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import time |
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import pdb |
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import threading |
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import logging |
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from multiprocessing import Pool, Process |
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import pytest |
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from utils import * |
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from constants import * |
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DELETE_TIMEOUT = 60 |
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default_single_query = { |
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"bool": { |
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"must": [ |
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{"vector": {default_float_vec_field_name: {"topk": 10, "query": gen_vectors(1, default_dim), |
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"metric_type": "L2", "params": {"nprobe": 10}}}} |
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] |
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} |
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} |
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class TestFlushBase: |
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""" |
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****************************************************************** |
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The following cases are used to test `flush` function |
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****************************************************************** |
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""" |
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@pytest.fixture( |
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scope="function", |
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params=gen_simple_index() |
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) |
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def get_simple_index(self, request, connect): |
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if str(connect._cmd("mode")[1]) == "GPU": |
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if request.param["index_type"] not in ivf(): |
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pytest.skip("Only support index_type: idmap/flat") |
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return request.param |
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@pytest.fixture( |
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scope="function", |
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params=gen_single_filter_fields() |
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) |
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def get_filter_field(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=gen_single_vector_fields() |
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48
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) |
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def get_vector_field(self, request): |
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yield request.param |
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def test_flush_collection_not_existed(self, connect, collection): |
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''' |
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target: test flush, params collection_name not existed |
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method: flush, with collection not existed |
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expected: error raised |
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''' |
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collection_new = gen_unique_str("test_flush_1") |
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59
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with pytest.raises(Exception) as e: |
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connect.flush([collection_new]) |
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def test_flush_empty_collection(self, connect, collection): |
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''' |
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method: flush collection with no vectors |
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expected: no error raised |
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''' |
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ids = connect.bulk_insert(collection, default_entities) |
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assert len(ids) == default_nb |
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status = connect.delete_entity_by_id(collection, ids) |
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assert status.OK() |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert 0 == res |
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# with pytest.raises(Exception) as e: |
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# connect.flush([collection]) |
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def test_add_partition_flush(self, connect, id_collection): |
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''' |
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method: add entities into partition in collection, flush serveral times |
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expected: the length of ids and the collection row count |
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''' |
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connect.create_partition(id_collection, default_tag) |
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ids = [i for i in range(default_nb)] |
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ids = connect.bulk_insert(id_collection, default_entities, ids) |
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connect.flush([id_collection]) |
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res_count = connect.count_entities(id_collection) |
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assert res_count == default_nb |
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ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
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assert len(ids) == default_nb |
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connect.flush([id_collection]) |
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res_count = connect.count_entities(id_collection) |
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assert res_count == default_nb * 2 |
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94
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View Code Duplication |
def test_add_partitions_flush(self, connect, id_collection): |
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95
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''' |
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96
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method: add entities into partitions in collection, flush one |
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expected: the length of ids and the collection row count |
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''' |
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tag_new = gen_unique_str() |
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connect.create_partition(id_collection, default_tag) |
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connect.create_partition(id_collection, tag_new) |
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ids = [i for i in range(default_nb)] |
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ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
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connect.flush([id_collection]) |
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ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=tag_new) |
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connect.flush([id_collection]) |
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res = connect.count_entities(id_collection) |
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assert res == 2 * default_nb |
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def test_add_collections_flush(self, connect, id_collection): |
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''' |
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method: add entities into collections, flush one |
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expected: the length of ids and the collection row count |
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''' |
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collection_new = gen_unique_str() |
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default_fields = gen_default_fields(False) |
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connect.create_collection(collection_new, default_fields) |
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connect.create_partition(id_collection, default_tag) |
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connect.create_partition(collection_new, default_tag) |
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ids = [i for i in range(default_nb)] |
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ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
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ids = connect.bulk_insert(collection_new, default_entities, ids, partition_tag=default_tag) |
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connect.flush([id_collection]) |
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connect.flush([collection_new]) |
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res = connect.count_entities(id_collection) |
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assert res == default_nb |
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res = connect.count_entities(collection_new) |
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assert res == default_nb |
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def test_add_collections_fields_flush(self, connect, id_collection, get_filter_field, get_vector_field): |
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''' |
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method: create collection with different fields, and add entities into collections, flush one |
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expected: the length of ids and the collection row count |
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''' |
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nb_new = 5 |
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filter_field = get_filter_field |
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vector_field = get_vector_field |
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collection_new = gen_unique_str("test_flush") |
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fields = { |
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"fields": [filter_field, vector_field], |
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"segment_row_limit": default_segment_row_limit, |
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"auto_id": False |
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} |
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connect.create_collection(collection_new, fields) |
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connect.create_partition(id_collection, default_tag) |
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connect.create_partition(collection_new, default_tag) |
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entities_new = gen_entities_by_fields(fields["fields"], nb_new, default_dim) |
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ids = [i for i in range(default_nb)] |
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ids_new = [i for i in range(nb_new)] |
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ids = connect.bulk_insert(id_collection, default_entities, ids, partition_tag=default_tag) |
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ids = connect.bulk_insert(collection_new, entities_new, ids_new, partition_tag=default_tag) |
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connect.flush([id_collection]) |
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connect.flush([collection_new]) |
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res = connect.count_entities(id_collection) |
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assert res == default_nb |
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res = connect.count_entities(collection_new) |
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assert res == nb_new |
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def test_add_flush_multiable_times(self, connect, collection): |
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''' |
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method: add entities, flush serveral times |
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expected: no error raised |
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''' |
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ids = connect.bulk_insert(collection, default_entities) |
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for i in range(10): |
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connect.flush([collection]) |
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res = connect.count_entities(collection) |
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assert res == len(ids) |
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# query_vecs = [vectors[0], vectors[1], vectors[-1]] |
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res = connect.search(collection, default_single_query) |
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logging.getLogger().debug(res) |
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assert res |
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def test_add_flush_auto(self, connect, id_collection): |
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''' |
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method: add entities |
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expected: no error raised |
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''' |
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ids = [i for i in range(default_nb)] |
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ids = connect.bulk_insert(id_collection, default_entities, ids) |
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timeout = 20 |
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start_time = time.time() |
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while (time.time() - start_time < timeout): |
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time.sleep(1) |
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res = connect.count_entities(id_collection) |
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if res == default_nb: |
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break |
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if time.time() - start_time > timeout: |
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assert False |
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191
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@pytest.fixture( |
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scope="function", |
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params=[ |
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1, |
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100 |
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], |
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) |
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def same_ids(self, request): |
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yield request.param |
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201
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def test_add_flush_same_ids(self, connect, id_collection, same_ids): |
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''' |
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203
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method: add entities, with same ids, count(same ids) < 15, > 15 |
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expected: the length of ids and the collection row count |
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''' |
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ids = [i for i in range(default_nb)] |
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for i, item in enumerate(ids): |
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if item <= same_ids: |
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ids[i] = 0 |
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ids = connect.bulk_insert(id_collection, default_entities, ids) |
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connect.flush([id_collection]) |
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res = connect.count_entities(id_collection) |
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assert res == default_nb |
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215
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def test_delete_flush_multiable_times(self, connect, collection): |
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''' |
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217
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method: delete entities, flush serveral times |
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expected: no error raised |
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219
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''' |
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220
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ids = connect.bulk_insert(collection, default_entities) |
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status = connect.delete_entity_by_id(collection, [ids[-1]]) |
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assert status.OK() |
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for i in range(10): |
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connect.flush([collection]) |
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# query_vecs = [vectors[0], vectors[1], vectors[-1]] |
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res = connect.search(collection, default_single_query) |
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logging.getLogger().debug(res) |
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assert res |
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230
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# TODO: unable to set config |
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@pytest.mark.level(2) |
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def _test_collection_count_during_flush(self, connect, collection, args): |
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''' |
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234
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method: flush collection at background, call `count_entities` |
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235
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expected: no timeout |
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236
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''' |
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237
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ids = [] |
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238
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for i in range(5): |
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239
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tmp_ids = connect.bulk_insert(collection, default_entities) |
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240
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connect.flush([collection]) |
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ids.extend(tmp_ids) |
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242
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disable_flush(connect) |
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243
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status = connect.delete_entity_by_id(collection, ids) |
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244
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245
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def flush(): |
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246
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milvus = get_milvus(args["ip"], args["port"], handler=args["handler"]) |
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247
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logging.error("start flush") |
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248
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milvus.flush([collection]) |
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249
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logging.error("end flush") |
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250
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251
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p = TestThread(target=flush, args=()) |
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252
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p.start() |
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253
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time.sleep(0.2) |
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254
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logging.error("start count") |
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255
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res = connect.count_entities(collection, timeout=10) |
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256
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p.join() |
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257
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res = connect.count_entities(collection) |
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258
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assert res == 0 |
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259
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260
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@pytest.mark.level(2) |
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261
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def test_delete_flush_during_search(self, connect, collection, args): |
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262
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''' |
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263
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method: search at background, call `delete and flush` |
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264
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expected: no timeout |
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265
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''' |
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266
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ids = [] |
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267
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loops = 5 |
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268
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for i in range(loops): |
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269
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tmp_ids = connect.bulk_insert(collection, default_entities) |
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270
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connect.flush([collection]) |
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271
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ids.extend(tmp_ids) |
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272
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nq = 10000 |
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273
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query, query_vecs = gen_query_vectors(default_float_vec_field_name, default_entities, default_top_k, nq) |
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274
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time.sleep(0.1) |
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275
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future = connect.search(collection, query, _async=True) |
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276
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delete_ids = [ids[0], ids[-1]] |
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277
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status = connect.delete_entity_by_id(collection, delete_ids) |
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278
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connect.flush([collection]) |
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279
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res = future.result() |
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280
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res_count = connect.count_entities(collection, timeout=120) |
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281
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assert res_count == loops * default_nb - len(delete_ids) |
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282
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283
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284
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class TestFlushAsync: |
|
285
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|
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@pytest.fixture(scope="function", autouse=True) |
|
286
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|
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def skip_http_check(self, args): |
|
287
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if args["handler"] == "HTTP": |
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288
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pytest.skip("skip in http mode") |
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289
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290
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""" |
|
291
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****************************************************************** |
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The following cases are used to test `flush` function |
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****************************************************************** |
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""" |
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295
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296
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def check_status(self): |
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297
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logging.getLogger().info("In callback check status") |
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298
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299
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def test_flush_empty_collection(self, connect, collection): |
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300
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''' |
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301
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method: flush collection with no vectors |
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302
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expected: status ok |
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303
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''' |
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future = connect.flush([collection], _async=True) |
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305
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status = future.result() |
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306
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307
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def test_flush_async_long(self, connect, collection): |
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308
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ids = connect.bulk_insert(collection, default_entities) |
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309
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future = connect.flush([collection], _async=True) |
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310
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status = future.result() |
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311
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312
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def test_flush_async_long_drop_collection(self, connect, collection): |
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313
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for i in range(5): |
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314
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ids = connect.bulk_insert(collection, default_entities) |
|
315
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future = connect.flush([collection], _async=True) |
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316
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logging.getLogger().info("DROP") |
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317
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connect.drop_collection(collection) |
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318
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319
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def test_flush_async(self, connect, collection): |
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320
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connect.bulk_insert(collection, default_entities) |
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321
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logging.getLogger().info("before") |
|
322
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future = connect.flush([collection], _async=True, _callback=self.check_status) |
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323
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logging.getLogger().info("after") |
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324
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future.done() |
|
325
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status = future.result() |
|
326
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|
327
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|
328
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class TestCollectionNameInvalid(object): |
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329
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""" |
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330
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Test adding vectors with invalid collection names |
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331
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""" |
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332
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|
333
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@pytest.fixture( |
|
334
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scope="function", |
|
335
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# params=gen_invalid_collection_names() |
|
336
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params=gen_invalid_strs() |
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|
337
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) |
|
338
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def get_invalid_collection_name(self, request): |
|
339
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yield request.param |
|
340
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|
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|
341
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@pytest.mark.level(2) |
|
342
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def test_flush_with_invalid_collection_name(self, connect, get_invalid_collection_name): |
|
343
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collection_name = get_invalid_collection_name |
|
344
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|
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if collection_name is None or not collection_name: |
|
345
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pytest.skip("while collection_name is None, then flush all collections") |
|
346
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|
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with pytest.raises(Exception) as e: |
|
347
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|
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connect.flush(collection_name) |
|
348
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