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Merge pull request #23182 from kitaisreal/system-query-reload-model
Added system query reload model
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commit
ca93987ae9
@ -130,6 +130,7 @@ enum class AccessType
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M(SYSTEM_RELOAD_CONFIG, "RELOAD CONFIG", GLOBAL, SYSTEM_RELOAD) \
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M(SYSTEM_RELOAD_SYMBOLS, "RELOAD SYMBOLS", GLOBAL, SYSTEM_RELOAD) \
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M(SYSTEM_RELOAD_DICTIONARY, "SYSTEM RELOAD DICTIONARIES, RELOAD DICTIONARY, RELOAD DICTIONARIES", GLOBAL, SYSTEM_RELOAD) \
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M(SYSTEM_RELOAD_MODEL, "SYSTEM RELOAD MODELS, RELOAD MODEL, RELOAD MODELS", GLOBAL, SYSTEM_RELOAD) \
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M(SYSTEM_RELOAD_EMBEDDED_DICTIONARIES, "RELOAD EMBEDDED DICTIONARIES", GLOBAL, SYSTEM_RELOAD) /* implicitly enabled by the grant SYSTEM_RELOAD_DICTIONARY ON *.* */\
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M(SYSTEM_RELOAD, "", GROUP, SYSTEM) \
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M(SYSTEM_MERGES, "SYSTEM STOP MERGES, SYSTEM START MERGES, STOP_MERGES, START MERGES", TABLE, SYSTEM) \
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@ -20,9 +20,14 @@ public:
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/// Models will be loaded immediately and then will be updated in separate thread, each 'reload_period' seconds.
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explicit ExternalModelsLoader(ContextPtr context_);
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ModelPtr getModel(const std::string & name) const
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ModelPtr getModel(const std::string & model_name) const
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{
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return std::static_pointer_cast<const IModel>(load(name));
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return std::static_pointer_cast<const IModel>(load(model_name));
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}
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void reloadModel(const std::string & model_name) const
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{
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loadOrReload(model_name);
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}
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protected:
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@ -10,6 +10,7 @@
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#include <Interpreters/Context.h>
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#include <Interpreters/DatabaseCatalog.h>
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#include <Interpreters/ExternalDictionariesLoader.h>
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#include <Interpreters/ExternalModelsLoader.h>
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#include <Interpreters/EmbeddedDictionaries.h>
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#include <Interpreters/ActionLocksManager.h>
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#include <Interpreters/InterpreterDropQuery.h>
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@ -286,6 +287,7 @@ BlockIO InterpreterSystemQuery::execute()
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auto & external_dictionaries_loader = system_context->getExternalDictionariesLoader();
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external_dictionaries_loader.reloadDictionary(query.target_dictionary, getContext());
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ExternalDictionariesLoader::resetAll();
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break;
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}
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@ -299,6 +301,22 @@ BlockIO InterpreterSystemQuery::execute()
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ExternalDictionariesLoader::resetAll();
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break;
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}
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case Type::RELOAD_MODEL:
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{
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getContext()->checkAccess(AccessType::SYSTEM_RELOAD_MODEL);
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auto & external_models_loader = system_context->getExternalModelsLoader();
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external_models_loader.reloadModel(query.target_model);
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break;
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}
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case Type::RELOAD_MODELS:
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{
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getContext()->checkAccess(AccessType::SYSTEM_RELOAD_MODEL);
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auto & external_models_loader = system_context->getExternalModelsLoader();
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external_models_loader.reloadAllTriedToLoad();
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break;
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}
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case Type::RELOAD_EMBEDDED_DICTIONARIES:
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getContext()->checkAccess(AccessType::SYSTEM_RELOAD_EMBEDDED_DICTIONARIES);
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system_context->getEmbeddedDictionaries().reload();
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@ -652,6 +670,12 @@ AccessRightsElements InterpreterSystemQuery::getRequiredAccessForDDLOnCluster()
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required_access.emplace_back(AccessType::SYSTEM_RELOAD_DICTIONARY);
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break;
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}
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case Type::RELOAD_MODEL: [[fallthrough]];
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case Type::RELOAD_MODELS:
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{
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required_access.emplace_back(AccessType::SYSTEM_RELOAD_MODEL);
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break;
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}
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case Type::RELOAD_CONFIG:
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{
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required_access.emplace_back(AccessType::SYSTEM_RELOAD_CONFIG);
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@ -54,6 +54,10 @@ const char * ASTSystemQuery::typeToString(Type type)
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return "RELOAD DICTIONARY";
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case Type::RELOAD_DICTIONARIES:
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return "RELOAD DICTIONARIES";
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case Type::RELOAD_MODEL:
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return "RELOAD MODEL";
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case Type::RELOAD_MODELS:
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return "RELOAD MODELS";
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case Type::RELOAD_EMBEDDED_DICTIONARIES:
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return "RELOAD EMBEDDED DICTIONARIES";
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case Type::RELOAD_CONFIG:
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@ -36,6 +36,8 @@ public:
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SYNC_REPLICA,
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RELOAD_DICTIONARY,
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RELOAD_DICTIONARIES,
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RELOAD_MODEL,
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RELOAD_MODELS,
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RELOAD_EMBEDDED_DICTIONARIES,
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RELOAD_CONFIG,
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RELOAD_SYMBOLS,
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@ -63,6 +65,7 @@ public:
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Type type = Type::UNKNOWN;
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String target_dictionary;
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String target_model;
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String database;
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String table;
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String replica;
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@ -57,7 +57,35 @@ bool ParserSystemQuery::parseImpl(IParser::Pos & pos, ASTPtr & node, Expected &
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return false;
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break;
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}
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case Type::RELOAD_MODEL:
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{
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String cluster_str;
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if (ParserKeyword{"ON"}.ignore(pos, expected))
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{
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if (!ASTQueryWithOnCluster::parse(pos, cluster_str, expected))
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return false;
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}
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res->cluster = cluster_str;
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ASTPtr ast;
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if (ParserStringLiteral{}.parse(pos, ast, expected))
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{
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res->target_model = ast->as<ASTLiteral &>().value.safeGet<String>();
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}
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else
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{
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ParserIdentifier model_parser;
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ASTPtr model;
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String target_model;
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if (!model_parser.parse(pos, model, expected))
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return false;
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if (!tryGetIdentifierNameInto(model, res->target_model))
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return false;
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}
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break;
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}
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case Type::DROP_REPLICA:
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{
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ASTPtr ast;
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@ -0,0 +1,3 @@
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<yandex>
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<catboost_dynamic_library_path>/etc/clickhouse-server/model/libcatboostmodel.so</catboost_dynamic_library_path>
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</yandex>
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@ -0,0 +1,3 @@
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<yandex>
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<models_config>/etc/clickhouse-server/model/model_config.xml</models_config>
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</yandex>
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BIN
tests/integration/test_catboost_model_reload/model/libcatboostmodel.so
Executable file
BIN
tests/integration/test_catboost_model_reload/model/libcatboostmodel.so
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@ -0,0 +1,8 @@
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<models>
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<model>
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<type>catboost</type>
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<name>model</name>
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<path>/etc/clickhouse-server/model/model.cbm</path>
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<lifetime>0</lifetime>
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</model>
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</models>
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74
tests/integration/test_catboost_model_reload/test.py
Normal file
74
tests/integration/test_catboost_model_reload/test.py
Normal file
@ -0,0 +1,74 @@
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import os
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import sys
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import time
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import pytest
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sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__))
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from helpers.cluster import ClickHouseCluster
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cluster = ClickHouseCluster(__file__)
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node = cluster.add_instance('node', stay_alive=True, main_configs=['config/models_config.xml', 'config/catboost_lib.xml'])
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def copy_file_to_container(local_path, dist_path, container_id):
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os.system("docker cp {local} {cont_id}:{dist}".format(local=local_path, cont_id=container_id, dist=dist_path))
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@pytest.fixture(scope="module")
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def started_cluster():
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try:
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cluster.start()
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copy_file_to_container(os.path.join(SCRIPT_DIR, 'model/.'), '/etc/clickhouse-server/model', node.docker_id)
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node.query("CREATE TABLE binary (x UInt64, y UInt64) ENGINE = TinyLog()")
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node.query("INSERT INTO binary VALUES (1, 1), (1, 0), (0, 1), (0, 0)")
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node.restart_clickhouse()
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yield cluster
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finally:
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cluster.shutdown()
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def test_model_reload(started_cluster):
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node.exec_in_container(["bash", "-c", "rm -f /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(["bash", "-c", "ln /etc/clickhouse-server/model/conjunction.cbm /etc/clickhouse-server/model/model.cbm"])
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node.query("SYSTEM RELOAD MODEL model")
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result = node.query("""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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""")
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assert result == '1\n0\n0\n0\n'
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node.exec_in_container(["bash", "-c", "rm /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(["bash", "-c", "ln /etc/clickhouse-server/model/disjunction.cbm /etc/clickhouse-server/model/model.cbm"])
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node.query("SYSTEM RELOAD MODEL model")
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result = node.query("""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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""")
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assert result == '1\n1\n1\n0\n'
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def test_models_reload(started_cluster):
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node.exec_in_container(["bash", "-c", "rm -f /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(["bash", "-c", "ln /etc/clickhouse-server/model/conjunction.cbm /etc/clickhouse-server/model/model.cbm"])
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node.query("SYSTEM RELOAD MODELS")
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result = node.query("""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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""")
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assert result == '1\n0\n0\n0\n'
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node.exec_in_container(["bash", "-c", "rm /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(["bash", "-c", "ln /etc/clickhouse-server/model/disjunction.cbm /etc/clickhouse-server/model/model.cbm"])
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node.query("SYSTEM RELOAD MODELS")
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result = node.query("""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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""")
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assert result == '1\n1\n1\n0\n'
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@ -82,6 +82,7 @@ SYSTEM DROP CACHE ['DROP CACHE'] \N SYSTEM
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SYSTEM RELOAD CONFIG ['RELOAD CONFIG'] GLOBAL SYSTEM RELOAD
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SYSTEM RELOAD SYMBOLS ['RELOAD SYMBOLS'] GLOBAL SYSTEM RELOAD
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SYSTEM RELOAD DICTIONARY ['SYSTEM RELOAD DICTIONARIES','RELOAD DICTIONARY','RELOAD DICTIONARIES'] GLOBAL SYSTEM RELOAD
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SYSTEM RELOAD MODEL ['SYSTEM RELOAD MODELS','RELOAD MODEL','RELOAD MODELS'] GLOBAL SYSTEM RELOAD
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SYSTEM RELOAD EMBEDDED DICTIONARIES ['RELOAD EMBEDDED DICTIONARIES'] GLOBAL SYSTEM RELOAD
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SYSTEM RELOAD [] \N SYSTEM
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SYSTEM MERGES ['SYSTEM STOP MERGES','SYSTEM START MERGES','STOP_MERGES','START MERGES'] TABLE SYSTEM
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