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380 lines
13 KiB
Python
380 lines
13 KiB
Python
import copy
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import pytest
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from pymilvus_orm import FieldSchema
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from base.client_request import ApiReq
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from base.index import ApiIndex
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from base.collection import ApiCollection
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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
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prefix = "index"
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default_schema = cf.gen_default_collection_schema()
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default_field_name = ct.default_float_vec_field_name
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default_index_params = {"index_type": "IVF_SQ8", "metric_type": "L2", "params": {"nlist": 64}}
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class TestIndexParams(ApiReq):
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""" Test case of index interface """
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_invalid_collection_name(self, request):
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yield request.param
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_invalid_field_name(self, request):
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yield request.param
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_invalid_index_name(self, request):
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yield request.param
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_invalid_index_type(self, request):
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yield request.param
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# TODO: construct invalid index params for all index types
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_invalid_index_params(self, request):
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yield request.param
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# TODO: construct valid index params for all index types
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@pytest.fixture(
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scope="function",
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params=ct.get_invalid_strs
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)
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def get_valid_index_params(self, request):
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yield request.param
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_collection_None(self):
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"""
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target: test index with None collection
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method: input none collection object
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expected: raise exception
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"""
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self._connect()
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index_name = cf.gen_unique_str(prefix)
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ex, _ = self.index.index_init(None, default_field_name, default_index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_field_name_invalid(self, get_invalid_field_name):
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"""
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target: test index with error field name
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method: input field name
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expected: raise exception
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"""
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self._connect()
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f_name = get_invalid_field_name
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index_name = cf.gen_unique_str(prefix)
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c_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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ex, _ = self.index.index_init(collection, f_name, default_index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_field_name_not_existed(self):
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"""
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target: test index with error field name
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method: input field name not created
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expected: raise exception
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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f_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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ex, _ = self.index.index_init(collection, f_name, default_index_params, name=index_name)
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log.error(str(ex))
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assert "exist" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_type_invalid(self, get_invalid_index_type):
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"""
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target: test index with error index type
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method: input invalid index type
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expected: raise exception
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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index_params = copy.deepcopy(default_index_params)
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index_params["index_type"] = get_invalid_index_type
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ex, _ = self.index.index_init(collection, default_field_name, index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_type_not_supported(self):
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"""
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target: test index with error index type
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method: input unsupported index type
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expected: raise exception
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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index_params = copy.deepcopy(default_index_params)
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index_params["index_type"] = "IVFFFFFFF"
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ex, _ = self.index.index_init(collection, default_field_name, index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_params_invalid(self, get_invalid_index_params):
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"""
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target: test index with error index params
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method: input invalid index params
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expected: raise exception
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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index_params = get_invalid_index_params
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ex, _ = self.index.index_init(collection, default_field_name, index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_name_invalid(self, get_invalid_index_name):
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"""
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target: test index with error index name
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method: input invalid index name
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expected: raise exception
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = get_invalid_index_name
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collection = self._collection(c_name)
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ex, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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log.error(str(ex))
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assert "invalid" or "illegal" in str(ex)
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class TestIndexBase(ApiReq):
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""" Test case of index interface """
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_collection_empty(self):
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"""
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target: test index with empty collection
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method: Index on empty collection
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expected: no exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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index, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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# TODO: assert index
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assert index == collection.indexes[0]
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_params(self, get_valid_index_params):
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"""
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target: test index with all index type/params
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method: input valid params
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expected: no exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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index_params = get_valid_index_params
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index, _ = self.index.index_init(collection, default_field_name, index_params, name=index_name)
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# TODO: assert index
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assert index == collection.indexes[0]
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_name_dup(self):
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"""
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target: test index with duplicate index name
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method: create index with existed index name create by `collection.create_index`
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expected: no exception raised
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"""
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self._connect()
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index_name = ct.default_index_name
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collection = self._collection()
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self.collection.create_index(default_field_name, default_index_params, index_name=index_name)
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ex, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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assert "dup" in str(ex)
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def _test_index_field_names(self):
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"""
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target: test index on one field, with two indexes
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method: create index with two different indexes
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expected: no exception raised
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"""
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pass
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def _test_index_fields(self):
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"""
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target: test index on two fields, with the same name
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method: create the same index name with two different fields
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expected: exception raised
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"""
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pass
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def _test_index_fields_B(self):
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"""
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target: test index on two fields, with the different name
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method: create the different index with two different fields
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expected: no exception raised
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"""
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pass
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def _test_index_field_names_eq_maximum(self):
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"""
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target: test index on one field, with the different names, num of the names equal to the maximum num supported
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method: create the different indexes
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expected: no exception raised
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"""
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pass
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def _test_index_field_names_more_maximum(self):
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"""
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target: test index on one field, with the different names, num of the names more than the maximum num supported
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method: create the different indexes
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expected: exception raised
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"""
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pass
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# TODO: server not supported
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_concurrently(self):
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"""
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target: test index concurrently, on one field
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method: create index with different indexes with multi threads
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expected: no exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = cf.gen_unique_str(prefix)
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collection = self._collection(c_name)
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ex, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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assert "dup" in str(ex)
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_drop(self):
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"""
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target: test index.drop
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method: create index by `index`, and then drop it
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expected: no exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = ct.default_index_name
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collection = self._collection(c_name)
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index, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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self.index.drop()
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assert len(collection.indexes) == 0
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@pytest.mark.tags(CaseLabel.L1)
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def test_index_drop_repeatly(self):
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"""
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target: test index.drop
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method: create index by `index`, and then drop it twice
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expected: exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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index_name = ct.default_index_name
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collection = self._collection(c_name)
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index, _ = self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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_, _ = self.index.drop()
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ex, _ = self.index.drop()
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assert "error" in ex
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class TestIndexAdvanced(ApiReq):
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""" Test case of index interface """
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@pytest.mark.tags(CaseLabel.L2)
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def test_index_drop_multi_collections(self):
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"""
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target: test index.drop
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method: create indexes by `index`, and then drop it, assert there is one index left
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expected: exception raised
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"""
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self._connect()
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c_name = cf.gen_unique_str(prefix)
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c_name_2 = cf.gen_unique_str(prefix)
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index_name = ct.default_index_name
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collection = self._collection(c_name)
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api_collection_2 = ApiCollection()
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api_index_2 = ApiIndex()
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collection_2 = api_collection_2.collection_init(c_name_2)
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self.index.index_init(collection, default_field_name, default_index_params, name=index_name)
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index_2, _ = api_index_2.index_init(collection_2, default_field_name, default_index_params, name=index_name)
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self.index.drop()
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assert index_2 in collection_2.indexes
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@pytest.mark.tags(CaseLabel.L2)
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def _test_index_drop_during_inserting(self):
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"""
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target: test index.drop during inserting
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method: create indexes by `index`, and then drop it during inserting entities, make sure async insert
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expected: no exception raised, insert success
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"""
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pass
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@pytest.mark.tags(CaseLabel.L2)
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def _test_index_drop_during_searching(self):
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"""
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target: test index.drop during searching
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method: create indexes by `index`, and then drop it during searching, make sure async search
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expected: no exception raised, search success
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"""
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pass
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@pytest.mark.tags(CaseLabel.L3)
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def _test_index_recovery_after_restart(self):
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"""
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target: test index still existed after server restart
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method: create indexe by `index`, and then restart server, assert index existed
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expected: index in collection.indexes
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"""
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pass
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@pytest.mark.tags(CaseLabel.L3)
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def _test_index_building_after_restart(self):
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"""
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target: index can still build if not finished before server restart
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method: create index by `index`, and then restart server, assert server is indexing
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expected: index build finished after server resstart
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"""
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pass
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