milvus/tests/python_client/bulk_insert/test_bulk_insert_perf.py
zhuwenxing f91c504db6
[test]Add bulk insert testcases (#20521)
Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com>

Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com>
2022-11-11 17:53:05 +08:00

140 lines
6.0 KiB
Python

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**********************")