Add NonderterministicFastCommit

NonderterministicFastCommit commits changes in nondeterministic order.
It can be used by migration program when ordering isn't required.

                             │  before.txt  │              after.txt               │
                             │    sec/op    │    sec/op     vs base                │
StorageFastCommit/10-12         89.72µ ± 4%   57.50µ ±  3%  -35.92% (p=0.000 n=10)
StorageFastCommit/100-12        118.9µ ± 1%   116.0µ ±  4%        ~ (p=0.436 n=10)
StorageFastCommit/1000-12       4.086m ± 5%   2.397m ± 25%  -41.35% (p=0.000 n=10)
StorageFastCommit/10000-12     12.629m ± 4%   9.857m ±  3%  -21.95% (p=0.000 n=10)
StorageFastCommit/100000-12    102.73m ± 0%   72.26m ±  1%  -29.66% (p=0.000 n=10)
StorageFastCommit/1000000-12     1.544 ± 2%    1.141 ±  2%  -26.09% (p=0.000 n=10)
geomean                         6.661m        4.848m        -27.21%

                             │  before.txt  │              after.txt              │
                             │     B/op     │     B/op      vs base               │
StorageFastCommit/10-12        28.92Ki ± 0%   28.05Ki ± 0%  -3.00% (p=0.000 n=10)
StorageFastCommit/100-12       286.4Ki ± 0%   278.6Ki ± 0%  -2.71% (p=0.000 n=10)
StorageFastCommit/1000-12      3.009Mi ± 0%   2.901Mi ± 0%  -3.58% (p=0.000 n=10)
StorageFastCommit/10000-12     28.65Mi ± 0%   27.79Mi ± 0%  -2.98% (p=0.000 n=10)
StorageFastCommit/100000-12    278.8Mi ± 0%   271.1Mi ± 0%  -2.75% (p=0.000 n=10)
StorageFastCommit/1000000-12   2.923Gi ± 0%   2.821Gi ± 0%  -3.49% (p=0.000 n=10)
geomean                        9.101Mi        8.820Mi       -3.09%

                             │ before.txt  │             after.txt              │
                             │  allocs/op  │  allocs/op   vs base               │
StorageFastCommit/10-12         219.0 ± 0%    205.0 ± 0%  -6.39% (p=0.000 n=10)
StorageFastCommit/100-12       1.980k ± 0%   1.875k ± 0%  -5.30% (p=0.000 n=10)
StorageFastCommit/1000-12      19.23k ± 0%   18.23k ± 0%  -5.22% (p=0.000 n=10)
StorageFastCommit/10000-12     191.1k ± 0%   181.1k ± 0%  -5.24% (p=0.000 n=10)
StorageFastCommit/100000-12    1.918M ± 0%   1.816M ± 0%  -5.30% (p=0.000 n=10)
StorageFastCommit/1000000-12   19.15M ± 0%   18.15M ± 0%  -5.22% (p=0.000 n=10)
geomean                        62.31k        58.91k       -5.45%

storage.go

@@ -777,12 +777,17 @@ func (s *PersistentSlabStorage) sortedOwnedDeltaKeys() []SlabID {
 }
 
 func (s *PersistentSlabStorage) Commit() error {
-	var err error
 
 	// this part ensures the keys are sorted so commit operation is deterministic
 	keysWithOwners := s.sortedOwnedDeltaKeys()
 
-	for _, id := range keysWithOwners {
+	return s.commit(keysWithOwners)
+}
+
+func (s *PersistentSlabStorage) commit(keys []SlabID) error {
+	var err error
+
+	for _, id := range keys {
 		slab := s.deltas[id]
 
 		// deleted slabs
@@ -964,6 +969,202 @@ func (s *PersistentSlabStorage) FastCommit(numWorkers int) error {
 	return nil
 }
 
+// NonderterministicFastCommit commits changes in nondeterministic order.
+// This is used by migration program when ordering isn't required.
+func (s *PersistentSlabStorage) NonderterministicFastCommit(numWorkers int) error {
+	// No changes
+	if len(s.deltas) == 0 {
+		return nil
+	}
+
+	type slabToBeEncoded struct {
+		slabID SlabID
+		slab   Slab
+	}
+
+	type encodedSlab struct {
+		slabID SlabID
+		data   []byte
+		err    error
+	}
+
+	// Define encoder (worker) to encode slabs in parallel
+	encoder := func(
+		wg *sync.WaitGroup,
+		done <-chan struct{},
+		jobs <-chan slabToBeEncoded,
+		results chan<- encodedSlab,
+	) {
+		defer wg.Done()
+
+		for job := range jobs {
+			// Check if goroutine is signaled to stop before proceeding.
+			select {
+			case <-done:
+				return
+			default:
+			}
+
+			id := job.slabID
+			slab := job.slab
+
+			if slab == nil {
+				results <- encodedSlab{
+					slabID: id,
+					data:   nil,
+					err:    nil,
+				}
+				continue
+			}
+
+			// Serialize
+			data, err := EncodeSlab(slab, s.cborEncMode)
+			results <- encodedSlab{
+				slabID: id,
+				data:   data,
+				err:    err,
+			}
+		}
+	}
+
+	// Modified slabs need to be encoded (in parallel) and stored in underlying storage.
+	modifiedSlabCount := 0
+	// Deleted slabs need to be removed from underlying storage.
+	deletedSlabCount := 0
+	for k, v := range s.deltas {
+		// Ignore slabs not owned by accounts
+		if k.address == AddressUndefined {
+			continue
+		}
+		if v == nil {
+			deletedSlabCount++
+		} else {
+			modifiedSlabCount++
+		}
+	}
+
+	if modifiedSlabCount == 0 && deletedSlabCount == 0 {
+		return nil
+	}
+
+	if modifiedSlabCount < 2 {
+		// Avoid goroutine overhead
+		ids := make([]SlabID, 0, modifiedSlabCount+deletedSlabCount)
+		for k := range s.deltas {
+			// Ignore slabs not owned by accounts
+			if k.address == AddressUndefined {
+				continue
+			}
+			ids = append(ids, k)
+		}
+
+		return s.commit(ids)
+	}
+
+	if numWorkers > modifiedSlabCount {
+		numWorkers = modifiedSlabCount
+	}
+
+	var wg sync.WaitGroup
+
+	// Create done signal channel
+	done := make(chan struct{})
+
+	// Create job queue
+	jobs := make(chan slabToBeEncoded, modifiedSlabCount)
+
+	// Create result queue
+	results := make(chan encodedSlab, modifiedSlabCount)
+
+	defer func() {
+		// This ensures that all goroutines are stopped before output channel is closed.
+
+		// Wait for all goroutines to finish
+		wg.Wait()
+
+		// Close output channel
+		close(results)
+	}()
+
+	// Launch workers to encode slabs
+	wg.Add(numWorkers)
+	for i := 0; i < numWorkers; i++ {
+		go encoder(&wg, done, jobs, results)
+	}
+
+	// Send jobs
+	deletedSlabIDs := make([]SlabID, 0, deletedSlabCount)
+	for k, v := range s.deltas {
+		// ignore the ones that are not owned by accounts
+		if k.address == AddressUndefined {
+			continue
+		}
+		if v == nil {
+			deletedSlabIDs = append(deletedSlabIDs, k)
+		} else {
+			jobs <- slabToBeEncoded{k, v}
+		}
+	}
+	close(jobs)
+
+	// Remove deleted slabs from underlying storage.
+	for _, id := range deletedSlabIDs {
+
+		err := s.baseStorage.Remove(id)
+		if err != nil {
+			// Closing done channel signals goroutines to stop.
+			close(done)
+			// Wrap err as external error (if needed) because err is returned by BaseStorage interface.
+			return wrapErrorfAsExternalErrorIfNeeded(err, fmt.Sprintf("failed to remove slab %s", id))
+		}
+
+		// Deleted slabs are removed from deltas and added to read cache so that:
+		// 1. next read is from in-memory read cache
+		// 2. deleted slabs are not re-committed in next commit
+		s.cache[id] = nil
+		delete(s.deltas, id)
+	}
+
+	// Process encoded slabs
+	for i := 0; i < modifiedSlabCount; i++ {
+		result := <-results
+
+		if result.err != nil {
+			// Closing done channel signals goroutines to stop.
+			close(done)
+			// result.err is already categorized by Encode().
+			return result.err
+		}
+
+		id := result.slabID
+		data := result.data
+
+		if data == nil {
+			// Closing done channel signals goroutines to stop.
+			close(done)
+			// This is unexpected because deleted slabs are processed separately.
+			return NewEncodingErrorf("unexpectd encoded empty data")
+		}
+
+		// Store
+		err := s.baseStorage.Store(id, data)
+		if err != nil {
+			// Wrap err as external error (if needed) because err is returned by BaseStorage interface.
+			return wrapErrorfAsExternalErrorIfNeeded(err, fmt.Sprintf("failed to store slab %s", id))
+		}
+
+		s.cache[id] = s.deltas[id]
+		// It's safe to remove slab from deltas because
+		// iteration is on non-temp slabs and temp slabs
+		// are still in deltas.
+		delete(s.deltas, id)
+	}
+
+	// Do NOT reset deltas because slabs with empty address are not saved.
+
+	return nil
+}
+
 func (s *PersistentSlabStorage) DropDeltas() {
 	s.deltas = make(map[SlabID]Slab)
 }

storage_bench_test.go

@@ -0,0 +1,134 @@
+/*
+ * Atree - Scalable Arrays and Ordered Maps
+ *
+ * Copyright Dapper Labs, Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package atree
+
+import (
+	"encoding/binary"
+	"math/rand"
+	"runtime"
+	"strconv"
+	"testing"
+
+	"github.com/fxamacker/cbor/v2"
+	"github.com/stretchr/testify/require"
+)
+
+func benchmarkFastCommit(b *testing.B, seed int64, numberOfSlabs int) {
+	r := rand.New(rand.NewSource(seed))
+
+	encMode, err := cbor.EncOptions{}.EncMode()
+	require.NoError(b, err)
+
+	decMode, err := cbor.DecOptions{}.DecMode()
+	require.NoError(b, err)
+
+	slabs := make([]Slab, numberOfSlabs)
+	for i := 0; i < numberOfSlabs; i++ {
+		addr := generateRandomAddress(r)
+
+		var index SlabIndex
+		binary.BigEndian.PutUint64(index[:], uint64(i))
+
+		id := SlabID{addr, index}
+
+		slabs[i] = generateLargeSlab(id)
+	}
+
+	b.Run(strconv.Itoa(numberOfSlabs), func(b *testing.B) {
+		for i := 0; i < b.N; i++ {
+			b.StopTimer()
+
+			baseStorage := NewInMemBaseStorage()
+			storage := NewPersistentSlabStorage(baseStorage, encMode, decMode, nil, nil)
+
+			for _, slab := range slabs {
+				err = storage.Store(slab.SlabID(), slab)
+				require.NoError(b, err)
+			}
+
+			b.StartTimer()
+
+			err := storage.FastCommit(runtime.NumCPU())
+			require.NoError(b, err)
+		}
+	})
+}
+
+func benchmarkNondeterministicFastCommit(b *testing.B, seed int64, numberOfSlabs int) {
+	r := rand.New(rand.NewSource(seed))
+
+	encMode, err := cbor.EncOptions{}.EncMode()
+	require.NoError(b, err)
+
+	decMode, err := cbor.DecOptions{}.DecMode()
+	require.NoError(b, err)
+
+	slabs := make([]Slab, numberOfSlabs)
+	for i := 0; i < numberOfSlabs; i++ {
+		addr := generateRandomAddress(r)
+
+		var index SlabIndex
+		binary.BigEndian.PutUint64(index[:], uint64(i))
+
+		id := SlabID{addr, index}
+
+		slabs[i] = generateLargeSlab(id)
+	}
+
+	b.Run(strconv.Itoa(numberOfSlabs), func(b *testing.B) {
+		for i := 0; i < b.N; i++ {
+			b.StopTimer()
+
+			baseStorage := NewInMemBaseStorage()
+			storage := NewPersistentSlabStorage(baseStorage, encMode, decMode, nil, nil)
+
+			for _, slab := range slabs {
+				err = storage.Store(slab.SlabID(), slab)
+				require.NoError(b, err)
+			}
+
+			b.StartTimer()
+
+			err := storage.NonderterministicFastCommit(runtime.NumCPU())
+			require.NoError(b, err)
+		}
+	})
+}
+
+func BenchmarkStorageFastCommit(b *testing.B) {
+	fixedSeed := int64(1234567) // intentionally use fixed constant rather than time, etc.
+
+	benchmarkFastCommit(b, fixedSeed, 10)
+	benchmarkFastCommit(b, fixedSeed, 100)
+	benchmarkFastCommit(b, fixedSeed, 1_000)
+	benchmarkFastCommit(b, fixedSeed, 10_000)
+	benchmarkFastCommit(b, fixedSeed, 100_000)
+	benchmarkFastCommit(b, fixedSeed, 1_000_000)
+}
+
+func BenchmarkStorageNondeterministicFastCommit(b *testing.B) {
+	fixedSeed := int64(1234567) // intentionally use fixed constant rather than time, etc.
+
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 10)
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 100)
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 1_000)
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 10_000)
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 100_000)
+	benchmarkNondeterministicFastCommit(b, fixedSeed, 1_000_000)
+}