package main import ( "bufio" "context" "encoding/json" "fmt" "io" "io/ioutil" "math" "net/http" _ "net/http/pprof" "os" "runtime" "runtime/pprof" "sort" "time" ocprom "contrib.go.opencensus.io/exporter/prometheus" "github.com/cockroachdb/pebble" "github.com/cockroachdb/pebble/bloom" "github.com/ipfs/go-cid" metricsi "github.com/ipfs/go-metrics-interface" "github.com/prometheus/client_golang/prometheus" "github.com/prometheus/client_golang/prometheus/promauto" "github.com/filecoin-project/lotus/api" "github.com/filecoin-project/lotus/chain/stmgr" "github.com/filecoin-project/lotus/chain/store" "github.com/filecoin-project/lotus/chain/types" "github.com/filecoin-project/lotus/chain/vm" lcli "github.com/filecoin-project/lotus/cli" "github.com/filecoin-project/lotus/lib/blockstore" badgerbs "github.com/filecoin-project/lotus/lib/blockstore/badger" _ "github.com/filecoin-project/lotus/lib/sigs/bls" _ "github.com/filecoin-project/lotus/lib/sigs/secp" "github.com/filecoin-project/lotus/node/repo" "github.com/filecoin-project/go-state-types/abi" metricsprometheus "github.com/ipfs/go-metrics-prometheus" "github.com/ipld/go-car" "github.com/filecoin-project/lotus/extern/sector-storage/ffiwrapper" bdg "github.com/dgraph-io/badger/v2" "github.com/ipfs/go-datastore" badger "github.com/ipfs/go-ds-badger2" measure "github.com/ipfs/go-ds-measure" pebbleds "github.com/ipfs/go-ds-pebble" "github.com/urfave/cli/v2" "golang.org/x/xerrors" ) type TipSetExec struct { TipSet types.TipSetKey Trace []*api.InvocResult Duration time.Duration } var importBenchCmd = &cli.Command{ Name: "import", Usage: "Benchmark chain import and validation", Subcommands: []*cli.Command{ importAnalyzeCmd, }, Flags: []cli.Flag{ &cli.StringFlag{ Name: "start-tipset", Usage: "start validation at the given tipset key; in format cid1,cid2,cid3...", }, &cli.StringFlag{ Name: "end-tipset", Usage: "halt validation at the given tipset key; in format cid1,cid2,cid3...", }, &cli.StringFlag{ Name: "genesis-tipset", Usage: "genesis tipset key; in format cid1,cid2,cid3...", }, &cli.Int64Flag{ Name: "start-height", Usage: "start validation at given height; beware that chain traversal by height is very slow", }, &cli.Int64Flag{ Name: "end-height", Usage: "halt validation after given height; beware that chain traversal by height is very slow", }, &cli.IntFlag{ Name: "batch-seal-verify-threads", Usage: "set the parallelism factor for batch seal verification", Value: runtime.NumCPU(), }, &cli.StringFlag{ Name: "repodir", Usage: "set the repo directory for the lotus bench run (defaults to /tmp)", }, &cli.StringFlag{ Name: "syscall-cache", Usage: "read and write syscall results from datastore", }, &cli.BoolFlag{ Name: "export-traces", Usage: "should we export execution traces", Value: true, }, &cli.BoolFlag{ Name: "no-import", Usage: "should we import the chain? if set to true chain has to be previously imported", }, &cli.BoolFlag{ Name: "global-profile", Value: true, }, &cli.BoolFlag{ Name: "only-import", }, &cli.BoolFlag{ Name: "use-pebble", }, &cli.BoolFlag{ Name: "use-native-badger", }, &cli.StringFlag{ Name: "car", Usage: "path to CAR file; required for import; on validation, either " + "a CAR path or the --head flag are required", }, &cli.StringFlag{ Name: "head", Usage: "tipset key of the head, useful when benchmarking validation " + "on an existing chain store, where a CAR is not available; " + "if both --car and --head are provided, --head takes precedence " + "over the CAR root; the format is cid1,cid2,cid3...", }, }, Action: func(cctx *cli.Context) error { metricsprometheus.Inject() //nolint:errcheck vm.BatchSealVerifyParallelism = cctx.Int("batch-seal-verify-threads") go func() { // Prometheus globals are exposed as interfaces, but the prometheus // OpenCensus exporter expects a concrete *Registry. The concrete type of // the globals are actually *Registry, so we downcast them, staying // defensive in case things change under the hood. registry, ok := prometheus.DefaultRegisterer.(*prometheus.Registry) if !ok { log.Warnf("failed to export default prometheus registry; some metrics will be unavailable; unexpected type: %T", prometheus.DefaultRegisterer) return } exporter, err := ocprom.NewExporter(ocprom.Options{ Registry: registry, Namespace: "lotus", }) if err != nil { log.Fatalf("could not create the prometheus stats exporter: %v", err) } http.Handle("/debug/metrics", exporter) http.ListenAndServe("localhost:6060", nil) //nolint:errcheck }() var tdir string if rdir := cctx.String("repodir"); rdir != "" { tdir = rdir } else { tmp, err := ioutil.TempDir("", "lotus-import-bench") if err != nil { return err } tdir = tmp } var ( ds datastore.Batching bs blockstore.Blockstore err error ) switch { case cctx.Bool("use-pebble"): log.Info("using pebble") cache := 512 ds, err = pebbleds.NewDatastore(tdir, &pebble.Options{ // Pebble has a single combined cache area and the write // buffers are taken from this too. Assign all available // memory allowance for cache. Cache: pebble.NewCache(int64(cache * 1024 * 1024)), // The size of memory table(as well as the write buffer). // Note, there may have more than two memory tables in the system. // MemTableStopWritesThreshold can be configured to avoid the memory abuse. MemTableSize: cache * 1024 * 1024 / 4, // The default compaction concurrency(1 thread), // Here use all available CPUs for faster compaction. MaxConcurrentCompactions: runtime.NumCPU(), // Per-level options. Options for at least one level must be specified. The // options for the last level are used for all subsequent levels. Levels: []pebble.LevelOptions{ {TargetFileSize: 16 * 1024 * 1024, FilterPolicy: bloom.FilterPolicy(10), Compression: pebble.NoCompression}, }, Logger: log, }) case cctx.Bool("use-native-badger"): log.Info("using native badger") var opts badgerbs.Options if opts, err = repo.BadgerBlockstoreOptions(repo.BlockstoreChain, tdir, false); err != nil { return err } opts.SyncWrites = false bs, err = badgerbs.Open(opts) default: // legacy badger via datastore. log.Info("using legacy badger") bdgOpt := badger.DefaultOptions bdgOpt.GcInterval = 0 bdgOpt.Options = bdg.DefaultOptions("") bdgOpt.Options.SyncWrites = false bdgOpt.Options.Truncate = true bdgOpt.Options.DetectConflicts = false ds, err = badger.NewDatastore(tdir, &bdgOpt) } if err != nil { return err } if ds != nil { ds = measure.New("dsbench", ds) defer ds.Close() //nolint:errcheck bs = blockstore.NewBlockstore(ds) } if c, ok := bs.(io.Closer); ok { defer c.Close() //nolint:errcheck } ctx := metricsi.CtxScope(context.Background(), "lotus") cacheOpts := blockstore.DefaultCacheOpts() cacheOpts.HasBloomFilterSize = 0 bs, err = blockstore.CachedBlockstore(ctx, bs, cacheOpts) if err != nil { return err } var verifier ffiwrapper.Verifier = ffiwrapper.ProofVerifier if cctx.IsSet("syscall-cache") { scds, err := badger.NewDatastore(cctx.String("syscall-cache"), &badger.DefaultOptions) if err != nil { return xerrors.Errorf("opening syscall-cache datastore: %w", err) } defer scds.Close() //nolint:errcheck verifier = &cachingVerifier{ ds: scds, backend: verifier, } } if cctx.Bool("only-gc") { return nil } metadataDs := datastore.NewMapDatastore() cs := store.NewChainStore(bs, bs, metadataDs, vm.Syscalls(verifier), nil) defer cs.Close() //nolint:errcheck stm := stmgr.NewStateManager(cs) startTime := time.Now() // register a gauge that reports how long since the measurable // operation began. promauto.NewGaugeFunc(prometheus.GaugeOpts{ Name: "lotus_bench_time_taken_secs", }, func() float64 { return time.Since(startTime).Seconds() }) defer func() { end := time.Now().Format(time.RFC3339) resp, err := http.Get("http://localhost:6060/debug/metrics") if err != nil { log.Warnf("failed to scape prometheus: %s", err) } metricsfi, err := os.Create("bench.metrics") if err != nil { log.Warnf("failed to write prometheus data: %s", err) } _, _ = io.Copy(metricsfi, resp.Body) //nolint:errcheck _ = metricsfi.Close() //nolint:errcheck writeProfile := func(name string) { if file, err := os.Create(fmt.Sprintf("%s.%s.%s.pprof", name, startTime.Format(time.RFC3339), end)); err == nil { if err := pprof.Lookup(name).WriteTo(file, 0); err != nil { log.Warnf("failed to write %s pprof: %s", name, err) } _ = file.Close() } else { log.Warnf("failed to create %s pprof file: %s", name, err) } } writeProfile("heap") writeProfile("allocs") }() var carFile *os.File // open the CAR file if one is provided. if path := cctx.String("car"); path != "" { var err error if carFile, err = os.Open(path); err != nil { return xerrors.Errorf("failed to open provided CAR file: %w", err) } } var head *types.TipSet // --- IMPORT --- if !cctx.Bool("no-import") { if cctx.Bool("global-profile") { prof, err := os.Create("bench.import.pprof") if err != nil { return err } defer prof.Close() //nolint:errcheck if err := pprof.StartCPUProfile(prof); err != nil { return err } } // import is NOT suppressed; do it. if carFile == nil { // a CAR is compulsory for the import. return fmt.Errorf("no CAR file provided for import") } head, err = cs.Import(carFile) if err != nil { return err } pprof.StopCPUProfile() } if cctx.Bool("only-import") { return nil } // --- VALIDATION --- // // we are now preparing for the validation benchmark. // a HEAD needs to be set; --head takes precedence over the root // of the CAR, if both are provided. if h := cctx.String("head"); h != "" { cids, err := lcli.ParseTipSetString(h) if err != nil { return xerrors.Errorf("failed to parse head tipset key: %w", err) } head, err = cs.LoadTipSet(types.NewTipSetKey(cids...)) if err != nil { return err } } else if carFile != nil && head == nil { cr, err := car.NewCarReader(carFile) if err != nil { return err } head, err = cs.LoadTipSet(types.NewTipSetKey(cr.Header.Roots...)) if err != nil { return err } } else if h == "" && carFile == nil { return xerrors.Errorf("neither --car nor --head flags supplied") } log.Infof("chain head is tipset: %s", head.Key()) var genesis *types.TipSet log.Infof("getting genesis block") if tsk := cctx.String("genesis-tipset"); tsk != "" { var cids []cid.Cid if cids, err = lcli.ParseTipSetString(tsk); err != nil { return xerrors.Errorf("failed to parse genesis tipset key: %w", err) } genesis, err = cs.LoadTipSet(types.NewTipSetKey(cids...)) } else { log.Warnf("getting genesis by height; this will be slow; pass in the genesis tipset through --genesis-tipset") // fallback to the slow path of walking the chain. genesis, err = cs.GetTipsetByHeight(context.TODO(), 0, head, true) } if err != nil { return err } if err = cs.SetGenesis(genesis.Blocks()[0]); err != nil { return err } // Resolve the end tipset, falling back to head if not provided. end := head if tsk := cctx.String("end-tipset"); tsk != "" { var cids []cid.Cid if cids, err = lcli.ParseTipSetString(tsk); err != nil { return xerrors.Errorf("failed to end genesis tipset key: %w", err) } end, err = cs.LoadTipSet(types.NewTipSetKey(cids...)) } else if h := cctx.Int64("end-height"); h != 0 { log.Infof("getting end tipset at height %d...", h) end, err = cs.GetTipsetByHeight(context.TODO(), abi.ChainEpoch(h), head, true) } if err != nil { return err } // Resolve the start tipset, if provided; otherwise, fallback to // height 1 for a start point. var ( startEpoch = abi.ChainEpoch(1) start *types.TipSet ) if tsk := cctx.String("start-tipset"); tsk != "" { var cids []cid.Cid if cids, err = lcli.ParseTipSetString(tsk); err != nil { return xerrors.Errorf("failed to start genesis tipset key: %w", err) } start, err = cs.LoadTipSet(types.NewTipSetKey(cids...)) } else if h := cctx.Int64("start-height"); h != 0 { log.Infof("getting start tipset at height %d...", h) // lookback from the end tipset (which falls back to head if not supplied). start, err = cs.GetTipsetByHeight(context.TODO(), abi.ChainEpoch(h), end, true) } if err != nil { return err } if start != nil { startEpoch = start.Height() if err := cs.ForceHeadSilent(context.Background(), start); err != nil { // if err := cs.SetHead(start); err != nil { return err } } inverseChain := append(make([]*types.TipSet, 0, end.Height()), end) for ts := end; ts.Height() > startEpoch; { if h := ts.Height(); h%100 == 0 { log.Infof("walking back the chain; loaded tipset at height %d...", h) } next, err := cs.LoadTipSet(ts.Parents()) if err != nil { return err } inverseChain = append(inverseChain, next) ts = next } var enc *json.Encoder if cctx.Bool("export-traces") { ibj, err := os.Create("bench.json") if err != nil { return err } defer ibj.Close() //nolint:errcheck enc = json.NewEncoder(ibj) } if cctx.Bool("global-profile") { prof, err := os.Create("bench.validation.pprof") if err != nil { return err } defer prof.Close() //nolint:errcheck if err := pprof.StartCPUProfile(prof); err != nil { return err } } for i := len(inverseChain) - 1; i >= 1; i-- { cur := inverseChain[i] start := time.Now() log.Infof("computing state (height: %d, ts=%s)", cur.Height(), cur.Cids()) st, trace, err := stm.ExecutionTrace(context.TODO(), cur) if err != nil { return err } tse := &TipSetExec{ TipSet: cur.Key(), Trace: trace, Duration: time.Since(start), } if enc != nil { stripCallers(tse.Trace) if err := enc.Encode(tse); err != nil { return xerrors.Errorf("failed to write out tipsetexec: %w", err) } } if inverseChain[i-1].ParentState() != st { stripCallers(tse.Trace) lastTrace := tse.Trace d, err := json.MarshalIndent(lastTrace, "", " ") if err != nil { panic(err) } fmt.Println("TRACE") fmt.Println(string(d)) //fmt.Println(statediff.Diff(context.Background(), bs, tschain[i-1].ParentState(), st, statediff.ExpandActors)) return xerrors.Errorf("tipset chain had state mismatch at height %d (%s != %s)", cur.Height(), cur.ParentState(), st) } } pprof.StopCPUProfile() return nil }, } func walkExecutionTrace(et *types.ExecutionTrace) { for _, gc := range et.GasCharges { gc.Callers = nil } for _, sub := range et.Subcalls { walkExecutionTrace(&sub) //nolint:scopelint,gosec } } func stripCallers(trace []*api.InvocResult) { for _, t := range trace { walkExecutionTrace(&t.ExecutionTrace) } } type Invocation struct { TipSet types.TipSetKey Invoc *api.InvocResult } const GasPerNs = 10 func countGasCosts(et *types.ExecutionTrace) (int64, int64) { var cgas, vgas int64 for _, gc := range et.GasCharges { cgas += gc.ComputeGas vgas += gc.VirtualComputeGas } for _, sub := range et.Subcalls { c, v := countGasCosts(&sub) //nolint cgas += c vgas += v } return cgas, vgas } type stats struct { timeTaken meanVar gasRatio meanVar extraCovar *covar } type covar struct { meanX float64 meanY float64 c float64 n float64 m2x float64 m2y float64 } func (cov1 *covar) Covariance() float64 { return cov1.c / (cov1.n - 1) } func (cov1 *covar) VarianceX() float64 { return cov1.m2x / (cov1.n - 1) } func (cov1 *covar) StddevX() float64 { return math.Sqrt(cov1.VarianceX()) } func (cov1 *covar) VarianceY() float64 { return cov1.m2y / (cov1.n - 1) } func (cov1 *covar) StddevY() float64 { return math.Sqrt(cov1.VarianceY()) } func (cov1 *covar) AddPoint(x, y float64) { cov1.n++ dx := x - cov1.meanX cov1.meanX += dx / cov1.n dx2 := x - cov1.meanX cov1.m2x += dx * dx2 dy := y - cov1.meanY cov1.meanY += dy / cov1.n dy2 := y - cov1.meanY cov1.m2y += dy * dy2 cov1.c += dx * dy } func (cov1 *covar) Combine(cov2 *covar) { if cov1.n == 0 { *cov1 = *cov2 return } if cov2.n == 0 { return } if cov1.n == 1 { cpy := *cov2 cpy.AddPoint(cov2.meanX, cov2.meanY) *cov1 = cpy return } if cov2.n == 1 { cov1.AddPoint(cov2.meanX, cov2.meanY) } out := covar{} out.n = cov1.n + cov2.n dx := cov1.meanX - cov2.meanX out.meanX = cov1.meanX - dx*cov2.n/out.n out.m2x = cov1.m2x + cov2.m2x + dx*dx*cov1.n*cov2.n/out.n dy := cov1.meanY - cov2.meanY out.meanY = cov1.meanY - dy*cov2.n/out.n out.m2y = cov1.m2y + cov2.m2y + dy*dy*cov1.n*cov2.n/out.n out.c = cov1.c + cov2.c + dx*dy*cov1.n*cov2.n/out.n *cov1 = out } func (cov1 *covar) A() float64 { return cov1.Covariance() / cov1.VarianceX() } func (cov1 *covar) B() float64 { return cov1.meanY - cov1.meanX*cov1.A() } func (cov1 *covar) Correl() float64 { return cov1.Covariance() / cov1.StddevX() / cov1.StddevY() } type meanVar struct { n float64 mean float64 m2 float64 } func (v1 *meanVar) AddPoint(value float64) { // based on https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance#Welford's_online_algorithm v1.n++ delta := value - v1.mean v1.mean += delta / v1.n delta2 := value - v1.mean v1.m2 += delta * delta2 } func (v1 *meanVar) Variance() float64 { return v1.m2 / (v1.n - 1) } func (v1 *meanVar) Mean() float64 { return v1.mean } func (v1 *meanVar) Stddev() float64 { return math.Sqrt(v1.Variance()) } func (v1 *meanVar) Combine(v2 *meanVar) { if v1.n == 0 { *v1 = *v2 return } if v2.n == 0 { return } if v1.n == 1 { cpy := *v2 cpy.AddPoint(v1.mean) *v1 = cpy return } if v2.n == 1 { v1.AddPoint(v2.mean) return } newCount := v1.n + v2.n delta := v2.mean - v1.mean meanDelta := delta * v2.n / newCount m2 := v1.m2 + v2.m2 + delta*meanDelta*v1.n v1.n = newCount v1.mean += meanDelta v1.m2 = m2 } func getExtras(ex interface{}) (*string, *float64) { if t, ok := ex.(string); ok { return &t, nil } if size, ok := ex.(float64); ok { return nil, &size } if exMap, ok := ex.(map[string]interface{}); ok { t, tok := exMap["type"].(string) size, sok := exMap["size"].(float64) if tok && sok { return &t, &size } if tok { return &t, nil } if sok { return nil, &size } return nil, nil } return nil, nil } func tallyGasCharges(charges map[string]*stats, et types.ExecutionTrace) { for i, gc := range et.GasCharges { name := gc.Name if name == "OnIpldGetEnd" { continue } tt := float64(gc.TimeTaken.Nanoseconds()) if name == "OnVerifyPost" && tt > 2e9 { log.Warnf("Skipping abnormally long OnVerifyPost: %fs", tt/1e9) // discard initial very long OnVerifyPost continue } eType, eSize := getExtras(gc.Extra) if name == "OnIpldGet" { next := &types.GasTrace{} if i+1 < len(et.GasCharges) { next = et.GasCharges[i+1] } if next.Name != "OnIpldGetEnd" { log.Warn("OnIpldGet without OnIpldGetEnd") } else { _, size := getExtras(next.Extra) eSize = size } } if eType != nil { name += "-" + *eType } compGas := gc.ComputeGas if compGas == 0 { compGas = gc.VirtualComputeGas } if compGas == 0 { compGas = 1 } s := charges[name] if s == nil { s = new(stats) charges[name] = s } if eSize != nil { if s.extraCovar == nil { s.extraCovar = &covar{} } s.extraCovar.AddPoint(*eSize, tt) } s.timeTaken.AddPoint(tt) ratio := tt / float64(compGas) * GasPerNs s.gasRatio.AddPoint(ratio) } for _, sub := range et.Subcalls { tallyGasCharges(charges, sub) } } var importAnalyzeCmd = &cli.Command{ Name: "analyze", Action: func(cctx *cli.Context) error { if !cctx.Args().Present() { fmt.Println("must pass bench file to analyze") return nil } go func() { http.ListenAndServe("localhost:6060", nil) //nolint:errcheck }() fi, err := os.Open(cctx.Args().First()) if err != nil { return err } defer fi.Close() //nolint:errcheck const nWorkers = 16 jsonIn := make(chan []byte, 2*nWorkers) type result struct { totalTime time.Duration chargeStats map[string]*stats expensiveInvocs []Invocation } results := make(chan result, nWorkers) for i := 0; i < nWorkers; i++ { go func() { chargeStats := make(map[string]*stats) var totalTime time.Duration const invocsKeep = 32 var expensiveInvocs = make([]Invocation, 0, 8*invocsKeep) var leastExpensiveInvoc = time.Duration(0) for { b, ok := <-jsonIn if !ok { results <- result{ totalTime: totalTime, chargeStats: chargeStats, expensiveInvocs: expensiveInvocs, } return } var tse TipSetExec err := json.Unmarshal(b, &tse) if err != nil { log.Warnf("error unmarshaling tipset: %+v", err) continue } totalTime += tse.Duration for _, inv := range tse.Trace { if inv.Duration > leastExpensiveInvoc { expensiveInvocs = append(expensiveInvocs, Invocation{ TipSet: tse.TipSet, Invoc: inv, }) } tallyGasCharges(chargeStats, inv.ExecutionTrace) } if len(expensiveInvocs) > 4*invocsKeep { sort.Slice(expensiveInvocs, func(i, j int) bool { return expensiveInvocs[i].Invoc.Duration > expensiveInvocs[j].Invoc.Duration }) leastExpensiveInvoc = expensiveInvocs[len(expensiveInvocs)-1].Invoc.Duration n := 30 if len(expensiveInvocs) < n { n = len(expensiveInvocs) } expensiveInvocs = expensiveInvocs[:n] } } }() } var totalTipsets int64 reader := bufio.NewReader(fi) for { b, err := reader.ReadBytes('\n') if err != nil && err != io.EOF { if e, ok := err.(*json.SyntaxError); ok { log.Warnf("syntax error at byte offset %d", e.Offset) } return err } totalTipsets++ jsonIn <- b fmt.Fprintf(os.Stderr, "\rProcessed %d tipsets", totalTipsets) if err == io.EOF { break } } close(jsonIn) fmt.Fprintf(os.Stderr, "\n") fmt.Fprintf(os.Stderr, "Collecting results\n") var invocs []Invocation var totalTime time.Duration var keys []string var charges = make(map[string]*stats) for i := 0; i < nWorkers; i++ { fmt.Fprintf(os.Stderr, "\rProcessing results from worker %d/%d", i+1, nWorkers) res := <-results invocs = append(invocs, res.expensiveInvocs...) for k, v := range res.chargeStats { s := charges[k] if s == nil { s = new(stats) charges[k] = s } s.timeTaken.Combine(&v.timeTaken) s.gasRatio.Combine(&v.gasRatio) if v.extraCovar != nil { if s.extraCovar == nil { s.extraCovar = &covar{} } s.extraCovar.Combine(v.extraCovar) } } totalTime += res.totalTime } fmt.Fprintf(os.Stderr, "\nCollecting gas keys\n") for k := range charges { keys = append(keys, k) } fmt.Println("Gas Price Deltas") sort.Strings(keys) for _, k := range keys { s := charges[k] fmt.Printf("%s: incr by %.4f~%.4f; tt %.4f~%.4f\n", k, s.gasRatio.Mean(), s.gasRatio.Stddev(), s.timeTaken.Mean(), s.timeTaken.Stddev()) if s.extraCovar != nil { fmt.Printf("\t correll: %.2f, tt = %.2f * extra + %.2f\n", s.extraCovar.Correl(), s.extraCovar.A(), s.extraCovar.B()) fmt.Printf("\t covar: %.2f, extra: %.2f~%.2f, tt2: %.2f~%.2f, count %.0f\n", s.extraCovar.Covariance(), s.extraCovar.meanX, s.extraCovar.StddevX(), s.extraCovar.meanY, s.extraCovar.StddevY(), s.extraCovar.n) } } sort.Slice(invocs, func(i, j int) bool { return invocs[i].Invoc.Duration > invocs[j].Invoc.Duration }) fmt.Println("Total time: ", totalTime) fmt.Println("Average time per epoch: ", totalTime/time.Duration(totalTipsets)) if actorExec, ok := charges["OnActorExec"]; ok { timeInActors := actorExec.timeTaken.Mean() * actorExec.timeTaken.n fmt.Printf("Avarage time per epoch in actors: %s (%.1f%%)\n", time.Duration(timeInActors)/time.Duration(totalTipsets), timeInActors/float64(totalTime)*100) } if actorExecDone, ok := charges["OnMethodInvocationDone"]; ok { timeInActors := actorExecDone.timeTaken.Mean() * actorExecDone.timeTaken.n fmt.Printf("Avarage time per epoch in OnActorExecDone %s (%.1f%%)\n", time.Duration(timeInActors)/time.Duration(totalTipsets), timeInActors/float64(totalTime)*100) } n := 30 if len(invocs) < n { n = len(invocs) } fmt.Printf("Top %d most expensive calls:\n", n) for i := 0; i < n; i++ { inv := invocs[i].Invoc fmt.Printf("%s: %s %s %d %s\n", inv.Duration, inv.Msg.From, inv.Msg.To, inv.Msg.Method, invocs[i].TipSet) } return nil }, }