milvus/tests/python_test/test_partition.py

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import time
import random
import pdb
import threading
import logging
from multiprocessing import Pool, Process
import pytest
from utils import *
from constants import *
TIMEOUT = 120
class TestCreateBase:
"""
******************************************************************
The following cases are used to test `create_partition` function
******************************************************************
"""
def test_create_partition_a(self, connect, collection):
'''
target: test create partition, check status returned
method: call function: create_partition
expected: status ok
'''
connect.create_partition(collection, default_tag)
# TODO: enable
@pytest.mark.level(2)
@pytest.mark.timeout(600)
def test_create_partition_limit(self, connect, collection, args):
'''
target: test create partitions, check status returned
method: call function: create_partition for 4097 times
expected: exception raised
'''
threads_num = 8
threads = []
if args["handler"] == "HTTP":
pytest.skip("skip in http mode")
def create(connect, threads_num):
for i in range(max_partition_num // threads_num):
tag_tmp = gen_unique_str()
connect.create_partition(collection, tag_tmp)
for i in range(threads_num):
m = get_milvus(host=args["ip"], port=args["port"], handler=args["handler"])
t = threading.Thread(target=create, args=(m, threads_num, ))
threads.append(t)
t.start()
for t in threads:
t.join()
tag_tmp = gen_unique_str()
with pytest.raises(Exception) as e:
connect.create_partition(collection, tag_tmp)
def test_create_partition_repeat(self, connect, collection):
'''
target: test create partition, check status returned
method: call function: create_partition
expected: status ok
'''
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.create_partition(collection, default_tag)
assert compare_list_elements(connect.list_partitions(collection), [default_tag, '_default'])
def test_create_partition_collection_not_existed(self, connect):
'''
target: test create partition, its owner collection name not existed in db, check status returned
method: call function: create_partition
expected: status not ok
'''
collection_name = gen_unique_str()
with pytest.raises(Exception) as e:
connect.create_partition(collection_name, default_tag)
def test_create_partition_tag_name_None(self, connect, collection):
'''
target: test create partition, tag name set None, check status returned
method: call function: create_partition
expected: status ok
'''
tag_name = None
with pytest.raises(Exception) as e:
connect.create_partition(collection, tag_name)
def test_create_different_partition_tags(self, connect, collection):
'''
target: test create partition twice with different names
method: call function: create_partition, and again
expected: status ok
'''
connect.create_partition(collection, default_tag)
tag_name = gen_unique_str()
connect.create_partition(collection, tag_name)
assert compare_list_elements(connect.list_partitions(collection), [default_tag, tag_name, '_default'])
def test_create_partition_insert_default(self, connect, id_collection):
'''
target: test create partition, and insert vectors, check status returned
method: call function: create_partition
expected: status ok
'''
connect.create_partition(id_collection, default_tag)
ids = [i for i in range(default_nb)]
insert_ids = connect.insert(id_collection, default_entities, ids)
assert len(insert_ids) == len(ids)
def test_create_partition_insert_with_tag(self, connect, id_collection):
'''
target: test create partition, and insert vectors, check status returned
method: call function: create_partition
expected: status ok
'''
connect.create_partition(id_collection, default_tag)
ids = [i for i in range(default_nb)]
insert_ids = connect.insert(id_collection, default_entities, ids, partition_tag=default_tag)
assert len(insert_ids) == len(ids)
def test_create_partition_insert_with_tag_not_existed(self, connect, collection):
'''
target: test create partition, and insert vectors, check status returned
method: call function: create_partition
expected: status not ok
'''
tag_new = "tag_new"
connect.create_partition(collection, default_tag)
ids = [i for i in range(default_nb)]
with pytest.raises(Exception) as e:
connect.insert(collection, default_entities, ids, partition_tag=tag_new)
@pytest.mark.skip("get_collection_stats")
def test_create_partition_insert_same_tags(self, connect, id_collection):
'''
target: test create partition, and insert vectors, check status returned
method: call function: create_partition
expected: status ok
'''
connect.create_partition(id_collection, default_tag)
ids = [i for i in range(default_nb)]
insert_ids = connect.insert(id_collection, default_entities, ids, partition_tag=default_tag)
ids = [(i+default_nb) for i in range(default_nb)]
new_insert_ids = connect.insert(id_collection, default_entities, ids, partition_tag=default_tag)
connect.flush([id_collection])
res = connect.get_collection_stats(id_collection)
assert res["row_count"] == default_nb * 2
@pytest.mark.skip("get_collection_stats")
@pytest.mark.level(2)
def test_create_partition_insert_same_tags_two_collections(self, connect, collection):
'''
target: test create two partitions, and insert vectors with the same tag to each collection, check status returned
method: call function: create_partition
expected: status ok, collection length is correct
'''
connect.create_partition(collection, default_tag)
collection_new = gen_unique_str()
connect.create_collection(collection_new, default_fields)
connect.create_partition(collection_new, default_tag)
ids = connect.insert(collection, default_entities, partition_tag=default_tag)
ids = connect.insert(collection_new, default_entities, partition_tag=default_tag)
connect.flush([collection, collection_new])
res = connect.get_collection_stats(collection)
assert res["row_count"] == default_nb
res = connect.get_collection_stats(collection_new)
assert res["row_count"] == default_nb
class TestShowBase:
"""
******************************************************************
The following cases are used to test `list_partitions` function
******************************************************************
"""
def test_list_partitions(self, connect, collection):
'''
target: test show partitions, check status and partitions returned
method: create partition first, then call function: list_partitions
expected: status ok, partition correct
'''
connect.create_partition(collection, default_tag)
assert compare_list_elements(connect.list_partitions(collection), [default_tag, '_default'])
def test_list_partitions_no_partition(self, connect, collection):
'''
target: test show partitions with collection name, check status and partitions returned
method: call function: list_partitions
expected: status ok, partitions correct
'''
res = connect.list_partitions(collection)
assert compare_list_elements(res, ['_default'])
def test_show_multi_partitions(self, connect, collection):
'''
target: test show partitions, check status and partitions returned
method: create partitions first, then call function: list_partitions
expected: status ok, partitions correct
'''
tag_new = gen_unique_str()
connect.create_partition(collection, default_tag)
connect.create_partition(collection, tag_new)
res = connect.list_partitions(collection)
assert compare_list_elements(res, [default_tag, tag_new, '_default'])
class TestHasBase:
"""
******************************************************************
The following cases are used to test `has_partition` function
******************************************************************
"""
@pytest.fixture(
scope="function",
params=gen_invalid_strs()
)
def get_tag_name(self, request):
yield request.param
def test_has_partition_a(self, connect, collection):
'''
target: test has_partition, check status and result
method: create partition first, then call function: has_partition
expected: status ok, result true
'''
connect.create_partition(collection, default_tag)
res = connect.has_partition(collection, default_tag)
logging.getLogger().info(res)
assert res
def test_has_partition_multi_partitions(self, connect, collection):
'''
target: test has_partition, check status and result
method: create partition first, then call function: has_partition
expected: status ok, result true
'''
for tag_name in [default_tag, "tag_new", "tag_new_new"]:
connect.create_partition(collection, tag_name)
for tag_name in [default_tag, "tag_new", "tag_new_new"]:
res = connect.has_partition(collection, tag_name)
assert res
def test_has_partition_tag_not_existed(self, connect, collection):
'''
target: test has_partition, check status and result
method: then call function: has_partition, with tag not existed
expected: status ok, result empty
'''
res = connect.has_partition(collection, default_tag)
logging.getLogger().info(res)
assert not res
def test_has_partition_collection_not_existed(self, connect, collection):
'''
target: test has_partition, check status and result
method: then call function: has_partition, with collection not existed
expected: status not ok
'''
with pytest.raises(Exception) as e:
connect.has_partition("not_existed_collection", default_tag)
@pytest.mark.level(2)
def test_has_partition_with_invalid_tag_name(self, connect, collection, get_tag_name):
'''
target: test has partition, with invalid tag name, check status returned
method: call function: has_partition
expected: status ok
'''
tag_name = get_tag_name
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.has_partition(collection, tag_name)
class TestDropBase:
"""
******************************************************************
The following cases are used to test `drop_partition` function
******************************************************************
"""
def test_drop_partition_a(self, connect, collection):
'''
target: test drop partition, check status and partition if existed
method: create partitions first, then call function: drop_partition
expected: status ok, no partitions in db
'''
connect.create_partition(collection, default_tag)
res1 = connect.list_partitions(collection)
assert default_tag in res1
connect.drop_partition(collection, default_tag)
res2 = connect.list_partitions(collection)
assert default_tag not in res2
def test_drop_partition_tag_not_existed(self, connect, collection):
'''
target: test drop partition, but tag not existed
method: create partitions first, then call function: drop_partition
expected: status not ok
'''
connect.create_partition(collection, default_tag)
new_tag = "new_tag"
with pytest.raises(Exception) as e:
connect.drop_partition(collection, new_tag)
def test_drop_partition_tag_not_existed_A(self, connect, collection):
'''
target: test drop partition, but collection not existed
method: create partitions first, then call function: drop_partition
expected: status not ok
'''
connect.create_partition(collection, default_tag)
new_collection = gen_unique_str()
with pytest.raises(Exception) as e:
connect.drop_partition(new_collection, default_tag)
@pytest.mark.level(2)
def test_drop_partition_repeatedly(self, connect, collection):
'''
target: test drop partition twice, check status and partition if existed
method: create partitions first, then call function: drop_partition
expected: status not ok, no partitions in db
'''
connect.create_partition(collection, default_tag)
connect.drop_partition(collection, default_tag)
time.sleep(2)
with pytest.raises(Exception) as e:
connect.drop_partition(collection, default_tag)
tag_list = connect.list_partitions(collection)
assert default_tag not in tag_list
def test_drop_partition_create(self, connect, collection):
'''
target: test drop partition, and create again, check status
method: create partitions first, then call function: drop_partition, create_partition
expected: status not ok, partition in db
'''
connect.create_partition(collection, default_tag)
assert compare_list_elements(connect.list_partitions(collection), [default_tag, '_default'])
connect.drop_partition(collection, default_tag)
assert compare_list_elements(connect.list_partitions(collection), ['_default'])
time.sleep(2)
connect.create_partition(collection, default_tag)
assert compare_list_elements(connect.list_partitions(collection), [default_tag, '_default'])
class TestNameInvalid(object):
@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_collection_name(self, request):
yield request.param
@pytest.mark.level(2)
def test_drop_partition_with_invalid_collection_name(self, connect, collection, get_collection_name):
'''
target: test drop partition, with invalid collection name, check status returned
method: call function: drop_partition
expected: status not ok
'''
collection_name = get_collection_name
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.drop_partition(collection_name, default_tag)
@pytest.mark.level(2)
def test_drop_partition_with_invalid_tag_name(self, connect, collection, get_tag_name):
'''
target: test drop partition, with invalid tag name, check status returned
method: call function: drop_partition
expected: status not ok
'''
tag_name = get_tag_name
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.drop_partition(collection, tag_name)
@pytest.mark.level(2)
def test_list_partitions_with_invalid_collection_name(self, connect, collection, get_collection_name):
'''
target: test show partitions, with invalid collection name, check status returned
method: call function: list_partitions
expected: status not ok
'''
collection_name = get_collection_name
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.list_partitions(collection_name)
class TestNewCase(object):
def test_drop_default_partition_a(self, connect, collection):
'''
target: test drop partition of default, check status returned
method: call function: drop_partition
expected: status not ok
'''
with pytest.raises(Exception) as e:
connect.drop_partition(collection, partition_tag='_default')
list_partition = connect.list_partitions(collection)
assert '_default' in list_partition
def test_drop_default_partition_b(self, connect, collection):
'''
target: test drop partition of default, check status returned
method: call function: drop_partition
expected: status not ok
'''
connect.create_partition(collection, default_tag)
with pytest.raises(Exception) as e:
connect.drop_partition(collection, partition_tag='_default')
list_partition = connect.list_partitions(collection)
assert '_default' in list_partition