bsc/consensus/ethash/algorithm.go

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// Copyright 2017 The go-ethereum Authors
// This file is part of the go-ethereum library.
//
// The go-ethereum library is free software: you can redistribute it and/or modify
// it under the terms of the GNU Lesser General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// The go-ethereum library is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public License
// along with the go-ethereum library. If not, see <http://www.gnu.org/licenses/>.
package ethash
import (
"encoding/binary"
"hash"
"math/big"
"reflect"
"runtime"
"sync"
"sync/atomic"
"time"
"unsafe"
"github.com/ethereum/go-ethereum/common"
"github.com/ethereum/go-ethereum/common/bitutil"
[R4R] performance improvement in many aspects (#257) * focus on performance improvement in many aspects. 1. Do BlockBody verification concurrently; 2. Do calculation of intermediate root concurrently; 3. Preload accounts before processing blocks; 4. Make the snapshot layers configurable. 5. Reuse some object to reduce GC. add * rlp: improve decoder stream implementation (#22858) This commit makes various cleanup changes to rlp.Stream. * rlp: shrink Stream struct This removes a lot of unused padding space in Stream by reordering the fields. The size of Stream changes from 120 bytes to 88 bytes. Stream instances are internally cached and reused using sync.Pool, so this does not improve performance. * rlp: simplify list stack The list stack kept track of the size of the current list context as well as the current offset into it. The size had to be stored in the stack in order to subtract it from the remaining bytes of any enclosing list in ListEnd. It seems that this can be implemented in a simpler way: just subtract the size from the enclosing list context in List instead. * rlp: use atomic.Value for type cache (#22902) All encoding/decoding operations read the type cache to find the writer/decoder function responsible for a type. When analyzing CPU profiles of geth during sync, I found that the use of sync.RWMutex in cache lookups appears in the profiles. It seems we are running into CPU cache contention problems when package rlp is heavily used on all CPU cores during sync. This change makes it use atomic.Value + a writer lock instead of sync.RWMutex. In the common case where the typeinfo entry is present in the cache, we simply fetch the map and lookup the type. * rlp: optimize byte array handling (#22924) This change improves the performance of encoding/decoding [N]byte. name old time/op new time/op delta DecodeByteArrayStruct-8 336ns ± 0% 246ns ± 0% -26.98% (p=0.000 n=9+10) EncodeByteArrayStruct-8 225ns ± 1% 148ns ± 1% -34.12% (p=0.000 n=10+10) name old alloc/op new alloc/op delta DecodeByteArrayStruct-8 120B ± 0% 48B ± 0% -60.00% (p=0.000 n=10+10) EncodeByteArrayStruct-8 0.00B 0.00B ~ (all equal) * rlp: optimize big.Int decoding for size <= 32 bytes (#22927) This change grows the static integer buffer in Stream to 32 bytes, making it possible to decode 256bit integers without allocating a temporary buffer. In the recent commit 088da24, Stream struct size decreased from 120 bytes down to 88 bytes. This commit grows the struct to 112 bytes again, but the size change will not degrade performance because Stream instances are internally cached in sync.Pool. name old time/op new time/op delta DecodeBigInts-8 12.2µs ± 0% 8.6µs ± 4% -29.58% (p=0.000 n=9+10) name old speed new speed delta DecodeBigInts-8 230MB/s ± 0% 326MB/s ± 4% +42.04% (p=0.000 n=9+10) * eth/protocols/eth, les: avoid Raw() when decoding HashOrNumber (#22841) Getting the raw value is not necessary to decode this type, and decoding it directly from the stream is faster. * fix testcase * debug no lazy * fix can not repair * address comments Co-authored-by: Felix Lange <fjl@twurst.com>
2021-07-29 17:16:53 +08:00
"github.com/ethereum/go-ethereum/common/gopool"
"github.com/ethereum/go-ethereum/crypto"
"github.com/ethereum/go-ethereum/log"
"golang.org/x/crypto/sha3"
)
const (
datasetInitBytes = 1 << 30 // Bytes in dataset at genesis
datasetGrowthBytes = 1 << 23 // Dataset growth per epoch
cacheInitBytes = 1 << 24 // Bytes in cache at genesis
cacheGrowthBytes = 1 << 17 // Cache growth per epoch
epochLength = 30000 // Blocks per epoch
mixBytes = 128 // Width of mix
hashBytes = 64 // Hash length in bytes
hashWords = 16 // Number of 32 bit ints in a hash
datasetParents = 256 // Number of parents of each dataset element
cacheRounds = 3 // Number of rounds in cache production
loopAccesses = 64 // Number of accesses in hashimoto loop
)
// cacheSize returns the size of the ethash verification cache that belongs to a certain
// block number.
func cacheSize(block uint64) uint64 {
epoch := int(block / epochLength)
if epoch < maxEpoch {
return cacheSizes[epoch]
}
return calcCacheSize(epoch)
}
// calcCacheSize calculates the cache size for epoch. The cache size grows linearly,
// however, we always take the highest prime below the linearly growing threshold in order
// to reduce the risk of accidental regularities leading to cyclic behavior.
func calcCacheSize(epoch int) uint64 {
size := cacheInitBytes + cacheGrowthBytes*uint64(epoch) - hashBytes
for !new(big.Int).SetUint64(size / hashBytes).ProbablyPrime(1) { // Always accurate for n < 2^64
size -= 2 * hashBytes
}
return size
}
// datasetSize returns the size of the ethash mining dataset that belongs to a certain
// block number.
func datasetSize(block uint64) uint64 {
epoch := int(block / epochLength)
if epoch < maxEpoch {
return datasetSizes[epoch]
}
return calcDatasetSize(epoch)
}
// calcDatasetSize calculates the dataset size for epoch. The dataset size grows linearly,
// however, we always take the highest prime below the linearly growing threshold in order
// to reduce the risk of accidental regularities leading to cyclic behavior.
func calcDatasetSize(epoch int) uint64 {
size := datasetInitBytes + datasetGrowthBytes*uint64(epoch) - mixBytes
for !new(big.Int).SetUint64(size / mixBytes).ProbablyPrime(1) { // Always accurate for n < 2^64
size -= 2 * mixBytes
}
return size
}
// hasher is a repetitive hasher allowing the same hash data structures to be
// reused between hash runs instead of requiring new ones to be created.
type hasher func(dest []byte, data []byte)
// makeHasher creates a repetitive hasher, allowing the same hash data structures to
// be reused between hash runs instead of requiring new ones to be created. The returned
// function is not thread safe!
func makeHasher(h hash.Hash) hasher {
// sha3.state supports Read to get the sum, use it to avoid the overhead of Sum.
// Read alters the state but we reset the hash before every operation.
type readerHash interface {
hash.Hash
Read([]byte) (int, error)
}
rh, ok := h.(readerHash)
if !ok {
panic("can't find Read method on hash")
}
outputLen := rh.Size()
return func(dest []byte, data []byte) {
rh.Reset()
rh.Write(data)
rh.Read(dest[:outputLen])
}
}
// seedHash is the seed to use for generating a verification cache and the mining
// dataset.
func seedHash(block uint64) []byte {
seed := make([]byte, 32)
if block < epochLength {
return seed
}
keccak256 := makeHasher(sha3.NewLegacyKeccak256())
for i := 0; i < int(block/epochLength); i++ {
keccak256(seed, seed)
}
return seed
}
// generateCache creates a verification cache of a given size for an input seed.
// The cache production process involves first sequentially filling up 32 MB of
// memory, then performing two passes of Sergio Demian Lerner's RandMemoHash
// algorithm from Strict Memory Hard Hashing Functions (2014). The output is a
// set of 524288 64-byte values.
// This method places the result into dest in machine byte order.
func generateCache(dest []uint32, epoch uint64, seed []byte) {
// Print some debug logs to allow analysis on low end devices
logger := log.New("epoch", epoch)
start := time.Now()
defer func() {
elapsed := time.Since(start)
logFn := logger.Debug
if elapsed > 3*time.Second {
logFn = logger.Info
}
logFn("Generated ethash verification cache", "elapsed", common.PrettyDuration(elapsed))
}()
// Convert our destination slice to a byte buffer
var cache []byte
cacheHdr := (*reflect.SliceHeader)(unsafe.Pointer(&cache))
dstHdr := (*reflect.SliceHeader)(unsafe.Pointer(&dest))
cacheHdr.Data = dstHdr.Data
cacheHdr.Len = dstHdr.Len * 4
cacheHdr.Cap = dstHdr.Cap * 4
2017-10-13 01:13:52 -04:00
// Calculate the number of theoretical rows (we'll store in one buffer nonetheless)
size := uint64(len(cache))
rows := int(size) / hashBytes
// Start a monitoring goroutine to report progress on low end devices
var progress uint32
done := make(chan struct{})
defer close(done)
[R4R] performance improvement in many aspects (#257) * focus on performance improvement in many aspects. 1. Do BlockBody verification concurrently; 2. Do calculation of intermediate root concurrently; 3. Preload accounts before processing blocks; 4. Make the snapshot layers configurable. 5. Reuse some object to reduce GC. add * rlp: improve decoder stream implementation (#22858) This commit makes various cleanup changes to rlp.Stream. * rlp: shrink Stream struct This removes a lot of unused padding space in Stream by reordering the fields. The size of Stream changes from 120 bytes to 88 bytes. Stream instances are internally cached and reused using sync.Pool, so this does not improve performance. * rlp: simplify list stack The list stack kept track of the size of the current list context as well as the current offset into it. The size had to be stored in the stack in order to subtract it from the remaining bytes of any enclosing list in ListEnd. It seems that this can be implemented in a simpler way: just subtract the size from the enclosing list context in List instead. * rlp: use atomic.Value for type cache (#22902) All encoding/decoding operations read the type cache to find the writer/decoder function responsible for a type. When analyzing CPU profiles of geth during sync, I found that the use of sync.RWMutex in cache lookups appears in the profiles. It seems we are running into CPU cache contention problems when package rlp is heavily used on all CPU cores during sync. This change makes it use atomic.Value + a writer lock instead of sync.RWMutex. In the common case where the typeinfo entry is present in the cache, we simply fetch the map and lookup the type. * rlp: optimize byte array handling (#22924) This change improves the performance of encoding/decoding [N]byte. name old time/op new time/op delta DecodeByteArrayStruct-8 336ns ± 0% 246ns ± 0% -26.98% (p=0.000 n=9+10) EncodeByteArrayStruct-8 225ns ± 1% 148ns ± 1% -34.12% (p=0.000 n=10+10) name old alloc/op new alloc/op delta DecodeByteArrayStruct-8 120B ± 0% 48B ± 0% -60.00% (p=0.000 n=10+10) EncodeByteArrayStruct-8 0.00B 0.00B ~ (all equal) * rlp: optimize big.Int decoding for size <= 32 bytes (#22927) This change grows the static integer buffer in Stream to 32 bytes, making it possible to decode 256bit integers without allocating a temporary buffer. In the recent commit 088da24, Stream struct size decreased from 120 bytes down to 88 bytes. This commit grows the struct to 112 bytes again, but the size change will not degrade performance because Stream instances are internally cached in sync.Pool. name old time/op new time/op delta DecodeBigInts-8 12.2µs ± 0% 8.6µs ± 4% -29.58% (p=0.000 n=9+10) name old speed new speed delta DecodeBigInts-8 230MB/s ± 0% 326MB/s ± 4% +42.04% (p=0.000 n=9+10) * eth/protocols/eth, les: avoid Raw() when decoding HashOrNumber (#22841) Getting the raw value is not necessary to decode this type, and decoding it directly from the stream is faster. * fix testcase * debug no lazy * fix can not repair * address comments Co-authored-by: Felix Lange <fjl@twurst.com>
2021-07-29 17:16:53 +08:00
gopool.Submit(func() {
for {
select {
case <-done:
return
case <-time.After(3 * time.Second):
logger.Info("Generating ethash verification cache", "percentage", atomic.LoadUint32(&progress)*100/uint32(rows)/(cacheRounds+1), "elapsed", common.PrettyDuration(time.Since(start)))
}
}
[R4R] performance improvement in many aspects (#257) * focus on performance improvement in many aspects. 1. Do BlockBody verification concurrently; 2. Do calculation of intermediate root concurrently; 3. Preload accounts before processing blocks; 4. Make the snapshot layers configurable. 5. Reuse some object to reduce GC. add * rlp: improve decoder stream implementation (#22858) This commit makes various cleanup changes to rlp.Stream. * rlp: shrink Stream struct This removes a lot of unused padding space in Stream by reordering the fields. The size of Stream changes from 120 bytes to 88 bytes. Stream instances are internally cached and reused using sync.Pool, so this does not improve performance. * rlp: simplify list stack The list stack kept track of the size of the current list context as well as the current offset into it. The size had to be stored in the stack in order to subtract it from the remaining bytes of any enclosing list in ListEnd. It seems that this can be implemented in a simpler way: just subtract the size from the enclosing list context in List instead. * rlp: use atomic.Value for type cache (#22902) All encoding/decoding operations read the type cache to find the writer/decoder function responsible for a type. When analyzing CPU profiles of geth during sync, I found that the use of sync.RWMutex in cache lookups appears in the profiles. It seems we are running into CPU cache contention problems when package rlp is heavily used on all CPU cores during sync. This change makes it use atomic.Value + a writer lock instead of sync.RWMutex. In the common case where the typeinfo entry is present in the cache, we simply fetch the map and lookup the type. * rlp: optimize byte array handling (#22924) This change improves the performance of encoding/decoding [N]byte. name old time/op new time/op delta DecodeByteArrayStruct-8 336ns ± 0% 246ns ± 0% -26.98% (p=0.000 n=9+10) EncodeByteArrayStruct-8 225ns ± 1% 148ns ± 1% -34.12% (p=0.000 n=10+10) name old alloc/op new alloc/op delta DecodeByteArrayStruct-8 120B ± 0% 48B ± 0% -60.00% (p=0.000 n=10+10) EncodeByteArrayStruct-8 0.00B 0.00B ~ (all equal) * rlp: optimize big.Int decoding for size <= 32 bytes (#22927) This change grows the static integer buffer in Stream to 32 bytes, making it possible to decode 256bit integers without allocating a temporary buffer. In the recent commit 088da24, Stream struct size decreased from 120 bytes down to 88 bytes. This commit grows the struct to 112 bytes again, but the size change will not degrade performance because Stream instances are internally cached in sync.Pool. name old time/op new time/op delta DecodeBigInts-8 12.2µs ± 0% 8.6µs ± 4% -29.58% (p=0.000 n=9+10) name old speed new speed delta DecodeBigInts-8 230MB/s ± 0% 326MB/s ± 4% +42.04% (p=0.000 n=9+10) * eth/protocols/eth, les: avoid Raw() when decoding HashOrNumber (#22841) Getting the raw value is not necessary to decode this type, and decoding it directly from the stream is faster. * fix testcase * debug no lazy * fix can not repair * address comments Co-authored-by: Felix Lange <fjl@twurst.com>
2021-07-29 17:16:53 +08:00
})
// Create a hasher to reuse between invocations
keccak512 := makeHasher(sha3.NewLegacyKeccak512())
// Sequentially produce the initial dataset
keccak512(cache, seed)
for offset := uint64(hashBytes); offset < size; offset += hashBytes {
keccak512(cache[offset:], cache[offset-hashBytes:offset])
atomic.AddUint32(&progress, 1)
}
// Use a low-round version of randmemohash
temp := make([]byte, hashBytes)
for i := 0; i < cacheRounds; i++ {
for j := 0; j < rows; j++ {
var (
srcOff = ((j - 1 + rows) % rows) * hashBytes
dstOff = j * hashBytes
xorOff = (binary.LittleEndian.Uint32(cache[dstOff:]) % uint32(rows)) * hashBytes
)
bitutil.XORBytes(temp, cache[srcOff:srcOff+hashBytes], cache[xorOff:xorOff+hashBytes])
keccak512(cache[dstOff:], temp)
atomic.AddUint32(&progress, 1)
}
}
// Swap the byte order on big endian systems and return
if !isLittleEndian() {
swap(cache)
}
}
// swap changes the byte order of the buffer assuming a uint32 representation.
func swap(buffer []byte) {
for i := 0; i < len(buffer); i += 4 {
binary.BigEndian.PutUint32(buffer[i:], binary.LittleEndian.Uint32(buffer[i:]))
}
}
// fnv is an algorithm inspired by the FNV hash, which in some cases is used as
// a non-associative substitute for XOR. Note that we multiply the prime with
// the full 32-bit input, in contrast with the FNV-1 spec which multiplies the
// prime with one byte (octet) in turn.
func fnv(a, b uint32) uint32 {
return a*0x01000193 ^ b
}
// fnvHash mixes in data into mix using the ethash fnv method.
func fnvHash(mix []uint32, data []uint32) {
for i := 0; i < len(mix); i++ {
mix[i] = mix[i]*0x01000193 ^ data[i]
}
}
// generateDatasetItem combines data from 256 pseudorandomly selected cache nodes,
// and hashes that to compute a single dataset node.
func generateDatasetItem(cache []uint32, index uint32, keccak512 hasher) []byte {
2017-10-13 01:13:52 -04:00
// Calculate the number of theoretical rows (we use one buffer nonetheless)
rows := uint32(len(cache) / hashWords)
// Initialize the mix
mix := make([]byte, hashBytes)
binary.LittleEndian.PutUint32(mix, cache[(index%rows)*hashWords]^index)
for i := 1; i < hashWords; i++ {
binary.LittleEndian.PutUint32(mix[i*4:], cache[(index%rows)*hashWords+uint32(i)])
}
keccak512(mix, mix)
// Convert the mix to uint32s to avoid constant bit shifting
intMix := make([]uint32, hashWords)
for i := 0; i < len(intMix); i++ {
intMix[i] = binary.LittleEndian.Uint32(mix[i*4:])
}
// fnv it with a lot of random cache nodes based on index
for i := uint32(0); i < datasetParents; i++ {
parent := fnv(index^i, intMix[i%16]) % rows
fnvHash(intMix, cache[parent*hashWords:])
}
// Flatten the uint32 mix into a binary one and return
for i, val := range intMix {
binary.LittleEndian.PutUint32(mix[i*4:], val)
}
keccak512(mix, mix)
return mix
}
// generateDataset generates the entire ethash dataset for mining.
// This method places the result into dest in machine byte order.
func generateDataset(dest []uint32, epoch uint64, cache []uint32) {
// Print some debug logs to allow analysis on low end devices
logger := log.New("epoch", epoch)
start := time.Now()
defer func() {
elapsed := time.Since(start)
logFn := logger.Debug
if elapsed > 3*time.Second {
logFn = logger.Info
}
logFn("Generated ethash verification cache", "elapsed", common.PrettyDuration(elapsed))
}()
// Figure out whether the bytes need to be swapped for the machine
swapped := !isLittleEndian()
// Convert our destination slice to a byte buffer
var dataset []byte
datasetHdr := (*reflect.SliceHeader)(unsafe.Pointer(&dataset))
destHdr := (*reflect.SliceHeader)(unsafe.Pointer(&dest))
datasetHdr.Data = destHdr.Data
datasetHdr.Len = destHdr.Len * 4
datasetHdr.Cap = destHdr.Cap * 4
// Generate the dataset on many goroutines since it takes a while
threads := runtime.NumCPU()
size := uint64(len(dataset))
var pend sync.WaitGroup
pend.Add(threads)
var progress uint64
for i := 0; i < threads; i++ {
go func(id int) {
defer pend.Done()
// Create a hasher to reuse between invocations
keccak512 := makeHasher(sha3.NewLegacyKeccak512())
// Calculate the data segment this thread should generate
batch := (size + hashBytes*uint64(threads) - 1) / (hashBytes * uint64(threads))
first := uint64(id) * batch
limit := first + batch
if limit > size/hashBytes {
limit = size / hashBytes
}
// Calculate the dataset segment
percent := size / hashBytes / 100
for index := first; index < limit; index++ {
item := generateDatasetItem(cache, uint32(index), keccak512)
if swapped {
swap(item)
}
copy(dataset[index*hashBytes:], item)
if status := atomic.AddUint64(&progress, 1); status%percent == 0 {
logger.Info("Generating DAG in progress", "percentage", (status*100)/(size/hashBytes), "elapsed", common.PrettyDuration(time.Since(start)))
}
}
}(i)
}
// Wait for all the generators to finish and return
pend.Wait()
}
// hashimoto aggregates data from the full dataset in order to produce our final
// value for a particular header hash and nonce.
func hashimoto(hash []byte, nonce uint64, size uint64, lookup func(index uint32) []uint32) ([]byte, []byte) {
2017-10-13 01:13:52 -04:00
// Calculate the number of theoretical rows (we use one buffer nonetheless)
rows := uint32(size / mixBytes)
// Combine header+nonce into a 64 byte seed
seed := make([]byte, 40)
copy(seed, hash)
binary.LittleEndian.PutUint64(seed[32:], nonce)
seed = crypto.Keccak512(seed)
seedHead := binary.LittleEndian.Uint32(seed)
// Start the mix with replicated seed
mix := make([]uint32, mixBytes/4)
for i := 0; i < len(mix); i++ {
mix[i] = binary.LittleEndian.Uint32(seed[i%16*4:])
}
// Mix in random dataset nodes
temp := make([]uint32, len(mix))
for i := 0; i < loopAccesses; i++ {
parent := fnv(uint32(i)^seedHead, mix[i%len(mix)]) % rows
for j := uint32(0); j < mixBytes/hashBytes; j++ {
copy(temp[j*hashWords:], lookup(2*parent+j))
}
fnvHash(mix, temp)
}
// Compress mix
for i := 0; i < len(mix); i += 4 {
mix[i/4] = fnv(fnv(fnv(mix[i], mix[i+1]), mix[i+2]), mix[i+3])
}
mix = mix[:len(mix)/4]
digest := make([]byte, common.HashLength)
for i, val := range mix {
binary.LittleEndian.PutUint32(digest[i*4:], val)
}
return digest, crypto.Keccak256(append(seed, digest...))
}
// hashimotoLight aggregates data from the full dataset (using only a small
// in-memory cache) in order to produce our final value for a particular header
// hash and nonce.
func hashimotoLight(size uint64, cache []uint32, hash []byte, nonce uint64) ([]byte, []byte) {
keccak512 := makeHasher(sha3.NewLegacyKeccak512())
lookup := func(index uint32) []uint32 {
rawData := generateDatasetItem(cache, index, keccak512)
data := make([]uint32, len(rawData)/4)
for i := 0; i < len(data); i++ {
data[i] = binary.LittleEndian.Uint32(rawData[i*4:])
}
return data
}
return hashimoto(hash, nonce, size, lookup)
}
// hashimotoFull aggregates data from the full dataset (using the full in-memory
// dataset) in order to produce our final value for a particular header hash and
// nonce.
func hashimotoFull(dataset []uint32, hash []byte, nonce uint64) ([]byte, []byte) {
lookup := func(index uint32) []uint32 {
offset := index * hashWords
return dataset[offset : offset+hashWords]
}
return hashimoto(hash, nonce, uint64(len(dataset))*4, lookup)
}
const maxEpoch = 2048
// datasetSizes is a lookup table for the ethash dataset size for the first 2048
// epochs (i.e. 61440000 blocks).
var datasetSizes = [maxEpoch]uint64{
1073739904, 1082130304, 1090514816, 1098906752, 1107293056,
1115684224, 1124070016, 1132461952, 1140849536, 1149232768,
1157627776, 1166013824, 1174404736, 1182786944, 1191180416,
1199568512, 1207958912, 1216345216, 1224732032, 1233124736,
1241513344, 1249902464, 1258290304, 1266673792, 1275067264,
1283453312, 1291844992, 1300234112, 1308619904, 1317010048,
1325397376, 1333787776, 1342176128, 1350561664, 1358954368,
1367339392, 1375731584, 1384118144, 1392507008, 1400897408,
1409284736, 1417673344, 1426062464, 1434451072, 1442839168,
1451229056, 1459615616, 1468006016, 1476394112, 1484782976,
1493171584, 1501559168, 1509948032, 1518337664, 1526726528,
1535114624, 1543503488, 1551892096, 1560278656, 1568669056,
1577056384, 1585446272, 1593831296, 1602219392, 1610610304,
1619000192, 1627386752, 1635773824, 1644164224, 1652555648,
1660943488, 1669332608, 1677721216, 1686109312, 1694497664,
1702886272, 1711274624, 1719661184, 1728047744, 1736434816,
1744829056, 1753218944, 1761606272, 1769995904, 1778382464,
1786772864, 1795157888, 1803550592, 1811937664, 1820327552,
1828711552, 1837102976, 1845488768, 1853879936, 1862269312,
1870656896, 1879048064, 1887431552, 1895825024, 1904212096,
1912601216, 1920988544, 1929379456, 1937765504, 1946156672,
1954543232, 1962932096, 1971321728, 1979707264, 1988093056,
1996487552, 2004874624, 2013262208, 2021653888, 2030039936,
2038430848, 2046819968, 2055208576, 2063596672, 2071981952,
2080373632, 2088762752, 2097149056, 2105539712, 2113928576,
2122315136, 2130700672, 2139092608, 2147483264, 2155872128,
2164257664, 2172642176, 2181035392, 2189426048, 2197814912,
2206203008, 2214587264, 2222979712, 2231367808, 2239758208,
2248145024, 2256527744, 2264922752, 2273312128, 2281701248,
2290086272, 2298476672, 2306867072, 2315251072, 2323639168,
2332032128, 2340420224, 2348808064, 2357196416, 2365580416,
2373966976, 2382363008, 2390748544, 2399139968, 2407530368,
2415918976, 2424307328, 2432695424, 2441084288, 2449472384,
2457861248, 2466247808, 2474637184, 2483026816, 2491414144,
2499803776, 2508191872, 2516582272, 2524970368, 2533359232,
2541743488, 2550134144, 2558525056, 2566913408, 2575301504,
2583686528, 2592073856, 2600467328, 2608856192, 2617240448,
2625631616, 2634022016, 2642407552, 2650796416, 2659188352,
2667574912, 2675965312, 2684352896, 2692738688, 2701130624,
2709518464, 2717907328, 2726293376, 2734685056, 2743073152,
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14243855488, 14252243072, 14260630144, 14269021568, 14277409408,
14285799296, 14294187904, 14302571392, 14310961792, 14319353728,
14327738752, 14336130944, 14344518784, 14352906368, 14361296512,
14369685376, 14378071424, 14386462592, 14394848128, 14403230848,
14411627392, 14420013952, 14428402304, 14436793472, 14445181568,
14453569664, 14461959808, 14470347904, 14478737024, 14487122816,
14495511424, 14503901824, 14512291712, 14520677504, 14529064832,
14537456768, 14545845632, 14554234496, 14562618496, 14571011456,
14579398784, 14587789184, 14596172672, 14604564608, 14612953984,
14621341312, 14629724288, 14638120832, 14646503296, 14654897536,
14663284864, 14671675264, 14680061056, 14688447616, 14696835968,
14705228416, 14713616768, 14722003328, 14730392192, 14738784128,
14747172736, 14755561088, 14763947648, 14772336512, 14780725376,
14789110144, 14797499776, 14805892736, 14814276992, 14822670208,
14831056256, 14839444352, 14847836032, 14856222848, 14864612992,
14872997504, 14881388672, 14889775744, 14898165376, 14906553472,
14914944896, 14923329664, 14931721856, 14940109696, 14948497024,
14956887424, 14965276544, 14973663616, 14982053248, 14990439808,
14998830976, 15007216768, 15015605888, 15023995264, 15032385152,
15040768384, 15049154944, 15057549184, 15065939072, 15074328448,
15082715008, 15091104128, 15099493504, 15107879296, 15116269184,
15124659584, 15133042304, 15141431936, 15149824384, 15158214272,
15166602368, 15174991232, 15183378304, 15191760512, 15200154496,
15208542592, 15216931712, 15225323392, 15233708416, 15242098048,
15250489216, 15258875264, 15267265408, 15275654528, 15284043136,
15292431488, 15300819584, 15309208192, 15317596544, 15325986176,
15334374784, 15342763648, 15351151744, 15359540608, 15367929728,
15376318336, 15384706432, 15393092992, 15401481856, 15409869952,
15418258816, 15426649984, 15435037568, 15443425664, 15451815296,
15460203392, 15468589184, 15476979328, 15485369216, 15493755776,
15502146944, 15510534272, 15518924416, 15527311232, 15535699072,
15544089472, 15552478336, 15560866688, 15569254528, 15577642624,
15586031488, 15594419072, 15602809472, 15611199104, 15619586432,
15627975296, 15636364928, 15644753792, 15653141888, 15661529216,
15669918848, 15678305152, 15686696576, 15695083136, 15703474048,
15711861632, 15720251264, 15728636288, 15737027456, 15745417088,
15753804928, 15762194048, 15770582656, 15778971008, 15787358336,
15795747712, 15804132224, 15812523392, 15820909696, 15829300096,
15837691264, 15846071936, 15854466944, 15862855808, 15871244672,
15879634816, 15888020608, 15896409728, 15904799104, 15913185152,
15921577088, 15929966464, 15938354816, 15946743424, 15955129472,
15963519872, 15971907968, 15980296064, 15988684928, 15997073024,
16005460864, 16013851264, 16022241152, 16030629248, 16039012736,
16047406976, 16055794816, 16064181376, 16072571264, 16080957824,
16089346688, 16097737856, 16106125184, 16114514816, 16122904192,
16131292544, 16139678848, 16148066944, 16156453504, 16164839552,
16173236096, 16181623424, 16190012032, 16198401152, 16206790528,
16215177344, 16223567744, 16231956352, 16240344704, 16248731008,
16257117824, 16265504384, 16273898624, 16282281856, 16290668672,
16299064192, 16307449216, 16315842176, 16324230016, 16332613504,
16341006464, 16349394304, 16357783168, 16366172288, 16374561664,
16382951296, 16391337856, 16399726208, 16408116352, 16416505472,
16424892032, 16433282176, 16441668224, 16450058624, 16458448768,
16466836864, 16475224448, 16483613056, 16492001408, 16500391808,
16508779648, 16517166976, 16525555328, 16533944192, 16542330752,
16550719616, 16559110528, 16567497088, 16575888512, 16584274816,
16592665472, 16601051008, 16609442944, 16617832064, 16626218624,
16634607488, 16642996096, 16651385728, 16659773824, 16668163712,
16676552576, 16684938112, 16693328768, 16701718144, 16710095488,
16718492288, 16726883968, 16735272832, 16743661184, 16752049792,
16760436608, 16768827008, 16777214336, 16785599104, 16793992832,
16802381696, 16810768768, 16819151744, 16827542656, 16835934848,
16844323712, 16852711552, 16861101952, 16869489536, 16877876864,
16886265728, 16894653056, 16903044736, 16911431296, 16919821696,
16928207488, 16936592768, 16944987776, 16953375616, 16961763968,
16970152832, 16978540928, 16986929536, 16995319168, 17003704448,
17012096896, 17020481152, 17028870784, 17037262208, 17045649536,
17054039936, 17062426496, 17070814336, 17079205504, 17087592064,
17095978112, 17104369024, 17112759424, 17121147776, 17129536384,
17137926016, 17146314368, 17154700928, 17163089792, 17171480192,
17179864192, 17188256896, 17196644992, 17205033856, 17213423488,
17221811072, 17230198912, 17238588032, 17246976896, 17255360384,
17263754624, 17272143232, 17280530048, 17288918912, 17297309312,
17305696384, 17314085504, 17322475136, 17330863744, 17339252096,
17347640192, 17356026496, 17364413824, 17372796544, 17381190016,
17389583488, 17397972608, 17406360704, 17414748544, 17423135872,
17431527296, 17439915904, 17448303232, 17456691584, 17465081728,
17473468288, 17481857408, 17490247552, 17498635904, 17507022464,
17515409024, 17523801728, 17532189824, 17540577664, 17548966016,
17557353344, 17565741184, 17574131584, 17582519168, 17590907008,
17599296128, 17607687808, 17616076672, 17624455808, 17632852352,
17641238656, 17649630848, 17658018944, 17666403968, 17674794112,
17683178368, 17691573376, 17699962496, 17708350592, 17716739968,
17725126528, 17733517184, 17741898112, 17750293888, 17758673024,
17767070336, 17775458432, 17783848832, 17792236928, 17800625536,
17809012352, 17817402752, 17825785984, 17834178944, 17842563968,
17850955648, 17859344512, 17867732864, 17876119424, 17884511872,
17892900224, 17901287296, 17909677696, 17918058112, 17926451072,
17934843776, 17943230848, 17951609216, 17960008576, 17968397696,
17976784256, 17985175424, 17993564032, 18001952128, 18010339712,
18018728576, 18027116672, 18035503232, 18043894144, 18052283264,
18060672128, 18069056384, 18077449856, 18085837184, 18094225792,
18102613376, 18111004544, 18119388544, 18127781248, 18136170368,
18144558976, 18152947328, 18161336192, 18169724288, 18178108544,
18186498944, 18194886784, 18203275648, 18211666048, 18220048768,
18228444544, 18236833408, 18245220736}
// cacheSizes is a lookup table for the ethash verification cache size for the
// first 2048 epochs (i.e. 61440000 blocks).
var cacheSizes = [maxEpoch]uint64{
16776896, 16907456, 17039296, 17170112, 17301056, 17432512, 17563072,
17693888, 17824192, 17955904, 18087488, 18218176, 18349504, 18481088,
18611392, 18742336, 18874304, 19004224, 19135936, 19267264, 19398208,
19529408, 19660096, 19791424, 19922752, 20053952, 20184896, 20315968,
20446912, 20576576, 20709184, 20840384, 20971072, 21102272, 21233216,
21364544, 21494848, 21626816, 21757376, 21887552, 22019392, 22151104,
22281536, 22412224, 22543936, 22675264, 22806464, 22935872, 23068096,
23198272, 23330752, 23459008, 23592512, 23723968, 23854912, 23986112,
24116672, 24247616, 24378688, 24509504, 24640832, 24772544, 24903488,
25034432, 25165376, 25296704, 25427392, 25558592, 25690048, 25820096,
25951936, 26081728, 26214208, 26345024, 26476096, 26606656, 26737472,
26869184, 26998208, 27131584, 27262528, 27393728, 27523904, 27655744,
27786688, 27917888, 28049344, 28179904, 28311488, 28441792, 28573504,
28700864, 28835648, 28966208, 29096768, 29228608, 29359808, 29490752,
29621824, 29752256, 29882816, 30014912, 30144448, 30273728, 30406976,
30538432, 30670784, 30799936, 30932672, 31063744, 31195072, 31325248,
31456192, 31588288, 31719232, 31850432, 31981504, 32110784, 32243392,
32372672, 32505664, 32636608, 32767808, 32897344, 33029824, 33160768,
33289664, 33423296, 33554368, 33683648, 33816512, 33947456, 34076992,
34208704, 34340032, 34471744, 34600256, 34734016, 34864576, 34993984,
35127104, 35258176, 35386688, 35518528, 35650624, 35782336, 35910976,
36044608, 36175808, 36305728, 36436672, 36568384, 36699968, 36830656,
36961984, 37093312, 37223488, 37355072, 37486528, 37617472, 37747904,
37879232, 38009792, 38141888, 38272448, 38403392, 38535104, 38660672,
38795584, 38925632, 39059264, 39190336, 39320768, 39452096, 39581632,
39713984, 39844928, 39974848, 40107968, 40238144, 40367168, 40500032,
40631744, 40762816, 40894144, 41023552, 41155904, 41286208, 41418304,
41547712, 41680448, 41811904, 41942848, 42073792, 42204992, 42334912,
42467008, 42597824, 42729152, 42860096, 42991552, 43122368, 43253696,
43382848, 43515712, 43646912, 43777088, 43907648, 44039104, 44170432,
44302144, 44433344, 44564288, 44694976, 44825152, 44956864, 45088448,
45219008, 45350464, 45481024, 45612608, 45744064, 45874496, 46006208,
46136768, 46267712, 46399424, 46529344, 46660672, 46791488, 46923328,
47053504, 47185856, 47316928, 47447872, 47579072, 47710144, 47839936,
47971648, 48103232, 48234176, 48365248, 48496192, 48627136, 48757312,
48889664, 49020736, 49149248, 49283008, 49413824, 49545152, 49675712,
49807168, 49938368, 50069056, 50200256, 50331584, 50462656, 50593472,
50724032, 50853952, 50986048, 51117632, 51248576, 51379904, 51510848,
51641792, 51773248, 51903296, 52035136, 52164032, 52297664, 52427968,
52557376, 52690112, 52821952, 52952896, 53081536, 53213504, 53344576,
53475776, 53608384, 53738816, 53870528, 54000832, 54131776, 54263744,
54394688, 54525248, 54655936, 54787904, 54918592, 55049152, 55181248,
55312064, 55442752, 55574336, 55705024, 55836224, 55967168, 56097856,
56228672, 56358592, 56490176, 56621888, 56753728, 56884928, 57015488,
57146816, 57278272, 57409216, 57540416, 57671104, 57802432, 57933632,
58064576, 58195264, 58326976, 58457408, 58588864, 58720192, 58849984,
58981696, 59113024, 59243456, 59375552, 59506624, 59637568, 59768512,
59897792, 60030016, 60161984, 60293056, 60423872, 60554432, 60683968,
60817216, 60948032, 61079488, 61209664, 61341376, 61471936, 61602752,
61733696, 61865792, 61996736, 62127808, 62259136, 62389568, 62520512,
62651584, 62781632, 62910784, 63045056, 63176128, 63307072, 63438656,
63569216, 63700928, 63831616, 63960896, 64093888, 64225088, 64355392,
64486976, 64617664, 64748608, 64879424, 65009216, 65142464, 65273792,
65402816, 65535424, 65666752, 65797696, 65927744, 66060224, 66191296,
66321344, 66453056, 66584384, 66715328, 66846656, 66977728, 67108672,
67239104, 67370432, 67501888, 67631296, 67763776, 67895104, 68026304,
68157248, 68287936, 68419264, 68548288, 68681408, 68811968, 68942912,
69074624, 69205568, 69337024, 69467584, 69599168, 69729472, 69861184,
69989824, 70122944, 70253888, 70385344, 70515904, 70647232, 70778816,
70907968, 71040832, 71171648, 71303104, 71432512, 71564992, 71695168,
71826368, 71958464, 72089536, 72219712, 72350144, 72482624, 72613568,
72744512, 72875584, 73006144, 73138112, 73268672, 73400128, 73530944,
73662272, 73793344, 73924544, 74055104, 74185792, 74316992, 74448832,
74579392, 74710976, 74841664, 74972864, 75102784, 75233344, 75364544,
75497024, 75627584, 75759296, 75890624, 76021696, 76152256, 76283072,
76414144, 76545856, 76676672, 76806976, 76937792, 77070016, 77200832,
77331392, 77462464, 77593664, 77725376, 77856448, 77987776, 78118336,
78249664, 78380992, 78511424, 78642496, 78773056, 78905152, 79033664,
79166656, 79297472, 79429568, 79560512, 79690816, 79822784, 79953472,
80084672, 80214208, 80346944, 80477632, 80608576, 80740288, 80870848,
81002048, 81133504, 81264448, 81395648, 81525952, 81657536, 81786304,
81919808, 82050112, 82181312, 82311616, 82443968, 82573376, 82705984,
82835776, 82967744, 83096768, 83230528, 83359552, 83491264, 83622464,
83753536, 83886016, 84015296, 84147776, 84277184, 84409792, 84540608,
84672064, 84803008, 84934336, 85065152, 85193792, 85326784, 85458496,
85589312, 85721024, 85851968, 85982656, 86112448, 86244416, 86370112,
86506688, 86637632, 86769344, 86900672, 87031744, 87162304, 87293632,
87424576, 87555392, 87687104, 87816896, 87947968, 88079168, 88211264,
88341824, 88473152, 88603712, 88735424, 88862912, 88996672, 89128384,
89259712, 89390272, 89521984, 89652544, 89783872, 89914816, 90045376,
90177088, 90307904, 90438848, 90569152, 90700096, 90832832, 90963776,
91093696, 91223744, 91356992, 91486784, 91618496, 91749824, 91880384,
92012224, 92143552, 92273344, 92405696, 92536768, 92666432, 92798912,
92926016, 93060544, 93192128, 93322816, 93453632, 93583936, 93715136,
93845056, 93977792, 94109504, 94240448, 94371776, 94501184, 94632896,
94764224, 94895552, 95023424, 95158208, 95287744, 95420224, 95550016,
95681216, 95811904, 95943872, 96075328, 96203584, 96337856, 96468544,
96599744, 96731072, 96860992, 96992576, 97124288, 97254848, 97385536,
97517248, 97647808, 97779392, 97910464, 98041408, 98172608, 98303168,
98434496, 98565568, 98696768, 98827328, 98958784, 99089728, 99220928,
99352384, 99482816, 99614272, 99745472, 99876416, 100007104,
100138048, 100267072, 100401088, 100529984, 100662592, 100791872,
100925248, 101056064, 101187392, 101317952, 101449408, 101580608,
101711296, 101841728, 101973824, 102104896, 102235712, 102366016,
102498112, 102628672, 102760384, 102890432, 103021888, 103153472,
103284032, 103415744, 103545152, 103677248, 103808576, 103939648,
104070976, 104201792, 104332736, 104462528, 104594752, 104725952,
104854592, 104988608, 105118912, 105247808, 105381184, 105511232,
105643072, 105774784, 105903296, 106037056, 106167872, 106298944,
106429504, 106561472, 106691392, 106822592, 106954304, 107085376,
107216576, 107346368, 107478464, 107609792, 107739712, 107872192,
108003136, 108131392, 108265408, 108396224, 108527168, 108657344,
108789568, 108920384, 109049792, 109182272, 109312576, 109444928,
109572928, 109706944, 109837888, 109969088, 110099648, 110230976,
110362432, 110492992, 110624704, 110755264, 110886208, 111017408,
111148864, 111279296, 111410752, 111541952, 111673024, 111803456,
111933632, 112066496, 112196416, 112328512, 112457792, 112590784,
112715968, 112852672, 112983616, 113114944, 113244224, 113376448,
113505472, 113639104, 113770304, 113901376, 114031552, 114163264,
114294592, 114425536, 114556864, 114687424, 114818624, 114948544,
115080512, 115212224, 115343296, 115473472, 115605184, 115736128,
115867072, 115997248, 116128576, 116260288, 116391488, 116522944,
116652992, 116784704, 116915648, 117046208, 117178304, 117308608,
117440192, 117569728, 117701824, 117833024, 117964096, 118094656,
118225984, 118357312, 118489024, 118617536, 118749632, 118882112,
119012416, 119144384, 119275328, 119406016, 119537344, 119668672,
119798464, 119928896, 120061376, 120192832, 120321728, 120454336,
120584512, 120716608, 120848192, 120979136, 121109056, 121241408,
121372352, 121502912, 121634752, 121764416, 121895744, 122027072,
122157632, 122289088, 122421184, 122550592, 122682944, 122813888,
122945344, 123075776, 123207488, 123338048, 123468736, 123600704,
123731264, 123861952, 123993664, 124124608, 124256192, 124386368,
124518208, 124649024, 124778048, 124911296, 125041088, 125173696,
125303744, 125432896, 125566912, 125696576, 125829056, 125958592,
126090304, 126221248, 126352832, 126483776, 126615232, 126746432,
126876608, 127008704, 127139392, 127270336, 127401152, 127532224,
127663552, 127794752, 127925696, 128055232, 128188096, 128319424,
128449856, 128581312, 128712256, 128843584, 128973632, 129103808,
129236288, 129365696, 129498944, 129629888, 129760832, 129892288,
130023104, 130154048, 130283968, 130416448, 130547008, 130678336,
130807616, 130939456, 131071552, 131202112, 131331776, 131464384,
131594048, 131727296, 131858368, 131987392, 132120256, 132250816,
132382528, 132513728, 132644672, 132774976, 132905792, 133038016,
133168832, 133299392, 133429312, 133562048, 133692992, 133823296,
133954624, 134086336, 134217152, 134348608, 134479808, 134607296,
134741056, 134872384, 135002944, 135134144, 135265472, 135396544,
135527872, 135659072, 135787712, 135921472, 136052416, 136182848,
136313792, 136444864, 136576448, 136707904, 136837952, 136970048,
137099584, 137232064, 137363392, 137494208, 137625536, 137755712,
137887424, 138018368, 138149824, 138280256, 138411584, 138539584,
138672832, 138804928, 138936128, 139066688, 139196864, 139328704,
139460032, 139590208, 139721024, 139852864, 139984576, 140115776,
140245696, 140376512, 140508352, 140640064, 140769856, 140902336,
141032768, 141162688, 141294016, 141426496, 141556544, 141687488,
141819584, 141949888, 142080448, 142212544, 142342336, 142474432,
142606144, 142736192, 142868288, 142997824, 143129408, 143258944,
143392448, 143523136, 143653696, 143785024, 143916992, 144045632,
144177856, 144309184, 144440768, 144570688, 144701888, 144832448,
144965056, 145096384, 145227584, 145358656, 145489856, 145620928,
145751488, 145883072, 146011456, 146144704, 146275264, 146407232,
146538176, 146668736, 146800448, 146931392, 147062336, 147193664,
147324224, 147455936, 147586624, 147717056, 147848768, 147979456,
148110784, 148242368, 148373312, 148503232, 148635584, 148766144,
148897088, 149028416, 149159488, 149290688, 149420224, 149551552,
149683136, 149814976, 149943616, 150076352, 150208064, 150338624,
150470464, 150600256, 150732224, 150862784, 150993088, 151125952,
151254976, 151388096, 151519168, 151649728, 151778752, 151911104,
152042944, 152174144, 152304704, 152435648, 152567488, 152698816,
152828992, 152960576, 153091648, 153222976, 153353792, 153484096,
153616192, 153747008, 153878336, 154008256, 154139968, 154270912,
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