import time import pdb import copy import threading import logging from multiprocessing import Pool, Process import pytest from milvus import DataType from utils import * dim = 128 segment_row_count = 5000 collection_id = "test_insert" ADD_TIMEOUT = 60 tag = "1970-01-01" insert_interval_time = 1.5 nb = 6000 field_name = default_float_vec_field_name entity = gen_entities(1) raw_vector, binary_entity = gen_binary_entities(1) entities = gen_entities(nb) raw_vectors, binary_entities = gen_binary_entities(nb) default_fields = gen_default_fields() default_single_query = { "bool": { "must": [ {"vector": {field_name: {"topk": 10, "query": gen_vectors(1, dim), "params": {"nprobe": 10}}}} ] } } class TestInsertBase: """ ****************************************************************** The following cases are used to test `insert` function ****************************************************************** """ @pytest.fixture( scope="function", params=gen_simple_index() ) def get_simple_index(self, request, connect): if str(connect._cmd("mode")) == "CPU": if request.param["index_type"] in index_cpu_not_support(): pytest.skip("CPU not support index_type: ivf_sq8h") return request.param @pytest.fixture( scope="function", params=gen_single_filter_fields() ) def get_filter_field(self, request): yield request.param @pytest.fixture( scope="function", params=gen_single_vector_fields() ) def get_vector_field(self, request): yield request.param def test_add_vector_with_empty_vector(self, connect, collection): ''' target: test add vectors with empty vectors list method: set empty vectors list as add method params expected: raises a Exception ''' vector = [] with pytest.raises(Exception) as e: status, ids = connect.insert(collection, vector) def test_add_vector_with_None(self, connect, collection): ''' target: test add vectors with None method: set None as add method params expected: raises a Exception ''' vector = None with pytest.raises(Exception) as e: status, ids = connect.insert(collection, vector) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_collection_not_existed(self, connect): ''' target: test insert, with collection not existed method: insert entity into a random named collection expected: error raised ''' collection_name = gen_unique_str(collection_id) with pytest.raises(Exception) as e: connect.insert(collection_name, entities) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_drop_collection(self, connect, collection): ''' target: test delete collection after insert vector method: insert vector and delete collection expected: no error raised ''' ids = connect.insert(collection, entity) assert len(ids) == 1 connect.drop_collection(collection) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_sleep_drop_collection(self, connect, collection): ''' target: test delete collection after insert vector for a while method: insert vector, sleep, and delete collection expected: no error raised ''' ids = connect.insert(collection, entity) assert len(ids) == 1 connect.flush([collection]) connect.drop_collection(collection) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_create_index(self, connect, collection, get_simple_index): ''' target: test build index insert after vector method: insert vector and build index expected: no error raised ''' ids = connect.insert(collection, entities) assert len(ids) == nb connect.flush([collection]) connect.create_index(collection, field_name, get_simple_index) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_after_create_index(self, connect, collection, get_simple_index): ''' target: test build index insert after vector method: insert vector and build index expected: no error raised ''' connect.create_index(collection, field_name, get_simple_index) ids = connect.insert(collection, entities) assert len(ids) == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_search(self, connect, collection): ''' target: test search vector after insert vector after a while method: insert vector, sleep, and search collection expected: no error raised ''' ids = connect.insert(collection, entities) connect.flush([collection]) res = connect.search(collection, default_single_query) logging.getLogger().debug(res) assert res @pytest.fixture( scope="function", params=[ 1, 6000 ], ) def insert_count(self, request): yield request.param @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_ids(self, connect, collection, insert_count): ''' target: test insert vectors in collection, use customize ids method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted expected: the length of ids and the collection row count ''' nb = insert_count ids = [i for i in range(nb)] res_ids = connect.insert(collection, gen_entities(nb), ids) connect.flush([collection]) assert len(res_ids) == nb assert res_ids == ids res_count = connect.count_entities(collection) assert res_count == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_the_same_ids(self, connect, collection, insert_count): ''' target: test insert vectors in collection, use customize the same ids method: create collection and insert vectors in it, check the ids returned and the collection length after vectors inserted expected: the length of ids and the collection row count ''' nb = insert_count ids = [1 for i in range(nb)] res_ids = connect.insert(collection, gen_entities(nb), ids) connect.flush([collection]) assert len(res_ids) == nb assert res_ids == ids res_count = connect.count_entities(collection) assert res_count == nb # TODO @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): ''' target: test create normal collection with different fields, insert entities into id with ids method: create collection with diff fields: metric/field_type/..., insert, and count expected: row count correct ''' nb = 5 filter_field = get_filter_field vector_field = get_vector_field collection_name = gen_unique_str("test_collection") fields = { "fields": [filter_field, vector_field], "segment_row_count": segment_row_count } connect.create_collection(collection_name, fields) ids = [i for i in range(nb)] entities = gen_entities_by_fields(fields["fields"], nb, dim) res_ids = connect.insert(collection_name, entities, ids) assert res_ids == ids connect.flush([collection_name]) res_count = connect.count_entities(collection_name) assert res_count == nb # TODO: assert exception @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_twice_ids_no_ids(self, connect, collection): ''' target: check the result of insert, with params ids and no ids method: test insert vectors twice, use customize ids first, and then use no ids expected: error raised ''' ids = [i for i in range(nb)] res_ids = connect.insert(collection, entities, ids) with pytest.raises(Exception) as e: res_ids_new = connect.insert(collection, entities) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_twice_not_ids_ids(self, connect, collection): ''' target: check the result of insert, with params ids and no ids method: test insert vectors twice, use not ids first, and then use customize ids expected: error raised ''' res_ids = connect.insert(collection, entities) ids = [i for i in range(nb)] with pytest.raises(Exception) as e: res_ids_new = connect.insert(collection, entities, ids) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_ids_length_not_match_batch(self, connect, collection): ''' target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) method: create collection and insert vectors in it expected: raise an exception ''' ids = [i for i in range(1, nb)] logging.getLogger().info(len(ids)) with pytest.raises(Exception) as e: res_ids = connect.insert(collection, entities, ids) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_ids_length_not_match_single(self, connect, collection): ''' target: test insert vectors in collection, use customize ids, len(ids) != len(vectors) method: create collection and insert vectors in it expected: raise an exception ''' ids = [i for i in range(1, nb)] logging.getLogger().info(len(ids)) with pytest.raises(Exception) as e: res_ids = connect.insert(collection, entity, ids) # TODO @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_ids_fields(self, connect, get_filter_field, get_vector_field): ''' target: test create normal collection with different fields, insert entities into id without ids method: create collection with diff fields: metric/field_type/..., insert, and count expected: row count correct ''' nb = 5 filter_field = get_filter_field vector_field = get_vector_field collection_name = gen_unique_str("test_collection") fields = { "fields": [filter_field, vector_field], "segment_row_count": segment_row_count } connect.create_collection(collection_name, fields) entities = gen_entities_by_fields(fields["fields"], nb, dim) res_ids = connect.insert(collection_name, entities) connect.flush([collection_name]) res_count = connect.count_entities(collection_name) assert res_count == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_tag(self, connect, collection): ''' target: test insert entities in collection created before method: create collection and insert entities in it, with the partition_tag param expected: the collection row count equals to nq ''' connect.create_partition(collection, tag) ids = connect.insert(collection, entities, partition_tag=tag) assert len(ids) == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_tag_with_ids(self, connect, collection): ''' target: test insert entities in collection created before, insert with ids method: create collection and insert entities in it, with the partition_tag param expected: the collection row count equals to nq ''' connect.create_partition(collection, tag) ids = [i for i in range(nb)] res_ids = connect.insert(collection, entities, ids, partition_tag=tag) assert res_ids == ids @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_default_tag(self, connect, collection): ''' target: test insert entities into default partition method: create partition and insert info collection without tag params expected: the collection row count equals to nb ''' connect.create_partition(collection, tag) ids = connect.insert(collection, entities) connect.flush([collection]) assert len(ids) == nb res_count = connect.count_entities(collection) assert res_count == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_tag_not_existed(self, connect, collection): ''' target: test insert entities in collection created before method: create collection and insert entities in it, with the not existed partition_tag param expected: error raised ''' tag = gen_unique_str() with pytest.raises(Exception) as e: ids = connect.insert(collection, entities, partition_tag=tag) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_tag_existed(self, connect, collection): ''' target: test insert entities in collection created before method: create collection and insert entities in it repeatly, with the partition_tag param expected: the collection row count equals to nq ''' connect.create_partition(collection, tag) ids = connect.insert(collection, entities, partition_tag=tag) ids = connect.insert(collection, entities, partition_tag=tag) connect.flush([collection]) res_count = connect.count_entities(collection) assert res_count == 2 * nb @pytest.mark.level(2) def test_insert_without_connect(self, dis_connect, collection): ''' target: test insert entities without connection method: create collection and insert entities in it, check if inserted successfully expected: raise exception ''' with pytest.raises(Exception) as e: ids = dis_connect.insert(collection, entities) def test_insert_collection_not_existed(self, connect): ''' target: test insert entities in collection, which not existed before method: insert entities collection not existed, check the status expected: error raised ''' with pytest.raises(Exception) as e: ids = connect.insert(gen_unique_str("not_exist_collection"), entities) def test_insert_dim_not_matched(self, connect, collection): ''' target: test insert entities, the vector dimension is not equal to the collection dimension method: the entities dimension is half of the collection dimension, check the status expected: error raised ''' vectors = gen_vectors(nb, int(dim) // 2) insert_entities = copy.deepcopy(entities) insert_entities[-1]["values"] = vectors with pytest.raises(Exception) as e: ids = connect.insert(collection, insert_entities) def test_insert_with_field_name_not_match(self, connect, collection): ''' target: test insert entities, with the entity field name updated method: update entity field name expected: error raised ''' tmp_entity = update_field_name(copy.deepcopy(entity), "int64", "int64new") with pytest.raises(Exception): connect.insert(collection, tmp_entity) # TODO: Python sdk needs to do check def _test_insert_with_field_type_not_match(self, connect, collection): ''' target: test insert entities, with the entity field type updated method: update entity field type expected: error raised ''' tmp_entity = update_field_type(copy.deepcopy(entity), DataType.INT64, DataType.FLOAT) with pytest.raises(Exception): connect.insert(collection, tmp_entity) # TODO: Python sdk needs to do check def _test_insert_with_field_value_not_match(self, connect, collection): ''' target: test insert entities, with the entity field value updated method: update entity field value expected: error raised ''' tmp_entity = update_field_value(copy.deepcopy(entity), 'int64', 's') with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_field_more(self, connect, collection): ''' target: test insert entities, with more fields than collection schema method: add entity field expected: error raised ''' tmp_entity = add_field(copy.deepcopy(entity)) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_field_vector_more(self, connect, collection): ''' target: test insert entities, with more fields than collection schema method: add entity vector field expected: error raised ''' tmp_entity = add_vector_field(nb, dim) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_field_less(self, connect, collection): ''' target: test insert entities, with less fields than collection schema method: remove entity field expected: error raised ''' tmp_entity = remove_field(copy.deepcopy(entity)) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_field_vector_less(self, connect, collection): ''' target: test insert entities, with less fields than collection schema method: remove entity vector field expected: error raised ''' tmp_entity = remove_vector_field(copy.deepcopy(entity)) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_no_field_vector_value(self, connect, collection): ''' target: test insert entities, with no vector field value method: remove entity vector field expected: error raised ''' tmp_entity = copy.deepcopy(entity) del tmp_entity[-1]["values"] with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_no_field_vector_type(self, connect, collection): ''' target: test insert entities, with no vector field type method: remove entity vector field expected: error raised ''' tmp_entity = copy.deepcopy(entity) del tmp_entity[-1]["type"] with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_no_field_vector_name(self, connect, collection): ''' target: test insert entities, with no vector field name method: remove entity vector field expected: error raised ''' tmp_entity = copy.deepcopy(entity) del tmp_entity[-1]["field"] with pytest.raises(Exception): connect.insert(collection, tmp_entity) @pytest.mark.level(2) @pytest.mark.timeout(30) def test_collection_insert_rows_count_multi_threading(self, args, collection): ''' target: test collection rows_count is correct or not with multi threading method: create collection and insert entities in it(idmap), assert the value returned by count_entities method is equal to length of entities expected: the count is equal to the length of entities ''' if args["handler"] == "HTTP": pytest.skip("Skip test in http mode") thread_num = 8 threads = [] milvus = get_milvus(host=args["ip"], port=args["port"], handler=args["handler"], try_connect=False) def insert(thread_i): logging.getLogger().info("In thread-%d" % thread_i) res_ids = milvus.insert(collection, entities) milvus.flush([collection]) for i in range(thread_num): x = threading.Thread(target=insert, args=(i,)) threads.append(x) x.start() for th in threads: th.join() res_count = milvus.count_entities(collection) assert res_count == thread_num * nb class TestAddAsync: @pytest.fixture(scope="function", autouse=True) def skip_http_check(self, args): if args["handler"] == "HTTP": pytest.skip("skip in http mode") @pytest.fixture( scope="function", params=[ 1, 1000 ], ) def insert_count(self, request): yield request.param def check_status(self, result): logging.getLogger().info("In callback check status") assert not result def check_status_not_ok(self, status, result): logging.getLogger().info("In callback check status") assert not status.OK() def test_insert_async(self, connect, collection, insert_count): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' nb = insert_count future = connect.insert(collection, gen_entities(nb), _async=True) ids = future.result() connect.flush([collection]) assert len(ids) == nb @pytest.mark.level(2) def test_insert_async_false(self, connect, collection, insert_count): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' nb = insert_count ids = connect.insert(collection, gen_entities(nb), _async=False) # ids = future.result() connect.flush([collection]) assert len(ids) == nb def test_insert_async_callback(self, connect, collection, insert_count): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' nb = insert_count future = connect.insert(collection, gen_entities(nb), _async=True, _callback=self.check_status) future.done() # TODO: @pytest.mark.level(2) def _test_insert_async_long(self, connect, collection): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' nb = 50000 future = connect.insert(collection, gen_entities(nb), _async=True, _callback=self.check_status) result = future.result() assert len(result) == nb connect.flush([collection]) count = connect.count_entities(collection) logging.getLogger().info(count) assert count == nb # TODO: def _test_insert_async_callback_timeout(self, connect, collection): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' nb = 500000 future = connect.insert(collection, gen_entities(nb), _async=True, _callback=self.check_status, timeout=1) with pytest.raises(Exception) as e: result = future.result() count = connect.count_entities(collection) assert count == 0 def test_insert_async_invalid_params(self, connect): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' collection_new = gen_unique_str() future = connect.insert(collection_new, entities, _async=True) with pytest.raises(Exception) as e: result = future.result() def test_insert_async_invalid_params_raise_exception(self, connect, collection): ''' target: test insert vectors with different length of vectors method: set different vectors as insert method params expected: length of ids is equal to the length of vectors ''' entities = [] future = connect.insert(collection, entities, _async=True) with pytest.raises(Exception) as e: future.result() class TestInsertMultiCollections: """ ****************************************************************** The following cases are used to test `insert` function ****************************************************************** """ @pytest.fixture( scope="function", params=gen_simple_index() ) def get_simple_index(self, request, connect): logging.getLogger().info(request.param) if str(connect._cmd("mode")) == "CPU": if request.param["index_type"] in index_cpu_not_support(): pytest.skip("sq8h not support in CPU mode") return request.param def test_insert_vector_multi_collections(self, connect): ''' target: test insert entities method: create 10 collections and insert entities into them in turn expected: row count ''' collection_num = 10 collection_list = [] for i in range(collection_num): collection_name = gen_unique_str(collection_id) collection_list.append(collection_name) connect.create_collection(collection_name, default_fields) ids = connect.insert(collection_name, entities) connect.flush([collection_name]) assert len(ids) == nb count = connect.count_entities(collection_name) assert count == nb @pytest.mark.timeout(ADD_TIMEOUT) def test_drop_collection_insert_vector_another(self, connect, collection): ''' target: test insert vector to collection_1 after collection_2 deleted method: delete collection_2 and insert vector to collection_1 expected: row count equals the length of entities inserted ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) connect.drop_collection(collection) ids = connect.insert(collection_name, entity) connect.flush([collection_name]) assert len(ids) == 1 @pytest.mark.timeout(ADD_TIMEOUT) def test_create_index_insert_vector_another(self, connect, collection, get_simple_index): ''' target: test insert vector to collection_2 after build index for collection_1 method: build index and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) connect.create_index(collection, field_name, get_simple_index) ids = connect.insert(collection, entity) connect.drop_collection(collection_name) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_vector_create_index_another(self, connect, collection, get_simple_index): ''' target: test insert vector to collection_2 after build index for collection_1 method: build index and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) ids = connect.insert(collection, entity) connect.create_index(collection, field_name, get_simple_index) count = connect.count_entities(collection_name) assert count == 0 @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_vector_sleep_create_index_another(self, connect, collection, get_simple_index): ''' target: test insert vector to collection_2 after build index for collection_1 for a while method: build index and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) ids = connect.insert(collection, entity) connect.flush([collection]) connect.create_index(collection, field_name, get_simple_index) count = connect.count_entities(collection) assert count == 1 @pytest.mark.timeout(ADD_TIMEOUT) def test_search_vector_insert_vector_another(self, connect, collection): ''' target: test insert vector to collection_1 after search collection_2 method: search collection and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) res = connect.search(collection, default_single_query) logging.getLogger().debug(res) ids = connect.insert(collection_name, entity) connect.flush() count = connect.count_entities(collection_name) assert count == 1 @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_vector_search_vector_another(self, connect, collection): ''' target: test insert vector to collection_1 after search collection_2 method: search collection and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) ids = connect.insert(collection, entity) result = connect.search(collection_name, default_single_query) @pytest.mark.timeout(ADD_TIMEOUT) def test_insert_vector_sleep_search_vector_another(self, connect, collection): ''' target: test insert vector to collection_1 after search collection_2 a while method: search collection , sleep, and insert vector expected: status ok ''' collection_name = gen_unique_str(collection_id) connect.create_collection(collection_name, default_fields) ids = connect.insert(collection, entity) connect.flush([collection]) result = connect.search(collection_name, default_single_query) class TestInsertInvalid(object): """ Test inserting vectors with invalid collection names """ @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_collection_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_tag_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_type(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_int_value(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_ints() ) def get_entity_id(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_vectors() ) def get_field_vectors_value(self, request): yield request.param def test_insert_ids_invalid(self, connect, collection, get_entity_id): ''' target: test insert, with using customize ids, which are not int64 method: create collection and insert entities in it expected: raise an exception ''' entity_id = get_entity_id ids = [entity_id for _ in range(nb)] with pytest.raises(Exception): connect.insert(collection, entities, ids) def test_insert_with_invalid_collection_name(self, connect, get_collection_name): collection_name = get_collection_name with pytest.raises(Exception): connect.insert(collection_name, entity) def test_insert_with_invalid_tag_name(self, connect, collection, get_tag_name): tag_name = get_tag_name connect.create_partition(collection, tag) if tag_name is not None: with pytest.raises(Exception): connect.insert(collection, entity, partition_tag=tag_name) else: connect.insert(collection, entity, partition_tag=tag_name) def test_insert_with_invalid_field_name(self, connect, collection, get_field_name): field_name = get_field_name tmp_entity = update_field_name(copy.deepcopy(entity), "int64", get_field_name) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_invalid_field_type(self, connect, collection, get_field_type): field_type = get_field_type tmp_entity = update_field_type(copy.deepcopy(entity), 'float', field_type) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_invalid_field_value(self, connect, collection, get_field_int_value): field_value = get_field_int_value tmp_entity = update_field_type(copy.deepcopy(entity), 'int64', field_value) with pytest.raises(Exception): connect.insert(collection, tmp_entity) def test_insert_with_invalid_field_vector_value(self, connect, collection, get_field_vectors_value): tmp_entity = copy.deepcopy(entity) src_vector = tmp_entity[-1]["values"] src_vector[0][1] = get_field_vectors_value with pytest.raises(Exception): connect.insert(collection, tmp_entity) class TestInsertInvalidIP(object): """ Test inserting vectors with invalid collection names """ @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_collection_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_tag_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_type(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_int_value(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_ints() ) def get_entity_id(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_vectors() ) def get_field_vectors_value(self, request): yield request.param @pytest.mark.level(2) def test_insert_ids_invalid(self, connect, ip_collection, get_entity_id): ''' target: test insert, with using customize ids, which are not int64 method: create collection and insert entities in it expected: raise an exception ''' entity_id = get_entity_id ids = [entity_id for _ in range(nb)] with pytest.raises(Exception): connect.insert(ip_collection, entities, ids) @pytest.mark.level(2) def test_insert_with_invalid_tag_name(self, connect, ip_collection, get_tag_name): tag_name = get_tag_name connect.create_partition(ip_collection, tag) if tag_name is not None: with pytest.raises(Exception): connect.insert(ip_collection, entity, partition_tag=tag_name) else: connect.insert(ip_collection, entity, partition_tag=tag_name) @pytest.mark.level(2) def test_insert_with_invalid_field_name(self, connect, ip_collection, get_field_name): field_name = get_field_name tmp_entity = update_field_name(copy.deepcopy(entity), "int64", get_field_name) with pytest.raises(Exception): connect.insert(ip_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_type(self, connect, ip_collection, get_field_type): field_type = get_field_type tmp_entity = update_field_type(copy.deepcopy(entity), 'float', field_type) with pytest.raises(Exception): connect.insert(ip_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_value(self, connect, ip_collection, get_field_int_value): field_value = get_field_int_value tmp_entity = update_field_type(copy.deepcopy(entity), 'int64', field_value) with pytest.raises(Exception): connect.insert(ip_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_vector_value(self, connect, ip_collection, get_field_vectors_value): tmp_entity = copy.deepcopy(entity) src_vector = tmp_entity[-1]["values"] src_vector[0][1] = get_field_vectors_value with pytest.raises(Exception): connect.insert(ip_collection, tmp_entity) class TestInsertInvalidBinary(object): """ Test inserting vectors with invalid collection names """ @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_collection_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_tag_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_name(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_type(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_strs() ) def get_field_int_value(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_ints() ) def get_entity_id(self, request): yield request.param @pytest.fixture( scope="function", params=gen_invalid_vectors() ) def get_field_vectors_value(self, request): yield request.param @pytest.mark.level(2) def test_insert_ids_invalid(self, connect, jac_collection, get_entity_id): ''' target: test insert, with using customize ids, which are not int64 method: create collection and insert entities in it expected: raise an exception ''' entity_id = get_entity_id ids = [entity_id for _ in range(nb)] with pytest.raises(Exception): connect.insert(jac_collection, binary_entities, ids) @pytest.mark.level(2) def test_insert_with_invalid_tag_name(self, connect, jac_collection, get_tag_name): tag_name = get_tag_name connect.create_partition(jac_collection, tag) if tag_name is not None: with pytest.raises(Exception): connect.insert(jac_collection, binary_entity, partition_tag=tag_name) else: connect.insert(jac_collection, binary_entity, partition_tag=tag_name) @pytest.mark.level(2) def test_insert_with_invalid_field_name(self, connect, jac_collection, get_field_name): field_name = get_field_name tmp_entity = update_field_name(copy.deepcopy(binary_entity), "int64", get_field_name) with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_value(self, connect, jac_collection, get_field_int_value): field_value = get_field_int_value tmp_entity = update_field_type(copy.deepcopy(binary_entity), 'int64', field_value) with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_vector_value(self, connect, jac_collection, get_field_vectors_value): tmp_entity = copy.deepcopy(binary_entity) src_vector = tmp_entity[-1]["values"] src_vector[0][1] = get_field_vectors_value with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_ids_invalid(self, connect, jac_collection, get_entity_id): ''' target: test insert, with using customize ids, which are not int64 method: create collection and insert entities in it expected: raise an exception ''' entity_id = get_entity_id ids = [entity_id for _ in range(nb)] with pytest.raises(Exception): connect.insert(jac_collection, binary_entities, ids) @pytest.mark.level(2) def test_insert_with_invalid_field_name(self, connect, jac_collection, get_field_name): field_name = get_field_name tmp_entity = update_field_name(copy.deepcopy(binary_entity), "int64", get_field_name) with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_type(self, connect, jac_collection, get_field_type): field_type = get_field_type tmp_entity = update_field_type(copy.deepcopy(binary_entity), 'int64', field_type) with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_value(self, connect, jac_collection, get_field_int_value): field_value = get_field_int_value tmp_entity = update_field_type(copy.deepcopy(binary_entity), 'int64', field_value) with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity) @pytest.mark.level(2) def test_insert_with_invalid_field_vector_value(self, connect, jac_collection, get_field_vectors_value): tmp_entity = copy.deepcopy(binary_entities) src_vector = tmp_entity[-1]["values"] src_vector[1] = get_field_vectors_value with pytest.raises(Exception): connect.insert(jac_collection, tmp_entity)