mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-03 04:19:18 +08:00
375 lines
19 KiB
Python
375 lines
19 KiB
Python
from numpy.core.fromnumeric import _partition_dispatcher
|
|
import pytest
|
|
import sys
|
|
from pymilvus import DefaultConfig
|
|
|
|
from base.database_wrapper import ApiDatabaseWrapper
|
|
|
|
sys.path.append("..")
|
|
from base.connections_wrapper import ApiConnectionsWrapper
|
|
from base.collection_wrapper import ApiCollectionWrapper
|
|
from base.partition_wrapper import ApiPartitionWrapper
|
|
from base.index_wrapper import ApiIndexWrapper
|
|
from base.utility_wrapper import ApiUtilityWrapper
|
|
from base.schema_wrapper import ApiCollectionSchemaWrapper, ApiFieldSchemaWrapper
|
|
from base.high_level_api_wrapper import HighLevelApiWrapper
|
|
from utils.util_log import test_log as log
|
|
from common import common_func as cf
|
|
from common import common_type as ct
|
|
|
|
from pymilvus import ResourceGroupInfo
|
|
|
|
|
|
class Base:
|
|
""" Initialize class object """
|
|
connection_wrap = None
|
|
collection_wrap = None
|
|
partition_wrap = None
|
|
index_wrap = None
|
|
utility_wrap = None
|
|
collection_schema_wrap = None
|
|
field_schema_wrap = None
|
|
database_wrap = None
|
|
collection_object_list = []
|
|
resource_group_list = []
|
|
high_level_api_wrap = None
|
|
|
|
def setup_class(self):
|
|
log.info("[setup_class] Start setup class...")
|
|
|
|
def teardown_class(self):
|
|
log.info("[teardown_class] Start teardown class...")
|
|
|
|
def setup_method(self, method):
|
|
log.info(("*" * 35) + " setup " + ("*" * 35))
|
|
log.info("[setup_method] Start setup test case %s." % method.__name__)
|
|
self.connection_wrap = ApiConnectionsWrapper()
|
|
self.utility_wrap = ApiUtilityWrapper()
|
|
self.collection_wrap = ApiCollectionWrapper()
|
|
self.partition_wrap = ApiPartitionWrapper()
|
|
self.index_wrap = ApiIndexWrapper()
|
|
self.collection_schema_wrap = ApiCollectionSchemaWrapper()
|
|
self.field_schema_wrap = ApiFieldSchemaWrapper()
|
|
self.database_wrap = ApiDatabaseWrapper()
|
|
self.high_level_api_wrap = HighLevelApiWrapper()
|
|
|
|
def teardown_method(self, method):
|
|
log.info(("*" * 35) + " teardown " + ("*" * 35))
|
|
log.info("[teardown_method] Start teardown test case %s..." % method.__name__)
|
|
|
|
try:
|
|
""" Drop collection before disconnect """
|
|
if not self.connection_wrap.has_connection(alias=DefaultConfig.DEFAULT_USING)[0]:
|
|
self.connection_wrap.connect(alias=DefaultConfig.DEFAULT_USING, host=cf.param_info.param_host,
|
|
port=cf.param_info.param_port)
|
|
|
|
if self.collection_wrap.collection is not None:
|
|
if self.collection_wrap.collection.name.startswith("alias"):
|
|
log.info(f"collection {self.collection_wrap.collection.name} is alias, skip drop operation")
|
|
else:
|
|
self.collection_wrap.drop(check_task=ct.CheckTasks.check_nothing)
|
|
|
|
collection_list = self.utility_wrap.list_collections()[0]
|
|
for collection_object in self.collection_object_list:
|
|
if collection_object.collection is not None and collection_object.name in collection_list:
|
|
collection_object.drop(check_task=ct.CheckTasks.check_nothing)
|
|
|
|
""" Clean up the rgs before disconnect """
|
|
rgs_list = self.utility_wrap.list_resource_groups()[0]
|
|
for rg_name in self.resource_group_list:
|
|
if rg_name is not None and rg_name in rgs_list:
|
|
rg = self.utility_wrap.describe_resource_group(name=rg_name, check_task=ct.CheckTasks.check_nothing)[0]
|
|
if isinstance(rg, ResourceGroupInfo):
|
|
if rg.num_available_node > 0:
|
|
self.utility_wrap.transfer_node(source=rg_name,
|
|
target=ct.default_resource_group_name,
|
|
num_node=rg.num_available_node)
|
|
self.utility_wrap.drop_resource_group(rg_name, check_task=ct.CheckTasks.check_nothing)
|
|
|
|
except Exception as e:
|
|
log.debug(str(e))
|
|
|
|
try:
|
|
""" Drop roles before disconnect """
|
|
if not self.connection_wrap.has_connection(alias=DefaultConfig.DEFAULT_USING)[0]:
|
|
self.connection_wrap.connect(alias=DefaultConfig.DEFAULT_USING, host=cf.param_info.param_host,
|
|
port=cf.param_info.param_port, user=ct.default_user,
|
|
password=ct.default_password)
|
|
|
|
role_list = self.utility_wrap.list_roles(False)[0]
|
|
for role in role_list.groups:
|
|
role_name = role.role_name
|
|
if role_name not in ["admin", "public"]:
|
|
each_role = self.utility_wrap.init_role(name=role_name)[0]
|
|
each_role.drop()
|
|
|
|
except Exception as e:
|
|
log.debug(str(e))
|
|
|
|
try:
|
|
""" Delete connection and reset configuration"""
|
|
res = self.connection_wrap.list_connections()
|
|
for i in res[0]:
|
|
self.connection_wrap.remove_connection(i[0])
|
|
|
|
# because the connection is in singleton mode, it needs to be restored to the original state after teardown
|
|
self.connection_wrap.add_connection(default={"host": DefaultConfig.DEFAULT_HOST,
|
|
"port": DefaultConfig.DEFAULT_PORT})
|
|
except Exception as e:
|
|
log.debug(str(e))
|
|
|
|
|
|
class TestcaseBase(Base):
|
|
"""
|
|
Additional methods;
|
|
Public methods that can be used for test cases.
|
|
"""
|
|
|
|
def _connect(self, enable_high_level_api=False):
|
|
""" Add a connection and create the connect """
|
|
if enable_high_level_api:
|
|
if cf.param_info.param_uri:
|
|
uri = cf.param_info.param_uri
|
|
else:
|
|
uri = "http://" + cf.param_info.param_host + ":" + str(cf.param_info.param_port)
|
|
res, is_succ = self.connection_wrap.MilvusClient(uri=uri,
|
|
token=cf.param_info.param_token)
|
|
else:
|
|
if cf.param_info.param_user and cf.param_info.param_password:
|
|
res, is_succ = self.connection_wrap.connect(alias=DefaultConfig.DEFAULT_USING,
|
|
host=cf.param_info.param_host,
|
|
port=cf.param_info.param_port,
|
|
user=cf.param_info.param_user,
|
|
password=cf.param_info.param_password,
|
|
secure=cf.param_info.param_secure)
|
|
else:
|
|
res, is_succ = self.connection_wrap.connect(alias=DefaultConfig.DEFAULT_USING,
|
|
host=cf.param_info.param_host,
|
|
port=cf.param_info.param_port)
|
|
|
|
return res
|
|
|
|
def init_collection_wrap(self, name=None, schema=None, check_task=None, check_items=None,
|
|
enable_dynamic_field=False, with_json=True, **kwargs):
|
|
name = cf.gen_unique_str('coll_') if name is None else name
|
|
schema = cf.gen_default_collection_schema(enable_dynamic_field=enable_dynamic_field, with_json=with_json) \
|
|
if schema is None else schema
|
|
if not self.connection_wrap.has_connection(alias=DefaultConfig.DEFAULT_USING)[0]:
|
|
self._connect()
|
|
collection_w = ApiCollectionWrapper()
|
|
collection_w.init_collection(name=name, schema=schema, check_task=check_task,
|
|
check_items=check_items, **kwargs)
|
|
self.collection_object_list.append(collection_w)
|
|
return collection_w
|
|
|
|
def init_multi_fields_collection_wrap(self, name=cf.gen_unique_str()):
|
|
vec_fields = [cf.gen_float_vec_field(ct.another_float_vec_field_name)]
|
|
schema = cf.gen_schema_multi_vector_fields(vec_fields)
|
|
collection_w = self.init_collection_wrap(name=name, schema=schema)
|
|
df = cf.gen_dataframe_multi_vec_fields(vec_fields=vec_fields)
|
|
collection_w.insert(df)
|
|
assert collection_w.num_entities == ct.default_nb
|
|
return collection_w, df
|
|
|
|
def init_partition_wrap(self, collection_wrap=None, name=None, description=None,
|
|
check_task=None, check_items=None, **kwargs):
|
|
name = cf.gen_unique_str("partition_") if name is None else name
|
|
description = cf.gen_unique_str("partition_des_") if description is None else description
|
|
collection_wrap = self.init_collection_wrap() if collection_wrap is None else collection_wrap
|
|
partition_wrap = ApiPartitionWrapper()
|
|
partition_wrap.init_partition(collection_wrap.collection, name, description,
|
|
check_task=check_task, check_items=check_items,
|
|
**kwargs)
|
|
return partition_wrap
|
|
|
|
def insert_data_general(self, prefix="test", insert_data=False, nb=ct.default_nb,
|
|
partition_num=0, is_binary=False, is_all_data_type=False,
|
|
auto_id=False, dim=ct.default_dim,
|
|
primary_field=ct.default_int64_field_name, is_flush=True, name=None,
|
|
enable_dynamic_field=False, with_json=True, **kwargs):
|
|
"""
|
|
|
|
"""
|
|
self._connect()
|
|
collection_name = cf.gen_unique_str(prefix)
|
|
if name is not None:
|
|
collection_name = name
|
|
vectors = []
|
|
binary_raw_vectors = []
|
|
insert_ids = []
|
|
time_stamp = 0
|
|
# 1 create collection
|
|
default_schema = cf.gen_default_collection_schema(auto_id=auto_id, dim=dim, primary_field=primary_field,
|
|
enable_dynamic_field=enable_dynamic_field,
|
|
with_json=with_json)
|
|
if is_binary:
|
|
default_schema = cf.gen_default_binary_collection_schema(auto_id=auto_id, dim=dim,
|
|
primary_field=primary_field)
|
|
if is_all_data_type:
|
|
default_schema = cf.gen_collection_schema_all_datatype(auto_id=auto_id, dim=dim,
|
|
primary_field=primary_field,
|
|
enable_dynamic_field=enable_dynamic_field,
|
|
with_json=with_json)
|
|
log.info("insert_data_general: collection creation")
|
|
collection_w = self.init_collection_wrap(name=collection_name, schema=default_schema, **kwargs)
|
|
pre_entities = collection_w.num_entities
|
|
if insert_data:
|
|
collection_w, vectors, binary_raw_vectors, insert_ids, time_stamp = \
|
|
cf.insert_data(collection_w, nb, is_binary, is_all_data_type, auto_id=auto_id, dim=dim,
|
|
enable_dynamic_field=enable_dynamic_field,
|
|
with_json=with_json)
|
|
if is_flush:
|
|
collection_w.flush()
|
|
assert collection_w.num_entities == nb + pre_entities
|
|
|
|
return collection_w, vectors, binary_raw_vectors, insert_ids, time_stamp
|
|
|
|
def init_collection_general(self, prefix="test", insert_data=False, nb=ct.default_nb,
|
|
partition_num=0, is_binary=False, is_all_data_type=False,
|
|
auto_id=False, dim=ct.default_dim, is_index=True,
|
|
primary_field=ct.default_int64_field_name, is_flush=True, name=None,
|
|
enable_dynamic_field=False, with_json=True, random_primary_key=False, **kwargs):
|
|
"""
|
|
target: create specified collections
|
|
method: 1. create collections (binary/non-binary, default/all data type, auto_id or not)
|
|
2. create partitions if specified
|
|
3. insert specified (binary/non-binary, default/all data type) data
|
|
into each partition if any
|
|
4. not load if specifying is_index as True
|
|
expected: return collection and raw data, insert ids
|
|
"""
|
|
log.info("Test case of search interface: initialize before test case")
|
|
self._connect()
|
|
collection_name = cf.gen_unique_str(prefix)
|
|
if name is not None:
|
|
collection_name = name
|
|
vectors = []
|
|
binary_raw_vectors = []
|
|
insert_ids = []
|
|
time_stamp = 0
|
|
# 1 create collection
|
|
default_schema = cf.gen_default_collection_schema(auto_id=auto_id, dim=dim, primary_field=primary_field,
|
|
enable_dynamic_field=enable_dynamic_field,
|
|
with_json=with_json)
|
|
if is_binary:
|
|
default_schema = cf.gen_default_binary_collection_schema(auto_id=auto_id, dim=dim,
|
|
primary_field=primary_field)
|
|
if is_all_data_type:
|
|
default_schema = cf.gen_collection_schema_all_datatype(auto_id=auto_id, dim=dim,
|
|
primary_field=primary_field,
|
|
enable_dynamic_field=enable_dynamic_field,
|
|
with_json=with_json)
|
|
log.info("init_collection_general: collection creation")
|
|
collection_w = self.init_collection_wrap(name=collection_name, schema=default_schema, **kwargs)
|
|
# 2 add extra partitions if specified (default is 1 partition named "_default")
|
|
if partition_num > 0:
|
|
cf.gen_partitions(collection_w, partition_num)
|
|
# 3 insert data if specified
|
|
if insert_data:
|
|
collection_w, vectors, binary_raw_vectors, insert_ids, time_stamp = \
|
|
cf.insert_data(collection_w, nb, is_binary, is_all_data_type, auto_id=auto_id,
|
|
dim=dim, enable_dynamic_field=enable_dynamic_field, with_json=with_json,
|
|
random_primary_key=random_primary_key)
|
|
if is_flush:
|
|
assert collection_w.is_empty is False
|
|
assert collection_w.num_entities == nb
|
|
# This condition will be removed after auto index feature
|
|
if is_index:
|
|
if is_binary:
|
|
collection_w.create_index(ct.default_binary_vec_field_name, ct.default_bin_flat_index)
|
|
else:
|
|
collection_w.create_index(ct.default_float_vec_field_name, ct.default_flat_index)
|
|
collection_w.load()
|
|
elif is_index:
|
|
if is_binary:
|
|
collection_w.create_index(ct.default_binary_vec_field_name, ct.default_bin_flat_index)
|
|
else:
|
|
collection_w.create_index(ct.default_float_vec_field_name, ct.default_flat_index)
|
|
|
|
return collection_w, vectors, binary_raw_vectors, insert_ids, time_stamp
|
|
|
|
def insert_entities_into_two_partitions_in_half(self, half, prefix='query'):
|
|
"""
|
|
insert default entities into two partitions(partition_w and _default) in half(int64 and float fields values)
|
|
:param half: half of nb
|
|
:return: collection wrap and partition wrap
|
|
"""
|
|
self._connect()
|
|
collection_w = self.init_collection_wrap(name=cf.gen_unique_str(prefix))
|
|
partition_w = self.init_partition_wrap(collection_wrap=collection_w)
|
|
# insert [0, half) into partition_w
|
|
df_partition = cf.gen_default_dataframe_data(nb=half, start=0)
|
|
partition_w.insert(df_partition)
|
|
# insert [half, nb) into _default
|
|
df_default = cf.gen_default_dataframe_data(nb=half, start=half)
|
|
collection_w.insert(df_default)
|
|
# flush
|
|
collection_w.num_entities
|
|
collection_w.create_index(ct.default_float_vec_field_name, index_params=ct.default_flat_index)
|
|
collection_w.load(partition_names=[partition_w.name, "_default"])
|
|
return collection_w, partition_w, df_partition, df_default
|
|
|
|
def collection_insert_multi_segments_one_shard(self, collection_prefix, num_of_segment=2, nb_of_segment=1,
|
|
is_dup=True):
|
|
"""
|
|
init collection with one shard, insert data into two segments on one shard (they can be merged)
|
|
:param collection_prefix: collection name prefix
|
|
:param num_of_segment: number of segments
|
|
:param nb_of_segment: number of entities per segment
|
|
:param is_dup: whether the primary keys of each segment is duplicated
|
|
:return: collection wrap and partition wrap
|
|
"""
|
|
collection_w = self.init_collection_wrap(name=cf.gen_unique_str(collection_prefix), shards_num=1)
|
|
|
|
for i in range(num_of_segment):
|
|
start = 0 if is_dup else i * nb_of_segment
|
|
df = cf.gen_default_dataframe_data(nb_of_segment, start=start)
|
|
collection_w.insert(df)
|
|
assert collection_w.num_entities == nb_of_segment * (i + 1)
|
|
return collection_w
|
|
|
|
def init_resource_group(self, name, using="default", timeout=None, check_task=None, check_items=None, **kwargs):
|
|
if not self.connection_wrap.has_connection(alias=DefaultConfig.DEFAULT_USING)[0]:
|
|
self._connect()
|
|
utility_w = ApiUtilityWrapper()
|
|
res, check_result = utility_w.create_resource_group(name=name, using=using, timeout=timeout,
|
|
check_task=check_task,
|
|
check_items=check_items, **kwargs)
|
|
if res is None and check_result:
|
|
self.resource_group_list.append(name)
|
|
return res, check_result
|
|
|
|
def init_user_with_privilege(self, privilege_object, object_name, privilege, db_name="default"):
|
|
"""
|
|
init a user and role, grant privilege to the role with the db, then bind the role to the user
|
|
:param privilege_object: privilege object: Global, Collection, User
|
|
:type privilege_object: str
|
|
:param object_name: privilege object name
|
|
:type object_name: str
|
|
:param privilege: pivilege
|
|
:type privilege: str
|
|
:param db_name: database name
|
|
:type db_name: str
|
|
:return: user name, user pwd, role name
|
|
:rtype: str, str, str
|
|
"""
|
|
tmp_user = cf.gen_unique_str("user")
|
|
tmp_pwd = cf.gen_unique_str("pwd")
|
|
tmp_role = cf.gen_unique_str("role")
|
|
|
|
# create user
|
|
self.utility_wrap.create_user(tmp_user, tmp_pwd)
|
|
|
|
# create role
|
|
self.utility_wrap.init_role(tmp_role)
|
|
self.utility_wrap.create_role()
|
|
|
|
# grant privilege to the role
|
|
self.utility_wrap.role_grant(object=privilege_object, object_name=object_name, privilege=privilege, db_name=db_name)
|
|
|
|
# bind the role to the user
|
|
self.utility_wrap.role_add_user(tmp_user)
|
|
|
|
return tmp_user, tmp_pwd, tmp_role
|
|
|