erigon-pulse/recsplit/recsplit.go

/*
   Copyright 2021 Erigon contributors

   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

       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.
*/

package recsplit

import (
	"bufio"
	"crypto/rand"
	"encoding/binary"
	"fmt"
	"io"
	"math"
	"math/bits"
	"os"
	"path/filepath"

	"github.com/c2h5oh/datasize"
	"github.com/ledgerwatch/erigon-lib/etl"
	"github.com/ledgerwatch/erigon-lib/recsplit/eliasfano16"
	"github.com/ledgerwatch/erigon-lib/recsplit/eliasfano32"
	"github.com/ledgerwatch/log/v3"
	"github.com/spaolacci/murmur3"
)

var ASSERT = false

var ErrCollision = fmt.Errorf("duplicate key")

const RecSplitLogPrefix = "recsplit"

const MaxLeafSize = 24

/** David Stafford's (http://zimbry.blogspot.com/2011/09/better-bit-mixing-improving-on.html)
 * 13th variant of the 64-bit finalizer function in Austin Appleby's
 * MurmurHash3 (https://github.com/aappleby/smhasher).
 *
 * @param z a 64-bit integer.
 * @return a 64-bit integer obtained by mixing the bits of `z`.
 */

func remix(z uint64) uint64 {
	z = (z ^ (z >> 30)) * 0xbf58476d1ce4e5b9
	z = (z ^ (z >> 27)) * 0x94d049bb133111eb
	return z ^ (z >> 31)
}

// RecSplit is the implementation of Recursive Split algorithm for constructing perfect hash mapping, described in
// https://arxiv.org/pdf/1910.06416.pdf Emmanuel Esposito, Thomas Mueller Graf, and Sebastiano Vigna.
// Recsplit: Minimal perfect hashing via recursive splitting. In 2020 Proceedings of the Symposium on Algorithm Engineering and Experiments (ALENEX),
// pages 175−185. SIAM, 2020.
type RecSplit struct {
	hasher            murmur3.Hash128 // Salted hash function to use for splitting into initial buckets and mapping to 64-bit fingerprints
	offsetCollector   *etl.Collector  // Collector that sorts by offsets
	indexW            *bufio.Writer
	indexF            *os.File
	offsetEf          *eliasfano32.EliasFano // Elias Fano instance for encoding the offsets
	bucketCollector   *etl.Collector         // Collector that sorts by buckets
	indexFileName     string
	indexFile         string
	tmpDir            string
	gr                GolombRice // Helper object to encode the tree of hash function salts using Golomb-Rice code.
	bucketPosAcc      []uint64   // Accumulator for position of every bucket in the encoding of the hash function
	startSeed         []uint64
	count             []uint16
	currentBucket     []uint64 // 64-bit fingerprints of keys in the current bucket accumulated before the recsplit is performed for that bucket
	currentBucketOffs []uint64 // Index offsets for the current bucket
	offsetBuffer      []uint64
	buffer            []uint64
	golombRice        []uint32
	bucketSizeAcc     []uint64 // Bucket size accumulator
	// Helper object to encode the sequence of cumulative number of keys in the buckets
	// and the sequence of of cumulative bit offsets of buckets in the Golomb-Rice code.
	ef                 eliasfano16.DoubleEliasFano
	lvl                log.Lvl
	bytesPerRec        int
	minDelta           uint64 // minDelta for Elias Fano encoding of "enum -> offset" index
	prevOffset         uint64 // Previously added offset (for calculating minDelta for Elias Fano encoding of "enum -> offset" index)
	bucketSize         int
	keyExpectedCount   uint64 // Number of keys in the hash table
	keysAdded          uint64 // Number of keys actually added to the recSplit (to check the match with keyExpectedCount)
	maxOffset          uint64 // Maximum value of index offset to later decide how many bytes to use for the encoding
	currentBucketIdx   uint64 // Current bucket being accumulated
	baseDataID         uint64 // Minimal app-specific ID of entries of this index - helps app understand what data stored in given shard - persistent field
	bucketCount        uint64 // Number of buckets
	etlBufLimit        datasize.ByteSize
	salt               uint32 // Murmur3 hash used for converting keys to 64-bit values and assigning to buckets
	leafSize           uint16 // Leaf size for recursive split algorithm
	secondaryAggrBound uint16 // The lower bound for secondary key aggregation (computed from leadSize)
	primaryAggrBound   uint16 // The lower bound for primary key aggregation (computed from leafSize)
	bucketKeyBuf       [16]byte
	numBuf             [8]byte
	collision          bool
	enums              bool // Whether to build two level index with perfect hash table pointing to enumeration and enumeration pointing to offsets
	built              bool // Flag indicating that the hash function has been built and no more keys can be added
	trace              bool
}

type RecSplitArgs struct {
	IndexFile   string // File name where the index and the minimal perfect hash function will be written to
	TmpDir      string
	StartSeed   []uint64 // For each level of recursive split, the hash seed (salt) used for that level - need to be generated randomly and be large enough to accomodate all the levels
	KeyCount    int
	BucketSize  int
	BaseDataID  uint64
	EtlBufLimit datasize.ByteSize
	Salt        uint32 // Hash seed (salt) for the hash function used for allocating the initial buckets - need to be generated randomly
	LeafSize    uint16
	Enums       bool // Whether two level index needs to be built, where perfect hash map points to an enumeration, and enumeration points to offsets
}

// NewRecSplit creates a new RecSplit instance with given number of keys and given bucket size
// Typical bucket size is 100 - 2000, larger bucket sizes result in smaller representations of hash functions, at a cost of slower access
// salt parameters is used to randomise the hash function construction, to ensure that different Erigon instances (nodes)
// are likely to use different hash function, to collision attacks are unlikely to slow down any meaningful number of nodes at the same time
func NewRecSplit(args RecSplitArgs) (*RecSplit, error) {
	bucketCount := (args.KeyCount + args.BucketSize - 1) / args.BucketSize
	rs := &RecSplit{bucketSize: args.BucketSize, keyExpectedCount: uint64(args.KeyCount), bucketCount: uint64(bucketCount), lvl: log.LvlDebug}
	if len(args.StartSeed) == 0 {
		args.StartSeed = []uint64{0x106393c187cae21a, 0x6453cec3f7376937, 0x643e521ddbd2be98, 0x3740c6412f6572cb, 0x717d47562f1ce470, 0x4cd6eb4c63befb7c, 0x9bfd8c5e18c8da73,
			0x082f20e10092a9a3, 0x2ada2ce68d21defc, 0xe33cb4f3e7c6466b, 0x3980be458c509c59, 0xc466fd9584828e8c, 0x45f0aabe1a61ede6, 0xf6e7b8b33ad9b98d,
			0x4ef95e25f4b4983d, 0x81175195173b92d3, 0x4e50927d8dd15978, 0x1ea2099d1fafae7f, 0x425c8a06fbaaa815, 0xcd4216006c74052a}
	}
	rs.salt = args.Salt
	if rs.salt == 0 {
		seedBytes := make([]byte, 4)
		if _, err := rand.Read(seedBytes); err != nil {
			return nil, err
		}
		rs.salt = binary.BigEndian.Uint32(seedBytes)
	}
	rs.hasher = murmur3.New128WithSeed(rs.salt)
	rs.tmpDir = args.TmpDir
	rs.indexFile = args.IndexFile
	_, fname := filepath.Split(rs.indexFile)
	rs.indexFileName = fname
	rs.baseDataID = args.BaseDataID
	rs.etlBufLimit = args.EtlBufLimit
	if rs.etlBufLimit == 0 {
		rs.etlBufLimit = etl.BufferOptimalSize
	}
	rs.bucketCollector = etl.NewCollector(RecSplitLogPrefix+" "+fname, rs.tmpDir, etl.NewSortableBuffer(rs.etlBufLimit))
	rs.bucketCollector.LogLvl(log.LvlDebug)
	rs.enums = args.Enums
	if args.Enums {
		rs.offsetCollector = etl.NewCollector(RecSplitLogPrefix+" "+fname, rs.tmpDir, etl.NewSortableBuffer(rs.etlBufLimit))
		rs.offsetCollector.LogLvl(log.LvlDebug)
	}
	rs.currentBucket = make([]uint64, 0, args.BucketSize)
	rs.currentBucketOffs = make([]uint64, 0, args.BucketSize)
	rs.maxOffset = 0
	rs.bucketSizeAcc = make([]uint64, 1, bucketCount+1)
	rs.bucketPosAcc = make([]uint64, 1, bucketCount+1)
	if args.LeafSize > MaxLeafSize {
		return nil, fmt.Errorf("exceeded max leaf size %d: %d", MaxLeafSize, args.LeafSize)
	}
	rs.leafSize = args.LeafSize
	rs.primaryAggrBound = rs.leafSize * uint16(math.Max(2, math.Ceil(0.35*float64(rs.leafSize)+1./2.)))
	if rs.leafSize < 7 {
		rs.secondaryAggrBound = rs.primaryAggrBound * 2
	} else {
		rs.secondaryAggrBound = rs.primaryAggrBound * uint16(math.Ceil(0.21*float64(rs.leafSize)+9./10.))
	}
	rs.startSeed = args.StartSeed
	rs.count = make([]uint16, rs.secondaryAggrBound)
	return rs, nil
}

func (rs *RecSplit) Close() {
	if rs.indexF != nil {
		rs.indexF.Close()
	}
	if rs.bucketCollector != nil {
		rs.bucketCollector.Close()
	}
	if rs.offsetCollector != nil {
		rs.offsetCollector.Close()
	}
}

func (rs *RecSplit) LogLvl(lvl log.Lvl) { rs.lvl = lvl }

func (rs *RecSplit) SetTrace(trace bool) {
	rs.trace = trace
}

// remap converts the number x which is assumed to be uniformly distributed over the range [0..2^64) to the number that is uniformly
// distributed over the range [0..n)
func remap(x uint64, n uint64) uint64 {
	hi, _ := bits.Mul64(x, n)
	return hi
}

const mask48 uint64 = (1 << 48) - 1

// remap converts the number x which is assumed to be uniformly distributed over the range [0..2^64) to the number that is uniformly
// distributed over the range [0..n), under assumption that n is less than 2^16
func remap16(x uint64, n uint16) uint16 {
	return uint16(((x & mask48) * uint64(n)) >> 48)
}

// ResetNextSalt resets the RecSplit and uses the next salt value to try to avoid collisions
// when mapping keys to 64-bit values
func (rs *RecSplit) ResetNextSalt() {
	rs.built = false
	rs.collision = false
	rs.keysAdded = 0
	rs.salt++
	rs.hasher = murmur3.New128WithSeed(rs.salt)
	if rs.bucketCollector != nil {
		rs.bucketCollector.Close()
	}
	rs.bucketCollector = etl.NewCollector(RecSplitLogPrefix+" "+rs.indexFileName, rs.tmpDir, etl.NewSortableBuffer(rs.etlBufLimit))
	if rs.offsetCollector != nil {
		rs.offsetCollector.Close()
		rs.offsetCollector = etl.NewCollector(RecSplitLogPrefix+" "+rs.indexFileName, rs.tmpDir, etl.NewSortableBuffer(rs.etlBufLimit))
	}
	rs.currentBucket = rs.currentBucket[:0]
	rs.currentBucketOffs = rs.currentBucketOffs[:0]
	rs.maxOffset = 0
	rs.bucketSizeAcc = rs.bucketSizeAcc[:1] // First entry is always zero
	rs.bucketPosAcc = rs.bucketPosAcc[:1]   // First entry is always zero
}

func splitParams(m, leafSize, primaryAggrBound, secondaryAggrBound uint16) (fanout, unit uint16) {
	if m > secondaryAggrBound { // High-level aggregation (fanout 2)
		unit = secondaryAggrBound * (((m+1)/2 + secondaryAggrBound - 1) / secondaryAggrBound)
		fanout = 2
	} else if m > primaryAggrBound { // Second-level aggregation
		unit = primaryAggrBound
		fanout = (m + primaryAggrBound - 1) / primaryAggrBound
	} else { // First-level aggregation
		unit = leafSize
		fanout = (m + leafSize - 1) / leafSize
	}
	return
}

func computeGolombRice(m uint16, table []uint32, leafSize, primaryAggrBound, secondaryAggrBound uint16) {
	fanout, unit := splitParams(m, leafSize, primaryAggrBound, secondaryAggrBound)
	k := make([]uint16, fanout)
	k[fanout-1] = m
	for i := uint16(0); i < fanout-1; i++ {
		k[i] = unit
		k[fanout-1] -= k[i]
	}
	sqrtProd := float64(1)
	for i := uint16(0); i < fanout; i++ {
		sqrtProd *= math.Sqrt(float64(k[i]))
	}
	p := math.Sqrt(float64(m)) / (math.Pow(2*math.Pi, (float64(fanout)-1.)/2.0) * sqrtProd)
	golombRiceLength := uint32(math.Ceil(math.Log2(-math.Log((math.Sqrt(5)+1.0)/2.0) / math.Log1p(-p)))) // log2 Golomb modulus
	if golombRiceLength > 0x1F {
		panic("golombRiceLength > 0x1F")
	}
	table[m] = golombRiceLength << 27
	for i := uint16(0); i < fanout; i++ {
		golombRiceLength += table[k[i]] & 0xFFFF
	}
	if golombRiceLength > 0xFFFF {
		panic("golombRiceLength > 0xFFFF")
	}
	table[m] |= golombRiceLength // Sum of Golomb-Rice codeslengths in the subtree, stored in the lower 16 bits
	nodes := uint32(1)
	for i := uint16(0); i < fanout; i++ {
		nodes += (table[k[i]] >> 16) & 0x7FF
	}
	if leafSize >= 3 && nodes > 0x7FF {
		panic("rs.leafSize >= 3 && nodes > 0x7FF")
	}
	table[m] |= nodes << 16
}

// golombParam returns the optimal Golomb parameter to use for encoding
// salt for the part of the hash function separating m elements. It is based on
// calculations with assumptions that we draw hash functions at random
func (rs *RecSplit) golombParam(m uint16) int {
	s := uint16(len(rs.golombRice))
	for m >= s {
		rs.golombRice = append(rs.golombRice, 0)
		// For the case where bucket is larger than planned
		if s == 0 {
			rs.golombRice[0] = (bijMemo[0] << 27) | bijMemo[0]
		} else if s <= rs.leafSize {
			rs.golombRice[s] = (bijMemo[s] << 27) | (uint32(1) << 16) | bijMemo[s]
		} else {
			computeGolombRice(s, rs.golombRice, rs.leafSize, rs.primaryAggrBound, rs.secondaryAggrBound)
		}
		s++
	}
	return int(rs.golombRice[m] >> 27)
}

// Add key to the RecSplit. There can be many more keys than what fits in RAM, and RecSplit
// spills data onto disk to accomodate that. The key gets copied by the collector, therefore
// the slice underlying key is not getting accessed by RecSplit after this invocation.
func (rs *RecSplit) AddKey(key []byte, offset uint64) error {
	if rs.built {
		return fmt.Errorf("cannot add keys after perfect hash function had been built")
	}
	rs.hasher.Reset()
	rs.hasher.Write(key) //nolint:errcheck
	hi, lo := rs.hasher.Sum128()
	binary.BigEndian.PutUint64(rs.bucketKeyBuf[:], remap(hi, rs.bucketCount))
	binary.BigEndian.PutUint64(rs.bucketKeyBuf[8:], lo)
	binary.BigEndian.PutUint64(rs.numBuf[:], offset)
	if offset > rs.maxOffset {
		rs.maxOffset = offset
	}
	if rs.keysAdded > 0 {
		delta := offset - rs.prevOffset
		if rs.keysAdded == 1 || delta < rs.minDelta {
			rs.minDelta = delta
		}
	}

	if rs.enums {
		if err := rs.offsetCollector.Collect(rs.numBuf[:], nil); err != nil {
			return err
		}
		binary.BigEndian.PutUint64(rs.numBuf[:], rs.keysAdded)
		if err := rs.bucketCollector.Collect(rs.bucketKeyBuf[:], rs.numBuf[:]); err != nil {
			return err
		}
	} else {
		if err := rs.bucketCollector.Collect(rs.bucketKeyBuf[:], rs.numBuf[:]); err != nil {
			return err
		}
	}
	rs.keysAdded++
	rs.prevOffset = offset
	return nil
}

func (rs *RecSplit) recsplitCurrentBucket() error {
	// Extend rs.bucketSizeAcc to accomodate current bucket index + 1
	for len(rs.bucketSizeAcc) <= int(rs.currentBucketIdx)+1 {
		rs.bucketSizeAcc = append(rs.bucketSizeAcc, rs.bucketSizeAcc[len(rs.bucketSizeAcc)-1])
	}
	rs.bucketSizeAcc[int(rs.currentBucketIdx)+1] += uint64(len(rs.currentBucket))
	// Sets of size 0 and 1 are not further processed, just write them to index
	if len(rs.currentBucket) > 1 {
		for i, key := range rs.currentBucket[1:] {
			if key == rs.currentBucket[i] {
				rs.collision = true
				return fmt.Errorf("%w: %x", ErrCollision, key)
			}
		}
		bitPos := rs.gr.bitCount
		if rs.buffer == nil {
			rs.buffer = make([]uint64, len(rs.currentBucket))
			rs.offsetBuffer = make([]uint64, len(rs.currentBucketOffs))
		} else {
			for len(rs.buffer) < len(rs.currentBucket) {
				rs.buffer = append(rs.buffer, 0)
				rs.offsetBuffer = append(rs.offsetBuffer, 0)
			}
		}
		unary, err := rs.recsplit(0 /* level */, rs.currentBucket, rs.currentBucketOffs, nil /* unary */)
		if err != nil {
			return err
		}
		rs.gr.appendUnaryAll(unary)
		if rs.trace {
			fmt.Printf("recsplitBucket(%d, %d, bitsize = %d)\n", rs.currentBucketIdx, len(rs.currentBucket), rs.gr.bitCount-bitPos)
		}
	} else {
		for _, offset := range rs.currentBucketOffs {
			binary.BigEndian.PutUint64(rs.numBuf[:], offset)
			if _, err := rs.indexW.Write(rs.numBuf[8-rs.bytesPerRec:]); err != nil {
				return err
			}
		}
	}
	// Extend rs.bucketPosAcc to accomodate current bucket index + 1
	for len(rs.bucketPosAcc) <= int(rs.currentBucketIdx)+1 {
		rs.bucketPosAcc = append(rs.bucketPosAcc, rs.bucketPosAcc[len(rs.bucketPosAcc)-1])
	}
	rs.bucketPosAcc[int(rs.currentBucketIdx)+1] = uint64(rs.gr.Bits())
	// clear for the next buckey
	rs.currentBucket = rs.currentBucket[:0]
	rs.currentBucketOffs = rs.currentBucketOffs[:0]
	return nil
}

// recsplit applies recSplit algorithm to the given bucket
func (rs *RecSplit) recsplit(level int, bucket []uint64, offsets []uint64, unary []uint64) ([]uint64, error) {
	if rs.trace {
		fmt.Printf("recsplit(%d, %d, %x)\n", level, len(bucket), bucket)
	}
	// Pick initial salt for this level of recursive split
	salt := rs.startSeed[level]
	m := uint16(len(bucket))
	if m <= rs.leafSize {
		// No need to build aggregation levels - just find find bijection
		var mask uint32
		for {
			mask = 0
			var fail bool
			for i := uint16(0); !fail && i < m; i++ {
				bit := uint32(1) << remap16(remix(bucket[i]+salt), m)
				if mask&bit != 0 {
					fail = true
				} else {
					mask |= bit
				}
			}
			if !fail {
				break
			}
			salt++
		}
		for i := uint16(0); i < m; i++ {
			j := remap16(remix(bucket[i]+salt), m)
			rs.offsetBuffer[j] = offsets[i]
		}
		for _, offset := range rs.offsetBuffer[:m] {
			binary.BigEndian.PutUint64(rs.numBuf[:], offset)
			if _, err := rs.indexW.Write(rs.numBuf[8-rs.bytesPerRec:]); err != nil {
				return nil, err
			}
		}
		salt -= rs.startSeed[level]
		log2golomb := rs.golombParam(m)
		if rs.trace {
			fmt.Printf("encode bij %d with log2golomn %d at p = %d\n", salt, log2golomb, rs.gr.bitCount)
		}
		rs.gr.appendFixed(salt, log2golomb)
		unary = append(unary, salt>>log2golomb)
	} else {
		fanout, unit := splitParams(m, rs.leafSize, rs.primaryAggrBound, rs.secondaryAggrBound)
		count := rs.count
		for {
			for i := uint16(0); i < fanout-1; i++ {
				count[i] = 0
			}
			var fail bool
			for i := uint16(0); i < m; i++ {
				count[remap16(remix(bucket[i]+salt), m)/unit]++
			}
			for i := uint16(0); i < fanout-1; i++ {
				fail = fail || (count[i] != unit)
			}
			if !fail {
				break
			}
			salt++
		}
		for i, c := uint16(0), uint16(0); i < fanout; i++ {
			count[i] = c
			c += unit
		}
		for i := uint16(0); i < m; i++ {
			j := remap16(remix(bucket[i]+salt), m) / unit
			rs.buffer[count[j]] = bucket[i]
			rs.offsetBuffer[count[j]] = offsets[i]
			count[j]++
		}
		copy(bucket, rs.buffer)
		copy(offsets, rs.offsetBuffer)
		salt -= rs.startSeed[level]
		log2golomb := rs.golombParam(m)
		if rs.trace {
			fmt.Printf("encode fanout %d: %d with log2golomn %d at p = %d\n", fanout, salt, log2golomb, rs.gr.bitCount)
		}
		rs.gr.appendFixed(salt, log2golomb)
		unary = append(unary, salt>>log2golomb)
		var err error
		var i uint16
		for i = 0; i < m-unit; i += unit {
			if unary, err = rs.recsplit(level+1, bucket[i:i+unit], offsets[i:i+unit], unary); err != nil {
				return nil, err
			}
		}
		if m-i > 1 {
			if unary, err = rs.recsplit(level+1, bucket[i:], offsets[i:], unary); err != nil {
				return nil, err
			}
		} else if m-i == 1 {
			binary.BigEndian.PutUint64(rs.numBuf[:], offsets[i])
			if _, err := rs.indexW.Write(rs.numBuf[8-rs.bytesPerRec:]); err != nil {
				return nil, err
			}
		}
	}
	return unary, nil
}

// loadFuncBucket is required to satisfy the type etl.LoadFunc type, to use with collector.Load
func (rs *RecSplit) loadFuncBucket(k, v []byte, _ etl.CurrentTableReader, _ etl.LoadNextFunc) error {
	// k is the BigEndian encoding of the bucket number, and the v is the key that is assigned into that bucket
	bucketIdx := binary.BigEndian.Uint64(k)
	if rs.currentBucketIdx != bucketIdx {
		if rs.currentBucketIdx != math.MaxUint64 {
			if err := rs.recsplitCurrentBucket(); err != nil {
				return err
			}
		}
		rs.currentBucketIdx = bucketIdx
	}
	rs.currentBucket = append(rs.currentBucket, binary.BigEndian.Uint64(k[8:]))
	rs.currentBucketOffs = append(rs.currentBucketOffs, binary.BigEndian.Uint64(v))
	return nil
}

func (rs *RecSplit) loadFuncOffset(k, _ []byte, _ etl.CurrentTableReader, _ etl.LoadNextFunc) error {
	offset := binary.BigEndian.Uint64(k)
	rs.offsetEf.AddOffset(offset)
	return nil
}

// Build has to be called after all the keys have been added, and it initiates the process
// of building the perfect hash function and writing index into a file
func (rs *RecSplit) Build() error {
	tmpIdxFilePath := rs.indexFile + ".tmp"

	if rs.built {
		return fmt.Errorf("already built")
	}
	if rs.keysAdded != rs.keyExpectedCount {
		return fmt.Errorf("expected keys %d, got %d", rs.keyExpectedCount, rs.keysAdded)
	}
	var err error
	if rs.indexF, err = os.Create(tmpIdxFilePath); err != nil {
		return fmt.Errorf("create index file %s: %w", rs.indexFile, err)
	}
	defer rs.indexF.Sync()
	defer rs.indexF.Close()
	rs.indexW = bufio.NewWriterSize(rs.indexF, etl.BufIOSize)
	defer rs.indexW.Flush()
	// Write minimal app-specific dataID in this index file
	binary.BigEndian.PutUint64(rs.numBuf[:], rs.baseDataID)
	if _, err = rs.indexW.Write(rs.numBuf[:]); err != nil {
		return fmt.Errorf("write number of keys: %w", err)
	}

	// Write number of keys
	binary.BigEndian.PutUint64(rs.numBuf[:], rs.keysAdded)
	if _, err = rs.indexW.Write(rs.numBuf[:]); err != nil {
		return fmt.Errorf("write number of keys: %w", err)
	}
	// Write number of bytes per index record
	rs.bytesPerRec = (bits.Len64(rs.maxOffset) + 7) / 8
	if err = rs.indexW.WriteByte(byte(rs.bytesPerRec)); err != nil {
		return fmt.Errorf("write bytes per record: %w", err)
	}

	rs.currentBucketIdx = math.MaxUint64 // To make sure 0 bucket is detected
	defer rs.bucketCollector.Close()
	log.Log(rs.lvl, "[index] calculating", "file", rs.indexFileName)
	if err := rs.bucketCollector.Load(nil, "", rs.loadFuncBucket, etl.TransformArgs{}); err != nil {
		return err
	}
	if len(rs.currentBucket) > 0 {
		if err := rs.recsplitCurrentBucket(); err != nil {
			return err
		}
	}

	if ASSERT {
		rs.indexW.Flush()
		rs.indexF.Seek(0, 0)
		b, _ := io.ReadAll(rs.indexF)
		if len(b) != 9+int(rs.keysAdded)*rs.bytesPerRec {
			panic(fmt.Errorf("expected: %d, got: %d; rs.keysAdded=%d, rs.bytesPerRec=%d, %s", 9+int(rs.keysAdded)*rs.bytesPerRec, len(b), rs.keysAdded, rs.bytesPerRec, rs.indexFile))
		}
	}

	log.Log(rs.lvl, "[index] write", "file", rs.indexFileName)
	if rs.enums {
		rs.offsetEf = eliasfano32.NewEliasFano(rs.keysAdded, rs.maxOffset)
		defer rs.offsetCollector.Close()
		if err := rs.offsetCollector.Load(nil, "", rs.loadFuncOffset, etl.TransformArgs{}); err != nil {
			return err
		}
		rs.offsetEf.Build()
	}
	rs.gr.appendFixed(1, 1) // Sentinel (avoids checking for parts of size 1)
	// Construct Elias Fano index
	rs.ef.Build(rs.bucketSizeAcc, rs.bucketPosAcc)
	rs.built = true
	// Write out bucket count, bucketSize, leafSize
	binary.BigEndian.PutUint64(rs.numBuf[:], rs.bucketCount)
	if _, err := rs.indexW.Write(rs.numBuf[:8]); err != nil {
		return fmt.Errorf("writing bucketCount: %w", err)
	}
	binary.BigEndian.PutUint16(rs.numBuf[:], uint16(rs.bucketSize))
	if _, err := rs.indexW.Write(rs.numBuf[:2]); err != nil {
		return fmt.Errorf("writing bucketSize: %w", err)
	}
	binary.BigEndian.PutUint16(rs.numBuf[:], rs.leafSize)
	if _, err := rs.indexW.Write(rs.numBuf[:2]); err != nil {
		return fmt.Errorf("writing leafSize: %w", err)
	}
	// Write out salt
	binary.BigEndian.PutUint32(rs.numBuf[:], rs.salt)
	if _, err := rs.indexW.Write(rs.numBuf[:4]); err != nil {
		return fmt.Errorf("writing salt: %w", err)
	}
	// Write out start seeds
	if err := rs.indexW.WriteByte(byte(len(rs.startSeed))); err != nil {
		return fmt.Errorf("writing len of start seeds: %w", err)
	}
	for _, s := range rs.startSeed {
		binary.BigEndian.PutUint64(rs.numBuf[:], s)
		if _, err := rs.indexW.Write(rs.numBuf[:8]); err != nil {
			return fmt.Errorf("writing start seed: %w", err)
		}
	}
	if rs.enums {
		if err := rs.indexW.WriteByte(1); err != nil {
			return fmt.Errorf("writing enums = true: %w", err)
		}
	} else {
		if err := rs.indexW.WriteByte(0); err != nil {
			return fmt.Errorf("writing enums = true: %w", err)
		}
	}
	if rs.enums {
		// Write out elias fano for offsets
		if err := rs.offsetEf.Write(rs.indexW); err != nil {
			return fmt.Errorf("writing elias fano for offsets: %w", err)
		}
	}
	// Write out the size of golomb rice params
	binary.BigEndian.PutUint16(rs.numBuf[:], uint16(len(rs.golombRice)))
	if _, err := rs.indexW.Write(rs.numBuf[:4]); err != nil {
		return fmt.Errorf("writing golomb rice param size: %w", err)
	}
	// Write out golomb rice
	if err := rs.gr.Write(rs.indexW); err != nil {
		return fmt.Errorf("writing golomb rice: %w", err)
	}
	// Write out elias fano
	if err := rs.ef.Write(rs.indexW); err != nil {
		return fmt.Errorf("writing elias fano: %w", err)
	}

	_ = rs.indexW.Flush()
	_ = rs.indexF.Sync()
	_ = rs.indexF.Close()
	if err := os.Rename(tmpIdxFilePath, rs.indexFile); err != nil {
		return err
	}
	return nil
}

// Stats returns the size of golomb rice encoding and ellias fano encoding
func (rs *RecSplit) Stats() (int, int) {
	return len(rs.gr.Data()), len(rs.ef.Data())
}

// Collision returns true if there was a collision detected during mapping of keys
// into 64-bit values
// RecSplit needs to be reset, re-populated with keys, and rebuilt
func (rs *RecSplit) Collision() bool {
	return rs.collision
}