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cuckoo_index.h
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// Copyright 2020 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://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.
//
// -----------------------------------------------------------------------------
// File: cuckoo_index.h
// -----------------------------------------------------------------------------
#ifndef CUCKOO_INDEX_CUCKOO_INDEX_H_
#define CUCKOO_INDEX_CUCKOO_INDEX_H_
#include "absl/container/flat_hash_map.h"
#include "cuckoo_utils.h"
#include "fingerprint_store.h"
#include "index_structure.h"
namespace ci {
class CuckooIndex : public IndexStructure {
public:
bool StripeContains(size_t stripe_id, int value) const override;
std::string name() const override { return name_; }
// Returns the in-memory size of the index structure.
size_t byte_size() const override { return byte_size_; }
// Returns the in-memory size of the compressed index structure.
size_t compressed_byte_size() const override { return compressed_byte_size_; }
size_t active_slots() const {
size_t active_slots = 0;
for (size_t i = 0; i < fingerprint_store_->num_slots(); ++i) {
if (fingerprint_store_->GetFingerprint(i).active) ++active_slots;
}
return active_slots;
}
private:
friend class CuckooIndexFactory;
CuckooIndex(std::string name, size_t slots_per_bucket,
std::unique_ptr<FingerprintStore> fingerprint_store,
Bitmap64Ptr use_prefix_bits_bitmap,
std::vector<Bitmap64Ptr> slot_bitmaps, size_t byte_size,
size_t compressed_byte_size)
: name_(name),
num_buckets_(fingerprint_store->num_slots() / slots_per_bucket),
slots_per_bucket_(slots_per_bucket),
fingerprint_store_(std::move(fingerprint_store)),
use_prefix_bits_bitmap_(std::move(use_prefix_bits_bitmap)),
slot_bitmaps_(std::move(slot_bitmaps)),
byte_size_(byte_size),
compressed_byte_size_(compressed_byte_size) {
assert(fingerprint_store_->num_slots() % slots_per_bucket_ == 0);
}
// Returns true if the given bucket contains the fingerprint (taking only
// the relevant bits into account). In case it does, `slot` is set to the
// slot which contains it (one of the `slots_per_bucket_` possible ones).
bool BucketContains(size_t bucket, uint64_t fingerprint, size_t* slot) const;
const std::string name_;
const size_t num_buckets_;
const size_t slots_per_bucket_;
const std::unique_ptr<FingerprintStore> fingerprint_store_;
// Indicates for every bucket whether prefix or suffix bits of hash
// fingerprints were used.
const Bitmap64Ptr use_prefix_bits_bitmap_;
// For each *active* slot its Bitmap, nullptr otherwise.
const std::vector<Bitmap64Ptr> slot_bitmaps_;
// The sizes of the encoded data-structures.
// TODO: after fine-tuning the encodings, actually store the encoded
// data-structures and add methods which serialize / deserialize for testing
// purposes. As follow-up also do the lookups based on these data-structures
// instead of the expanded Fingerprints and Bitmaps above.
const size_t byte_size_;
const size_t compressed_byte_size_;
};
// How the distribution of values to their primary / secondary bucket is chosen:
// "Classically" by kicking out existing values (KICKING), using a biased coin
// toss during the kicking procedure to increase the ratio of primary-bucket
// placements (SKEWED_KICKING), or by finding an optimal solution via a
// weighted-matching algorithm (MATCHING).
enum class CuckooAlgorithm { KICKING, SKEWED_KICKING, MATCHING };
class CuckooIndexFactory : public IndexStructureFactory {
public:
explicit CuckooIndexFactory(CuckooAlgorithm cuckoo_alg,
double max_load_factor, double scan_rate,
size_t slots_per_bucket,
bool prefix_bits_optimization)
: cuckoo_alg_(cuckoo_alg),
max_load_factor_(max_load_factor),
scan_rate_(scan_rate),
slots_per_bucket_(slots_per_bucket),
prefix_bits_optimization_(prefix_bits_optimization) {}
std::unique_ptr<IndexStructure> Create(
const Column& column, size_t num_rows_per_stripe) const override;
private:
const CuckooAlgorithm cuckoo_alg_;
const double max_load_factor_;
const double scan_rate_;
const size_t slots_per_bucket_;
// If set, dynamically uses either prefix or suffix bits of hash fingerprints
// on a bucket basis (depending on which of the two requires fewer bits to
// make fingerprints collision free).
const bool prefix_bits_optimization_;
};
} // namespace ci
#endif // CUCKOO_INDEX_CUCKOO_INDEX_H_