mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-04 12:59:23 +08:00
33de788ba8
Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com> Co-authored-by: Sheldon <chuanfeng.liu@zilliz.com>
651 lines
26 KiB
Python
651 lines
26 KiB
Python
from enum import Enum
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from random import randint
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import time
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from datetime import datetime
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import functools
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from time import sleep
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from base.collection_wrapper import ApiCollectionWrapper
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from base.utility_wrapper import ApiUtilityWrapper
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from common import common_func as cf
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from common import common_type as ct
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from chaos import constants
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from common.common_type import CheckTasks
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from utils.util_log import test_log as log
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from utils.api_request import Error
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class Op(Enum):
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create = 'create'
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insert = 'insert'
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flush = 'flush'
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index = 'index'
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search = 'search'
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query = 'query'
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delete = 'delete'
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compact = 'compact'
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drop = 'drop'
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load_balance = 'load_balance'
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bulk_insert = 'bulk_insert'
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unknown = 'unknown'
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timeout = 40
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enable_traceback = False
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DEFAULT_FMT = '[start time:{start_time}][time cost:{elapsed:0.8f}s][operation_name:{operation_name}][collection name:{collection_name}] -> {result!r}'
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def trace(fmt=DEFAULT_FMT, prefix='chaos-test', flag=True):
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def decorate(func):
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@functools.wraps(func)
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def inner_wrapper(self, *args, **kwargs):
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start_time = datetime.utcnow().strftime('%Y-%m-%dT%H:%M:%S.%fZ')
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t0 = time.perf_counter()
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res, result = func(self, *args, **kwargs)
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elapsed = time.perf_counter() - t0
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end_time = datetime.utcnow().strftime('%Y-%m-%dT%H:%M:%S.%fZ')
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operation_name = func.__name__
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if flag:
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collection_name = self.c_wrap.name
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log_str = f"[{prefix}]" + fmt.format(**locals())
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# TODO: add report function in this place, like uploading to influxdb
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# it is better a async way to do this, in case of blocking the request processing
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log.info(log_str)
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if result:
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self.rsp_times.append(elapsed)
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self.average_time = (
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elapsed + self.average_time * self._succ) / (self._succ + 1)
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self._succ += 1
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if len(self.fail_records) > 0 and self.fail_records[-1][0] == "failure" and \
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self._succ + self._fail == self.fail_records[-1][1] + 1:
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self.fail_records.append(("success", self._succ + self._fail, start_time))
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else:
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self._fail += 1
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self.fail_records.append(("failure", self._succ + self._fail, start_time))
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return res, result
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return inner_wrapper
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return decorate
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def exception_handler():
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def wrapper(func):
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@functools.wraps(func)
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def inner_wrapper(self, *args, **kwargs):
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try:
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res, result = func(self, *args, **kwargs)
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return res, result
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except Exception as e:
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log_row_length = 300
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e_str = str(e)
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log_e = e_str[0:log_row_length] + \
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'......' if len(e_str) > log_row_length else e_str
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log.error(log_e)
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return Error(e), False
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return inner_wrapper
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return wrapper
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class Checker:
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"""
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A base class of milvus operation checker to
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a. check whether milvus is servicing
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b. count operations and success rate
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"""
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def __init__(self, collection_name=None, shards_num=2, dim=ct.default_dim):
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self._succ = 0
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self._fail = 0
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self.fail_records = []
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self._keep_running = True
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self.rsp_times = []
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self.average_time = 0
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self.c_wrap = ApiCollectionWrapper()
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c_name = collection_name if collection_name is not None else cf.gen_unique_str(
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'Checker_')
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self.c_wrap.init_collection(name=c_name,
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schema=cf.gen_default_collection_schema(dim=dim),
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shards_num=shards_num,
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timeout=timeout,
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# active_trace=True,
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enable_traceback=enable_traceback)
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self.c_wrap.insert(data=cf.gen_default_list_data(nb=constants.ENTITIES_FOR_SEARCH, dim=dim),
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timeout=timeout,
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enable_traceback=enable_traceback)
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self.initial_entities = self.c_wrap.num_entities # do as a flush
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def total(self):
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return self._succ + self._fail
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def succ_rate(self):
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return self._succ / self.total() if self.total() != 0 else 0
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def check_result(self):
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succ_rate = self.succ_rate()
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total = self.total()
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rsp_times = self.rsp_times
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average_time = 0 if len(rsp_times) == 0 else sum(
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rsp_times) / len(rsp_times)
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max_time = 0 if len(rsp_times) == 0 else max(rsp_times)
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min_time = 0 if len(rsp_times) == 0 else min(rsp_times)
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checker_name = self.__class__.__name__
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checkers_result = f"{checker_name}, succ_rate: {succ_rate:.2f}, total: {total:03d}, average_time: {average_time:.4f}, max_time: {max_time:.4f}, min_time: {min_time:.4f}"
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log.info(checkers_result)
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log.info(f"{checker_name} rsp times: {self.rsp_times}")
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if len(self.fail_records) > 0:
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log.info(f"{checker_name} failed at {self.fail_records}")
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return checkers_result
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def terminate(self):
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self._keep_running = False
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self.reset()
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def reset(self):
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self._succ = 0
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self._fail = 0
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self.rsp_times = []
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self.average_time = 0
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class SearchChecker(Checker):
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"""check search operations in a dependent thread"""
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def __init__(self, collection_name=None, shards_num=2, replica_number=1):
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if collection_name is None:
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collection_name = cf.gen_unique_str("SearchChecker_")
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super().__init__(collection_name=collection_name, shards_num=shards_num)
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self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=cf.gen_unique_str('index_'),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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# do load before search
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self.c_wrap.load(replica_number=replica_number)
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@trace()
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def search(self):
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res, result = self.c_wrap.search(
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data=cf.gen_vectors(5, ct.default_dim),
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anns_field=ct.default_float_vec_field_name,
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param=constants.DEFAULT_SEARCH_PARAM,
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limit=1,
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timeout=timeout,
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check_task=CheckTasks.check_nothing
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)
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return res, result
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@exception_handler()
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def run_task(self):
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res, result = self.search()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class InsertFlushChecker(Checker):
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"""check Insert and flush operations in a dependent thread"""
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def __init__(self, collection_name=None, flush=False, shards_num=2):
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super().__init__(collection_name=collection_name, shards_num=shards_num)
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self._flush = flush
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self.initial_entities = self.c_wrap.num_entities
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def keep_running(self):
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while True:
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t0 = time.time()
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_, insert_result = \
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self.c_wrap.insert(data=cf.gen_default_list_data(nb=constants.DELTA_PER_INS),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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t1 = time.time()
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if not self._flush:
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if insert_result:
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self.rsp_times.append(t1 - t0)
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self.average_time = ((t1 - t0) + self.average_time * self._succ) / (self._succ + 1)
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self._succ += 1
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log.debug(f"insert success, time: {t1 - t0:.4f}, average_time: {self.average_time:.4f}")
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else:
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self._fail += 1
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sleep(constants.WAIT_PER_OP / 10)
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else:
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# call flush in property num_entities
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t0 = time.time()
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num_entities = self.c_wrap.num_entities
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t1 = time.time()
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if num_entities == (self.initial_entities + constants.DELTA_PER_INS):
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self.rsp_times.append(t1 - t0)
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self.average_time = ((t1 - t0) + self.average_time * self._succ) / (self._succ + 1)
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self._succ += 1
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log.debug(f"flush success, time: {t1 - t0:.4f}, average_time: {self.average_time:.4f}")
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self.initial_entities += constants.DELTA_PER_INS
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else:
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self._fail += 1
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class FlushChecker(Checker):
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"""check flush operations in a dependent thread"""
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def __init__(self, collection_name=None, shards_num=2):
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if collection_name is None:
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collection_name = cf.gen_unique_str("FlushChecker_")
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super().__init__(collection_name=collection_name, shards_num=shards_num)
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self.initial_entities = self.c_wrap.num_entities
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@trace()
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def flush(self):
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num_entities = self.c_wrap.num_entities
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if num_entities >= (self.initial_entities + constants.DELTA_PER_INS):
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result = True
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self.initial_entities += constants.DELTA_PER_INS
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else:
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result = False
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return num_entities, result
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@exception_handler()
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def run_task(self):
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_, result = self.c_wrap.insert(data=cf.gen_default_list_data(nb=constants.DELTA_PER_INS),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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res, result = self.flush()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class InsertChecker(Checker):
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"""check flush operations in a dependent thread"""
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def __init__(self, collection_name=None, flush=False, shards_num=2):
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if collection_name is None:
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collection_name = cf.gen_unique_str("InsertChecker_")
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super().__init__(collection_name=collection_name, shards_num=shards_num)
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self._flush = flush
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self.initial_entities = self.c_wrap.num_entities
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@trace()
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def insert(self):
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res, result = self.c_wrap.insert(data=cf.gen_default_list_data(nb=constants.DELTA_PER_INS),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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return res, result
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@exception_handler()
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def run_task(self):
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res, result = self.insert()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class CreateChecker(Checker):
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"""check create operations in a dependent thread"""
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def __init__(self, collection_name=None):
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if collection_name is None:
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collection_name = cf.gen_unique_str("CreateChecker_")
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super().__init__(collection_name=collection_name)
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@trace()
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def init_collection(self):
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res, result = self.c_wrap.init_collection(
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name=cf.gen_unique_str("CreateChecker_"),
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schema=cf.gen_default_collection_schema(),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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return res, result
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@exception_handler()
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def run_task(self):
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res, result = self.init_collection()
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if result:
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self.c_wrap.drop(timeout=timeout)
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class IndexChecker(Checker):
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"""check Insert operations in a dependent thread"""
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def __init__(self, collection_name=None):
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if collection_name is None:
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collection_name = cf.gen_unique_str("IndexChecker_")
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super().__init__(collection_name=collection_name)
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self.index_name = cf.gen_unique_str('index_')
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self.c_wrap.insert(data=cf.gen_default_list_data(nb=5 * constants.ENTITIES_FOR_SEARCH),
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timeout=timeout, enable_traceback=enable_traceback)
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# do as a flush before indexing
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log.debug(f"Index ready entities: {self.c_wrap.num_entities}")
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@trace()
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def create_index(self):
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res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=self.index_name,
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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return res, result
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@exception_handler()
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def run_task(self):
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res, result = self.create_index()
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if result:
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self.c_wrap.drop_index(timeout=timeout)
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class QueryChecker(Checker):
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"""check query operations in a dependent thread"""
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def __init__(self, collection_name=None, shards_num=2, replica_number=1):
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if collection_name is None:
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collection_name = cf.gen_unique_str("QueryChecker_")
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super().__init__(collection_name=collection_name, shards_num=shards_num)
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res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=cf.gen_unique_str(
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'index_'),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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self.c_wrap.load(replica_number=replica_number) # do load before query
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self.term_expr = None
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@trace()
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def query(self):
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res, result = self.c_wrap.query(self.term_expr, timeout=timeout,
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check_task=CheckTasks.check_nothing)
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return res, result
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@exception_handler()
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def run_task(self):
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int_values = []
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for _ in range(5):
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int_values.append(randint(0, constants.ENTITIES_FOR_SEARCH))
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self.term_expr = f'{ct.default_int64_field_name} in {int_values}'
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res, result= self.query()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class LoadChecker(Checker):
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"""check load operations in a dependent thread"""
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def __init__(self, collection_name=None, replica_number=1):
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if collection_name is None:
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collection_name = cf.gen_unique_str("DeleteChecker_")
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super().__init__(collection_name=collection_name)
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self.replica_number = replica_number
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res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=cf.gen_unique_str(
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'index_'),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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@trace()
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def load(self):
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res, result = self.c_wrap.load(replica_number=self.replica_number, timeout=timeout)
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return res, result
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@exception_handler()
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def run_task(self):
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res, result = self.load()
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if result:
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self.c_wrap.release()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class DeleteChecker(Checker):
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"""check delete operations in a dependent thread"""
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def __init__(self, collection_name=None):
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if collection_name is None:
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collection_name = cf.gen_unique_str("DeleteChecker_")
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super().__init__(collection_name=collection_name)
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res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=cf.gen_unique_str(
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'index_'),
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timeout=timeout,
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enable_traceback=enable_traceback,
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check_task=CheckTasks.check_nothing)
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self.c_wrap.load() # load before query
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term_expr = f'{ct.default_int64_field_name} > 0'
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res, _ = self.c_wrap.query(term_expr, output_fields=[
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ct.default_int64_field_name])
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self.ids = [r[ct.default_int64_field_name] for r in res]
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self.expr = None
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@trace()
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def delete(self):
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res, result = self.c_wrap.delete(expr=self.expr, timeout=timeout)
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return res, result
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@exception_handler()
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def run_task(self):
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delete_ids = self.ids.pop()
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self.expr = f'{ct.default_int64_field_name} in {[delete_ids]}'
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res, result = self.delete()
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return res, result
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def keep_running(self):
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while self._keep_running:
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self.run_task()
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sleep(constants.WAIT_PER_OP / 10)
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class CompactChecker(Checker):
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"""check compact operations in a dependent thread"""
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def __init__(self, collection_name=None):
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if collection_name is None:
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collection_name = cf.gen_unique_str("CompactChecker_")
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super().__init__(collection_name=collection_name)
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self.ut = ApiUtilityWrapper()
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res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
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constants.DEFAULT_INDEX_PARAM,
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index_name=cf.gen_unique_str(
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'index_'),
|
|
timeout=timeout,
|
|
enable_traceback=enable_traceback,
|
|
check_task=CheckTasks.check_nothing)
|
|
self.c_wrap.load() # load before compact
|
|
|
|
@trace()
|
|
def compact(self):
|
|
res, result = self.c_wrap.compact(timeout=timeout)
|
|
self.c_wrap.wait_for_compaction_completed()
|
|
self.c_wrap.get_compaction_plans()
|
|
return res, result
|
|
|
|
@exception_handler()
|
|
def run_task(self):
|
|
res, result = self.compact()
|
|
return res, result
|
|
|
|
def keep_running(self):
|
|
while self._keep_running:
|
|
self.run_task()
|
|
sleep(constants.WAIT_PER_OP / 10)
|
|
|
|
|
|
class DropChecker(Checker):
|
|
"""check drop operations in a dependent thread"""
|
|
|
|
def __init__(self, collection_name=None):
|
|
if collection_name is None:
|
|
collection_name = cf.gen_unique_str("DropChecker_")
|
|
super().__init__(collection_name=collection_name)
|
|
|
|
@trace()
|
|
def drop(self):
|
|
res, result = self.c_wrap.drop()
|
|
return res, result
|
|
|
|
def run_task(self):
|
|
res, result = self.drop()
|
|
return res, result
|
|
|
|
def keep_running(self):
|
|
while self._keep_running:
|
|
res, result = self.run_task()
|
|
if result:
|
|
self.c_wrap.init_collection(
|
|
name=cf.gen_unique_str("CreateChecker_"),
|
|
schema=cf.gen_default_collection_schema(),
|
|
timeout=timeout,
|
|
check_task=CheckTasks.check_nothing)
|
|
sleep(constants.WAIT_PER_OP / 10)
|
|
|
|
|
|
class LoadBalanceChecker(Checker):
|
|
"""check loadbalance operations in a dependent thread"""
|
|
|
|
def __init__(self, collection_name=None):
|
|
if collection_name is None:
|
|
collection_name = cf.gen_unique_str("LoadBalanceChecker_")
|
|
super().__init__(collection_name=collection_name)
|
|
self.utility_wrap = ApiUtilityWrapper()
|
|
res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
|
|
constants.DEFAULT_INDEX_PARAM,
|
|
index_name=cf.gen_unique_str(
|
|
'index_'),
|
|
timeout=timeout,
|
|
enable_traceback=enable_traceback,
|
|
check_task=CheckTasks.check_nothing)
|
|
self.c_wrap.load()
|
|
self.sealed_segment_ids = None
|
|
self.dst_node_ids = None
|
|
self.src_node_id = None
|
|
|
|
@trace()
|
|
def load_balance(self):
|
|
res, result = self.utility_wrap.load_balance(
|
|
self.c_wrap.name, self.src_node_id, self.dst_node_ids, self.sealed_segment_ids)
|
|
return res, result
|
|
|
|
def prepare(self):
|
|
"""prepare load balance params"""
|
|
res, _ = self.c_wrap.get_replicas()
|
|
# find a group which has multi nodes
|
|
group_nodes = []
|
|
for g in res.groups:
|
|
if len(g.group_nodes) >= 2:
|
|
group_nodes = list(g.group_nodes)
|
|
break
|
|
self.src_node_id = group_nodes[0]
|
|
self.dst_node_ids = group_nodes[1:]
|
|
res, _ = self.utility_wrap.get_query_segment_info(self.c_wrap.name)
|
|
segment_distribution = cf.get_segment_distribution(res)
|
|
self.sealed_segment_ids = segment_distribution[self.src_node_id]["sealed"]
|
|
|
|
@exception_handler()
|
|
def run_task(self):
|
|
self.prepare()
|
|
res, result = self.load_balance()
|
|
return res, result
|
|
|
|
def keep_running(self):
|
|
while self._keep_running:
|
|
self.run_task()
|
|
sleep(constants.WAIT_PER_OP / 10)
|
|
|
|
|
|
class BulkInsertChecker(Checker):
|
|
"""check bulk load operations in a dependent thread"""
|
|
|
|
def __init__(self, collection_name=None, files=[], use_one_collection=False, dim=ct.default_dim, create_index=True):
|
|
if collection_name is None:
|
|
collection_name = cf.gen_unique_str("BulkInsertChecker_")
|
|
super().__init__(collection_name=collection_name, dim=dim)
|
|
self.create_index = create_index
|
|
if self.create_index:
|
|
res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
|
|
constants.DEFAULT_INDEX_PARAM,
|
|
index_name=cf.gen_unique_str(
|
|
'index_'),
|
|
timeout=timeout,
|
|
enable_traceback=enable_traceback,
|
|
check_task=CheckTasks.check_nothing)
|
|
self.utility_wrap = ApiUtilityWrapper()
|
|
self.schema = cf.gen_default_collection_schema()
|
|
self.files = files
|
|
self.recheck_failed_task = False
|
|
self.failed_tasks = []
|
|
self.use_one_collection = use_one_collection # if True, all tasks will use one collection to bulk insert
|
|
self.c_name = collection_name
|
|
|
|
def update(self, files=None, schema=None):
|
|
if files is not None:
|
|
self.files = files
|
|
if schema is not None:
|
|
self.schema = schema
|
|
|
|
@trace()
|
|
def bulk_insert(self):
|
|
log.info(f"bulk insert collection name: {self.c_name}")
|
|
task_ids, result = self.utility_wrap.do_bulk_insert(collection_name=self.c_name,
|
|
files=self.files)
|
|
completed, result = self.utility_wrap.wait_for_bulk_insert_tasks_completed(task_ids=[task_ids], timeout=120)
|
|
return task_ids, completed
|
|
|
|
@exception_handler()
|
|
def run_task(self):
|
|
if not self.use_one_collection:
|
|
if self.recheck_failed_task and self.failed_tasks:
|
|
self.c_name = self.failed_tasks.pop(0)
|
|
log.debug(f"check failed task: {self.c_name}")
|
|
else:
|
|
self.c_name = cf.gen_unique_str("BulkInsertChecker_")
|
|
self.c_wrap.init_collection(name=self.c_name, schema=self.schema)
|
|
if self.create_index:
|
|
res, result = self.c_wrap.create_index(ct.default_float_vec_field_name,
|
|
constants.DEFAULT_INDEX_PARAM,
|
|
index_name=cf.gen_unique_str(
|
|
'index_'),
|
|
timeout=timeout,
|
|
enable_traceback=enable_traceback,
|
|
check_task=CheckTasks.check_nothing)
|
|
# bulk insert data
|
|
task_ids, completed = self.bulk_insert()
|
|
if not completed:
|
|
self.failed_tasks.append(self.c_name)
|
|
return task_ids, completed
|
|
|
|
def keep_running(self):
|
|
while self._keep_running:
|
|
self.run_task()
|
|
sleep(constants.WAIT_PER_OP / 10) |