import pytest import json from time import sleep from minio import Minio from pymilvus import connections from chaos.checker import (BulkInsertChecker, Op) from common.milvus_sys import MilvusSys from utils.util_log import test_log as log from utils.util_k8s import get_milvus_deploy_tool, get_pod_ip_name_pairs, get_milvus_instance_name from chaos import chaos_commons as cc from common.common_type import CaseLabel from common import common_func as cf from chaos import constants from delayed_assert import expect, assert_expectations def assert_statistic(checkers, expectations={}): for k in checkers.keys(): # expect succ if no expectations succ_rate = checkers[k].succ_rate() total = checkers[k].total() average_time = checkers[k].average_time if expectations.get(k, '') == constants.FAIL: log.info( f"Expect Fail: {str(k)} succ rate {succ_rate}, total: {total}, average time: {average_time:.4f}") expect(succ_rate < 0.49 or total < 2, f"Expect Fail: {str(k)} succ rate {succ_rate}, total: {total}, average time: {average_time:.4f}") else: log.info( f"Expect Succ: {str(k)} succ rate {succ_rate}, total: {total}, average time: {average_time:.4f}") expect(succ_rate > 0.90 and total > 2, f"Expect Succ: {str(k)} succ rate {succ_rate}, total: {total}, average time: {average_time:.4f}") def get_querynode_info(release_name): querynode_id_pod_pair = {} querynode_ip_pod_pair = get_pod_ip_name_pairs( "chaos-testing", f"app.kubernetes.io/instance={release_name}, component=querynode") ms = MilvusSys() for node in ms.query_nodes: ip = node["infos"]['hardware_infos']["ip"].split(":")[0] querynode_id_pod_pair[node["identifier"]] = querynode_ip_pod_pair[ip] return querynode_id_pod_pair class TestChaosBase: expect_create = constants.SUCC expect_insert = constants.SUCC expect_flush = constants.SUCC expect_index = constants.SUCC expect_search = constants.SUCC expect_query = constants.SUCC host = '127.0.0.1' port = 19530 _chaos_config = None health_checkers = {} class TestChaos(TestChaosBase): @pytest.fixture(scope="function", autouse=True) def connection(self, host, port, milvus_ns): connections.add_connection(default={"host": host, "port": port}) connections.connect(alias='default') if connections.has_connection("default") is False: raise Exception("no connections") instance_name = get_milvus_instance_name(constants.CHAOS_NAMESPACE, host) self.host = host self.port = port self.instance_name = instance_name self.milvus_sys = MilvusSys(alias='default') self.milvus_ns = milvus_ns self.release_name = get_milvus_instance_name(self.milvus_ns, milvus_sys=self.milvus_sys) self.deploy_by = get_milvus_deploy_tool(self.milvus_ns, self.milvus_sys) @pytest.fixture(scope="function", autouse=True) def init_health_checkers(self, collection_name=None): log.info("init health checkers") c_name = collection_name if collection_name else cf.gen_unique_str("Checker_") checkers = { Op.bulk_insert: BulkInsertChecker(collection_name=c_name, use_one_collection=True), } self.health_checkers = checkers @pytest.fixture(scope="function", autouse=True) def prepare_bulk_insert(self, nb=100000): if Op.bulk_insert not in self.health_checkers: log.info("bulk_insert checker is not in health checkers, skip prepare bulk load") return log.info("bulk_insert checker is in health checkers, prepare data firstly") deploy_tool = get_milvus_deploy_tool(self.milvus_ns, self.milvus_sys) if deploy_tool == "helm": release_name = self.instance_name else: release_name = self.instance_name + "-minio" minio_ip_pod_pair = get_pod_ip_name_pairs("chaos-testing", f"release={release_name}, app=minio") ms = MilvusSys() minio_ip = list(minio_ip_pod_pair.keys())[0] minio_port = "9000" minio_endpoint = f"{minio_ip}:{minio_port}" bucket_name = ms.index_nodes[0]["infos"]["system_configurations"]["minio_bucket_name"] schema = cf.gen_default_collection_schema() data = cf.gen_default_list_data_for_bulk_insert(nb=nb) fields_name = [field.name for field in schema.fields] entities = [] for i in range(nb): entity_value = [field_values[i] for field_values in data] entity = dict(zip(fields_name, entity_value)) entities.append(entity) data_dict = {"rows": entities} data_source = "/tmp/ci_logs/bulk_insert_data_source.json" file_name = "bulk_insert_data_source.json" files = ["bulk_insert_data_source.json"] # TODO: npy file type is not supported so far log.info("generate bulk load file") with open(data_source, "w") as f: f.write(json.dumps(data_dict, indent=4)) log.info("upload file to minio") client = Minio(minio_endpoint, access_key="minioadmin", secret_key="minioadmin", secure=False) client.fput_object(bucket_name, file_name, data_source) self.health_checkers[Op.bulk_insert].update(schema=schema, files=files) log.info("prepare data for bulk load done") @pytest.mark.tags(CaseLabel.L3) def test_bulk_insert(self): # start the monitor threads to check the milvus ops log.info("*********************Test Start**********************") log.info(connections.get_connection_addr('default')) # c_name = cf.gen_unique_str("BulkInsertChecker_") # self.init_health_checkers(collection_name=c_name) cc.start_monitor_threads(self.health_checkers) # wait 600s sleep(constants.WAIT_PER_OP * 60) assert_statistic(self.health_checkers) assert_expectations() log.info("*********************Test Completed**********************")