foundationdb/fdbserver/GlobalTagThrottler.actor.cpp

1087 lines
45 KiB
C++

/*
* GlobalTagThrottler.actor.cpp
*
* This source file is part of the FoundationDB open source project
*
* Copyright 2013-2022 Apple Inc. and the FoundationDB project authors
*
* 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.
*/
#include "fdbclient/FDBTypes.h"
#include "fdbclient/TagThrottle.actor.h"
#include "fdbrpc/Smoother.h"
#include "fdbserver/TagThrottler.h"
#include <limits>
#include "flow/actorcompiler.h" // must be last include
// In the function names below, several terms are used repeatedly. The context-specific are defined here:
//
// Cost: Every read or write operation has an associated cost, determined by the number of bytes accessed.
// Global tag throttling quotas are specified in terms of the amount of this cost that can be consumed
// per second. In the global tag throttler, cost refers to the per second rate of cost consumption.
//
// TPS: Transactions per second. Quotas are not specified in terms of TPS, but the limits given to clients must
// be specified in terms of TPS because throttling is performed at the front end of transactions (before costs are
// known).
//
// Total: Refers to the total quota specified by clients through the global tag throttling API. The sum of the
// costs of all operations (cluster-wide) with a particular tag cannot exceed the tag's specified total quota,
// even if the cluster has no saturated processes.
//
// Desired TPS: Assuming that a tag is able to achieve its total quota, this is the TPS it would be able to perform.
//
// Reserved: Refers to the reserved quota specified by clients through the global tag throttling API. As long as the
// sum of the costs of all operations (cluster-wide) with a particular tag are not above the tag's
// specified reserved quota, the tag should not experience any throttling from the global tag throttler.
//
// Current [Cost|TPS]: Measuring the current throughput on the cluster, independent of any specified quotas.
//
// ThrottlingRatio: Based on the health of each storage server, a throttling ratio is provided,
// informing the global tag throttler what ratio of the current throughput can be maintained.
//
// Limiting [Cost|TPS]: Based on the health of storage servers, a limiting throughput may be enforced.
//
// Target [Cost|TPS]: Based on reserved, limiting, and desired throughputs, this is the target throughput
// that the global tag throttler aims to achieve (across all clients).
//
// PerClient TPS: Because the target throughput must be shared across multiple clients, and all clients must
// be given the same limits, a per-client limit is calculated based on the current and target throughputs.
class GlobalTagThrottlerImpl {
template <class K, class V>
static Optional<V> tryGet(std::unordered_map<K, V> const& m, K const& k) {
auto it = m.find(k);
if (it == m.end()) {
return {};
} else {
return it->second;
}
}
static Optional<double> getMin(Optional<double> a, Optional<double> b) {
if (a.present() && b.present()) {
return std::min(a.get(), b.get());
} else if (a.present()) {
return a;
} else {
return b;
}
}
static Optional<double> getMax(Optional<double> a, Optional<double> b) {
if (a.present() && b.present()) {
return std::max(a.get(), b.get());
} else if (a.present()) {
return a;
} else {
return b;
}
}
enum class LimitType { RESERVED, TOTAL };
enum class OpType { READ, WRITE };
class ThroughputCounters {
Smoother readCost;
Smoother writeCost;
public:
ThroughputCounters()
: readCost(SERVER_KNOBS->GLOBAL_TAG_THROTTLING_FOLDING_TIME),
writeCost(SERVER_KNOBS->GLOBAL_TAG_THROTTLING_FOLDING_TIME) {}
void updateCost(double newCost, OpType opType) {
if (opType == OpType::READ) {
readCost.setTotal(newCost);
} else {
writeCost.setTotal(newCost);
}
}
double getCost(OpType opType) const {
if (opType == OpType::READ) {
return readCost.smoothTotal();
} else {
return writeCost.smoothTotal();
}
}
};
// Track various statistics per tag, aggregated across all storage servers
class PerTagStatistics {
Optional<ThrottleApi::TagQuotaValue> quota;
Smoother transactionCounter;
Smoother perClientRate;
Smoother targetRate;
public:
explicit PerTagStatistics()
: transactionCounter(SERVER_KNOBS->GLOBAL_TAG_THROTTLING_FOLDING_TIME),
perClientRate(SERVER_KNOBS->GLOBAL_TAG_THROTTLING_FOLDING_TIME),
targetRate(SERVER_KNOBS->GLOBAL_TAG_THROTTLING_FOLDING_TIME) {}
Optional<ThrottleApi::TagQuotaValue> getQuota() const { return quota; }
void setQuota(ThrottleApi::TagQuotaValue quota) { this->quota = quota; }
void clearQuota() { quota = {}; }
void addTransactions(int count) { transactionCounter.addDelta(count); }
double getTransactionRate() const { return transactionCounter.smoothRate(); }
ClientTagThrottleLimits updateAndGetPerClientLimit(double targetTps) {
auto newPerClientRate = std::max(
SERVER_KNOBS->GLOBAL_TAG_THROTTLING_MIN_RATE,
std::min(targetTps, (targetTps / transactionCounter.smoothRate()) * perClientRate.smoothTotal()));
perClientRate.setTotal(newPerClientRate);
return ClientTagThrottleLimits(
std::max(perClientRate.smoothTotal(), SERVER_KNOBS->GLOBAL_TAG_THROTTLING_MIN_RATE),
ClientTagThrottleLimits::NO_EXPIRATION);
}
double updateAndGetTargetLimit(double targetTps) {
targetRate.setTotal(targetTps);
return targetRate.smoothTotal();
}
};
Database db;
UID id;
uint64_t throttledTagChangeId{ 0 };
uint32_t lastBusyReadTagCount{ 0 };
uint32_t lastBusyWriteTagCount{ 0 };
std::unordered_map<UID, Optional<double>> throttlingRatios;
std::unordered_map<TransactionTag, PerTagStatistics> tagStatistics;
std::unordered_map<UID, std::unordered_map<TransactionTag, ThroughputCounters>> throughput;
// Returns the cost rate for the given tag on the given storage server
Optional<double> getCurrentCost(UID storageServerId, TransactionTag tag, OpType opType) const {
auto const tagToThroughputCounters = tryGet(throughput, storageServerId);
if (!tagToThroughputCounters.present()) {
return {};
}
auto const throughputCounter = tryGet(tagToThroughputCounters.get(), tag);
if (!throughputCounter.present()) {
return {};
}
return throughputCounter.get().getCost(opType);
}
// Return the cost rate on the given storage server, summed across all tags
Optional<double> getCurrentCost(UID storageServerId, OpType opType) const {
auto tagToPerTagThroughput = tryGet(throughput, storageServerId);
if (!tagToPerTagThroughput.present()) {
return {};
}
double result = 0;
for (const auto& [tag, perTagThroughput] : tagToPerTagThroughput.get()) {
result += perTagThroughput.getCost(opType);
}
return result;
}
// Return the cost rate for the given tag, summed across all storage servers
double getCurrentCost(TransactionTag tag, OpType opType) const {
double result{ 0.0 };
for (const auto& [id, _] : throughput) {
result += getCurrentCost(id, tag, opType).orDefault(0);
}
TraceEvent("GlobalTagThrottler_GetCurrentCost")
.detail("Tag", printable(tag))
.detail("Op", (opType == OpType::READ) ? "Read" : "Write")
.detail("Cost", result);
return result;
}
// For transactions with the provided tag, returns the average cost that gets associated with the provided storage
// server
Optional<double> getAverageTransactionCost(TransactionTag tag, UID storageServerId, OpType opType) const {
auto const cost = getCurrentCost(storageServerId, tag, opType);
if (!cost.present()) {
return {};
}
auto const stats = tryGet(tagStatistics, tag);
if (!stats.present()) {
return {};
}
auto const transactionRate = stats.get().getTransactionRate();
if (transactionRate == 0.0) {
return {};
} else {
return std::max(1.0, cost.get() / transactionRate);
}
}
// For transactions with the provided tag, returns the average cost of all transactions
// accross the cluster. The minimum cost is 1.
double getAverageTransactionCost(TransactionTag tag, OpType opType) const {
auto const cost = getCurrentCost(tag, opType);
auto const stats = tryGet(tagStatistics, tag);
if (!stats.present()) {
return 1.0;
}
auto const transactionRate = stats.get().getTransactionRate();
TraceEvent("GlobalTagThrottler_GetAverageTransactionCost")
.detail("Tag", tag)
.detail("OpType", (opType == OpType::READ) ? "Read" : "Write")
.detail("TransactionRate", transactionRate)
.detail("Cost", cost);
if (transactionRate == 0.0) {
return 1.0;
} else {
return std::max(1.0, cost / transactionRate);
}
}
// Returns the list of all tags performing meaningful work on the given storage server
std::vector<TransactionTag> getTagsAffectingStorageServer(UID storageServerId) const {
std::vector<TransactionTag> result;
auto const tagToThroughputCounters = tryGet(throughput, storageServerId);
if (!tagToThroughputCounters.present()) {
return {};
} else {
result.reserve(tagToThroughputCounters.get().size());
for (const auto& [t, _] : tagToThroughputCounters.get()) {
result.push_back(t);
}
}
return result;
}
Optional<double> getQuota(TransactionTag tag, OpType opType, LimitType limitType) const {
auto const stats = tryGet(tagStatistics, tag);
if (!stats.present()) {
return {};
}
auto const quota = stats.get().getQuota();
if (!quota.present()) {
return {};
}
if (limitType == LimitType::TOTAL) {
return (opType == OpType::READ) ? quota.get().totalReadQuota : quota.get().totalWriteQuota;
} else {
return (opType == OpType::READ) ? quota.get().reservedReadQuota : quota.get().reservedWriteQuota;
}
}
// Of all tags meaningfully performing workload on the given storage server,
// returns the ratio of total quota allocated to the specified tag
double getQuotaRatio(TransactionTagRef tag, UID storageServerId, OpType opType) const {
double sumQuota{ 0.0 };
double tagQuota{ 0.0 };
auto const tagsAffectingStorageServer = getTagsAffectingStorageServer(storageServerId);
for (const auto& t : tagsAffectingStorageServer) {
auto const tQuota = getQuota(t, opType, LimitType::TOTAL);
sumQuota += tQuota.orDefault(0);
if (tag.compare(tag) == 0) {
tagQuota = tQuota.orDefault(0);
}
}
if (tagQuota == 0.0) {
return 0;
}
ASSERT_GT(sumQuota, 0.0);
return tagQuota / sumQuota;
}
// Returns the desired cost for a storage server, based on its current
// cost and throttling ratio
Optional<double> getLimitingCost(UID storageServerId, OpType opType) const {
auto const throttlingRatio = tryGet(throttlingRatios, storageServerId);
auto const currentCost = getCurrentCost(storageServerId, opType);
if (!throttlingRatio.present() || !currentCost.present() || !throttlingRatio.get().present()) {
return {};
}
return throttlingRatio.get().get() * currentCost.get();
}
// For a given storage server and tag combination, return the limiting transaction rate.
Optional<double> getLimitingTps(UID storageServerId, TransactionTag tag, OpType opType) const {
auto const quotaRatio = getQuotaRatio(tag, storageServerId, opType);
auto const limitingCost = getLimitingCost(storageServerId, opType);
auto const averageTransactionCost = getAverageTransactionCost(tag, storageServerId, opType);
if (!limitingCost.present() || !averageTransactionCost.present()) {
return {};
}
auto const limitingCostForTag = limitingCost.get() * quotaRatio;
return limitingCostForTag / averageTransactionCost.get();
}
// Return the limiting transaction rate, aggregated across all storage servers
Optional<double> getLimitingTps(TransactionTag tag, OpType opType) const {
Optional<double> result;
for (const auto& [id, _] : throttlingRatios) {
auto const targetTpsForSS = getLimitingTps(id, tag, opType);
result = getMin(result, targetTpsForSS);
}
return result;
}
Optional<double> getTps(TransactionTag tag,
OpType opType,
LimitType limitType,
double averageTransactionCost) const {
auto const cost = getQuota(tag, opType, limitType);
if (!cost.present()) {
return {};
} else {
return cost.get() / averageTransactionCost;
}
}
void removeUnseenQuotas(std::unordered_set<TransactionTag> const& tagsWithQuota) {
for (auto& [tag, stats] : tagStatistics) {
if (!tagsWithQuota.count(tag)) {
stats.clearQuota();
}
}
}
ACTOR static Future<Void> monitorThrottlingChanges(GlobalTagThrottlerImpl* self) {
state std::unordered_set<TransactionTag> tagsWithQuota;
loop {
state ReadYourWritesTransaction tr(self->db);
loop {
try {
tr.setOption(FDBTransactionOptions::ACCESS_SYSTEM_KEYS);
tr.setOption(FDBTransactionOptions::PRIORITY_SYSTEM_IMMEDIATE);
tagsWithQuota.clear();
state RangeResult currentQuotas = wait(tr.getRange(tagQuotaKeys, CLIENT_KNOBS->TOO_MANY));
TraceEvent("GlobalTagThrottler_ReadCurrentQuotas", self->id).detail("Size", currentQuotas.size());
for (auto const kv : currentQuotas) {
auto const tag = kv.key.removePrefix(tagQuotaPrefix);
auto const quota = ThrottleApi::TagQuotaValue::fromValue(kv.value);
self->tagStatistics[tag].setQuota(quota);
tagsWithQuota.insert(tag);
}
self->removeUnseenQuotas(tagsWithQuota);
++self->throttledTagChangeId;
wait(delay(5.0));
break;
} catch (Error& e) {
TraceEvent("GlobalTagThrottler_MonitoringChangesError", self->id).error(e);
wait(tr.onError(e));
}
}
}
}
Optional<double> getTargetTps(TransactionTag tag, bool& isReadBusy, bool& isWriteBusy, TraceEvent& te) {
auto const readLimitingTps = getLimitingTps(tag, OpType::READ);
auto const writeLimitingTps = getLimitingTps(tag, OpType::WRITE);
Optional<double> limitingTps;
limitingTps = getMin(readLimitingTps, writeLimitingTps);
auto const averageTransactionReadCost = getAverageTransactionCost(tag, OpType::READ);
auto const averageTransactionWriteCost = getAverageTransactionCost(tag, OpType::WRITE);
auto const readDesiredTps = getTps(tag, OpType::READ, LimitType::TOTAL, averageTransactionReadCost);
auto const writeDesiredTps = getTps(tag, OpType::WRITE, LimitType::TOTAL, averageTransactionWriteCost);
Optional<double> desiredTps;
desiredTps = getMin(readDesiredTps, writeDesiredTps);
if (!desiredTps.present()) {
return {};
}
isReadBusy = readLimitingTps.present() && readLimitingTps.get() < readDesiredTps.orDefault(0);
isWriteBusy = writeLimitingTps.present() && writeLimitingTps.get() < writeDesiredTps.orDefault(0);
auto const readReservedTps = getTps(tag, OpType::READ, LimitType::RESERVED, averageTransactionReadCost);
auto const writeReservedTps = getTps(tag, OpType::WRITE, LimitType::RESERVED, averageTransactionWriteCost);
Optional<double> reservedTps;
reservedTps = getMax(readReservedTps, writeReservedTps);
auto targetTps = getMax(reservedTps, getMin(desiredTps, limitingTps));
te.detail("Tag", printable(tag))
.detail("TargetTps", targetTps)
.detail("AverageTransactionReadCost", averageTransactionReadCost)
.detail("AverageTransactionWriteCost", averageTransactionWriteCost)
.detail("LimitingTps", limitingTps)
.detail("ReservedTps", reservedTps)
.detail("DesiredTps", desiredTps)
.detail("NumStorageServers", throughput.size());
return targetTps;
}
public:
GlobalTagThrottlerImpl(Database db, UID id) : db(db), id(id) {}
Future<Void> monitorThrottlingChanges() { return monitorThrottlingChanges(this); }
void addRequests(TransactionTag tag, int count) { tagStatistics[tag].addTransactions(static_cast<double>(count)); }
uint64_t getThrottledTagChangeId() const { return throttledTagChangeId; }
PrioritizedTransactionTagMap<double> getProxyRates(int numProxies) {
PrioritizedTransactionTagMap<double> result;
lastBusyReadTagCount = lastBusyWriteTagCount = 0;
for (auto& [tag, stats] : tagStatistics) {
// Currently there is no differentiation between batch priority and default priority transactions
TraceEvent te("GlobalTagThrottler_GotRate", id);
bool isReadBusy = false, isWriteBusy = false;
auto const targetTps = getTargetTps(tag, isReadBusy, isWriteBusy, te);
if (isReadBusy) {
++lastBusyReadTagCount;
}
if (isWriteBusy) {
++lastBusyWriteTagCount;
}
if (targetTps.present()) {
auto const smoothedTargetTps = stats.updateAndGetTargetLimit(targetTps.get());
result[TransactionPriority::BATCH][tag] = result[TransactionPriority::DEFAULT][tag] =
smoothedTargetTps / numProxies;
} else {
te.disable();
}
}
return result;
}
PrioritizedTransactionTagMap<ClientTagThrottleLimits> getClientRates() {
PrioritizedTransactionTagMap<ClientTagThrottleLimits> result;
lastBusyReadTagCount = lastBusyWriteTagCount = 0;
for (auto& [tag, stats] : tagStatistics) {
// Currently there is no differentiation between batch priority and default priority transactions
bool isReadBusy = false, isWriteBusy = false;
TraceEvent te("GlobalTagThrottler_GotClientRate", id);
auto const targetTps = getTargetTps(tag, isReadBusy, isWriteBusy, te);
if (isReadBusy) {
++lastBusyReadTagCount;
}
if (isWriteBusy) {
++lastBusyWriteTagCount;
}
if (targetTps.present()) {
auto const clientRate = stats.updateAndGetPerClientLimit(targetTps.get());
result[TransactionPriority::BATCH][tag] = result[TransactionPriority::DEFAULT][tag] = clientRate;
te.detail("ClientTps", clientRate.tpsRate);
} else {
te.disable();
}
}
return result;
}
int64_t autoThrottleCount() const {
int64_t result{ 0 };
for (const auto& [tag, stats] : tagStatistics) {
if (stats.getQuota().present()) {
++result;
}
}
return result;
}
uint32_t busyReadTagCount() const { return lastBusyReadTagCount; }
uint32_t busyWriteTagCount() const { return lastBusyWriteTagCount; }
int64_t manualThrottleCount() const { return 0; }
Future<Void> tryUpdateAutoThrottling(StorageQueueInfo const& ss) {
throttlingRatios[ss.id] = ss.getThrottlingRatio(SERVER_KNOBS->TARGET_BYTES_PER_STORAGE_SERVER,
SERVER_KNOBS->SPRING_BYTES_STORAGE_SERVER);
for (const auto& busyReadTag : ss.busiestReadTags) {
throughput[ss.id][busyReadTag.tag].updateCost(busyReadTag.rate, OpType::READ);
}
for (const auto& busyWriteTag : ss.busiestWriteTags) {
throughput[ss.id][busyWriteTag.tag].updateCost(busyWriteTag.rate, OpType::WRITE);
}
return Void();
}
void setQuota(TransactionTagRef tag, ThrottleApi::TagQuotaValue const& tagQuotaValue) {
tagStatistics[tag].setQuota(tagQuotaValue);
}
void removeQuota(TransactionTagRef tag) { tagStatistics[tag].clearQuota(); }
};
GlobalTagThrottler::GlobalTagThrottler(Database db, UID id) : impl(PImpl<GlobalTagThrottlerImpl>::create(db, id)) {}
GlobalTagThrottler::~GlobalTagThrottler() = default;
Future<Void> GlobalTagThrottler::monitorThrottlingChanges() {
return impl->monitorThrottlingChanges();
}
void GlobalTagThrottler::addRequests(TransactionTag tag, int count) {
return impl->addRequests(tag, count);
}
uint64_t GlobalTagThrottler::getThrottledTagChangeId() const {
return impl->getThrottledTagChangeId();
}
PrioritizedTransactionTagMap<ClientTagThrottleLimits> GlobalTagThrottler::getClientRates() {
return impl->getClientRates();
}
PrioritizedTransactionTagMap<double> GlobalTagThrottler::getProxyRates(int numProxies) {
return impl->getProxyRates(numProxies);
}
int64_t GlobalTagThrottler::autoThrottleCount() const {
return impl->autoThrottleCount();
}
uint32_t GlobalTagThrottler::busyReadTagCount() const {
return impl->busyReadTagCount();
}
uint32_t GlobalTagThrottler::busyWriteTagCount() const {
return impl->busyWriteTagCount();
}
int64_t GlobalTagThrottler::manualThrottleCount() const {
return impl->manualThrottleCount();
}
bool GlobalTagThrottler::isAutoThrottlingEnabled() const {
return true;
}
Future<Void> GlobalTagThrottler::tryUpdateAutoThrottling(StorageQueueInfo const& ss) {
return impl->tryUpdateAutoThrottling(ss);
}
void GlobalTagThrottler::setQuota(TransactionTagRef tag, ThrottleApi::TagQuotaValue const& tagQuotaValue) {
return impl->setQuota(tag, tagQuotaValue);
}
void GlobalTagThrottler::removeQuota(TransactionTagRef tag) {
return impl->removeQuota(tag);
}
namespace GlobalTagThrottlerTesting {
enum class LimitType { RESERVED, TOTAL };
enum class OpType { READ, WRITE };
Optional<double> getTPSLimit(GlobalTagThrottler& globalTagThrottler, TransactionTag tag) {
auto clientRates = globalTagThrottler.getClientRates();
auto it1 = clientRates.find(TransactionPriority::DEFAULT);
if (it1 != clientRates.end()) {
auto it2 = it1->second.find(tag);
if (it2 != it1->second.end()) {
return it2->second.tpsRate;
}
}
return {};
}
class MockStorageServer {
class Cost {
Smoother smoother;
public:
Cost() : smoother(5.0) {}
Cost& operator+=(double delta) {
smoother.addDelta(delta);
return *this;
}
double smoothRate() const { return smoother.smoothRate(); }
};
UID id;
double targetCost;
std::map<TransactionTag, Cost> readCosts, writeCosts;
Cost totalReadCost, totalWriteCost;
public:
explicit MockStorageServer(UID id, double targetCost) : id(id), targetCost(targetCost) { ASSERT_GT(targetCost, 0); }
void addReadCost(TransactionTag tag, double cost) {
readCosts[tag] += cost;
totalReadCost += cost;
}
void addWriteCost(TransactionTag tag, double cost) {
writeCosts[tag] += cost;
totalWriteCost += cost;
}
StorageQueueInfo getStorageQueueInfo() const {
StorageQueueInfo result(id, LocalityData{});
for (const auto& [tag, readCost] : readCosts) {
double fractionalBusyness{ 0.0 }; // unused for global tag throttling
result.busiestReadTags.emplace_back(tag, readCost.smoothRate(), fractionalBusyness);
}
for (const auto& [tag, writeCost] : writeCosts) {
double fractionalBusyness{ 0.0 }; // unused for global tag throttling
result.busiestWriteTags.emplace_back(tag, writeCost.smoothRate(), fractionalBusyness);
}
result.lastReply.bytesInput = ((totalReadCost.smoothRate() + totalWriteCost.smoothRate()) / targetCost) *
SERVER_KNOBS->TARGET_BYTES_PER_STORAGE_SERVER;
return result;
}
};
class StorageServerCollection {
std::vector<MockStorageServer> storageServers;
public:
StorageServerCollection(size_t size, double targetCost) {
ASSERT_GT(size, 0);
storageServers.reserve(size);
for (int i = 0; i < size; ++i) {
storageServers.emplace_back(UID(i, i), targetCost);
}
}
void addCost(TransactionTag tag, double cost, std::vector<int> const& storageServerIndices, OpType opType) {
if (storageServerIndices.empty()) {
auto const costPerSS = cost / storageServers.size();
for (auto& storageServer : storageServers) {
if (opType == OpType::READ) {
storageServer.addReadCost(tag, costPerSS);
} else {
storageServer.addWriteCost(tag, costPerSS);
}
}
} else {
auto const costPerSS = cost / storageServerIndices.size();
for (auto i : storageServerIndices) {
if (opType == OpType::READ) {
storageServers[i].addReadCost(tag, costPerSS);
} else {
storageServers[i].addWriteCost(tag, costPerSS);
}
}
}
}
std::vector<StorageQueueInfo> getStorageQueueInfos() const {
std::vector<StorageQueueInfo> result;
result.reserve(storageServers.size());
for (const auto& storageServer : storageServers) {
result.push_back(storageServer.getStorageQueueInfo());
}
return result;
}
};
ACTOR Future<Void> runClient(GlobalTagThrottler* globalTagThrottler,
StorageServerCollection* storageServers,
TransactionTag tag,
double tpsRate,
double costPerTransaction,
OpType opType,
std::vector<int> storageServerIndices = std::vector<int>()) {
loop {
auto tpsLimit = getTPSLimit(*globalTagThrottler, tag);
state double enforcedRate = tpsLimit.present() ? std::min<double>(tpsRate, tpsLimit.get()) : tpsRate;
wait(delay(1 / enforcedRate));
storageServers->addCost(tag, costPerTransaction, storageServerIndices, opType);
globalTagThrottler->addRequests(tag, 1);
}
}
ACTOR template <class Check>
Future<Void> monitor(GlobalTagThrottler* globalTagThrottler, Check check) {
state int successes = 0;
loop {
wait(delay(1.0));
if (check(*globalTagThrottler)) {
if (++successes == 3) {
return Void();
}
} else {
successes = 0;
}
}
}
bool isNear(double a, double b) {
return abs(a - b) < 1.0;
}
bool isNear(Optional<double> a, Optional<double> b) {
if (a.present()) {
return b.present() && isNear(a.get(), b.get());
} else {
return !b.present();
}
}
bool targetRateIsNear(GlobalTagThrottler& globalTagThrottler, TransactionTag tag, Optional<double> expected) {
Optional<double> rate;
auto targetRates = globalTagThrottler.getProxyRates(1);
auto it1 = targetRates.find(TransactionPriority::DEFAULT);
if (it1 != targetRates.end()) {
auto it2 = it1->second.find(tag);
if (it2 != it1->second.end()) {
rate = it2->second;
}
}
TraceEvent("GlobalTagThrottling_RateMonitor")
.detail("Tag", tag)
.detail("CurrentTPSRate", rate)
.detail("ExpectedTPSRate", expected);
return isNear(rate, expected);
}
bool clientRateIsNear(GlobalTagThrottler& globalTagThrottler, TransactionTag tag, Optional<double> expected) {
Optional<double> rate;
auto clientRates = globalTagThrottler.getClientRates();
auto it1 = clientRates.find(TransactionPriority::DEFAULT);
if (it1 != clientRates.end()) {
auto it2 = it1->second.find(tag);
if (it2 != it1->second.end()) {
rate = it2->second.tpsRate;
}
}
TraceEvent("GlobalTagThrottling_ClientRateMonitor")
.detail("Tag", tag)
.detail("CurrentTPSRate", rate)
.detail("ExpectedTPSRate", expected);
return isNear(rate, expected);
}
ACTOR Future<Void> updateGlobalTagThrottler(GlobalTagThrottler* globalTagThrottler,
StorageServerCollection const* storageServers) {
loop {
wait(delay(1.0));
auto const storageQueueInfos = storageServers->getStorageQueueInfos();
for (const auto& sq : storageQueueInfos) {
globalTagThrottler->tryUpdateAutoThrottling(sq);
}
}
}
} // namespace GlobalTagThrottlerTesting
TEST_CASE("/GlobalTagThrottler/Simple") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 100.0 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/WriteThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::WRITE);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 100.0 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiTagThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag1 = "sampleTag1"_sr;
TransactionTag testTag2 = "sampleTag2"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag1, tagQuotaValue);
globalTagThrottler.setQuota(testTag2, tagQuotaValue);
state std::vector<Future<Void>> futures;
state std::vector<Future<Void>> monitorFutures;
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag1, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ));
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag2, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ));
futures.push_back(GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers));
state Future<Void> monitor =
GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag1, testTag2](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag1, 100.0 / 6.0) &&
GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag2, 100.0 / 6.0);
});
wait(timeoutError(waitForAny(futures) || monitor, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/AttemptWorkloadAboveQuota") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 20.0, 10.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 10.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiClientThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> client2 = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 100.0 / 6.0) &&
GlobalTagThrottlerTesting::clientRateIsNear(gtt, testTag, 100.0 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || client2 || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiClientThrottling2") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 20.0, 10.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> client2 = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 20.0, 10.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 10.0) &&
GlobalTagThrottlerTesting::clientRateIsNear(gtt, testTag, 5.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
// Global transaction rate should be 20.0, with a distribution of (5, 15) between the 2 clients
TEST_CASE("/GlobalTagThrottler/SkewedMultiClientThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 5.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> client2 = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 25.0, 5.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 20.0) &&
GlobalTagThrottlerTesting::clientRateIsNear(gtt, testTag, 15.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
// Test that the tag throttler can reach equilibrium, then adjust to a new equilibrium once the quota is changed
TEST_CASE("/GlobalTagThrottler/UpdateQuota") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
state ThrottleApi::TagQuotaValue tagQuotaValue;
state TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, "sampleTag1"_sr, 100.0 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
tagQuotaValue.totalReadQuota = 50.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, "sampleTag1"_sr, 50.0 / 6.0);
});
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/RemoveQuota") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 100);
state ThrottleApi::TagQuotaValue tagQuotaValue;
state TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 5.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, "sampleTag1"_sr, 100.0 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
globalTagThrottler.removeQuota(testTag);
monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, "sampleTag1"_sr, {});
});
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/ActiveThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 5);
state ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 50 / 6.0) && gtt.busyReadTagCount() == 1;
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiTagActiveThrottling") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 5);
state ThrottleApi::TagQuotaValue tagQuotaValue1;
state ThrottleApi::TagQuotaValue tagQuotaValue2;
TransactionTag testTag1 = "sampleTag1"_sr;
TransactionTag testTag2 = "sampleTag2"_sr;
tagQuotaValue1.totalReadQuota = tagQuotaValue1.totalWriteQuota = 50.0;
tagQuotaValue2.totalReadQuota = tagQuotaValue2.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag1, tagQuotaValue1);
globalTagThrottler.setQuota(testTag2, tagQuotaValue2);
std::vector<Future<Void>> futures;
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag1, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ));
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag2, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ));
state Future<Void> monitor =
GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag1, testTag2](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag1, (50 / 6.0) / 3) &&
GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag2, 2 * (50 / 6.0) / 3) &&
gtt.busyReadTagCount() == 2;
});
futures.push_back(GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers));
wait(timeoutError(waitForAny(futures) || monitor, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiTagActiveThrottling2") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(3, 50);
state ThrottleApi::TagQuotaValue tagQuotaValue1;
state ThrottleApi::TagQuotaValue tagQuotaValue2;
TransactionTag testTag1 = "sampleTag1"_sr;
TransactionTag testTag2 = "sampleTag2"_sr;
tagQuotaValue1.totalReadQuota = tagQuotaValue1.totalWriteQuota = 100.0;
tagQuotaValue2.totalReadQuota = tagQuotaValue2.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag1, tagQuotaValue1);
globalTagThrottler.setQuota(testTag2, tagQuotaValue2);
std::vector<Future<Void>> futures;
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag1, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ, { 0, 1 }));
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag2, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ, { 1, 2 }));
state Future<Void> monitor =
GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag1, testTag2](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag1, 50 / 6.0) &&
GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag2, 50 / 6.0) && gtt.busyReadTagCount() == 2;
});
futures.push_back(GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers));
wait(timeoutError(waitForAny(futures) || monitor, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/MultiTagActiveThrottling3") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(3, 50);
state ThrottleApi::TagQuotaValue tagQuotaValue1;
state ThrottleApi::TagQuotaValue tagQuotaValue2;
TransactionTag testTag1 = "sampleTag1"_sr;
TransactionTag testTag2 = "sampleTag2"_sr;
tagQuotaValue1.totalReadQuota = tagQuotaValue1.totalWriteQuota = 100.0;
tagQuotaValue2.totalReadQuota = tagQuotaValue2.totalWriteQuota = 100.0;
globalTagThrottler.setQuota(testTag1, tagQuotaValue1);
globalTagThrottler.setQuota(testTag2, tagQuotaValue2);
std::vector<Future<Void>> futures;
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag1, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ, { 0 }));
futures.push_back(GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag2, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ, { 1, 2 }));
state Future<Void> monitor =
GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag1, testTag2](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag1, 50 / 6.0) &&
GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag2, 100 / 6.0) && gtt.busyReadTagCount() == 1;
});
futures.push_back(GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers));
wait(timeoutError(waitForAny(futures) || monitor, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/ReservedReadQuota") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 5);
state ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
tagQuotaValue.reservedReadQuota = 70.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::READ);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 70 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}
TEST_CASE("/GlobalTagThrottler/ReservedWriteQuota") {
state GlobalTagThrottler globalTagThrottler(Database{}, UID{});
state GlobalTagThrottlerTesting::StorageServerCollection storageServers(10, 5);
state ThrottleApi::TagQuotaValue tagQuotaValue;
TransactionTag testTag = "sampleTag1"_sr;
tagQuotaValue.totalReadQuota = tagQuotaValue.totalWriteQuota = 100.0;
tagQuotaValue.reservedWriteQuota = 70.0;
globalTagThrottler.setQuota(testTag, tagQuotaValue);
state Future<Void> client = GlobalTagThrottlerTesting::runClient(
&globalTagThrottler, &storageServers, testTag, 10.0, 6.0, GlobalTagThrottlerTesting::OpType::WRITE);
state Future<Void> monitor = GlobalTagThrottlerTesting::monitor(&globalTagThrottler, [testTag](auto& gtt) {
return GlobalTagThrottlerTesting::targetRateIsNear(gtt, testTag, 70 / 6.0);
});
state Future<Void> updater =
GlobalTagThrottlerTesting::updateGlobalTagThrottler(&globalTagThrottler, &storageServers);
wait(timeoutError(monitor || client || updater, 600.0));
return Void();
}