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brpc_load_balancer_unittest.cpp
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// Baidu RPC - A framework to host and access services throughout Baidu.
// Copyright (c) 2014 Baidu, Inc.
// Date: Sun Jul 13 15:04:18 CST 2014
#include <sys/epoll.h>
#include <sys/types.h>
#include <sys/socket.h>
#include <map>
#include <gtest/gtest.h>
#include "butil/gperftools_profiler.h"
#include "butil/time.h"
#include "butil/containers/doubly_buffered_data.h"
#include "brpc/socket.h"
#include "brpc/policy/round_robin_load_balancer.h"
#include "brpc/policy/randomized_load_balancer.h"
#include "brpc/policy/locality_aware_load_balancer.h"
#include "brpc/policy/consistent_hashing_load_balancer.h"
#include "brpc/policy/hasher.h"
namespace brpc {
namespace policy {
DECLARE_bool(count_inflight);
extern uint32_t CRCHash32(const char *key, size_t len);
}}
namespace {
void initialize_random() {
srand(time(0));
}
pthread_once_t initialize_random_control = PTHREAD_ONCE_INIT;
class LoadBalancerTest : public ::testing::Test{
protected:
LoadBalancerTest(){
pthread_once(&initialize_random_control, initialize_random);
};
virtual ~LoadBalancerTest(){};
virtual void SetUp() {
};
virtual void TearDown() {
};
};
size_t TLS_ctor = 0;
size_t TLS_dtor = 0;
struct TLS {
TLS() {
++TLS_ctor;
}
~TLS() {
++TLS_dtor;
}
};
struct Foo {
Foo() : x(0) {}
int x;
};
bool AddN(Foo& f, int n) {
f.x += n;
return true;
}
TEST_F(LoadBalancerTest, doubly_buffered_data) {
const size_t old_TLS_ctor = TLS_ctor;
const size_t old_TLS_dtor = TLS_dtor;
{
butil::DoublyBufferedData<Foo, TLS> d2;
butil::DoublyBufferedData<Foo, TLS>::ScopedPtr ptr;
d2.Read(&ptr);
ASSERT_EQ(old_TLS_ctor + 1, TLS_ctor);
}
ASSERT_EQ(old_TLS_ctor + 1, TLS_ctor);
ASSERT_EQ(old_TLS_dtor + 1, TLS_dtor);
butil::DoublyBufferedData<Foo> d;
{
butil::DoublyBufferedData<Foo>::ScopedPtr ptr;
ASSERT_EQ(0, d.Read(&ptr));
ASSERT_EQ(0, ptr->x);
}
{
butil::DoublyBufferedData<Foo>::ScopedPtr ptr;
ASSERT_EQ(0, d.Read(&ptr));
ASSERT_EQ(0, ptr->x);
}
d.Modify(AddN, 10);
{
butil::DoublyBufferedData<Foo>::ScopedPtr ptr;
ASSERT_EQ(0, d.Read(&ptr));
ASSERT_EQ(10, ptr->x);
}
}
typedef brpc::policy::LocalityAwareLoadBalancer LALB;
static void ValidateWeightTree(
std::vector<LALB::ServerInfo> & weight_tree) {
std::vector<int64_t> weight_sum;
weight_sum.resize(weight_tree.size());
for (ssize_t i = weight_tree.size() - 1; i >= 0; --i) {
const size_t left_child = i * 2 + 1;
const size_t right_child = i * 2 + 2;
weight_sum[i] = weight_tree[i].weight->volatile_value();
if (left_child < weight_sum.size()) {
weight_sum[i] += weight_sum[left_child];
}
if (right_child < weight_sum.size()) {
weight_sum[i] += weight_sum[right_child];
}
}
for (size_t i = 0; i < weight_tree.size(); ++i) {
const int64_t left = weight_tree[i].left->load(butil::memory_order_relaxed);
size_t left_child = i * 2 + 1;
if (left_child < weight_tree.size()) {
ASSERT_EQ(weight_sum[left_child], left) << "i=" << i;
} else {
ASSERT_EQ(0, left);
}
}
}
static void ValidateLALB(LALB& lalb, size_t N) {
LALB::Servers* d = lalb._db_servers._data;
for (size_t R = 0; R < 2; ++R) {
ASSERT_EQ(d[R].weight_tree.size(), N);
ASSERT_EQ(d[R].server_map.size(), N);
}
ASSERT_EQ(lalb._left_weights.size(), N);
int64_t total = 0;
for (size_t i = 0; i < N; ++i) {
ASSERT_EQ(d[0].weight_tree[i].server_id, d[1].weight_tree[i].server_id);
ASSERT_EQ(d[0].weight_tree[i].weight, d[1].weight_tree[i].weight);
for (size_t R = 0; R < 2; ++R) {
ASSERT_EQ((int64_t*)d[R].weight_tree[i].left, &lalb._left_weights[i]);
size_t* pindex = d[R].server_map.seek(d[R].weight_tree[i].server_id);
ASSERT_TRUE(pindex != NULL && *pindex == i);
}
total += d[0].weight_tree[i].weight->volatile_value();
}
ValidateWeightTree(d[0].weight_tree);
ASSERT_EQ(total, lalb._total.load());
}
TEST_F(LoadBalancerTest, la_sanity) {
LALB lalb;
ASSERT_EQ(0, lalb._total.load());
std::vector<brpc::ServerId> ids;
const size_t N = 256;
size_t cur_count = 0;
for (int REP = 0; REP < 5; ++REP) {
const size_t before_adding = cur_count;
for (; cur_count < N; ++cur_count) {
char addr[32];
snprintf(addr, sizeof(addr), "192.168.1.%d:8080", (int)cur_count);
butil::EndPoint dummy;
ASSERT_EQ(0, str2endpoint(addr, &dummy));
brpc::ServerId id(8888);
brpc::SocketOptions options;
options.remote_side = dummy;
ASSERT_EQ(0, brpc::Socket::Create(options, &id.id));
ids.push_back(id);
ASSERT_TRUE(lalb.AddServer(id));
}
std::cout << "Added " << cur_count - before_adding << std::endl;
ValidateLALB(lalb, cur_count);
const size_t before_removal = cur_count;
std::random_shuffle(ids.begin(), ids.end());
for (size_t i = 0; i < N / 2; ++i) {
const brpc::ServerId id = ids.back();
ids.pop_back();
--cur_count;
ASSERT_TRUE(lalb.RemoveServer(id)) << "i=" << i;
ASSERT_EQ(0, brpc::Socket::SetFailed(id.id));
}
std::cout << "Removed " << before_removal - cur_count << std::endl;
ValidateLALB(lalb, cur_count);
}
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(0, brpc::Socket::SetFailed(ids[i].id));
}
}
typedef std::map<brpc::SocketId, int> CountMap;
volatile bool global_stop = false;
struct SelectArg {
brpc::LoadBalancer *lb;
uint32_t (*hash)(const void*, size_t);
};
void* select_server(void* arg) {
SelectArg *sa = (SelectArg *)arg;
brpc::LoadBalancer* c = sa->lb;
brpc::SocketUniquePtr ptr;
CountMap *selected_count = new CountMap;
brpc::LoadBalancer::SelectIn in = { 0, false, 0u, NULL };
brpc::LoadBalancer::SelectOut out(&ptr);
uint32_t rand_seed = rand();
if (sa->hash) {
uint32_t rd = ++rand_seed;
in.has_request_code = true;
in.request_code = sa->hash((const char *)&rd, sizeof(uint32_t));
}
int ret = 0;
while (!global_stop && (ret = c->SelectServer(in, &out)) == 0) {
if (sa->hash) {
uint32_t rd = ++rand_seed;
in.has_request_code = true;
in.request_code = sa->hash((const char *)&rd, sizeof(uint32_t));
}
++(*selected_count)[ptr->id()];
}
LOG_IF(INFO, ret != 0) << "select_server[" << pthread_self()
<< "] quits before of " << berror(ret);
return selected_count;
}
brpc::SocketId recycled_sockets[1024];
butil::atomic<size_t> nrecycle(0);
class SaveRecycle : public brpc::SocketUser {
void BeforeRecycle(brpc::Socket* s) {
recycled_sockets[nrecycle.fetch_add(1, butil::memory_order_relaxed)] = s->id();
delete this;
}
};
TEST_F(LoadBalancerTest, update_while_selection) {
const bool saved = brpc::policy::FLAGS_count_inflight;
brpc::policy::FLAGS_count_inflight = false;
for (size_t round = 0; round < 4; ++round) {
brpc::LoadBalancer* lb = NULL;
SelectArg sa = { NULL, NULL};
bool is_lalb = false;
if (round == 0) {
lb = new brpc::policy::RoundRobinLoadBalancer;
} else if (round == 1) {
lb = new brpc::policy::RandomizedLoadBalancer;
} else if (round == 2) {
lb = new LALB;
is_lalb = true;
} else {
lb = new brpc::policy::ConsistentHashingLoadBalancer(
::brpc::policy::MurmurHash32);
sa.hash = ::brpc::policy::MurmurHash32;
}
sa.lb = lb;
// Accessing empty lb should result in error.
brpc::SocketUniquePtr ptr;
brpc::LoadBalancer::SelectIn in = { 0, true, 0, NULL };
brpc::LoadBalancer::SelectOut out(&ptr);
ASSERT_EQ(ENODATA, lb->SelectServer(in, &out));
nrecycle = 0;
global_stop = false;
pthread_t th[8];
std::vector<brpc::ServerId> ids;
for (int i = 0; i < 256; ++i) {
char addr[32];
snprintf(addr, sizeof(addr), "192.%d.1.%d:8080", i, i);
butil::EndPoint dummy;
ASSERT_EQ(0, str2endpoint(addr, &dummy));
brpc::ServerId id(8888);
brpc::SocketOptions options;
options.remote_side = dummy;
options.user = new SaveRecycle;
ASSERT_EQ(0, brpc::Socket::Create(options, &id.id));
ids.push_back(id);
ASSERT_TRUE(lb->AddServer(id));
}
std::cout << "Time " << butil::class_name_str(*lb) << " ..." << std::endl;
butil::Timer tm;
tm.start();
for (size_t i = 0; i < ARRAY_SIZE(th); ++i) {
ASSERT_EQ(0, pthread_create(&th[i], NULL, select_server, &sa));
}
std::vector<brpc::ServerId> removed;
const size_t REP = 200;
for (size_t k = 0; k < REP; ++k) {
removed = ids;
std::random_shuffle(removed.begin(), removed.end());
removed.pop_back();
ASSERT_EQ(removed.size(), lb->RemoveServersInBatch(removed));
ASSERT_EQ(removed.size(), lb->AddServersInBatch(removed));
// // 1: Don't remove first server, otherwise select_server would quit.
// for (size_t i = 1/*1*/; i < removed.size(); ++i) {
// ASSERT_TRUE(lb->RemoveServer(removed[i]));
// }
// for (size_t i = 1; i < removed.size(); ++i) {
// ASSERT_TRUE(lb->AddServer(removed[i]));
// }
if (is_lalb) {
LALB* lalb = (LALB*)lb;
ValidateLALB(*lalb, ids.size());
ASSERT_GT(lalb->_total.load(), 0);
}
}
global_stop = true;
LOG(INFO) << "Stop all...";
void* retval[ARRAY_SIZE(th)];
for (size_t i = 0; i < ARRAY_SIZE(th); ++i) {
ASSERT_EQ(0, pthread_join(th[i], &retval[i]));
}
tm.stop();
CountMap total_count;
for (size_t i = 0; i < ARRAY_SIZE(th); ++i) {
CountMap* selected_count = (CountMap*)retval[i];
size_t count = 0;
for (CountMap::const_iterator it = selected_count->begin();
it != selected_count->end(); ++it) {
total_count[it->first] += it->second;
count += it->second;
}
delete selected_count;
std::cout << "thread " << i << " selected "
<< count * 1000000L / tm.u_elapsed() << " times/s"
<< std::endl;
}
ASSERT_EQ(ids.size(), total_count.size());
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_NE(0, total_count[ids[i].id]) << "i=" << i;
std::cout << i << "=" << total_count[ids[i].id] << " ";
}
std::cout << std::endl;
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(0, brpc::Socket::SetFailed(ids[i].id));
}
ASSERT_EQ(ids.size(), nrecycle);
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(1UL, total_count.erase(recycled_sockets[i]));
}
delete lb;
}
brpc::policy::FLAGS_count_inflight = saved;
}
TEST_F(LoadBalancerTest, fairness) {
const bool saved = brpc::policy::FLAGS_count_inflight;
brpc::policy::FLAGS_count_inflight = false;
for (size_t round = 0; round < 4; ++round) {
brpc::LoadBalancer* lb = NULL;
SelectArg sa = { NULL, NULL};
if (round == 0) {
lb = new brpc::policy::RoundRobinLoadBalancer;
} else if (round == 1) {
lb = new brpc::policy::RandomizedLoadBalancer;
} else if (round == 2) {
lb = new LALB;
} else {
lb = new brpc::policy::ConsistentHashingLoadBalancer(
brpc::policy::MurmurHash32);
sa.hash = brpc::policy::MurmurHash32;
}
sa.lb = lb;
std::string lb_name = butil::class_name_str(*lb);
// Remove namespace
size_t ns_pos = lb_name.find_last_of(':');
if (ns_pos != std::string::npos) {
lb_name = lb_name.substr(ns_pos + 1);
}
nrecycle = 0;
global_stop = false;
pthread_t th[8];
std::vector<brpc::ServerId> ids;
for (int i = 0; i < 256; ++i) {
char addr[32];
snprintf(addr, sizeof(addr), "192.168.1.%d:8080", i);
butil::EndPoint dummy;
ASSERT_EQ(0, str2endpoint(addr, &dummy));
brpc::ServerId id(8888);
brpc::SocketOptions options;
options.remote_side = dummy;
options.user = new SaveRecycle;
ASSERT_EQ(0, brpc::Socket::Create(options, &id.id));
ids.push_back(id);
lb->AddServer(id);
}
for (size_t i = 0; i < ARRAY_SIZE(th); ++i) {
ASSERT_EQ(0, pthread_create(&th[i], NULL, select_server, &sa));
}
bthread_usleep(10000);
ProfilerStart((lb_name + ".prof").c_str());
bthread_usleep(300000);
ProfilerStop();
global_stop = true;
CountMap total_count;
for (size_t i = 0; i < ARRAY_SIZE(th); ++i) {
void* retval;
ASSERT_EQ(0, pthread_join(th[i], &retval));
CountMap* selected_count = (CountMap*)retval;
ASSERT_TRUE(selected_count);
int first_count = 0;
for (CountMap::const_iterator it = selected_count->begin();
it != selected_count->end(); ++it) {
if (round == 0) {
if (first_count == 0) {
first_count = it->second;
} else {
// Load is not ensured to be fair inside each thread
// ASSERT_LE(abs(first_count - it->second), 1);
}
}
total_count[it->first] += it->second;
}
delete selected_count;
}
ASSERT_EQ(ids.size(), total_count.size());
size_t count_sum = 0;
size_t count_squared_sum = 0;
std::cout << lb_name << ':' << '\n';
for (size_t i = 0; i < ids.size(); ++i) {
size_t count = total_count[ids[i].id];
ASSERT_NE(0ul, count) << "i=" << i;
std::cout << i << '=' << count << ' ';
count_sum += count;
count_squared_sum += count * count;
}
std::cout << '\n'
<< ": average=" << count_sum/ids.size()
<< " deviation=" << sqrt(count_squared_sum * ids.size() - count_sum * count_sum) / ids.size() << std::endl;
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(0, brpc::Socket::SetFailed(ids[i].id));
}
ASSERT_EQ(ids.size(), nrecycle);
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(1UL, total_count.erase(recycled_sockets[i]));
}
delete lb;
}
brpc::policy::FLAGS_count_inflight = saved;
}
TEST_F(LoadBalancerTest, consistent_hashing) {
::brpc::policy::ConsistentHashingLoadBalancer::HashFunc hashs[] = {
::brpc::policy::MurmurHash32,
::brpc::policy::MD5Hash32
// ::brpc::policy::CRCHash32 crc is a bad hash function in test
};
const char* servers[] = {
"10.92.115.19:8833",
"10.42.108.25:8833",
"10.36.150.32:8833",
"10.92.149.48:8833",
"10.42.122.201:8833",
};
for (size_t round = 0; round < ARRAY_SIZE(hashs); ++round) {
brpc::policy::ConsistentHashingLoadBalancer chlb(hashs[round]);
std::vector<brpc::ServerId> ids;
std::vector<butil::EndPoint> addrs;
for (int j = 0;j < 5; ++j)
for (int i = 0; i < 5; ++i) {
const char *addr = servers[i];
//snprintf(addr, sizeof(addr), "192.168.1.%d:8080", i);
butil::EndPoint dummy;
ASSERT_EQ(0, str2endpoint(addr, &dummy));
brpc::ServerId id(8888);
brpc::SocketOptions options;
options.remote_side = dummy;
options.user = new SaveRecycle;
ASSERT_EQ(0, brpc::Socket::Create(options, &id.id));
ids.push_back(id);
addrs.push_back(dummy);
chlb.AddServer(id);
}
std::cout << chlb;
for (int i = 0; i < 5; ++i) {
std::vector<brpc::ServerId> empty;
chlb.AddServersInBatch(empty);
chlb.RemoveServersInBatch(empty);
std::cout << chlb;
}
const size_t SELECT_TIMES = 1000000;
std::map<butil::EndPoint, size_t> times;
brpc::SocketUniquePtr ptr;
brpc::LoadBalancer::SelectIn in = { 0, false, 0u, NULL };
::brpc::LoadBalancer::SelectOut out(&ptr);
for (size_t i = 0; i < SELECT_TIMES; ++i) {
in.has_request_code = true;
in.request_code = hashs[round]((const char *)&i, sizeof(i));
chlb.SelectServer(in, &out);
++times[ptr->remote_side()];
}
std::map<butil::EndPoint, double> load_map;
chlb.GetLoads(&load_map);
ASSERT_EQ(times.size(), load_map.size());
double load_sum = 0;;
double load_sqr_sum = 0;
for (size_t i = 0; i < addrs.size(); ++i) {
double normalized_load =
(double)times[addrs[i]] / SELECT_TIMES / load_map[addrs[i]];
std::cout << i << '=' << normalized_load << ' ';
load_sum += normalized_load;
load_sqr_sum += normalized_load * normalized_load;
}
std::cout << '\n';
std::cout << "average_normalized_load=" << load_sum / addrs.size()
<< " deviation="
<< sqrt(load_sqr_sum * addrs.size() - load_sum * load_sum) / addrs.size()
<< '\n';
for (size_t i = 0; i < ids.size(); ++i) {
ASSERT_EQ(0, brpc::Socket::SetFailed(ids[i].id));
}
}
}
} //namespace