milvus/tests/python_test/entity/test_delete.py
Cai Yudong 84110d2684 Add tests/benchmark and tests/python_test using new python SDK
Signed-off-by: Cai Yudong <yudong.cai@zilliz.com>
2021-02-25 17:35:36 +08:00

474 lines
18 KiB
Python

import time
import random
import pdb
import copy
import threading
import logging
from multiprocessing import Pool, Process
import pytest
from utils import *
from constants import *
field_name = default_float_vec_field_name
default_single_query = {
"bool": {
"must": [
{"vector": {field_name: {"topk": 10, "metric_type":"L2", "query": gen_vectors(1, default_dim), "params": {"nprobe": 10}}}}
]
}
}
class TestDeleteBase:
"""
******************************************************************
The following cases are used to test `delete_entity_by_id` function
******************************************************************
"""
@pytest.fixture(
scope="function",
params=gen_simple_index()
)
def get_simple_index(self, request, connect):
if str(connect._cmd("mode")) == "GPU":
if not request.param["index_type"] not in ivf():
pytest.skip("Only support index_type: idmap/ivf")
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=[
1,
2000
],
)
def insert_count(self, request):
yield request.param
def test_delete_entity_id_not_exised(self, connect, collection):
'''
target: test delete entity, params entity_id not existed
method: add entity and delete
expected: status DELETED
'''
ids = connect.bulk_insert(collection, default_entity)
connect.flush([collection])
status = connect.delete_entity_by_id(collection, [0])
assert status
def test_delete_empty_collection(self, connect, collection):
'''
target: test delete entity, params collection_name not existed
method: add entity and delete
expected: status DELETED
'''
status = connect.delete_entity_by_id(collection, [0])
assert status
def test_delete_entity_collection_not_existed(self, connect, collection):
'''
target: test delete entity, params collection_name not existed
method: add entity and delete
expected: error raised
'''
collection_new = gen_unique_str()
with pytest.raises(Exception) as e:
status = connect.delete_entity_by_id(collection_new, [0])
def test_delete_entity_collection_not_existed(self, connect, collection):
'''
target: test delete entity, params collection_name not existed
method: add entity and delete
expected: error raised
'''
ids = connect.bulk_insert(collection, default_entity)
connect.flush([collection])
collection_new = gen_unique_str()
with pytest.raises(Exception) as e:
status = connect.delete_entity_by_id(collection_new, [0])
def test_insert_delete(self, connect, collection, insert_count):
'''
target: test delete entity
method: add entities and delete
expected: no error raised
'''
entities = gen_entities(insert_count)
ids = connect.bulk_insert(collection, entities)
connect.flush([collection])
delete_ids = [ids[0]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == insert_count - 1
def test_insert_delete_A(self, connect, collection):
'''
target: test delete entity
method: add entities and delete one in collection, and one not in collection
expected: no error raised
'''
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], 1]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == default_nb - 1
def test_insert_delete_B(self, connect, id_collection):
'''
target: test delete entity
method: add entities with the same ids, and delete the id in collection
expected: no error raised, all entities deleted
'''
ids = [1 for i in range(default_nb)]
res_ids = connect.bulk_insert(id_collection, default_entities, ids)
connect.flush([id_collection])
delete_ids = [1]
status = connect.delete_entity_by_id(id_collection, delete_ids)
assert status
connect.flush([id_collection])
res_count = connect.count_entities(id_collection)
assert res_count == 0
def test_delete_exceed_limit(self, connect, collection):
'''
target: test delete entity
method: add one entity and delete two ids
expected: error raised
'''
ids = connect.bulk_insert(collection, default_entity)
connect.flush([collection])
delete_ids = [ids[0], 1]
status = connect.delete_entity_by_id(collection, delete_ids)
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == 0
def test_flush_after_delete(self, connect, collection):
'''
target: test delete entity
method: add entities and delete, then flush
expected: entity deleted and no error raised
'''
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == default_nb - len(delete_ids)
def test_flush_after_delete_binary(self, connect, binary_collection):
'''
target: test delete entity
method: add entities and delete, then flush
expected: entity deleted and no error raised
'''
ids = connect.bulk_insert(binary_collection, default_binary_entities)
connect.flush([binary_collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(binary_collection, delete_ids)
assert status
connect.flush([binary_collection])
res_count = connect.count_entities(binary_collection)
assert res_count == default_nb - len(delete_ids)
def test_insert_delete_binary(self, connect, binary_collection):
'''
method: add entities and delete
expected: status DELETED
'''
ids = connect.bulk_insert(binary_collection, default_binary_entities)
connect.flush([binary_collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(binary_collection, delete_ids)
def test_insert_same_ids_after_delete(self, connect, id_collection):
'''
method: add entities and delete
expected: status DELETED
note: Not flush after delete
'''
insert_ids = [i for i in range(default_nb)]
ids = connect.bulk_insert(id_collection, default_entities, insert_ids)
connect.flush([id_collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(id_collection, delete_ids)
assert status
new_ids = connect.bulk_insert(id_collection, default_entity, [ids[0]])
assert new_ids == [ids[0]]
connect.flush([id_collection])
res_count = connect.count_entities(id_collection)
assert res_count == default_nb - 1
def test_insert_same_ids_after_delete_binary(self, connect, binary_id_collection):
'''
method: add entities, with the same id and delete the ids
expected: status DELETED, all id deleted
'''
insert_ids = [i for i in range(default_nb)]
ids = connect.bulk_insert(binary_id_collection, default_binary_entities, insert_ids)
connect.flush([binary_id_collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(binary_id_collection, delete_ids)
assert status
new_ids = connect.bulk_insert(binary_id_collection, default_binary_entity, [ids[0]])
assert new_ids == [ids[0]]
connect.flush([binary_id_collection])
res_count = connect.count_entities(binary_id_collection)
assert res_count == default_nb - 1
def test_search_after_delete(self, connect, collection):
'''
target: test delete entity
method: add entities and delete, then search
expected: entity deleted and no error raised
'''
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
query = copy.deepcopy(default_single_query)
query["bool"]["must"][0]["vector"][field_name]["query"] =\
[default_entity[-1]["values"][0], default_entities[-1]["values"][1], default_entities[-1]["values"][-1]]
res = connect.search(collection, query)
logging.getLogger().debug(res)
assert len(res) == len(query["bool"]["must"][0]["vector"][field_name]["query"])
assert res[0]._distances[0] > epsilon
assert res[1]._distances[0] < epsilon
assert res[2]._distances[0] > epsilon
def test_create_index_after_delete(self, connect, collection, get_simple_index):
'''
method: add entitys and delete, then create index
expected: vectors deleted, index created
'''
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
connect.create_index(collection, field_name, get_simple_index)
# assert index info
def test_delete_multiable_times(self, connect, collection):
'''
method: add entities and delete id serveral times
expected: entities deleted
'''
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
for i in range(10):
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
def test_index_insert_batch_delete_get(self, connect, collection, get_simple_index):
'''
method: create index, insert entities, and delete
expected: entities deleted
'''
connect.create_index(collection, field_name, get_simple_index)
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == default_nb - len(delete_ids)
res_get = connect.get_entity_by_id(collection, delete_ids)
assert res_get[0] is None
# TODO: disable
@pytest.mark.level(2)
def _test_index_insert_single_delete_get(self, connect, id_collection):
'''
method: insert entities, and delete
expected: entities deleted
'''
ids = [i for i in range(default_nb)]
for i in range(default_nb):
connect.bulk_insert(id_collection, default_entity, [ids[i]])
connect.flush([id_collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(id_collection, delete_ids)
assert status
connect.flush([id_collection])
res_count = connect.count_entities(id_collection)
assert res_count == default_nb - len(delete_ids)
"""
******************************************************************
The following cases are used to test `delete_entity_by_id` function, with tags
******************************************************************
"""
def test_insert_tag_delete(self, connect, collection):
'''
method: add entitys with given tag, delete entities with the return ids
expected: entities deleted
'''
connect.create_partition(collection, default_tag)
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == default_nb - 2
def test_insert_default_tag_delete(self, connect, collection):
'''
method: add entitys, delete entities with the return ids
expected: entities deleted
'''
connect.create_partition(collection, default_tag)
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
delete_ids = [ids[0], ids[-1]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == default_nb - 2
def test_insert_tags_delete(self, connect, collection):
'''
method: add entitys with given two tags, delete entities with the return ids
expected: entities deleted
'''
tag_new = "tag_new"
connect.create_partition(collection, default_tag)
connect.create_partition(collection, tag_new)
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
ids_new = connect.bulk_insert(collection, default_entities, partition_tag=tag_new)
connect.flush([collection])
delete_ids = [ids[0], ids_new[0]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == 2 * (default_nb - 1)
def test_insert_tags_index_delete(self, connect, collection, get_simple_index):
"""
method: add entitys with given tag, create index, delete entities with the return ids
expected: entities deleted
"""
tag_new = "tag_new"
connect.create_partition(collection, default_tag)
connect.create_partition(collection, tag_new)
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
ids_new = connect.bulk_insert(collection, default_entities, partition_tag=tag_new)
connect.flush([collection])
connect.create_index(collection, field_name, get_simple_index)
delete_ids = [ids[0], ids_new[0]]
status = connect.delete_entity_by_id(collection, delete_ids)
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == 2 * (default_nb - 1)
def test_insert_delete_loop(self, connect, collection):
"""
target: test loop insert and delete entities
method: loop insert entities into two segments, and delete entities cross segments.
expected: count is correct
"""
loop = 2
for i in range(loop):
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
status = connect.delete_entity_by_id(collection, ids[100:default_nb - 100])
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == loop * 200
def test_search_delete_loop(self, connect, collection):
"""
target: test loop search and delete entities
method: loop search and delete cross segments
expected: ok
"""
loop = 2
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
ni = default_nb // loop
for i in range(loop):
res = connect.search(collection, default_single_query)
status = connect.delete_entity_by_id(collection, ids[i * ni:(i + 1) * ni])
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == 0
def test_count_delete_loop(self, connect, collection):
"""
target: test loop search and delete entities
method: loop search and delete cross segments
expected: ok
"""
loop = 2
ids = connect.bulk_insert(collection, default_entities)
connect.flush([collection])
ni = default_nb // loop
for i in range(loop):
connect.count_entities(collection)
status = connect.delete_entity_by_id(collection, ids[i * ni:(i + 1) * ni])
assert status
connect.flush([collection])
res_count = connect.count_entities(collection)
assert res_count == 0
class TestDeleteInvalid(object):
"""
Test adding vectors with invalid vectors
"""
@pytest.fixture(
scope="function",
params=gen_invalid_ints()
)
def gen_entity_id(self, request):
yield request.param
@pytest.fixture(
scope="function",
params=gen_invalid_strs()
)
def get_collection_name(self, request):
yield request.param
@pytest.mark.level(1)
def test_delete_entity_id_invalid(self, connect, collection, gen_entity_id):
invalid_id = gen_entity_id
with pytest.raises(Exception) as e:
status = connect.delete_entity_by_id(collection, [invalid_id])
def test_delete_entity_ids_invalid(self, connect, collection, gen_entity_id):
invalid_id = gen_entity_id
with pytest.raises(Exception) as e:
status = connect.delete_entity_by_id(collection, [1, invalid_id])
@pytest.mark.level(2)
def test_delete_entity_with_invalid_collection_name(self, connect, get_collection_name):
collection_name = get_collection_name
with pytest.raises(Exception) as e:
status = connect.delete_entity_by_id(collection_name, [1])