github.com/cryptogateway/go-paymex@v0.0.0-20210204174735-96277fb1e602/les/costtracker.go (about)

     1  // Copyright 2019 The go-ethereum Authors
     2  // This file is part of the go-ethereum library.
     3  //
     4  // The go-ethereum library is free software: you can redistribute it and/or modify
     5  // it under the terms of the GNU Lesser General Public License as published by
     6  // the Free Software Foundation, either version 3 of the License, or
     7  // (at your option) any later version.
     8  //
     9  // The go-ethereum library is distributed in the hope that it will be useful,
    10  // but WITHOUT ANY WARRANTY; without even the implied warranty of
    11  // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
    12  // GNU Lesser General Public License for more details.
    13  //
    14  // You should have received a copy of the GNU Lesser General Public License
    15  // along with the go-ethereum library. If not, see <http://www.gnu.org/licenses/>.
    16  
    17  package les
    18  
    19  import (
    20  	"encoding/binary"
    21  	"math"
    22  	"sync"
    23  	"sync/atomic"
    24  	"time"
    25  
    26  	"github.com/cryptogateway/go-paymex/common/mclock"
    27  	"github.com/cryptogateway/go-paymex/eth"
    28  	"github.com/cryptogateway/go-paymex/ethdb"
    29  	"github.com/cryptogateway/go-paymex/les/flowcontrol"
    30  	"github.com/cryptogateway/go-paymex/log"
    31  	"github.com/cryptogateway/go-paymex/metrics"
    32  )
    33  
    34  const makeCostStats = false // make request cost statistics during operation
    35  
    36  var (
    37  	// average request cost estimates based on serving time
    38  	reqAvgTimeCost = requestCostTable{
    39  		GetBlockHeadersMsg:     {150000, 30000},
    40  		GetBlockBodiesMsg:      {0, 700000},
    41  		GetReceiptsMsg:         {0, 1000000},
    42  		GetCodeMsg:             {0, 450000},
    43  		GetProofsV2Msg:         {0, 600000},
    44  		GetHelperTrieProofsMsg: {0, 1000000},
    45  		SendTxV2Msg:            {0, 450000},
    46  		GetTxStatusMsg:         {0, 250000},
    47  	}
    48  	// maximum incoming message size estimates
    49  	reqMaxInSize = requestCostTable{
    50  		GetBlockHeadersMsg:     {40, 0},
    51  		GetBlockBodiesMsg:      {0, 40},
    52  		GetReceiptsMsg:         {0, 40},
    53  		GetCodeMsg:             {0, 80},
    54  		GetProofsV2Msg:         {0, 80},
    55  		GetHelperTrieProofsMsg: {0, 20},
    56  		SendTxV2Msg:            {0, 16500},
    57  		GetTxStatusMsg:         {0, 50},
    58  	}
    59  	// maximum outgoing message size estimates
    60  	reqMaxOutSize = requestCostTable{
    61  		GetBlockHeadersMsg:     {0, 556},
    62  		GetBlockBodiesMsg:      {0, 100000},
    63  		GetReceiptsMsg:         {0, 200000},
    64  		GetCodeMsg:             {0, 50000},
    65  		GetProofsV2Msg:         {0, 4000},
    66  		GetHelperTrieProofsMsg: {0, 4000},
    67  		SendTxV2Msg:            {0, 100},
    68  		GetTxStatusMsg:         {0, 100},
    69  	}
    70  	// request amounts that have to fit into the minimum buffer size minBufferMultiplier times
    71  	minBufferReqAmount = map[uint64]uint64{
    72  		GetBlockHeadersMsg:     192,
    73  		GetBlockBodiesMsg:      1,
    74  		GetReceiptsMsg:         1,
    75  		GetCodeMsg:             1,
    76  		GetProofsV2Msg:         1,
    77  		GetHelperTrieProofsMsg: 16,
    78  		SendTxV2Msg:            8,
    79  		GetTxStatusMsg:         64,
    80  	}
    81  	minBufferMultiplier = 3
    82  )
    83  
    84  const (
    85  	maxCostFactor    = 2    // ratio of maximum and average cost estimates
    86  	bufLimitRatio    = 6000 // fixed bufLimit/MRR ratio
    87  	gfUsageThreshold = 0.5
    88  	gfUsageTC        = time.Second
    89  	gfRaiseTC        = time.Second * 200
    90  	gfDropTC         = time.Second * 50
    91  	gfDbKey          = "_globalCostFactorV6"
    92  )
    93  
    94  // costTracker is responsible for calculating costs and cost estimates on the
    95  // server side. It continuously updates the global cost factor which is defined
    96  // as the number of cost units per nanosecond of serving time in a single thread.
    97  // It is based on statistics collected during serving requests in high-load periods
    98  // and practically acts as a one-dimension request price scaling factor over the
    99  // pre-defined cost estimate table.
   100  //
   101  // The reason for dynamically maintaining the global factor on the server side is:
   102  // the estimated time cost of the request is fixed(hardcoded) but the configuration
   103  // of the machine running the server is really different. Therefore, the request serving
   104  // time in different machine will vary greatly. And also, the request serving time
   105  // in same machine may vary greatly with different request pressure.
   106  //
   107  // In order to more effectively limit resources, we apply the global factor to serving
   108  // time to make the result as close as possible to the estimated time cost no matter
   109  // the server is slow or fast. And also we scale the totalRecharge with global factor
   110  // so that fast server can serve more requests than estimation and slow server can
   111  // reduce request pressure.
   112  //
   113  // Instead of scaling the cost values, the real value of cost units is changed by
   114  // applying the factor to the serving times. This is more convenient because the
   115  // changes in the cost factor can be applied immediately without always notifying
   116  // the clients about the changed cost tables.
   117  type costTracker struct {
   118  	db     ethdb.Database
   119  	stopCh chan chan struct{}
   120  
   121  	inSizeFactor  float64
   122  	outSizeFactor float64
   123  	factor        float64
   124  	utilTarget    float64
   125  	minBufLimit   uint64
   126  
   127  	gfLock          sync.RWMutex
   128  	reqInfoCh       chan reqInfo
   129  	totalRechargeCh chan uint64
   130  
   131  	stats map[uint64][]uint64 // Used for testing purpose.
   132  
   133  	// TestHooks
   134  	testing      bool            // Disable real cost evaluation for testing purpose.
   135  	testCostList RequestCostList // Customized cost table for testing purpose.
   136  }
   137  
   138  // newCostTracker creates a cost tracker and loads the cost factor statistics from the database.
   139  // It also returns the minimum capacity that can be assigned to any peer.
   140  func newCostTracker(db ethdb.Database, config *eth.Config) (*costTracker, uint64) {
   141  	utilTarget := float64(config.LightServ) * flowcontrol.FixedPointMultiplier / 100
   142  	ct := &costTracker{
   143  		db:         db,
   144  		stopCh:     make(chan chan struct{}),
   145  		reqInfoCh:  make(chan reqInfo, 100),
   146  		utilTarget: utilTarget,
   147  	}
   148  	if config.LightIngress > 0 {
   149  		ct.inSizeFactor = utilTarget / float64(config.LightIngress)
   150  	}
   151  	if config.LightEgress > 0 {
   152  		ct.outSizeFactor = utilTarget / float64(config.LightEgress)
   153  	}
   154  	if makeCostStats {
   155  		ct.stats = make(map[uint64][]uint64)
   156  		for code := range reqAvgTimeCost {
   157  			ct.stats[code] = make([]uint64, 10)
   158  		}
   159  	}
   160  	ct.gfLoop()
   161  	costList := ct.makeCostList(ct.globalFactor() * 1.25)
   162  	for _, c := range costList {
   163  		amount := minBufferReqAmount[c.MsgCode]
   164  		cost := c.BaseCost + amount*c.ReqCost
   165  		if cost > ct.minBufLimit {
   166  			ct.minBufLimit = cost
   167  		}
   168  	}
   169  	ct.minBufLimit *= uint64(minBufferMultiplier)
   170  	return ct, (ct.minBufLimit-1)/bufLimitRatio + 1
   171  }
   172  
   173  // stop stops the cost tracker and saves the cost factor statistics to the database
   174  func (ct *costTracker) stop() {
   175  	stopCh := make(chan struct{})
   176  	ct.stopCh <- stopCh
   177  	<-stopCh
   178  	if makeCostStats {
   179  		ct.printStats()
   180  	}
   181  }
   182  
   183  // makeCostList returns upper cost estimates based on the hardcoded cost estimate
   184  // tables and the optionally specified incoming/outgoing bandwidth limits
   185  func (ct *costTracker) makeCostList(globalFactor float64) RequestCostList {
   186  	maxCost := func(avgTimeCost, inSize, outSize uint64) uint64 {
   187  		cost := avgTimeCost * maxCostFactor
   188  		inSizeCost := uint64(float64(inSize) * ct.inSizeFactor * globalFactor)
   189  		if inSizeCost > cost {
   190  			cost = inSizeCost
   191  		}
   192  		outSizeCost := uint64(float64(outSize) * ct.outSizeFactor * globalFactor)
   193  		if outSizeCost > cost {
   194  			cost = outSizeCost
   195  		}
   196  		return cost
   197  	}
   198  	var list RequestCostList
   199  	for code, data := range reqAvgTimeCost {
   200  		baseCost := maxCost(data.baseCost, reqMaxInSize[code].baseCost, reqMaxOutSize[code].baseCost)
   201  		reqCost := maxCost(data.reqCost, reqMaxInSize[code].reqCost, reqMaxOutSize[code].reqCost)
   202  		if ct.minBufLimit != 0 {
   203  			// if minBufLimit is set then always enforce maximum request cost <= minBufLimit
   204  			maxCost := baseCost + reqCost*minBufferReqAmount[code]
   205  			if maxCost > ct.minBufLimit {
   206  				mul := 0.999 * float64(ct.minBufLimit) / float64(maxCost)
   207  				baseCost = uint64(float64(baseCost) * mul)
   208  				reqCost = uint64(float64(reqCost) * mul)
   209  			}
   210  		}
   211  
   212  		list = append(list, requestCostListItem{
   213  			MsgCode:  code,
   214  			BaseCost: baseCost,
   215  			ReqCost:  reqCost,
   216  		})
   217  	}
   218  	return list
   219  }
   220  
   221  // reqInfo contains the estimated time cost and the actual request serving time
   222  // which acts as a feed source to update factor maintained by costTracker.
   223  type reqInfo struct {
   224  	// avgTimeCost is the estimated time cost corresponding to maxCostTable.
   225  	avgTimeCost float64
   226  
   227  	// servingTime is the CPU time corresponding to the actual processing of
   228  	// the request.
   229  	servingTime float64
   230  
   231  	// msgCode indicates the type of request.
   232  	msgCode uint64
   233  }
   234  
   235  // gfLoop starts an event loop which updates the global cost factor which is
   236  // calculated as a weighted average of the average estimate / serving time ratio.
   237  // The applied weight equals the serving time if gfUsage is over a threshold,
   238  // zero otherwise. gfUsage is the recent average serving time per time unit in
   239  // an exponential moving window. This ensures that statistics are collected only
   240  // under high-load circumstances where the measured serving times are relevant.
   241  // The total recharge parameter of the flow control system which controls the
   242  // total allowed serving time per second but nominated in cost units, should
   243  // also be scaled with the cost factor and is also updated by this loop.
   244  func (ct *costTracker) gfLoop() {
   245  	var (
   246  		factor, totalRecharge        float64
   247  		gfLog, recentTime, recentAvg float64
   248  
   249  		lastUpdate, expUpdate = mclock.Now(), mclock.Now()
   250  	)
   251  
   252  	// Load historical cost factor statistics from the database.
   253  	data, _ := ct.db.Get([]byte(gfDbKey))
   254  	if len(data) == 8 {
   255  		gfLog = math.Float64frombits(binary.BigEndian.Uint64(data[:]))
   256  	}
   257  	ct.factor = math.Exp(gfLog)
   258  	factor, totalRecharge = ct.factor, ct.utilTarget*ct.factor
   259  
   260  	// In order to perform factor data statistics under the high request pressure,
   261  	// we only adjust factor when recent factor usage beyond the threshold.
   262  	threshold := gfUsageThreshold * float64(gfUsageTC) * ct.utilTarget / flowcontrol.FixedPointMultiplier
   263  
   264  	go func() {
   265  		saveCostFactor := func() {
   266  			var data [8]byte
   267  			binary.BigEndian.PutUint64(data[:], math.Float64bits(gfLog))
   268  			ct.db.Put([]byte(gfDbKey), data[:])
   269  			log.Debug("global cost factor saved", "value", factor)
   270  		}
   271  		saveTicker := time.NewTicker(time.Minute * 10)
   272  		defer saveTicker.Stop()
   273  
   274  		for {
   275  			select {
   276  			case r := <-ct.reqInfoCh:
   277  				relCost := int64(factor * r.servingTime * 100 / r.avgTimeCost) // Convert the value to a percentage form
   278  
   279  				// Record more metrics if we are debugging
   280  				if metrics.EnabledExpensive {
   281  					switch r.msgCode {
   282  					case GetBlockHeadersMsg:
   283  						relativeCostHeaderHistogram.Update(relCost)
   284  					case GetBlockBodiesMsg:
   285  						relativeCostBodyHistogram.Update(relCost)
   286  					case GetReceiptsMsg:
   287  						relativeCostReceiptHistogram.Update(relCost)
   288  					case GetCodeMsg:
   289  						relativeCostCodeHistogram.Update(relCost)
   290  					case GetProofsV2Msg:
   291  						relativeCostProofHistogram.Update(relCost)
   292  					case GetHelperTrieProofsMsg:
   293  						relativeCostHelperProofHistogram.Update(relCost)
   294  					case SendTxV2Msg:
   295  						relativeCostSendTxHistogram.Update(relCost)
   296  					case GetTxStatusMsg:
   297  						relativeCostTxStatusHistogram.Update(relCost)
   298  					}
   299  				}
   300  				// SendTxV2 and GetTxStatus requests are two special cases.
   301  				// All other requests will only put pressure on the database, and
   302  				// the corresponding delay is relatively stable. While these two
   303  				// requests involve txpool query, which is usually unstable.
   304  				//
   305  				// TODO(rjl493456442) fixes this.
   306  				if r.msgCode == SendTxV2Msg || r.msgCode == GetTxStatusMsg {
   307  					continue
   308  				}
   309  				requestServedMeter.Mark(int64(r.servingTime))
   310  				requestServedTimer.Update(time.Duration(r.servingTime))
   311  				requestEstimatedMeter.Mark(int64(r.avgTimeCost / factor))
   312  				requestEstimatedTimer.Update(time.Duration(r.avgTimeCost / factor))
   313  				relativeCostHistogram.Update(relCost)
   314  
   315  				now := mclock.Now()
   316  				dt := float64(now - expUpdate)
   317  				expUpdate = now
   318  				exp := math.Exp(-dt / float64(gfUsageTC))
   319  
   320  				// calculate factor correction until now, based on previous values
   321  				var gfCorr float64
   322  				max := recentTime
   323  				if recentAvg > max {
   324  					max = recentAvg
   325  				}
   326  				// we apply continuous correction when MAX(recentTime, recentAvg) > threshold
   327  				if max > threshold {
   328  					// calculate correction time between last expUpdate and now
   329  					if max*exp >= threshold {
   330  						gfCorr = dt
   331  					} else {
   332  						gfCorr = math.Log(max/threshold) * float64(gfUsageTC)
   333  					}
   334  					// calculate log(factor) correction with the right direction and time constant
   335  					if recentTime > recentAvg {
   336  						// drop factor if actual serving times are larger than average estimates
   337  						gfCorr /= -float64(gfDropTC)
   338  					} else {
   339  						// raise factor if actual serving times are smaller than average estimates
   340  						gfCorr /= float64(gfRaiseTC)
   341  					}
   342  				}
   343  				// update recent cost values with current request
   344  				recentTime = recentTime*exp + r.servingTime
   345  				recentAvg = recentAvg*exp + r.avgTimeCost/factor
   346  
   347  				if gfCorr != 0 {
   348  					// Apply the correction to factor
   349  					gfLog += gfCorr
   350  					factor = math.Exp(gfLog)
   351  					// Notify outside modules the new factor and totalRecharge.
   352  					if time.Duration(now-lastUpdate) > time.Second {
   353  						totalRecharge, lastUpdate = ct.utilTarget*factor, now
   354  						ct.gfLock.Lock()
   355  						ct.factor = factor
   356  						ch := ct.totalRechargeCh
   357  						ct.gfLock.Unlock()
   358  						if ch != nil {
   359  							select {
   360  							case ct.totalRechargeCh <- uint64(totalRecharge):
   361  							default:
   362  							}
   363  						}
   364  						globalFactorGauge.Update(int64(1000 * factor))
   365  						log.Debug("global cost factor updated", "factor", factor)
   366  					}
   367  				}
   368  				recentServedGauge.Update(int64(recentTime))
   369  				recentEstimatedGauge.Update(int64(recentAvg))
   370  
   371  			case <-saveTicker.C:
   372  				saveCostFactor()
   373  
   374  			case stopCh := <-ct.stopCh:
   375  				saveCostFactor()
   376  				close(stopCh)
   377  				return
   378  			}
   379  		}
   380  	}()
   381  }
   382  
   383  // globalFactor returns the current value of the global cost factor
   384  func (ct *costTracker) globalFactor() float64 {
   385  	ct.gfLock.RLock()
   386  	defer ct.gfLock.RUnlock()
   387  
   388  	return ct.factor
   389  }
   390  
   391  // totalRecharge returns the current total recharge parameter which is used by
   392  // flowcontrol.ClientManager and is scaled by the global cost factor
   393  func (ct *costTracker) totalRecharge() uint64 {
   394  	ct.gfLock.RLock()
   395  	defer ct.gfLock.RUnlock()
   396  
   397  	return uint64(ct.factor * ct.utilTarget)
   398  }
   399  
   400  // subscribeTotalRecharge returns all future updates to the total recharge value
   401  // through a channel and also returns the current value
   402  func (ct *costTracker) subscribeTotalRecharge(ch chan uint64) uint64 {
   403  	ct.gfLock.Lock()
   404  	defer ct.gfLock.Unlock()
   405  
   406  	ct.totalRechargeCh = ch
   407  	return uint64(ct.factor * ct.utilTarget)
   408  }
   409  
   410  // updateStats updates the global cost factor and (if enabled) the real cost vs.
   411  // average estimate statistics
   412  func (ct *costTracker) updateStats(code, amount, servingTime, realCost uint64) {
   413  	avg := reqAvgTimeCost[code]
   414  	avgTimeCost := avg.baseCost + amount*avg.reqCost
   415  	select {
   416  	case ct.reqInfoCh <- reqInfo{float64(avgTimeCost), float64(servingTime), code}:
   417  	default:
   418  	}
   419  	if makeCostStats {
   420  		realCost <<= 4
   421  		l := 0
   422  		for l < 9 && realCost > avgTimeCost {
   423  			l++
   424  			realCost >>= 1
   425  		}
   426  		atomic.AddUint64(&ct.stats[code][l], 1)
   427  	}
   428  }
   429  
   430  // realCost calculates the final cost of a request based on actual serving time,
   431  // incoming and outgoing message size
   432  //
   433  // Note: message size is only taken into account if bandwidth limitation is applied
   434  // and the cost based on either message size is greater than the cost based on
   435  // serving time. A maximum of the three costs is applied instead of their sum
   436  // because the three limited resources (serving thread time and i/o bandwidth) can
   437  // also be maxed out simultaneously.
   438  func (ct *costTracker) realCost(servingTime uint64, inSize, outSize uint32) uint64 {
   439  	cost := float64(servingTime)
   440  	inSizeCost := float64(inSize) * ct.inSizeFactor
   441  	if inSizeCost > cost {
   442  		cost = inSizeCost
   443  	}
   444  	outSizeCost := float64(outSize) * ct.outSizeFactor
   445  	if outSizeCost > cost {
   446  		cost = outSizeCost
   447  	}
   448  	return uint64(cost * ct.globalFactor())
   449  }
   450  
   451  // printStats prints the distribution of real request cost relative to the average estimates
   452  func (ct *costTracker) printStats() {
   453  	if ct.stats == nil {
   454  		return
   455  	}
   456  	for code, arr := range ct.stats {
   457  		log.Info("Request cost statistics", "code", code, "1/16", arr[0], "1/8", arr[1], "1/4", arr[2], "1/2", arr[3], "1", arr[4], "2", arr[5], "4", arr[6], "8", arr[7], "16", arr[8], ">16", arr[9])
   458  	}
   459  }
   460  
   461  type (
   462  	// requestCostTable assigns a cost estimate function to each request type
   463  	// which is a linear function of the requested amount
   464  	// (cost = baseCost + reqCost * amount)
   465  	requestCostTable map[uint64]*requestCosts
   466  	requestCosts     struct {
   467  		baseCost, reqCost uint64
   468  	}
   469  
   470  	// RequestCostList is a list representation of request costs which is used for
   471  	// database storage and communication through the network
   472  	RequestCostList     []requestCostListItem
   473  	requestCostListItem struct {
   474  		MsgCode, BaseCost, ReqCost uint64
   475  	}
   476  )
   477  
   478  // getMaxCost calculates the estimated cost for a given request type and amount
   479  func (table requestCostTable) getMaxCost(code, amount uint64) uint64 {
   480  	costs := table[code]
   481  	return costs.baseCost + amount*costs.reqCost
   482  }
   483  
   484  // decode converts a cost list to a cost table
   485  func (list RequestCostList) decode(protocolLength uint64) requestCostTable {
   486  	table := make(requestCostTable)
   487  	for _, e := range list {
   488  		if e.MsgCode < protocolLength {
   489  			table[e.MsgCode] = &requestCosts{
   490  				baseCost: e.BaseCost,
   491  				reqCost:  e.ReqCost,
   492  			}
   493  		}
   494  	}
   495  	return table
   496  }
   497  
   498  // testCostList returns a dummy request cost list used by tests
   499  func testCostList(testCost uint64) RequestCostList {
   500  	cl := make(RequestCostList, len(reqAvgTimeCost))
   501  	var max uint64
   502  	for code := range reqAvgTimeCost {
   503  		if code > max {
   504  			max = code
   505  		}
   506  	}
   507  	i := 0
   508  	for code := uint64(0); code <= max; code++ {
   509  		if _, ok := reqAvgTimeCost[code]; ok {
   510  			cl[i].MsgCode = code
   511  			cl[i].BaseCost = testCost
   512  			cl[i].ReqCost = 0
   513  			i++
   514  		}
   515  	}
   516  	return cl
   517  }