import os import sys import time import pytest sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) from helpers.cluster import ClickHouseCluster cluster = ClickHouseCluster(__file__) node = cluster.add_instance( "node", stay_alive=True, main_configs=["config/models_config.xml", "config/catboost_lib.xml"], ) def copy_file_to_container(local_path, dist_path, container_id): os.system( "docker cp {local} {cont_id}:{dist}".format( local=local_path, cont_id=container_id, dist=dist_path ) ) config = """ /etc/clickhouse-server/model/{model_config} """ @pytest.fixture(scope="module") def started_cluster(): try: cluster.start() copy_file_to_container( os.path.join(SCRIPT_DIR, "model/."), "/etc/clickhouse-server/model", node.docker_id, ) node.restart_clickhouse() yield cluster finally: cluster.shutdown() def change_config(model_config): node.replace_config( "/etc/clickhouse-server/config.d/models_config.xml", config.format(model_config=model_config), ) node.query("SYSTEM RELOAD CONFIG;") def test(started_cluster): if node.is_built_with_memory_sanitizer(): pytest.skip("Memory Sanitizer cannot work with third-party shared libraries") # Set config with the path to the first model. change_config("model_config.xml") node.query("SELECT modelEvaluate('model1', 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11);") # Change path to the second model in config. change_config("model_config2.xml") # Check that the new model is loaded. node.query("SELECT modelEvaluate('model2', 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11);") # Check that the old model was unloaded. node.query_and_get_error( "SELECT modelEvaluate('model1', 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11);" )