milvus/tests/python_client/chaos/test_chaos_bulk_insert.py
zhuwenxing 05fbbf2e33
[test]Update bulk insert test case and skip calc_distance testcases (#19855)
Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com>

Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com>
2022-10-18 17:21:26 +08:00

210 lines
8.3 KiB
Python

import threading
import pytest
import os
import time
import json
from time import sleep
from pathlib import Path
from minio import Minio
from pymilvus import connections
from chaos.checker import (InsertFlushChecker, SearchChecker, QueryChecker, BulkInsertChecker, Op)
from common.cus_resource_opts import CustomResourceOperations as CusResource
from common.milvus_sys import MilvusSys
from utils.util_log import test_log as log
from utils.util_k8s import wait_pods_ready, get_pod_list, get_pod_ip_name_pairs, get_milvus_instance_name
from utils.util_common import findkeys, update_key_value
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 bulk_insert.bulk_insert_data import gen_file_name
from bulk_insert.minio_comm import copy_files_to_minio
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):
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
@pytest.fixture(scope="function", autouse=True)
def init_health_checkers(self):
log.info("init health checkers")
checkers = {
# Op.insert: InsertFlushChecker(collection_name=c_name),
# Op.search: SearchChecker(collection_name=c_name, replica_number=2),
Op.bulk_insert: BulkLoadChecker()
# Op.query: QueryChecker(collection_name=c_name, replica_number=2)
}
self.health_checkers = checkers
@pytest.fixture(scope="function", autouse=True)
def prepare_bulk_insert(self, nb=1000, is_row_based=True):
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")
release_name = self.instance_name
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]
if not is_row_based:
data_dict = dict(zip(fields_name, data))
if is_row_based:
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}
file_name = "/tmp/ci_logs/bulk_insert_data_source.json"
files = [file_name]
#TODO: npy file type is not supported so far
log.info("generate bulk load file")
with open(file_name, "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, file_name)
self.health_checkers[Op.bulk_insert].update(schema=schema, files=files, is_row_based=is_row_based)
log.info("prepare data for bulk load done")
def teardown(self):
chaos_res = CusResource(kind=self._chaos_config['kind'],
group=constants.CHAOS_GROUP,
version=constants.CHAOS_VERSION,
namespace=constants.CHAOS_NAMESPACE)
meta_name = self._chaos_config.get('metadata', None).get('name', None)
chaos_res.delete(meta_name, raise_ex=False)
sleep(2)
log.info(f'Alive threads: {threading.enumerate()}')
@pytest.mark.tags(CaseLabel.L3)
def test_bulk_insert(self, chaos_type, target_component):
# start the monitor threads to check the milvus ops
log.info("*********************Chaos Test Start**********************")
log.info(connections.get_connection_addr('default'))
release_name = self.instance_name
cc.start_monitor_threads(self.health_checkers)
chaos_config = cc.gen_experiment_config(
f"{str(Path(__file__).absolute().parent)}/chaos_objects/{chaos_type.replace('-', '_')}/chaos_{target_component}_{chaos_type.replace('-', '_')}.yaml")
chaos_config['metadata']['name'] = f"test-{target_component}-{chaos_type.replace('_','-')}-{int(time.time())}"
kind = chaos_config['kind']
meta_name = chaos_config.get('metadata', None).get('name', None)
update_key_value(chaos_config, "release", release_name)
update_key_value(chaos_config, "app.kubernetes.io/instance", release_name)
self._chaos_config = chaos_config # cache the chaos config for tear down
log.info(f"chaos_config: {chaos_config}")
# wait 120s
sleep(constants.WAIT_PER_OP * 12)
# assert statistic:all ops 100% succ
log.info("******1st assert before chaos: ")
assert_statistic(self.health_checkers)
# apply chaos object
chaos_res = CusResource(kind=chaos_config['kind'],
group=constants.CHAOS_GROUP,
version=constants.CHAOS_VERSION,
namespace=constants.CHAOS_NAMESPACE)
chaos_res.create(chaos_config)
log.info("chaos injected")
sleep(constants.WAIT_PER_OP * 10)
# reset counting
cc.reset_counting(self.health_checkers)
# wait 240s
sleep(constants.WAIT_PER_OP * 24)
log.info(f'Alive threads: {threading.enumerate()}')
# assert statistic
log.info("******2nd assert after chaos injected: ")
for op, checker in self.health_checkers.items():
checker.check_result()
# assert_statistic(self.health_checkers,
# expectations={
# Op.bulk_insert: constants.FAIL,
# })
# delete chaos
chaos_res.delete(meta_name)
log.info("chaos deleted")
sleep(2)
# wait all pods ready
log.info(f"wait for pods in namespace {constants.CHAOS_NAMESPACE} with label app.kubernetes.io/instance={release_name}")
wait_pods_ready(constants.CHAOS_NAMESPACE ,f"app.kubernetes.io/instance={release_name}")
log.info(f"wait for pods in namespace {constants.CHAOS_NAMESPACE} with label release={release_name}")
wait_pods_ready(constants.CHAOS_NAMESPACE, f"release={release_name}")
log.info("all pods are ready")
# reconnect if needed
sleep(constants.WAIT_PER_OP * 2)
log.info("reconnect to milvus")
cc.reconnect(connections, alias='default')
# recheck failed tasks in third assert
self.health_checkers[Op.bulk_insert].recheck_failed_task = True
# reset counting again
cc.reset_counting(self.health_checkers)
# wait 240s (varies by feature)
sleep(constants.WAIT_PER_OP * 24)
# assert statistic: all ops success again
log.info("******3rd assert after chaos deleted: ")
assert_statistic(self.health_checkers)
# assert all expectations
assert_expectations()
log.info("*********************Chaos Test Completed**********************")