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