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cuckoo_kicker.h
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cuckoo_kicker.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_kicker.h
// -----------------------------------------------------------------------------
#ifndef CUCKOO_INDEX_CUCKOO_KICKER_H_
#define CUCKOO_INDEX_CUCKOO_KICKER_H_
#include "absl/container/flat_hash_map.h"
#include "absl/random/random.h"
#include "cuckoo_utils.h"
namespace ci {
// Used to skew the kicking procedure towards items that reside in their
// secondary bucket (by using a value greater than 1.0). Note that skewed
// kicking affects build performance and may lead to build failures. Below
// constants were obtained empirically using a random test set of 1M items.
constexpr double kKickSkewFactor1SlotsPerBucket = 1.1;
constexpr double kKickSkewFactor2SlotsPerBucket = 16.0;
constexpr double kKickSkewFactor4SlotsPerBucket = 128.0;
constexpr double kKickSkewFactor8SlotsPerBucket = 1024.0;
static const absl::flat_hash_map<size_t, double> GetSkewFactorMap() {
return absl::flat_hash_map<size_t, double>{
{1, kKickSkewFactor1SlotsPerBucket},
{2, kKickSkewFactor2SlotsPerBucket},
{4, kKickSkewFactor4SlotsPerBucket},
{8, kKickSkewFactor8SlotsPerBucket}};
}
// Distributes values to `buckets` using the kicking algorithm.
class CuckooKicker {
public:
static constexpr size_t kDefaultMaxKicks = 50000;
// Setting `skew_kicking` may lead to a smaller index (since items in
// secondary buckets may affect the minimum fingerprint lengths of the
// corresponding primary buckets). Another positive effect is that positive
// lookups are more likely to find a match in their primary bucket. On the
// contrary, users should be aware that this increases build time and may lead
// to build failures.
CuckooKicker(size_t slots_per_bucket, absl::Span<Bucket> buckets,
bool skew_kicking = false, size_t max_kicks = kDefaultMaxKicks)
: gen_(absl::SeedSeq({42})),
slots_per_bucket_(slots_per_bucket),
buckets_(buckets),
skew_kicking_(skew_kicking),
kick_skew_factor_(GetSkewFactorMap().at(slots_per_bucket)),
max_kicks_(max_kicks),
max_kicks_observed_(0),
successful_inserts_(0) {}
// Returns false if `values` couldn't be distributed to `buckets` with
// kicking.
bool InsertValues(absl::Span<const CuckooValue> values) {
for (const CuckooValue& value : values) {
if (!InsertValueWithKicking(value)) return false;
++successful_inserts_;
}
return true;
}
void PrintStats() {
std::cout << "slots per bucket: " << slots_per_bucket_ << std::endl;
std::cout << "max kicks observed: " << max_kicks_observed_ << std::endl;
std::cout << "successful inserts: " << successful_inserts_ << std::endl;
std::cout << "load factor: "
<< static_cast<double>(successful_inserts_) /
(buckets_.size() * slots_per_bucket_)
<< std::endl;
}
private:
// Returns a "random" bool with the probability of drawing true being
// `true_probability`. By default, performs an unbiased toin coss.
bool GetRandomBool(const double true_probability = 0.5) {
return absl::Bernoulli(gen_, true_probability);
}
// Returns a uniformly chosen victim index between 0 and `size` (exclusive).
size_t GetRandomVictimIndex(const size_t size) {
return absl::Uniform(gen_, 0u, size);
}
// Returns a uniformly chosen victim index between 0 and `slots_per_bucket_`
// (exclusive).
size_t GetRandomVictimIndex() {
return GetRandomVictimIndex(slots_per_bucket_);
}
// Returns the number of items in bucket `bucket_idx` for which this bucket is
// their secondary bucket.
size_t GetNumSecondaryItems(const size_t bucket_idx) const;
// Finds `victim_idx` in the set of primary or secondary items (depending on
// whether `kick_secondary` is set) in both buckets (`primary_bucket_idx` and
// `secondary_bucket_idx`) and sets the output params `victim_bucket_idx` &
// `idx_within_victim_bucket` accordingly.
void FindVictim(const size_t victim_idx, const size_t primary_bucket_idx,
const size_t secondary_bucket_idx, const bool kick_secondary,
size_t* victim_bucket_idx,
size_t* idx_within_victim_bucket) const;
// Swaps `value` with value at `bucket->slots_[victim_idx]` and returns the
// victim.
CuckooValue SwapWithValue(Bucket* bucket, const size_t victim_idx,
const CuckooValue& value);
// Swaps `value` with a random value inside its primary or secondary bucket.
// May only be used when both buckets are full (i.e. all `slots_per_bucket_`
// slots are occupied).
CuckooValue SwapWithRandomValue(const CuckooValue& value,
size_t* victim_bucket_idx);
// Performs a single "kick". Returns true if the kicked value could be
// inserted into its alternative bucket. Sets `*value` to the victim value.
bool InsertValueWithKick(CuckooValue* value);
// Tries to insert `value` into `buckets_`. Does not check for duplicates
// (i.e., would insert duplicate fingerprints in the unlikely event of a
// 64-bit hash collision). Duplicates either need to be removed prior to
// calling this method or when determining minimal per-bucket fingerprint
// lengths. Returns false if insertion failed (i.e., we exceeded
// `kNumMaxKicks` kicks).
bool InsertValueWithKicking(const CuckooValue& value);
absl::BitGen gen_;
const size_t slots_per_bucket_;
absl::Span<Bucket> buckets_;
// Used to skew kicking towards items that reside in their secondary bucket.
const bool skew_kicking_;
// A factor that defines how much more likely it is for a value that resides
// in its secondary bucket to be kicked (compared to a value that resides in
// its primary bucket). Only used if `skew_kicking_` is set.
const double kick_skew_factor_;
// Maximum number of kicks allowed before an insertion fails.
const size_t max_kicks_;
// ** Statistics.
// Maximum number of kicks observed.
size_t max_kicks_observed_;
// Number of successfully inserted items.
size_t successful_inserts_;
};
} // namespace ci
#endif // CUCKOO_INDEX_CUCKOO_KICKER_H_