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ratelimits: Correctly handle stale and concurrently initialized bucke…
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…ts (#7886)

#7782 fixed an issue where concurrent requests to the same existing
bucket ignored all but one rate limit spend. However, concurrent
requests to the same empty bucket can still cause multiple
initializations that skip all but one spend. Use BatchSetNotExisting
(SETNX in Redis) to detect this scenario and then fall back to
BatchIncrement (INCRBY in Redis).

#7782 sets the TTL (Time-To-Live) of incremented buckets to the maximum
possible burst for the applied limit. Because this TTL doesn’t match the
TAT, these buckets can become "stale," holding a TAT in the past.
Incrementing these stale buckets by cost * emissionInterval leaves the
new TAT behind the current time, allowing clients who are sometimes idle
to gain extra burst capacity. Instead, use BatchSet (SET in Redis) to
overwrite the TAT to now + cost * emissionInterval. Though this
introduces a similar race condition as empty buckets, it’s less harmful
than granting extra burst capacity.
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beautifulentropy authored Dec 17, 2024
1 parent 1f9f2bc commit 11d543b
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Showing 3 changed files with 91 additions and 12 deletions.
46 changes: 34 additions & 12 deletions ratelimits/limiter.go
Original file line number Diff line number Diff line change
Expand Up @@ -277,31 +277,28 @@ func (l *Limiter) BatchSpend(ctx context.Context, txns []Transaction) (*Decision
batchDecision := allowedDecision
newBuckets := make(map[string]time.Time)
incrBuckets := make(map[string]increment)
staleBuckets := make(map[string]time.Time)
txnOutcomes := make(map[Transaction]string)

for _, txn := range batch {
tat, bucketExists := tats[txn.bucketKey]
if !bucketExists {
// First request from this client.
tat = l.clk.Now()
}

d := maybeSpend(l.clk, txn, tat)
storedTAT, bucketExists := tats[txn.bucketKey]
d := maybeSpend(l.clk, txn, storedTAT)

if txn.limit.isOverride() {
utilization := float64(txn.limit.Burst-d.remaining) / float64(txn.limit.Burst)
l.overrideUsageGauge.WithLabelValues(txn.limit.name.String(), txn.limit.overrideKey).Set(utilization)
}

if d.allowed && (tat != d.newTAT) && txn.spend {
// New bucket state should be persisted.
if bucketExists {
if d.allowed && (storedTAT != d.newTAT) && txn.spend {
if !bucketExists {
newBuckets[txn.bucketKey] = d.newTAT
} else if storedTAT.After(l.clk.Now()) {
incrBuckets[txn.bucketKey] = increment{
cost: time.Duration(txn.cost * txn.limit.emissionInterval),
ttl: time.Duration(txn.limit.burstOffset),
}
} else {
newBuckets[txn.bucketKey] = d.newTAT
staleBuckets[txn.bucketKey] = d.newTAT
}
}

Expand All @@ -319,10 +316,24 @@ func (l *Limiter) BatchSpend(ctx context.Context, txns []Transaction) (*Decision

if batchDecision.allowed {
if len(newBuckets) > 0 {
err = l.source.BatchSet(ctx, newBuckets)
// Use BatchSetNotExisting to create new buckets so that we detect
// if concurrent requests have created this bucket at the same time,
// which would result in overwriting if we used a plain "SET"
// command. If that happens, fall back to incrementing.
alreadyExists, err := l.source.BatchSetNotExisting(ctx, newBuckets)
if err != nil {
return nil, fmt.Errorf("batch set for %d keys: %w", len(newBuckets), err)
}
// Find the original transaction in order to compute the increment
// and set the TTL.
for _, txn := range batch {
if alreadyExists[txn.bucketKey] {
incrBuckets[txn.bucketKey] = increment{
cost: time.Duration(txn.cost * txn.limit.emissionInterval),
ttl: time.Duration(txn.limit.burstOffset),
}
}
}
}

if len(incrBuckets) > 0 {
Expand All @@ -331,6 +342,17 @@ func (l *Limiter) BatchSpend(ctx context.Context, txns []Transaction) (*Decision
return nil, fmt.Errorf("batch increment for %d keys: %w", len(incrBuckets), err)
}
}

if len(staleBuckets) > 0 {
// Incrementing a TAT in the past grants unintended burst capacity.
// So instead we overwrite it with a TAT of now + increment. This
// approach may cause a race condition where only the last spend is
// saved, but it's preferable to the alternative.
err = l.source.BatchSet(ctx, staleBuckets)
if err != nil {
return nil, fmt.Errorf("batch set for %d keys: %w", len(staleBuckets), err)
}
}
}

// Observe latency equally across all transactions in the batch.
Expand Down
20 changes: 20 additions & 0 deletions ratelimits/source.go
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,11 @@ type Source interface {
// the underlying storage client implementation).
BatchSet(ctx context.Context, bucketKeys map[string]time.Time) error

// BatchSetNotExisting attempts to set TATs for the specified bucketKeys if
// they do not already exist. Returns a map indicating which keys already
// exist.
BatchSetNotExisting(ctx context.Context, buckets map[string]time.Time) (map[string]bool, error)

// BatchIncrement updates the TATs for the specified bucketKeys, similar to
// BatchSet. Implementations MUST ensure non-blocking operations by either:
// a) applying a deadline or timeout to the context WITHIN the method, or
Expand Down Expand Up @@ -79,6 +84,21 @@ func (in *inmem) BatchSet(_ context.Context, bucketKeys map[string]time.Time) er
return nil
}

func (in *inmem) BatchSetNotExisting(_ context.Context, bucketKeys map[string]time.Time) (map[string]bool, error) {
in.Lock()
defer in.Unlock()
alreadyExists := make(map[string]bool, len(bucketKeys))
for k, v := range bucketKeys {
_, ok := in.m[k]
if ok {
alreadyExists[k] = true
} else {
in.m[k] = v
}
}
return alreadyExists, nil
}

func (in *inmem) BatchIncrement(_ context.Context, bucketKeys map[string]increment) error {
in.Lock()
defer in.Unlock()
Expand Down
37 changes: 37 additions & 0 deletions ratelimits/source_redis.go
Original file line number Diff line number Diff line change
Expand Up @@ -108,6 +108,43 @@ func (r *RedisSource) BatchSet(ctx context.Context, buckets map[string]time.Time
return nil
}

// BatchSetNotExisting attempts to set TATs for the specified bucketKeys if they
// do not already exist. Returns a map indicating which keys already existed.
func (r *RedisSource) BatchSetNotExisting(ctx context.Context, buckets map[string]time.Time) (map[string]bool, error) {
start := r.clk.Now()

pipeline := r.client.Pipeline()
cmds := make(map[string]*redis.BoolCmd, len(buckets))
for bucketKey, tat := range buckets {
// Set a TTL of TAT + 10 minutes to account for clock skew.
ttl := tat.UTC().Sub(r.clk.Now()) + 10*time.Minute
cmds[bucketKey] = pipeline.SetNX(ctx, bucketKey, tat.UTC().UnixNano(), ttl)
}
_, err := pipeline.Exec(ctx)
if err != nil {
r.observeLatency("batchsetnotexisting", r.clk.Since(start), err)
return nil, err
}

alreadyExists := make(map[string]bool, len(buckets))
totalLatency := r.clk.Since(start)
perSetLatency := totalLatency / time.Duration(len(buckets))
for bucketKey, cmd := range cmds {
success, err := cmd.Result()
if err != nil {
r.observeLatency("batchsetnotexisting_entry", perSetLatency, err)
return nil, err
}
if !success {
alreadyExists[bucketKey] = true
}
r.observeLatency("batchsetnotexisting_entry", perSetLatency, nil)
}

r.observeLatency("batchsetnotexisting", totalLatency, nil)
return alreadyExists, nil
}

// BatchIncrement updates TATs for the specified bucketKeys using a pipelined
// Redis Transaction in order to reduce the number of round-trips to each Redis
// shard.
Expand Down

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