accessor->next()) {
+          if (use_two_accessors) {
+            derived_accessor->next();
+          }
+          if (this->GetCompositeKeyFromValueAccessor<use_two_accessors, true>(
+                  key_ids,
+                  accessor,
+                  derived_accessor,
+                  &key_vector)) {
+            continue;
+          }
+          variable_size = 
this->calculateVariableLengthCompositeKeyCopySize(key_vector);
+          std::uint8_t *value = this->upsertCompositeKeyInternal(
+              key_vector, variable_size);
+          if (value == nullptr) {
+            continuing = true;
+            break;
+          } else {
+            SpinMutexLock lock(*(reinterpret_cast<SpinMutex *>(value)));
+            for (unsigned int k = 0; k < num_handles_; ++k) {
+              const auto &ids = argument_ids[k];
+              if (ids.empty()) {
+                handles_[k]->updateStateNullary(value + payload_offsets_[k]);
+              } else {
+                const MultiSourceAttributeId &arg_id = ids.front();
+                if (use_two_accessors && arg_id.source == 
ValueAccessorSource::kDerived) {
+                  DCHECK_NE(arg_id.attr_id, kInvalidAttributeID);
+                  
handles_[k]->updateStateUnary(derived_accessor->getTypedValue(arg_id.attr_id),
+                                                value + payload_offsets_[k]);
+                } else {
+                  
handles_[k]->updateStateUnary(accessor->getTypedValue(arg_id.attr_id),
+                                                value + payload_offsets_[k]);
+                }
+              }
+            }
+          }
+        }
+      }
+      if (continuing) {
+        this->resize(0, variable_size);
+        accessor->previous();
+        if (use_two_accessors) {
+          derived_accessor->previous();
+        }
+      }
+    }
+    return true;
+  });
+}
+
+inline void PackedPayloadHashTable::writeScalarKeyToBucket(
+    const TypedValue &key,
+    const std::size_t hash_code,
+    void *bucket) {
+  *reinterpret_cast<std::size_t *>(static_cast<char *>(bucket) +
+                                   sizeof(std::atomic<std::size_t>)) =
+      hash_code;
+  key_manager_.writeKeyComponentToBucket(key, 0, bucket, nullptr);
+}
+
+inline void PackedPayloadHashTable::writeCompositeKeyToBucket(
+    const std::vector<TypedValue> &key,
+    const std::size_t hash_code,
+    void *bucket) {
+  DEBUG_ASSERT(key.size() == this->key_types_.size());
+  *reinterpret_cast<std::size_t *>(static_cast<char *>(bucket) +
+                                   sizeof(std::atomic<std::size_t>)) =
+      hash_code;
+  for (std::size_t idx = 0; idx < this->key_types_.size(); ++idx) {
+    key_manager_.writeKeyComponentToBucket(key[idx], idx, bucket, nullptr);
+  }
+}
+
+inline bool PackedPayloadHashTable::isFull(
+    const std::size_t extra_variable_storage) const {
+  if (header_->buckets_allocated.load(std::memory_order_relaxed) >=
+      header_->num_buckets) {
+    // All buckets are allocated.
+    return true;
+  }
+
+  if (extra_variable_storage > 0) {
+    if (extra_variable_storage +
+            header_->variable_length_bytes_allocated.load(
+                std::memory_order_relaxed) >
+        key_manager_.getVariableLengthKeyStorageSize()) {
+      // Not enough variable-length key storage space.
+      return true;
+    }
+  }
+
+  return false;
+}
+
+template <typename FunctorT>
+inline std::size_t PackedPayloadHashTable::forEach(FunctorT *functor) const {
+  std::size_t entries_visited = 0;
+  std::size_t entry_num = 0;
+  TypedValue key;
+  const std::uint8_t *value_ptr;
+  while (getNextEntry(&key, &value_ptr, &entry_num)) {
+    ++entries_visited;
+    (*functor)(key, value_ptr);
+  }
+  return entries_visited;
+}
+
+template <typename FunctorT>
+inline std::size_t PackedPayloadHashTable::forEach(
+    FunctorT *functor, const int index) const {
+  std::size_t entries_visited = 0;
+  std::size_t entry_num = 0;
+  TypedValue key;
+  const std::uint8_t *value_ptr;
+  while (getNextEntry(&key, &value_ptr, &entry_num)) {
+    ++entries_visited;
+    (*functor)(key, value_ptr + payload_offsets_[index]);
+    key.clear();
+  }
+  return entries_visited;
+}
+
+template <typename FunctorT>
+inline std::size_t PackedPayloadHashTable::forEachCompositeKey(
+    FunctorT *functor) const {
+  std::size_t entries_visited = 0;
+  std::size_t entry_num = 0;
+  std::vector<TypedValue> key;
+  const std::uint8_t *value_ptr;
+  while (getNextEntryCompositeKey(&key, &value_ptr, &entry_num)) {
+    ++entries_visited;
+    (*functor)(key, value_ptr);
+    key.clear();
+  }
+  return entries_visited;
+}
+
+template <typename FunctorT>
+inline std::size_t PackedPayloadHashTable::forEachCompositeKey(
+    FunctorT *functor,
+    const std::size_t index) const {
+  std::size_t entries_visited = 0;
+  std::size_t entry_num = 0;
+  std::vector<TypedValue> key;
+  const std::uint8_t *value_ptr;
+  while (getNextEntryCompositeKey(&key, &value_ptr, &entry_num)) {
+    ++entries_visited;
+    (*functor)(key, value_ptr + payload_offsets_[index]);
+    key.clear();
+  }
+  return entries_visited;
+}
+
+}  // namespace quickstep
+
+#endif  // QUICKSTEP_STORAGE_PACKED_PAYLOAD_HASH_TABLE_HPP_

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