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cache.go
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cache.go
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// Copyright 2022 Molecula Corp. (DBA FeatureBase).
// SPDX-License-Identifier: Apache-2.0
package pilosa
import (
"bytes"
"encoding/json"
"fmt"
"io"
"sort"
"sync"
"time"
"github.com/featurebasedb/featurebase/v3/lru"
pb "github.com/featurebasedb/featurebase/v3/proto"
"github.com/pkg/errors"
)
const (
// thresholdFactor is used to calculate the threshold for new items entering the cache
thresholdFactor = 1.1
)
// cache represents a cache of counts.
type cache interface {
Add(id uint64, n uint64)
BulkAdd(id uint64, n uint64)
Get(id uint64) uint64
Len() int
// Returns a list of all IDs.
IDs() []uint64
// Soft ask for the cache to be rebuilt - may not if it has been done recently.
Invalidate()
// Rebuilds the cache.
Recalculate()
// Returns an ordered list of the top ranked bitmaps.
Top() []bitmapPair
// Clear removes everything from the cache. If possible it should leave allocated structures in place to be reused.
Clear()
}
// lruCache represents a least recently used Cache implementation.
type lruCache struct {
cache *lru.Cache
counts map[uint64]uint64
// maxEntries is saved to support Clear which recreates the cache.
maxEntries uint32
}
// newLRUCache returns a new instance of LRUCache.
func newLRUCache(maxEntries uint32) *lruCache {
c := &lruCache{
cache: lru.New(int(maxEntries)),
counts: make(map[uint64]uint64),
maxEntries: maxEntries,
}
c.cache.OnEvicted = c.onEvicted
return c
}
// BulkAdd adds a count to the cache unsorted. You should Invalidate after completion.
func (c *lruCache) BulkAdd(id, n uint64) {
c.Add(id, n)
}
// Add adds a count to the cache.
func (c *lruCache) Add(id, n uint64) {
c.cache.Add(id, n)
c.counts[id] = n
}
// Get returns a count for a given id.
func (c *lruCache) Get(id uint64) uint64 {
n, _ := c.cache.Get(id)
nn, _ := n.(uint64)
return nn
}
// Len returns the number of items in the cache.
func (c *lruCache) Len() int { return c.cache.Len() }
// Invalidate is a no-op.
func (c *lruCache) Invalidate() {}
// Recalculate is a no-op.
func (c *lruCache) Recalculate() {}
// IDs returns a list of all IDs in the cache.
func (c *lruCache) IDs() []uint64 {
a := make([]uint64, 0, len(c.counts))
for id := range c.counts {
a = append(a, id)
}
sort.Sort(uint64Slice(a))
return a
}
// Top returns all counts in the cache.
func (c *lruCache) Top() []bitmapPair {
a := make([]bitmapPair, 0, len(c.counts))
for id, n := range c.counts {
a = append(a, bitmapPair{
ID: id,
Count: n,
})
}
pairs := bitmapPairs(a)
sort.Sort(&pairs)
return a
}
func (c *lruCache) Clear() {
for k := range c.counts {
delete(c.counts, k)
}
c.cache = lru.New(int(c.maxEntries))
}
func (c *lruCache) onEvicted(key lru.Key, _ interface{}) { delete(c.counts, key.(uint64)) }
// Ensure LRUCache implements Cache.
var _ cache = &lruCache{}
// rankCache represents a cache with sorted entries.
type rankCache struct {
// TODO why does this have a lock and lruCache doesn't?
mu sync.Mutex
entries map[uint64]uint64
rankings bitmapPairs // cached, ordered list
rankingsRead bool
dirty bool
updateN int
updateTime time.Time
// maxEntries is the user defined size of the cache
maxEntries uint32
// thresholdBuffer is used the calculate the lowest cached threshold value
// This threshold determines what new items are added to the cache
thresholdBuffer int
// thresholdValue is the value of the last item in the cache
thresholdValue uint64
}
// NewRankCache returns a new instance of RankCache.
func NewRankCache(maxEntries uint32) *rankCache {
return &rankCache{
maxEntries: maxEntries,
thresholdBuffer: int(thresholdFactor * float64(maxEntries)),
entries: make(map[uint64]uint64),
}
}
func (c *rankCache) Clear() {
c.mu.Lock()
defer c.mu.Unlock()
for k := range c.entries {
delete(c.entries, k)
}
c.rankings = c.rankings[:0]
c.rankingsRead = false
c.dirty = false
c.updateN = 0
c.updateTime = time.Time{}
c.thresholdValue = 0
}
// Add adds a count to the cache.
func (c *rankCache) Add(id uint64, n uint64) {
c.mu.Lock()
defer c.mu.Unlock()
// Flag the cache as dirty.
// This forces recalculation if top is called before the cache is recalculated.
c.dirty = true
// Ignore if the column count is below the threshold,
// unless the count is 0, which is effectively used
// to clear the cache value.
if n < c.thresholdValue && n > 0 {
delete(c.entries, id)
return
}
c.entries[id] = n
c.invalidate()
}
// BulkAdd adds a count to the cache unsorted. You should Invalidate after completion.
func (c *rankCache) BulkAdd(id uint64, n uint64) {
c.mu.Lock()
defer c.mu.Unlock()
// Flag the cache as dirty.
// This forces recalculation if top is called before the cache is recalculated.
c.dirty = true
if n < c.thresholdValue {
delete(c.entries, id)
return
}
c.entries[id] = n
// FB-1206: Periodically invalidate the cache when we are bulk loading
// as this can take up an upbounded amount of memory. This is especially
// true when restoring shards as all rows will be added.
if len(c.entries) > int(2*c.maxEntries) {
CounterRecalculateCache.Inc()
c.recalculate()
}
}
// Get returns a count for a given id.
func (c *rankCache) Get(id uint64) uint64 {
c.mu.Lock()
defer c.mu.Unlock()
return c.entries[id]
}
// Len returns the number of items in the cache.
func (c *rankCache) Len() int {
c.mu.Lock()
defer c.mu.Unlock()
return len(c.entries)
}
// IDs returns a list of all IDs in the cache.
func (c *rankCache) IDs() []uint64 {
c.mu.Lock()
defer c.mu.Unlock()
if len(c.entries) == 0 {
return nil
}
ids := make([]uint64, 0, len(c.entries))
for id := range c.entries {
ids = append(ids, id)
}
sort.Sort(uint64Slice(ids))
return ids
}
// Invalidate recalculates the entries by rank.
func (c *rankCache) Invalidate() {
c.mu.Lock()
defer c.mu.Unlock()
c.invalidate()
}
// Recalculate rebuilds the cache.
func (c *rankCache) Recalculate() {
c.mu.Lock()
defer c.mu.Unlock()
CounterRecalculateCache.Inc()
c.recalculate()
}
func (c *rankCache) invalidate() {
// Don't invalidate more than once every X seconds.
// TODO: consider making this configurable.
if time.Since(c.updateTime).Seconds() < 10 {
// Skipping recalculation means that the ranked cache's growth is unbounded.
// This is somewhat necessary for now since recalculation is not cheap.
// The cache will remain flagged as dirty and will be recalculated if Top is called.
// This may cause unexpected memory growth, so record it in metrics for debugging purposes.
CounterInvalidateCacheSkipped.Inc()
// Ensure that we're marked as dirty even if we weren't otherwise.
c.dirty = true
return
}
CounterInvalidateCache.Inc()
c.recalculate()
}
func (c *rankCache) recalculate() {
if c.rankingsRead {
c.rankings = nil
c.rankingsRead = false
}
// Convert cache to a sorted list.
rankings := c.rankings[:0]
if cap(rankings) < len(c.entries) {
rankings = make([]bitmapPair, 0, len(c.entries))
}
for id, cnt := range c.entries {
rankings = append(rankings, bitmapPair{
ID: id,
Count: cnt,
})
}
c.rankings = rankings
sort.Sort(&c.rankings)
// Store the count of the item at the threshold index.
length := len(c.rankings)
GaugeRankCacheLength.Set(float64(length))
var removeItems []bitmapPair // cached, ordered list
if length > int(c.maxEntries) {
c.thresholdValue = rankings[c.maxEntries].Count
removeItems = c.rankings[c.maxEntries:]
c.rankings = c.rankings[0:c.maxEntries]
} else {
c.thresholdValue = 1
}
// Reset counters.
c.updateTime, c.updateN = time.Now(), 0
// If size is larger than the threshold then trim it.
if len(c.entries) > c.thresholdBuffer {
CounterCacheThresholdReached.Inc()
for _, pair := range removeItems {
delete(c.entries, pair.ID)
}
}
// The cache is no longer dirty.
c.dirty = false
}
// Top returns an ordered list of pairs.
func (c *rankCache) Top() []bitmapPair {
c.mu.Lock()
defer c.mu.Unlock()
if c.dirty {
// The cache is dirty, so we need to recalculate it to get a consistent view.
CounterReadDirtyCache.Inc()
c.recalculate()
}
c.rankingsRead = true
return c.rankings
}
// WriteTo writes the cache to w.
func (c *rankCache) WriteTo(w io.Writer) (n int64, err error) {
panic("FIXME: TODO")
}
// ReadFrom read from r into the cache.
func (c *rankCache) ReadFrom(r io.Reader) (n int64, err error) {
panic("FIXME: TODO")
}
// Ensure RankCache implements Cache.
var _ cache = &rankCache{}
// bitmapPair represents a id/count pair with an associated identifier.
type bitmapPair struct {
ID uint64
Count uint64
}
// bitmapPairs is a sortable list of BitmapPair objects.
type bitmapPairs []bitmapPair
func (p *bitmapPairs) Swap(i, j int) { (*p)[i], (*p)[j] = (*p)[j], (*p)[i] }
func (p *bitmapPairs) Len() int { return len(*p) }
func (p *bitmapPairs) Less(i, j int) bool { return (*p)[i].Count > (*p)[j].Count }
// Pair holds an id/count pair.
type Pair struct {
ID uint64 `json:"id"`
Key string `json:"key"`
Count uint64 `json:"count"`
}
// PairField is a Pair with its associated field.
type PairField struct {
Pair Pair
Field string
}
func (p PairField) Clone() (r PairField) {
return PairField{
Pair: p.Pair,
Field: p.Field,
}
}
// ToTable implements the ToTabler interface.
func (p PairField) ToTable() (*pb.TableResponse, error) {
return pb.RowsToTable(p, 1)
}
// ToRows implements the ToRowser interface.
func (p PairField) ToRows(callback func(*pb.RowResponse) error) error {
if p.Pair.Key != "" {
return callback(&pb.RowResponse{
Headers: []*pb.ColumnInfo{
{Name: p.Field, Datatype: "string"},
{Name: "count", Datatype: "uint64"},
},
Columns: []*pb.ColumnResponse{
{ColumnVal: &pb.ColumnResponse_StringVal{StringVal: p.Pair.Key}},
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: p.Pair.Count}},
},
})
} else {
return callback(&pb.RowResponse{
Headers: []*pb.ColumnInfo{
{Name: p.Field, Datatype: "uint64"},
{Name: "count", Datatype: "uint64"},
},
Columns: []*pb.ColumnResponse{
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: p.Pair.ID}},
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: p.Pair.Count}},
},
})
}
}
// MarshalJSON marshals PairField into a JSON-encoded byte slice,
// excluding `Field`.
func (p PairField) MarshalJSON() ([]byte, error) {
return json.Marshal(p.Pair)
}
// Pairs is a sortable slice of Pair objects.
type Pairs []Pair
func (p Pairs) Swap(i, j int) { p[i], p[j] = p[j], p[i] }
func (p Pairs) Len() int { return len(p) }
func (p Pairs) Less(i, j int) bool { return p[i].Count > p[j].Count }
// pairHeap is a heap implementation over a group of Pairs.
type pairHeap struct {
Pairs
}
// Less implemets the Sort interface.
// reports whether the element with index i should sort before the element with index j.
func (p pairHeap) Less(i, j int) bool { return p.Pairs[i].Count < p.Pairs[j].Count }
// Push appends the element onto the Pair slice.
func (p *Pairs) Push(x interface{}) {
// Push and Pop use pointer receivers because they modify the slice's length,
// not just its contents.
*p = append(*p, x.(Pair))
}
// Pop removes the minimum element from the Pair slice.
func (p *Pairs) Pop() interface{} {
old := *p
n := len(old)
x := old[n-1]
*p = old[0 : n-1]
return x
}
// Add merges other into p and returns a new slice.
func (p Pairs) Add(other []Pair) []Pair {
// Create lookup of key/counts.
m := make(map[uint64]uint64, len(p))
for _, pair := range p {
m[pair.ID] = pair.Count
}
// Add/merge from other.
for _, pair := range other {
m[pair.ID] += pair.Count
}
// Convert back to slice.
a := make([]Pair, 0, len(m))
for k, v := range m {
a = append(a, Pair{ID: k, Count: v})
}
return a
}
// Keys returns a slice of all keys in p.
func (p Pairs) Keys() []uint64 {
a := make([]uint64, len(p))
for i := range p {
a[i] = p[i].ID
}
return a
}
func (p Pairs) String() string {
var buf bytes.Buffer
buf.WriteString("Pairs(")
for i := range p {
fmt.Fprintf(&buf, "%d/%d", p[i].ID, p[i].Count)
if i < len(p)-1 {
buf.WriteString(", ")
}
}
buf.WriteString(")")
return buf.String()
}
// PairsField is a Pairs object with its associated field.
type PairsField struct {
Pairs []Pair
Field string
}
func (p *PairsField) Clone() (r *PairsField) {
r = &PairsField{
Pairs: make([]Pair, len(p.Pairs)),
Field: p.Field,
}
copy(r.Pairs, p.Pairs)
return
}
// ToTable implements the ToTabler interface.
func (p *PairsField) ToTable() (*pb.TableResponse, error) {
return pb.RowsToTable(p, len(p.Pairs))
}
// ToRows implements the ToRowser interface.
func (p *PairsField) ToRows(callback func(*pb.RowResponse) error) error {
// Determine if the ID has string keys.
var stringKeys bool
if len(p.Pairs) > 0 {
if p.Pairs[0].Key != "" {
stringKeys = true
}
}
dtype := "uint64"
if stringKeys {
dtype = "string"
}
ci := []*pb.ColumnInfo{
{Name: p.Field, Datatype: dtype},
{Name: "count", Datatype: "uint64"},
}
for _, pair := range p.Pairs {
if stringKeys {
if err := callback(&pb.RowResponse{
Headers: ci,
Columns: []*pb.ColumnResponse{
{ColumnVal: &pb.ColumnResponse_StringVal{StringVal: pair.Key}},
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: uint64(pair.Count)}},
}}); err != nil {
return errors.Wrap(err, "calling callback")
}
} else {
if err := callback(&pb.RowResponse{
Headers: ci,
Columns: []*pb.ColumnResponse{
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: uint64(pair.ID)}},
{ColumnVal: &pb.ColumnResponse_Uint64Val{Uint64Val: uint64(pair.Count)}},
}}); err != nil {
return errors.Wrap(err, "calling callback")
}
}
ci = nil //only send on the first
}
return nil
}
// MarshalJSON marshals PairsField into a JSON-encoded byte slice,
// excluding `Field`.
func (p PairsField) MarshalJSON() ([]byte, error) {
return json.Marshal(p.Pairs)
}
// int64Slice represents a sortable slice of int64 numbers.
type int64Slice []int64
func (p int64Slice) Len() int { return len(p) }
func (p int64Slice) Less(i, j int) bool { return p[i] < p[j] }
func (p int64Slice) Swap(i, j int) { p[i], p[j] = p[j], p[i] }
// uint64Slice represents a sortable slice of uint64 numbers.
type uint64Slice []uint64
func (p uint64Slice) Swap(i, j int) { p[i], p[j] = p[j], p[i] }
func (p uint64Slice) Len() int { return len(p) }
func (p uint64Slice) Less(i, j int) bool { return p[i] < p[j] }
// nopCache represents a no-op Cache implementation.
type nopCache struct{}
// Ensure NopCache implements Cache.
var globalNopCache cache = nopCache{}
func (c nopCache) Add(uint64, uint64) {}
func (c nopCache) BulkAdd(uint64, uint64) {}
func (c nopCache) Get(uint64) uint64 { return 0 }
func (c nopCache) IDs() []uint64 { return []uint64{} }
func (c nopCache) Invalidate() {}
func (c nopCache) Len() int { return 0 }
func (c nopCache) Recalculate() {}
func (c nopCache) Clear() {}
func (c nopCache) Top() []bitmapPair {
return []bitmapPair{}
}