Merge pull request #11012 from filecoin-project/feat/stat-snapshot
feat:profiling:state summary and visualization
This commit is contained in:
commit
1358d70128
@ -23,6 +23,7 @@ func main() {
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local := []*cli.Command{
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addressCmd,
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statActorCmd,
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statSnapshotCmd,
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statObjCmd,
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base64Cmd,
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base32Cmd,
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@ -1,11 +1,14 @@
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package main
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import (
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"io"
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"path"
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"reflect"
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"sort"
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"sync"
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"github.com/docker/go-units"
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@ -21,8 +24,12 @@ import (
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"github.com/filecoin-project/go-address"
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"github.com/filecoin-project/go-state-types/abi"
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gstactors "github.com/filecoin-project/go-state-types/actors"
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"github.com/filecoin-project/go-state-types/network"
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"github.com/filecoin-project/lotus/api"
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"github.com/filecoin-project/lotus/blockstore"
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"github.com/filecoin-project/lotus/chain/actors"
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"github.com/filecoin-project/lotus/chain/actors/builtin"
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"github.com/filecoin-project/lotus/chain/consensus"
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"github.com/filecoin-project/lotus/chain/consensus/filcns"
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@ -49,6 +56,19 @@ type fieldItem struct {
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Stats api.ObjStat
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}
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type job struct {
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c cid.Cid
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key string // prefix path for the region being recorded i.e. "/state/mineractor"
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}
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type cidCall struct {
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c cid.Cid
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resp chan bool
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}
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type result struct {
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key string
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stats api.ObjStat
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}
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type cacheNodeGetter struct {
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ds format.NodeGetter
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cache *lru.TwoQueueCache[cid.Cid, format.Node]
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@ -166,39 +186,13 @@ var statObjCmd = &cli.Command{
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return err
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}
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r, err := repo.NewFS(cctx.String("repo"))
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if err != nil {
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return xerrors.Errorf("opening fs repo: %w", err)
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}
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exists, err := r.Exists()
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h, err := loadChainStore(ctx, cctx.String("repo"))
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if err != nil {
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return err
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}
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if !exists {
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return xerrors.Errorf("lotus repo doesn't exist")
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}
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defer h.closer()
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lr, err := r.Lock(repo.FullNode)
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if err != nil {
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return err
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}
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defer lr.Close() //nolint:errcheck
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bs, err := lr.Blockstore(ctx, repo.UniversalBlockstore)
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if err != nil {
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return fmt.Errorf("failed to open blockstore: %w", err)
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}
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defer func() {
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if c, ok := bs.(io.Closer); ok {
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if err := c.Close(); err != nil {
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log.Warnf("failed to close blockstore: %s", err)
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}
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}
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}()
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dag := merkledag.NewDAGService(blockservice.New(bs, offline.Exchange(bs)))
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dag := merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs)))
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dsc := &dagStatCollector{
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ds: dag,
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walk: carWalkFunc,
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@ -212,6 +206,376 @@ var statObjCmd = &cli.Command{
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},
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}
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type StoreHandle struct {
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bs blockstore.Blockstore
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cs *store.ChainStore
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sm *stmgr.StateManager
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closer func()
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}
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func loadChainStore(ctx context.Context, repoPath string) (*StoreHandle, error) {
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r, err := repo.NewFS(repoPath)
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if err != nil {
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return nil, xerrors.Errorf("opening fs repo: %w", err)
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}
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exists, err := r.Exists()
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if err != nil {
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return nil, err
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}
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if !exists {
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return nil, xerrors.Errorf("lotus repo doesn't exist")
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}
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lr, err := r.Lock(repo.FullNode)
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if err != nil {
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return nil, err
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}
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bs, err := lr.Blockstore(ctx, repo.UniversalBlockstore)
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if err != nil {
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return nil, fmt.Errorf("failed to open blockstore: %w", err)
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}
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closer := func() {
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if err := lr.Close(); err != nil {
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log.Warnf("failed to close locked repo: %s", err)
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}
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if c, ok := bs.(io.Closer); ok {
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if err := c.Close(); err != nil {
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log.Warnf("failed to close blockstore: %s", err)
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}
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}
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}
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mds, err := lr.Datastore(context.Background(), "/metadata")
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if err != nil {
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return nil, err
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}
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cs := store.NewChainStore(bs, bs, mds, nil, nil)
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if err := cs.Load(ctx); err != nil {
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return nil, fmt.Errorf("failed to load chain store: %w", err)
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}
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tsExec := consensus.NewTipSetExecutor(filcns.RewardFunc)
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sm, err := stmgr.NewStateManager(cs, tsExec, vm.Syscalls(ffiwrapper.ProofVerifier), filcns.DefaultUpgradeSchedule(), nil, mds, index.DummyMsgIndex)
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if err != nil {
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return nil, fmt.Errorf("failed to open state manager: %w", err)
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}
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handle := StoreHandle{
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bs: bs,
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sm: sm,
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cs: cs,
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closer: closer,
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}
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return &handle, nil
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}
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func pipeline(ctx context.Context, name string, numWorkers int, createJobs func(ctx context.Context, jobCh chan job, resultCh chan result) error,
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worker func(ctx context.Context, id int, jobCh chan job, resultCh chan result) error,
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processResults func(ctx context.Context, resultCh chan result) error) error {
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eg, egctx := errgroup.WithContext(ctx)
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jobCh := make(chan job, numWorkers)
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resultCh := make(chan result)
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var resultWriterWg sync.WaitGroup
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resultWriterWg.Add(1)
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eg.Go(func() error {
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defer resultWriterWg.Done()
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defer func() {
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close(jobCh)
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}()
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return createJobs(ctx, jobCh, resultCh)
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})
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var id int
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for w := 0; w < numWorkers; w++ {
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id = w
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resultWriterWg.Add(1)
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eg.Go(func() error {
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defer resultWriterWg.Done()
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return worker(egctx, id, jobCh, resultCh)
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})
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}
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eg.Go(func() error {
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return processResults(ctx, resultCh)
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})
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// close result channel when workers are done sending to it.
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eg.Go(func() error {
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resultWriterWg.Wait()
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close(resultCh)
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return nil
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})
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if err := eg.Wait(); err != nil {
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return fmt.Errorf("failed pipeline %s: %w", name, err)
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}
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return nil
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}
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var statSnapshotCmd = &cli.Command{
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Name: "stat-snapshot",
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Usage: "calculates the space usage of a snapshot taken from the given tipset",
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Description: `Walk the chain back to lightweight snapshot size and break down space usage into high level
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categories: headers, messages, receipts, latest state root, and churn from earlier state roots.
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State root and churn space is further broken down by actor type and immediate top level fields
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`,
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Flags: []cli.Flag{
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&cli.StringFlag{
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Name: "tipset",
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Usage: "specify tipset to call method on (pass comma separated array of cids)",
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},
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&cli.IntFlag{
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Name: "workers",
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Usage: "number of workers to use when processing",
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Value: 10,
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},
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&cli.IntFlag{
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Name: "dag-cache-size",
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Usage: "cache size per worker (setting to 0 disables)",
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Value: 8092,
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},
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&cli.BoolFlag{
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Name: "pretty",
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Usage: "print formated output instead of ldjson",
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Value: false,
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},
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},
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Action: func(cctx *cli.Context) error {
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ctx := lcli.ReqContext(cctx)
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h, err := loadChainStore(ctx, cctx.String("repo"))
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if err != nil {
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return err
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}
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defer h.closer()
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tsr := &ChainStoreTipSetResolver{
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Chain: h.cs,
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}
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ts, err := lcli.LoadTipSet(ctx, cctx, tsr)
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if err != nil {
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return err
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}
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numWorkers := cctx.Int("workers")
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dagCacheSize := cctx.Int("dag-cache-size")
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cidCh := make(chan cidCall, numWorkers)
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summary := make(map[string]api.ObjStat)
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// snapshot root objects with no additional bytes or links
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summary["/"] = api.ObjStat{Size: 0, Links: 0}
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summary["/statetree"] = api.ObjStat{Size: 0, Links: 0}
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combine := func(statsA, statsB api.ObjStat) api.ObjStat {
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return api.ObjStat{
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Size: statsA.Size + statsB.Size,
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Links: statsA.Links + statsB.Links,
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}
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}
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// Threadsafe cid set lives across different pipelines so not part of error group
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go func() {
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seen := cid.NewSet()
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for {
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select {
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case call := <-cidCh:
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call.resp <- seen.Visit(call.c)
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case <-ctx.Done():
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log.Infof("shutting down cid set goroutine: %s", ctx.Err())
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return
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}
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}
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}()
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visit := func(c cid.Cid) bool {
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ch := make(chan bool)
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cidCh <- cidCall{c: c, resp: ch}
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out := <-ch
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return out
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}
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// Stage 1 walk all actors in latest state root
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createJobsStage1 := func(ctx context.Context, jobCh chan job, _ chan result) error {
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st, err := h.sm.StateTree(ts.ParentState())
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if err != nil {
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return err
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}
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return st.ForEach(func(_ address.Address, act *types.Actor) error {
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actType := builtin.ActorNameByCode(act.Code)
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actType = path.Base(actType) // strip away fil/<nv>
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if actType == "<unknown>" {
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actType = act.Code.String()
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}
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jobCh <- job{c: act.Head, key: fmt.Sprintf("/statetree/latest/%s", actType)}
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return nil
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})
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}
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worker := func(ctx context.Context, id int, jobCh chan job, resultCh chan result) error {
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var dag format.NodeGetter = merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs)))
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if dagCacheSize != 0 {
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var err error
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dag, err = newCacheNodeGetter(merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs))), dagCacheSize)
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if err != nil {
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return err
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}
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}
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for job := range jobCh {
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stats, err := collectSnapshotJobStats(ctx, job, dag, visit)
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if err != nil {
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return err
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}
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for _, stat := range stats {
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select {
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case resultCh <- stat:
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case <-ctx.Done():
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return ctx.Err()
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}
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}
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}
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return nil
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}
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processResults := func(ctx context.Context, resultCh chan result) error {
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for result := range resultCh {
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if stat, ok := summary[result.key]; ok {
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summary[result.key] = combine(stat, result.stats)
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} else {
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summary[result.key] = result.stats
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}
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}
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return nil
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}
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if err := pipeline(ctx, "Latest State Actors", numWorkers, createJobsStage1, worker, processResults); err != nil {
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return err
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}
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// Stage 2: walk the top of the latest state root
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createJobsStage2 := func(ctx context.Context, jobCh chan job, _ chan result) error {
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jobCh <- job{c: ts.ParentState(), key: "/statetree/latest"}
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return nil
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}
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if err := pipeline(ctx, "Latest State HAMT", numWorkers, createJobsStage2, worker, processResults); err != nil {
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return err
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}
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// Stage 3 walk the rest of the chain: headers, messages, churn
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// ordering:
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// for each header send jobs for messages, receipts, state tree churn
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// don't walk header directly as it would just walk everything including parent tipsets
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churnStateRoots := cid.NewSet()
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createJobsStage3 := func(ctx context.Context, jobCh chan job, resultCh chan result) error {
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// walk chain
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var dag format.NodeGetter = merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs)))
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if dagCacheSize != 0 {
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var err error
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dag, err = newCacheNodeGetter(merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs))), dagCacheSize)
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if err != nil {
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return err
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}
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}
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blocksToWalk := ts.Cids()
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startHeight := ts.Height()
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snapshotStateLimit := abi.ChainEpoch(2000)
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churnActorCache := cid.NewSet()
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blocksTracked := cid.NewSet()
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for len(blocksToWalk) > 0 {
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blkCid := blocksToWalk[0]
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blocksToWalk = blocksToWalk[1:]
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nd, err := dag.Get(ctx, blkCid)
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if err != nil {
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return xerrors.Errorf("getting block: %w", err)
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}
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var b types.BlockHeader
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if err := b.UnmarshalCBOR(bytes.NewBuffer(nd.RawData())); err != nil {
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return xerrors.Errorf("unmarshaling block header (cid=%s): %w", blkCid, err)
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}
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// header directly to result channel
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resultCh <- result{key: "/headers", stats: api.ObjStat{Size: uint64(len(nd.RawData())), Links: uint64(len(nd.Links()))}}
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// message job
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if b.Height > startHeight-snapshotStateLimit {
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jobCh <- job{key: "/messages", c: b.Messages}
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}
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|
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// state churn job
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if b.Height > startHeight-snapshotStateLimit {
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if churnStateRoots.Visit(b.ParentStateRoot) {
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st, err := h.sm.StateTree(b.ParentStateRoot)
|
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if err != nil {
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return err
|
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}
|
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err = st.ForEach(func(_ address.Address, act *types.Actor) error {
|
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if churnActorCache.Visit(act.Head) {
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actType := builtin.ActorNameByCode(act.Code)
|
||||
actType = path.Base(actType) // strip away fil/<nv>
|
||||
if actType == "<unknown>" {
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actType = act.Code.String()
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||||
}
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jobCh <- job{c: act.Head, key: fmt.Sprintf("/statetree/churn/%s", actType)}
|
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}
|
||||
|
||||
return nil
|
||||
})
|
||||
if err != nil {
|
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return err
|
||||
}
|
||||
}
|
||||
}
|
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for _, blkCid := range b.Parents {
|
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if blocksTracked.Visit(blkCid) && b.Height != 0 {
|
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blocksToWalk = append(blocksToWalk, blkCid)
|
||||
}
|
||||
}
|
||||
}
|
||||
return nil
|
||||
}
|
||||
|
||||
if err := pipeline(ctx, "Churn, Headers, Messages", numWorkers, createJobsStage3, worker, processResults); err != nil {
|
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return err
|
||||
}
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// step 1 clean things up and get a nice abstraction to reuse
|
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// Stage 4 walk all actor HAMTs for churn
|
||||
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createJobsStage4 := func(ctx context.Context, jobCh chan job, _ chan result) error {
|
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return churnStateRoots.ForEach(func(c cid.Cid) error {
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||||
jobCh <- job{c: c, key: "/statetree/churn"}
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
||||
if err := pipeline(ctx, "Churn HAMT", numWorkers, createJobsStage4, worker, processResults); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
if cctx.Bool("pretty") {
|
||||
DumpSnapshotStats(summary)
|
||||
} else {
|
||||
if err := DumpJSON(summary); err != nil {
|
||||
return err
|
||||
}
|
||||
}
|
||||
|
||||
return nil
|
||||
},
|
||||
}
|
||||
|
||||
var statActorCmd = &cli.Command{
|
||||
Name: "stat-actor",
|
||||
Usage: "calculates the size of actors and their immeidate structures",
|
||||
@ -265,57 +629,14 @@ to reduce the number of decode operations performed by caching the decoded objec
|
||||
addrs = append(addrs, addr)
|
||||
}
|
||||
}
|
||||
|
||||
r, err := repo.NewFS(cctx.String("repo"))
|
||||
if err != nil {
|
||||
return xerrors.Errorf("opening fs repo: %w", err)
|
||||
}
|
||||
|
||||
exists, err := r.Exists()
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
if !exists {
|
||||
return xerrors.Errorf("lotus repo doesn't exist")
|
||||
}
|
||||
|
||||
lr, err := r.Lock(repo.FullNode)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
defer lr.Close() //nolint:errcheck
|
||||
|
||||
bs, err := lr.Blockstore(ctx, repo.UniversalBlockstore)
|
||||
if err != nil {
|
||||
return fmt.Errorf("failed to open blockstore: %w", err)
|
||||
}
|
||||
|
||||
defer func() {
|
||||
if c, ok := bs.(io.Closer); ok {
|
||||
if err := c.Close(); err != nil {
|
||||
log.Warnf("failed to close blockstore: %s", err)
|
||||
}
|
||||
}
|
||||
}()
|
||||
|
||||
mds, err := lr.Datastore(context.Background(), "/metadata")
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
cs := store.NewChainStore(bs, bs, mds, nil, nil)
|
||||
if err := cs.Load(ctx); err != nil {
|
||||
return nil
|
||||
}
|
||||
|
||||
tsExec := consensus.NewTipSetExecutor(filcns.RewardFunc)
|
||||
sm, err := stmgr.NewStateManager(cs, tsExec, vm.Syscalls(ffiwrapper.ProofVerifier), filcns.DefaultUpgradeSchedule(), nil, mds, index.DummyMsgIndex)
|
||||
h, err := loadChainStore(ctx, cctx.String("repo"))
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
defer h.closer()
|
||||
|
||||
tsr := &ChainStoreTipSetResolver{
|
||||
Chain: cs,
|
||||
Chain: h.cs,
|
||||
}
|
||||
|
||||
ts, err := lcli.LoadTipSet(ctx, cctx, tsr)
|
||||
@ -327,7 +648,7 @@ to reduce the number of decode operations performed by caching the decoded objec
|
||||
|
||||
if len(addrs) == 0 && cctx.Bool("all") {
|
||||
var err error
|
||||
addrs, err = sm.ListAllActors(ctx, ts)
|
||||
addrs, err = h.sm.ListAllActors(ctx, ts)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
@ -354,15 +675,15 @@ to reduce the number of decode operations performed by caching the decoded objec
|
||||
return nil
|
||||
}
|
||||
|
||||
actor, err := sm.LoadActor(ctx, addr, ts)
|
||||
actor, err := h.sm.LoadActor(ctx, addr, ts)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
var dag format.NodeGetter = merkledag.NewDAGService(blockservice.New(bs, offline.Exchange(bs)))
|
||||
var dag format.NodeGetter = merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs)))
|
||||
if dagCacheSize != 0 {
|
||||
var err error
|
||||
dag, err = newCacheNodeGetter(merkledag.NewDAGService(blockservice.New(bs, offline.Exchange(bs))), dagCacheSize)
|
||||
dag, err = newCacheNodeGetter(merkledag.NewDAGService(blockservice.New(h.bs, offline.Exchange(h.bs))), dagCacheSize)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
@ -427,6 +748,93 @@ to reduce the number of decode operations performed by caching the decoded objec
|
||||
},
|
||||
}
|
||||
|
||||
func collectSnapshotJobStats(ctx context.Context, in job, dag format.NodeGetter, visit func(c cid.Cid) bool) ([]result, error) {
|
||||
// "state" and "churn" attempt further breakdown by actor type
|
||||
if !(path.Dir(in.key) == "/statetree/latest") && !(path.Dir(in.key) == "/statetree/churn") {
|
||||
dsc := &dagStatCollector{
|
||||
ds: dag,
|
||||
walk: carWalkFunc,
|
||||
}
|
||||
|
||||
if err := merkledag.Walk(ctx, dsc.walkLinks, in.c, visit, merkledag.Concurrent()); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return []result{{key: in.key, stats: dsc.stats}}, nil
|
||||
}
|
||||
|
||||
// in.c is an actor head cid, try to unmarshal and create sub keys for different regions of state
|
||||
nd, err := dag.Get(ctx, in.c)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
subjobs := make([]job, 0)
|
||||
results := make([]result, 0)
|
||||
|
||||
// reconstruct actor for state parsing from key
|
||||
av, err := gstactors.VersionForNetwork(network.Version20)
|
||||
if err != nil {
|
||||
return nil, fmt.Errorf("failed to get actors version for network: %w", err)
|
||||
}
|
||||
code, ok := actors.GetActorCodeID(av, path.Base(in.key))
|
||||
if !ok { // try parsing key directly
|
||||
code, err = cid.Parse(path.Base(in.key))
|
||||
if err != nil {
|
||||
log.Debugf("failing to parse actor string: %s", path.Base(in.key))
|
||||
}
|
||||
}
|
||||
|
||||
actor := types.ActorV5{Head: in.c, Code: code}
|
||||
oif, err := vm.DumpActorState(consensus.NewTipSetExecutor(filcns.RewardFunc).NewActorRegistry(), &actor, nd.RawData())
|
||||
if err != nil {
|
||||
oif = nil
|
||||
}
|
||||
// Account actors return nil from DumpActorState as they have no state
|
||||
if oif != nil {
|
||||
v := reflect.Indirect(reflect.ValueOf(oif))
|
||||
for i := 0; i < v.NumField(); i++ {
|
||||
varName := v.Type().Field(i).Name
|
||||
varType := v.Type().Field(i).Type
|
||||
varValue := v.Field(i).Interface()
|
||||
|
||||
if varType == reflect.TypeOf(cid.Cid{}) {
|
||||
subjobs = append(subjobs, job{
|
||||
key: fmt.Sprintf("%s/%s", in.key, varName),
|
||||
c: varValue.(cid.Cid),
|
||||
})
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Walk subfields
|
||||
for _, job := range subjobs {
|
||||
dsc := &dagStatCollector{
|
||||
ds: dag,
|
||||
walk: carWalkFunc,
|
||||
}
|
||||
|
||||
if err := merkledag.Walk(ctx, dsc.walkLinks, job.c, visit, merkledag.Concurrent()); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
var res result
|
||||
res.key = job.key
|
||||
res.stats = dsc.stats
|
||||
|
||||
results = append(results, res)
|
||||
}
|
||||
|
||||
// now walk the top level object of actor state
|
||||
dsc := &dagStatCollector{
|
||||
ds: dag,
|
||||
walk: carWalkFunc,
|
||||
}
|
||||
|
||||
if err := merkledag.Walk(ctx, dsc.walkLinks, in.c, visit, merkledag.Concurrent()); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, result{key: in.key, stats: dsc.stats})
|
||||
return results, nil
|
||||
}
|
||||
|
||||
func collectStats(ctx context.Context, addr address.Address, actor *types.Actor, dag format.NodeGetter) (actorStats, error) {
|
||||
log.Infow("actor", "addr", addr, "code", actor.Code, "name", builtin.ActorNameByCode(actor.Code))
|
||||
|
||||
@ -532,3 +940,19 @@ func DumpStats(actStats actorStats) {
|
||||
|
||||
fmt.Println("--------------------------------------------------------------------------")
|
||||
}
|
||||
|
||||
func DumpSnapshotStats(stats map[string]api.ObjStat) {
|
||||
// sort keys so we get subkey locality
|
||||
keys := make([]string, 0, len(stats))
|
||||
for k := range stats {
|
||||
keys = append(keys, k)
|
||||
}
|
||||
sort.Strings(keys)
|
||||
|
||||
fmt.Printf("%-*s%-*s%-*s\n", 32, "Path", 24, "Size", 24, "\"Blocks\"")
|
||||
for _, k := range keys {
|
||||
stat := stats[k]
|
||||
sizeStr := units.BytesSize(float64(stat.Size))
|
||||
fmt.Printf("%-*s%-*s%-*s%-*d\n", 32, k, 10, sizeStr, 14, fmt.Sprintf("(%d)", stat.Size), 24, stat.Links)
|
||||
}
|
||||
}
|
||||
|
@ -197,7 +197,7 @@ var staterootStatCmd = &cli.Command{
|
||||
return err
|
||||
}
|
||||
|
||||
fmt.Printf("%s\t%s\t%d\n", inf.Addr, string(cmh.Digest), inf.Stat.Size)
|
||||
fmt.Printf("%s\t%x\t%d\n", inf.Addr, cmh.Digest, inf.Stat.Size)
|
||||
}
|
||||
return nil
|
||||
},
|
||||
|
30
scripts/snapshot-summary.py
Normal file
30
scripts/snapshot-summary.py
Normal file
@ -0,0 +1,30 @@
|
||||
import plotly.express as px
|
||||
import sys, json
|
||||
import pathlib
|
||||
|
||||
snapshot_data = json.load(sys.stdin)
|
||||
|
||||
# Possible extensions:
|
||||
# 1. parameterize to use block count as value instead of byte size
|
||||
# 2. parameterize on different types of px chart types
|
||||
# 3. parameterize on output port so we can serve this from infra
|
||||
|
||||
parents = []
|
||||
names = []
|
||||
values = []
|
||||
|
||||
for key in snapshot_data:
|
||||
path = pathlib.Path(key)
|
||||
name = key
|
||||
parent = str(path.parent)
|
||||
if key == '/':
|
||||
parent = ''
|
||||
stats = snapshot_data[key]
|
||||
parents.append(parent)
|
||||
names.append(name)
|
||||
values.append(stats['Size'])
|
||||
|
||||
data = dict(names=names, parents=parents, values=values)
|
||||
fig = px.treemap(data, names='names', parents='parents', values='values')
|
||||
fig.show()
|
||||
|
Loading…
Reference in New Issue
Block a user