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505 lines
26 KiB
Python
505 lines
26 KiB
Python
import multiprocessing
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import numbers
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import random
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import numpy
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import threading
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import pytest
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import pandas as pd
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import decimal
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from decimal import Decimal, getcontext
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from time import sleep
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import heapq
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from base.client_base import TestcaseBase
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from utils.util_log import test_log as log
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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 common.common_type import CaseLabel, CheckTasks
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from utils.util_pymilvus import *
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from common.constants import *
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from pymilvus.orm.types import CONSISTENCY_STRONG, CONSISTENCY_BOUNDED, CONSISTENCY_SESSION, CONSISTENCY_EVENTUALLY
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from base.high_level_api_wrapper import HighLevelApiWrapper
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client_w = HighLevelApiWrapper()
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prefix = "milvus_client_api_alias"
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epsilon = ct.epsilon
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default_nb = ct.default_nb
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default_nb_medium = ct.default_nb_medium
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default_nq = ct.default_nq
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default_dim = ct.default_dim
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default_limit = ct.default_limit
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default_search_exp = "id >= 0"
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exp_res = "exp_res"
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default_search_string_exp = "varchar >= \"0\""
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default_search_mix_exp = "int64 >= 0 && varchar >= \"0\""
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default_invaild_string_exp = "varchar >= 0"
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default_json_search_exp = "json_field[\"number\"] >= 0"
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perfix_expr = 'varchar like "0%"'
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default_search_field = ct.default_float_vec_field_name
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default_search_params = ct.default_search_params
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default_primary_key_field_name = "id"
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default_vector_field_name = "vector"
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default_float_field_name = ct.default_float_field_name
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default_bool_field_name = ct.default_bool_field_name
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default_string_field_name = ct.default_string_field_name
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default_int32_array_field_name = ct.default_int32_array_field_name
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default_string_array_field_name = ct.default_string_array_field_name
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class TestMilvusClientAliasInvalid(TestcaseBase):
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""" Test case of search interface """
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@pytest.fixture(scope="function", params=[False, True])
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def auto_id(self, request):
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yield request.param
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@pytest.fixture(scope="function", params=["COSINE", "L2"])
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def metric_type(self, request):
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yield request.param
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"""
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******************************************************************
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# The following are invalid base cases
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******************************************************************
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"""
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@pytest.mark.tags(CaseLabel.L1)
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@pytest.mark.parametrize("collection_name", ["12-s", "12 s", "(mn)", "中文", "%$#"])
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def test_milvus_client_create_alias_invalid_collection_name(self, collection_name):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"Invalid collection name: {collection_name}. the first character of a "
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f"collection name must be an underscore or letter: invalid parameter"}
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client_w.create_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_create_alias_collection_name_over_max_length(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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collection_name = "a".join("a" for i in range(256))
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"invalid dimension: {collection_name}. "
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f"the length of a collection name must be less than 255 characters: "
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f"invalid parameter"}
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client_w.create_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_create_alias_not_exist_collection(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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collection_name = "not_exist_collection_alias"
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error = {ct.err_code: 100, ct.err_msg: f"can't find collection collection not "
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f"found[database=default][collection={collection_name}]"}
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client_w.create_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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@pytest.mark.parametrize("alias", ["12-s", "12 s", "(mn)", "中文", "%$#"])
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def test_milvus_client_create_alias_invalid_alias_name(self, alias):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"Invalid collection name: {collection_name}. the first character of a "
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f"collection name must be an underscore or letter: invalid parameter"}
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client_w.create_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_create_alias_name_over_max_length(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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alias = "a".join("a" for i in range(256))
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"invalid dimension: {collection_name}. "
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f"the length of a collection name must be less than 255 characters: "
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f"invalid parameter"}
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client_w.create_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_create_alias_same_collection_name(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1601, ct.err_msg: f"alias and collection name conflict[database=default]"
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f"[alias={collection_name}]"}
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client_w.create_alias(client, collection_name, collection_name,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_create_same_alias_diff_collections(self):
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"""
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target: test create same alias to different collections
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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collection_name_1 = cf.gen_unique_str(prefix)
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alias = cf.gen_unique_str("collection_alias")
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# 1. create collection and alias
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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client_w.create_alias(client, collection_name, alias)
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# 2. create another collection and same alias
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client_w.create_collection(client, collection_name_1, default_dim, consistency_level="Strong")
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error = {ct.err_code: 1602, ct.err_msg: f"{alias} is alias to another collection: "
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f"{collection_name}: alias already exist[database=default]"
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f"[alias={alias}]"}
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client_w.create_alias(client, collection_name_1, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_drop_alias_not_existed(self):
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"""
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target: test create same alias to different collections
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("not_existed_alias")
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client_w.drop_alias(client, alias)
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@pytest.mark.tags(CaseLabel.L1)
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@pytest.mark.parametrize("alias_name", ["12-s", "12 s", "(mn)", "中文", "%$#"])
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def test_milvus_client_drop_alias_invalid_alias_name(self, alias_name):
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"""
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target: test create same alias to different collections
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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error = {ct.err_code: 1100, ct.err_msg: f"Invalid collection name: {alias_name}. the first character of a "
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f"collection name must be an underscore or letter: invalid parameter"}
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client_w.drop_alias(client, alias_name,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_drop_alias_over_max_length(self):
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"""
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target: test create same alias to different collections
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = "a".join("a" for i in range(256))
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error = {ct.err_code: 1100, ct.err_msg: f"invalid dimension: {alias}. "
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f"the length of a collection name must be less than 255 characters: "
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f"invalid parameter"}
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client_w.drop_alias(client, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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@pytest.mark.parametrize("collection_name", ["12-s", "12 s", "(mn)", "中文", "%$#"])
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def test_milvus_client_alter_alias_invalid_collection_name(self, collection_name):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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error = {ct.err_code: 1100, ct.err_msg: f"Invalid collection name: {collection_name}. the first character of a "
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f"collection name must be an underscore or letter: invalid parameter"}
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client_w.alter_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_alter_alias_collection_name_over_max_length(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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collection_name = "a".join("a" for i in range(256))
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"invalid dimension: {collection_name}. "
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f"the length of a collection name must be less than 255 characters: "
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f"invalid parameter"}
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client_w.alter_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_alter_alias_not_exist_collection(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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alias = cf.gen_unique_str("collection_alias")
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collection_name = cf.gen_unique_str("not_exist_collection_alias")
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# 2. create alias
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error = {ct.err_code: 100, ct.err_msg: f"can't find collection collection not "
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f"found[database=default][collection={collection_name}]"}
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client_w.alter_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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@pytest.mark.parametrize("alias", ["12-s", "12 s", "(mn)", "中文", "%$#"])
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def test_milvus_client_alter_alias_invalid_alias_name(self, alias):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"Invalid collection name: {collection_name}. the first character of a "
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f"collection name must be an underscore or letter: invalid parameter"}
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client_w.alter_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_alter_alias_name_over_max_length(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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alias = "a".join("a" for i in range(256))
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1100, ct.err_msg: f"invalid dimension: {collection_name}. "
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f"the length of a collection name must be less than 255 characters: "
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f"invalid parameter"}
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client_w.alter_alias(client, collection_name, alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_alter_alias_same_collection_name(self):
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"""
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target: test alias (high level api) normal case
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: create alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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error = {ct.err_code: 1601, ct.err_msg: f"alias and collection name conflict[database=default]"
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f"[alias={collection_name}"}
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client_w.alter_alias(client, collection_name, collection_name,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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@pytest.mark.tags(CaseLabel.L1)
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def test_milvus_client_alter_non_exists_alias(self):
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"""
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target: test alter alias (high level api)
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method: create connection, collection, partition, alias, and assert collection
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is equal to alias according to partitions
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expected: alter alias successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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alias = cf.gen_unique_str("collection_alias")
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another_alias = cf.gen_unique_str("collection_alias_another")
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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client_w.create_alias(client, collection_name, alias)
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# 3. alter alias
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error = {ct.err_code: 1600, ct.err_msg: f"alias not found[database=default][alias={collection_name}]"}
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client_w.alter_alias(client, collection_name, another_alias,
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check_task=CheckTasks.err_res, check_items=error)
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client_w.drop_collection(client, collection_name)
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class TestMilvusClientAliasValid(TestcaseBase):
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""" Test case of search interface """
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@pytest.fixture(scope="function", params=[False, True])
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def auto_id(self, request):
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yield request.param
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@pytest.fixture(scope="function", params=["COSINE", "L2"])
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def metric_type(self, request):
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yield request.param
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"""
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******************************************************************
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# The following are valid base cases
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******************************************************************
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"""
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@pytest.mark.tags(CaseLabel.L2)
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def test_milvus_client_alias_search_query(self):
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"""
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target: test search (high level api) normal case
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method: create connection, collection, insert and search
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expected: search/query successfully
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"""
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client = self._connect(enable_milvus_client_api=True)
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collection_name = cf.gen_unique_str(prefix)
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alias = "collection_alias"
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# 1. create collection
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client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
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# 2. create alias
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client_w.drop_alias(client, alias)
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client_w.create_alias(client, collection_name, alias)
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collection_name = alias
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# 2. insert
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rng = np.random.default_rng(seed=19530)
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rows = [{default_primary_key_field_name: i, default_vector_field_name: list(rng.random((1, default_dim))[0]),
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default_float_field_name: i * 1.0, default_string_field_name: str(i)} for i in range(default_nb)]
|
|
client_w.insert(client, collection_name, rows)
|
|
# client_w.flush(client, collection_name)
|
|
# assert client_w.num_entities(client, collection_name)[0] == default_nb
|
|
# 3. search
|
|
vectors_to_search = rng.random((1, default_dim))
|
|
insert_ids = [i for i in range(default_nb)]
|
|
client_w.search(client, collection_name, vectors_to_search,
|
|
check_task=CheckTasks.check_search_results,
|
|
check_items={"enable_milvus_client_api": True,
|
|
"nq": len(vectors_to_search),
|
|
"ids": insert_ids,
|
|
"limit": default_limit})
|
|
# 4. query
|
|
client_w.query(client, collection_name, filter=default_search_exp,
|
|
check_task=CheckTasks.check_query_results,
|
|
check_items={exp_res: rows,
|
|
"with_vec": True,
|
|
"primary_field": default_primary_key_field_name})
|
|
client_w.release_collection(client, collection_name)
|
|
client_w.drop_collection(client, collection_name, check_task=CheckTasks.err_res,
|
|
check_items={ct.err_code: 65535,
|
|
ct.err_msg: "cannot drop the collection via alias = collection_alias"})
|
|
client_w.drop_alias(client, alias)
|
|
|
|
@pytest.mark.tags(CaseLabel.L1)
|
|
@pytest.mark.xfail(reason="pymilvus issue 1891, 1892")
|
|
def test_milvus_client_alias_default(self):
|
|
"""
|
|
target: test alias (high level api) normal case
|
|
method: create connection, collection, partition, alias, and assert collection
|
|
is equal to alias according to partitions
|
|
expected: create alias successfully
|
|
"""
|
|
client = self._connect(enable_milvus_client_api=True)
|
|
collection_name = cf.gen_unique_str(prefix)
|
|
partition_name = cf.gen_unique_str("partition")
|
|
alias = cf.gen_unique_str("collection_alias")
|
|
# 1. create collection
|
|
client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
|
|
client_w.create_partition(client, collection_name, partition_name)
|
|
partition_name_list = client_w.list_partitions(client, collection_name)[0]
|
|
# 2. create alias
|
|
client_w.create_alias(client, collection_name, alias)
|
|
client_w.describe_alias(client, alias)
|
|
# 3. list alias
|
|
aliases = client_w.list_aliases(client)[0]
|
|
# assert alias in aliases
|
|
# 4. assert collection is equal to alias according to partitions
|
|
partition_name_list_alias = client_w.list_partitions(client, alias)[0]
|
|
assert partition_name_list == partition_name_list_alias
|
|
# 5. drop alias
|
|
client_w.drop_alias(client, alias)
|
|
aliases = client_w.list_aliases(client)[0]
|
|
# assert alias not in aliases
|
|
client_w.drop_collection(client, collection_name)
|
|
|
|
@pytest.mark.tags(CaseLabel.L1)
|
|
def test_milvus_client_alter_alias_default(self):
|
|
"""
|
|
target: test alter alias (high level api)
|
|
method: create connection, collection, partition, alias, and assert collection
|
|
is equal to alias according to partitions
|
|
expected: alter alias successfully
|
|
"""
|
|
client = self._connect(enable_milvus_client_api=True)
|
|
collection_name = cf.gen_unique_str(prefix)
|
|
another_collectinon_name = cf.gen_unique_str(prefix)
|
|
partition_name = cf.gen_unique_str("partition")
|
|
alias = cf.gen_unique_str("collection_alias")
|
|
another_alias = cf.gen_unique_str("collection_alias_another")
|
|
# 1. create collection
|
|
client_w.create_collection(client, collection_name, default_dim, consistency_level="Strong")
|
|
client_w.create_partition(client, collection_name, partition_name)
|
|
partition_name_list = client_w.list_partitions(client, collection_name)[0]
|
|
client_w.create_collection(client, another_collectinon_name, default_dim, consistency_level="Strong")
|
|
client_w.create_alias(client, another_collectinon_name, another_alias)
|
|
# 2. create alias
|
|
client_w.create_alias(client, collection_name, alias)
|
|
# 3. alter alias
|
|
client_w.alter_alias(client, collection_name, another_alias)
|
|
client_w.describe_alias(client, alias)
|
|
# 3. list alias
|
|
aliases = client_w.list_aliases(client, collection_name)[0]
|
|
# assert alias in aliases
|
|
# assert another_alias in aliases
|
|
# 4. assert collection is equal to alias according to partitions
|
|
partition_name_list_alias = client_w.list_partitions(client, another_alias)[0]
|
|
assert partition_name_list == partition_name_list_alias
|
|
client_w.drop_collection(client, collection_name)
|