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# include <port/unistd.h>
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# include <stdlib.h>
# include <fcntl.h>
# include <signal.h>
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# include <time.h>
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# include <iostream>
# include <fstream>
# include <iomanip>
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# include <random>
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# include <pcg_random.hpp>
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# include <Poco/File.h>
# include <Poco/Util/Application.h>
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# include <Common/Stopwatch.h>
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# include <Common/ThreadPool.h>
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# include <AggregateFunctions/ReservoirSampler.h>
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# include <AggregateFunctions/registerAggregateFunctions.h>
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# include <boost/program_options.hpp>
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# include <Common/ConcurrentBoundedQueue.h>
# include <Common/Exception.h>
# include <Common/randomSeed.h>
# include <Core/Types.h>
# include <IO/ReadBufferFromFileDescriptor.h>
# include <IO/WriteBufferFromFileDescriptor.h>
# include <IO/WriteBufferFromFile.h>
# include <IO/ReadHelpers.h>
# include <IO/WriteHelpers.h>
# include <IO/Operators.h>
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# include <IO/ConnectionTimeouts.h>
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# include <IO/UseSSL.h>
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# include <DataStreams/RemoteBlockInputStream.h>
# include <Interpreters/Context.h>
# include <Client/Connection.h>
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# include <Common/InterruptListener.h>
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# include <Common/Config/configReadClient.h>
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# include <Common/TerminalSize.h>
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# include <Common/StudentTTest.h>
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/** A tool for evaluating ClickHouse performance.
* The tool emulates a case with fixed amount of simultaneously executing queries .
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*/
namespace DB
{
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using Ports = std : : vector < UInt16 > ;
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namespace ErrorCodes
{
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extern const int BAD_ARGUMENTS ;
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extern const int EMPTY_DATA_PASSED ;
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}
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class Benchmark : public Poco : : Util : : Application
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{
public :
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Benchmark ( unsigned concurrency_ , double delay_ , Strings & & hosts_ , Ports & & ports_ ,
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bool cumulative_ , bool secure_ , const String & default_database_ ,
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const String & user_ , const String & password_ , const String & stage ,
bool randomize_ , size_t max_iterations_ , double max_time_ ,
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const String & json_path_ , size_t confidence_ , const Settings & settings_ )
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:
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concurrency ( concurrency_ ) , delay ( delay_ ) , queue ( concurrency ) , randomize ( randomize_ ) ,
cumulative ( cumulative_ ) , max_iterations ( max_iterations_ ) , max_time ( max_time_ ) ,
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confidence ( confidence_ ) , json_path ( json_path_ ) , settings ( settings_ ) ,
global_context ( Context : : createGlobal ( ) ) , pool ( concurrency )
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{
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const auto secure = secure_ ? Protocol : : Secure : : Enable : Protocol : : Secure : : Disable ;
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size_t connections_cnt = std : : max ( ports_ . size ( ) , hosts_ . size ( ) ) ;
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connections . reserve ( connections_cnt ) ;
comparison_info_total . reserve ( connections_cnt ) ;
comparison_info_per_interval . reserve ( connections_cnt ) ;
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for ( size_t i = 0 ; i < connections_cnt ; + + i )
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{
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UInt16 cur_port = i > = ports_ . size ( ) ? 9000 : ports_ [ i ] ;
std : : string cur_host = i > = hosts_ . size ( ) ? " localhost " : hosts_ [ i ] ;
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connections . emplace_back ( std : : make_unique < ConnectionPool > ( concurrency , cur_host , cur_port , default_database_ , user_ , password_ , " benchmark " , Protocol : : Compression : : Enable , secure ) ) ;
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comparison_info_per_interval . emplace_back ( std : : make_shared < Stats > ( ) ) ;
comparison_info_total . emplace_back ( std : : make_shared < Stats > ( ) ) ;
}
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global_context . makeGlobalContext ( ) ;
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std : : cerr < < std : : fixed < < std : : setprecision ( 3 ) ;
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/// This is needed to receive blocks with columns of AggregateFunction data type
/// (example: when using stage = 'with_mergeable_state')
registerAggregateFunctions ( ) ;
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if ( stage = = " complete " )
query_processing_stage = QueryProcessingStage : : Complete ;
else if ( stage = = " fetch_columns " )
query_processing_stage = QueryProcessingStage : : FetchColumns ;
else if ( stage = = " with_mergeable_state " )
query_processing_stage = QueryProcessingStage : : WithMergeableState ;
else
throw Exception ( " Unknown query processing stage: " + stage , ErrorCodes : : BAD_ARGUMENTS ) ;
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}
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void initialize ( Poco : : Util : : Application & self [[maybe_unused]] )
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{
std : : string home_path ;
const char * home_path_cstr = getenv ( " HOME " ) ;
if ( home_path_cstr )
home_path = home_path_cstr ;
configReadClient ( config ( ) , home_path ) ;
}
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int main ( const std : : vector < std : : string > & )
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{
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if ( ! json_path . empty ( ) & & Poco : : File ( json_path ) . exists ( ) ) /// Clear file with previous results
Poco : : File ( json_path ) . remove ( ) ;
readQueries ( ) ;
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runBenchmark ( ) ;
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return 0 ;
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}
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private :
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using Entry = ConnectionPool : : Entry ;
using EntryPtr = std : : shared_ptr < Entry > ;
using EntryPtrs = std : : vector < EntryPtr > ;
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unsigned concurrency ;
double delay ;
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using Query = std : : string ;
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using Queries = std : : vector < Query > ;
Queries queries ;
using Queue = ConcurrentBoundedQueue < Query > ;
Queue queue ;
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using ConnectionPoolUniq = std : : unique_ptr < ConnectionPool > ;
using ConnectionPoolUniqs = std : : vector < ConnectionPoolUniq > ;
ConnectionPoolUniqs connections ;
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bool randomize ;
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bool cumulative ;
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size_t max_iterations ;
double max_time ;
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size_t confidence ;
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String json_path ;
Settings settings ;
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Context global_context ;
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QueryProcessingStage : : Enum query_processing_stage ;
/// Don't execute new queries after timelimit or SIGINT or exception
std : : atomic < bool > shutdown { false } ;
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std : : atomic < size_t > queries_executed { 0 } ;
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struct Stats
{
std : : atomic < size_t > queries { 0 } ;
size_t read_rows = 0 ;
size_t read_bytes = 0 ;
size_t result_rows = 0 ;
size_t result_bytes = 0 ;
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double work_time = 0 ;
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using Sampler = ReservoirSampler < double > ;
Sampler sampler { 1 < < 16 } ;
void add ( double seconds , size_t read_rows_inc , size_t read_bytes_inc , size_t result_rows_inc , size_t result_bytes_inc )
{
+ + queries ;
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work_time + = seconds ;
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read_rows + = read_rows_inc ;
read_bytes + = read_bytes_inc ;
result_rows + = result_rows_inc ;
result_bytes + = result_bytes_inc ;
sampler . insert ( seconds ) ;
}
void clear ( )
{
queries = 0 ;
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work_time = 0 ;
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read_rows = 0 ;
read_bytes = 0 ;
result_rows = 0 ;
result_bytes = 0 ;
sampler . clear ( ) ;
}
} ;
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using MultiStats = std : : vector < std : : shared_ptr < Stats > > ;
MultiStats comparison_info_per_interval ;
MultiStats comparison_info_total ;
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StudentTTest t_test ;
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Stopwatch total_watch ;
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Stopwatch delay_watch ;
std : : mutex mutex ;
ThreadPool pool ;
void readQueries ( )
{
ReadBufferFromFileDescriptor in ( STDIN_FILENO ) ;
while ( ! in . eof ( ) )
{
std : : string query ;
readText ( query , in ) ;
assertChar ( ' \n ' , in ) ;
if ( ! query . empty ( ) )
queries . emplace_back ( query ) ;
}
if ( queries . empty ( ) )
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throw Exception ( " Empty list of queries. " , ErrorCodes : : EMPTY_DATA_PASSED ) ;
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std : : cerr < < " Loaded " < < queries . size ( ) < < " queries. \n " ;
}
void printNumberOfQueriesExecuted ( size_t num )
{
std : : cerr < < " \n Queries executed: " < < num ;
if ( queries . size ( ) > 1 )
std : : cerr < < " ( " < < ( num * 100.0 / queries . size ( ) ) < < " %) " ;
std : : cerr < < " . \n " ;
}
/// Try push new query and check cancellation conditions
bool tryPushQueryInteractively ( const String & query , InterruptListener & interrupt_listener )
{
bool inserted = false ;
while ( ! inserted )
{
inserted = queue . tryPush ( query , 100 ) ;
if ( shutdown )
{
/// An exception occurred in a worker
return false ;
}
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if ( max_time > 0 & & total_watch . elapsedSeconds ( ) > = max_time )
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{
std : : cout < < " Stopping launch of queries. Requested time limit is exhausted. \n " ;
return false ;
}
if ( interrupt_listener . check ( ) )
{
std : : cout < < " Stopping launch of queries. SIGINT recieved. \n " ;
return false ;
}
if ( delay > 0 & & delay_watch . elapsedSeconds ( ) > delay )
{
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printNumberOfQueriesExecuted ( queries_executed ) ;
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cumulative ? report ( comparison_info_total ) : report ( comparison_info_per_interval ) ;
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delay_watch . restart ( ) ;
}
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}
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return true ;
}
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void runBenchmark ( )
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{
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pcg64 generator ( randomSeed ( ) ) ;
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std : : uniform_int_distribution < size_t > distribution ( 0 , queries . size ( ) - 1 ) ;
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try
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{
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for ( size_t i = 0 ; i < concurrency ; + + i )
{
EntryPtrs connection_entries ;
connection_entries . reserve ( connections . size ( ) ) ;
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for ( const auto & connection : connections )
connection_entries . emplace_back ( std : : make_shared < Entry > (
connection - > get ( ConnectionTimeouts : : getTCPTimeoutsWithoutFailover ( settings ) ) ) ) ;
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pool . scheduleOrThrowOnError ( std : : bind ( & Benchmark : : thread , this , connection_entries ) ) ;
}
}
catch ( . . . )
{
pool . wait ( ) ;
throw ;
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}
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InterruptListener interrupt_listener ;
delay_watch . restart ( ) ;
/// Push queries into queue
for ( size_t i = 0 ; ! max_iterations | | i < max_iterations ; + + i )
{
size_t query_index = randomize ? distribution ( generator ) : i % queries . size ( ) ;
if ( ! tryPushQueryInteractively ( queries [ query_index ] , interrupt_listener ) )
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{
shutdown = true ;
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break ;
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}
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}
pool . wait ( ) ;
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total_watch . stop ( ) ;
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if ( ! json_path . empty ( ) )
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reportJSON ( comparison_info_total , json_path ) ;
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printNumberOfQueriesExecuted ( queries_executed ) ;
report ( comparison_info_total ) ;
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}
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void thread ( EntryPtrs & connection_entries )
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{
Query query ;
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/// Randomly choosing connection index
pcg64 generator ( randomSeed ( ) ) ;
std : : uniform_int_distribution < size_t > distribution ( 0 , connection_entries . size ( ) - 1 ) ;
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try
{
/// In these threads we do not accept INT signal.
sigset_t sig_set ;
if ( sigemptyset ( & sig_set )
| | sigaddset ( & sig_set , SIGINT )
| | pthread_sigmask ( SIG_BLOCK , & sig_set , nullptr ) )
throwFromErrno ( " Cannot block signal. " , ErrorCodes : : CANNOT_BLOCK_SIGNAL ) ;
while ( true )
{
bool extracted = false ;
while ( ! extracted )
{
extracted = queue . tryPop ( query , 100 ) ;
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if ( shutdown | | ( max_iterations & & queries_executed = = max_iterations ) )
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return ;
}
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execute ( connection_entries , query , distribution ( generator ) ) ;
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+ + queries_executed ;
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}
}
catch ( . . . )
{
shutdown = true ;
std : : cerr < < " An error occurred while processing query: \n " < < query < < " \n " ;
throw ;
}
}
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void execute ( EntryPtrs & connection_entries , Query & query , size_t connection_index )
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{
Stopwatch watch ;
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RemoteBlockInputStream stream (
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* ( * connection_entries [ connection_index ] ) ,
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query , { } , global_context , & settings , nullptr , Scalars ( ) , Tables ( ) , query_processing_stage ) ;
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Progress progress ;
stream . setProgressCallback ( [ & progress ] ( const Progress & value ) { progress . incrementPiecewiseAtomically ( value ) ; } ) ;
stream . readPrefix ( ) ;
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while ( Block block = stream . read ( ) ) ;
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stream . readSuffix ( ) ;
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const BlockStreamProfileInfo & info = stream . getProfileInfo ( ) ;
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double seconds = watch . elapsedSeconds ( ) ;
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std : : lock_guard lock ( mutex ) ;
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comparison_info_per_interval [ connection_index ] - > add ( seconds , progress . read_rows , progress . read_bytes , info . rows , info . bytes ) ;
comparison_info_total [ connection_index ] - > add ( seconds , progress . read_rows , progress . read_bytes , info . rows , info . bytes ) ;
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t_test . add ( connection_index , seconds ) ;
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}
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void report ( MultiStats & infos )
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{
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std : : lock_guard lock ( mutex ) ;
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std : : cerr < < " \n " ;
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for ( size_t i = 0 ; i < infos . size ( ) ; + + i )
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{
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const auto & info = infos [ i ] ;
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/// Avoid zeros, nans or exceptions
if ( 0 = = info - > queries )
return ;
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double seconds = info - > work_time / concurrency ;
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std : : cerr
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< < connections [ i ] - > getDescription ( ) < < " , "
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< < " queries " < < info - > queries < < " , "
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< < " QPS: " < < ( info - > queries / seconds ) < < " , "
< < " RPS: " < < ( info - > read_rows / seconds ) < < " , "
< < " MiB/s: " < < ( info - > read_bytes / seconds / 1048576 ) < < " , "
< < " result RPS: " < < ( info - > result_rows / seconds ) < < " , "
< < " result MiB/s: " < < ( info - > result_bytes / seconds / 1048576 ) < < " . "
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< < " \n " ;
}
std : : cerr < < " \n " ;
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auto print_percentile = [ & ] ( double percent )
{
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std : : cerr < < percent < < " % \t \t " ;
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for ( const auto & info : infos )
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{
std : : cerr < < info - > sampler . quantileInterpolated ( percent / 100.0 ) < < " sec. " < < " \t " ;
}
std : : cerr < < " \n " ;
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} ;
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for ( int percent = 0 ; percent < = 90 ; percent + = 10 )
print_percentile ( percent ) ;
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print_percentile ( 95 ) ;
print_percentile ( 99 ) ;
print_percentile ( 99.9 ) ;
print_percentile ( 99.99 ) ;
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std : : cerr < < " \n " < < t_test . compareAndReport ( confidence ) . second < < " \n " ;
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if ( ! cumulative )
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{
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for ( auto & info : infos )
info - > clear ( ) ;
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}
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}
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void reportJSON ( MultiStats & infos , const std : : string & filename )
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{
WriteBufferFromFile json_out ( filename ) ;
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std : : lock_guard lock ( mutex ) ;
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auto print_key_value = [ & ] ( auto key , auto value , bool with_comma = true )
{
json_out < < double_quote < < key < < " : " < < value < < ( with_comma ? " , \n " : " \n " ) ;
} ;
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auto print_percentile = [ & json_out ] ( Stats & info , auto percent , bool with_comma = true )
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{
json_out < < " \" " < < percent < < " \" " < < " : " < < info . sampler . quantileInterpolated ( percent / 100.0 ) < < ( with_comma ? " , \n " : " \n " ) ;
} ;
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json_out < < " { \n " ;
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for ( size_t i = 0 ; i < infos . size ( ) ; + + i )
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{
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const auto & info = infos [ i ] ;
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json_out < < double_quote < < connections [ i ] - > getDescription ( ) < < " : { \n " ;
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json_out < < double_quote < < " statistics " < < " : { \n " ;
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print_key_value ( " QPS " , info - > queries / info - > work_time ) ;
print_key_value ( " RPS " , info - > read_rows / info - > work_time ) ;
print_key_value ( " MiBPS " , info - > read_bytes / info - > work_time ) ;
print_key_value ( " RPS_result " , info - > result_rows / info - > work_time ) ;
print_key_value ( " MiBPS_result " , info - > result_bytes / info - > work_time ) ;
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print_key_value ( " num_queries " , info - > queries . load ( ) , false ) ;
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json_out < < " }, \n " ;
json_out < < double_quote < < " query_time_percentiles " < < " : { \n " ;
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for ( int percent = 0 ; percent < = 90 ; percent + = 10 )
print_percentile ( * info , percent ) ;
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print_percentile ( * info , 95 ) ;
print_percentile ( * info , 99 ) ;
print_percentile ( * info , 99.9 ) ;
print_percentile ( * info , 99.99 , false ) ;
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json_out < < " } \n " ;
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json_out < < ( i = = infos . size ( ) - 1 ? " } \n " : " }, \n " ) ;
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}
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json_out < < " } \n " ;
}
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public :
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~ Benchmark ( )
{
shutdown = true ;
}
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} ;
}
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# ifndef __clang__
# pragma GCC optimize("-fno-var-tracking-assignments")
# endif
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# pragma GCC diagnostic ignored "-Wmissing-declarations"
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int mainEntryClickHouseBenchmark ( int argc , char * * argv )
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{
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using namespace DB ;
bool print_stacktrace = true ;
try
{
using boost : : program_options : : value ;
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boost : : program_options : : options_description desc = createOptionsDescription ( " Allowed options " , getTerminalWidth ( ) ) ;
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desc . add_options ( )
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( " help " , " produce help message " )
( " concurrency,c " , value < unsigned > ( ) - > default_value ( 1 ) , " number of parallel queries " )
( " delay,d " , value < double > ( ) - > default_value ( 1 ) , " delay between intermediate reports in seconds (set 0 to disable reports) " )
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( " stage " , value < std : : string > ( ) - > default_value ( " complete " ) , " request query processing up to specified stage: complete,fetch_columns,with_mergeable_state " )
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( " iterations,i " , value < size_t > ( ) - > default_value ( 0 ) , " amount of queries to be executed " )
( " timelimit,t " , value < double > ( ) - > default_value ( 0. ) , " stop launch of queries after specified time limit " )
( " randomize,r " , value < bool > ( ) - > default_value ( false ) , " randomize order of execution " )
( " json " , value < std : : string > ( ) - > default_value ( " " ) , " write final report to specified file in JSON format " )
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( " host,h " , value < Strings > ( ) - > multitoken ( ) , " " )
( " port,p " , value < Ports > ( ) - > multitoken ( ) , " " )
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( " cumulative " , " prints cumulative data instead of data per interval " )
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( " secure,s " , " Use TLS connection " )
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( " user " , value < std : : string > ( ) - > default_value ( " default " ) , " " )
( " password " , value < std : : string > ( ) - > default_value ( " " ) , " " )
( " database " , value < std : : string > ( ) - > default_value ( " default " ) , " " )
( " stacktrace " , " print stack traces of exceptions " )
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( " confidence " , value < size_t > ( ) - > default_value ( 5 ) , " set the level of confidence for T-test [0=80%, 1=90%, 2=95%, 3=98%, 4=99%, 5=99.5%(default) " )
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;
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Settings settings ;
settings . addProgramOptions ( desc ) ;
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boost : : program_options : : variables_map options ;
boost : : program_options : : store ( boost : : program_options : : parse_command_line ( argc , argv , desc ) , options ) ;
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boost : : program_options : : notify ( options ) ;
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if ( options . count ( " help " ) )
{
std : : cout < < " Usage: " < < argv [ 0 ] < < " [options] < queries.txt \n " ;
std : : cout < < desc < < " \n " ;
return 1 ;
}
print_stacktrace = options . count ( " stacktrace " ) ;
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UseSSL use_ssl ;
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Ports ports = options . count ( " port " ) ? options [ " port " ] . as < Ports > ( ) : Ports ( { 9000 } ) ;
Strings hosts = options . count ( " host " ) ? options [ " host " ] . as < Strings > ( ) : Strings ( { " localhost " } ) ;
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Benchmark benchmark (
options [ " concurrency " ] . as < unsigned > ( ) ,
options [ " delay " ] . as < double > ( ) ,
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std : : move ( hosts ) ,
std : : move ( ports ) ,
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options . count ( " cumulative " ) ,
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options . count ( " secure " ) ,
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options [ " database " ] . as < std : : string > ( ) ,
options [ " user " ] . as < std : : string > ( ) ,
options [ " password " ] . as < std : : string > ( ) ,
options [ " stage " ] . as < std : : string > ( ) ,
options [ " randomize " ] . as < bool > ( ) ,
options [ " iterations " ] . as < size_t > ( ) ,
options [ " timelimit " ] . as < double > ( ) ,
options [ " json " ] . as < std : : string > ( ) ,
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options [ " confidence " ] . as < size_t > ( ) ,
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settings ) ;
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return benchmark . run ( ) ;
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}
catch ( . . . )
{
std : : cerr < < getCurrentExceptionMessage ( print_stacktrace , true ) < < std : : endl ;
return getCurrentExceptionCode ( ) ;
}
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}