mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-02 11:59:00 +08:00
845 lines
36 KiB
Python
845 lines
36 KiB
Python
import logging
|
|
import time
|
|
import pdb
|
|
import threading
|
|
from multiprocessing import Pool, Process
|
|
import numpy
|
|
import pytest
|
|
import sklearn.preprocessing
|
|
from .utils import *
|
|
from .constants import *
|
|
|
|
uid = "test_index"
|
|
BUILD_TIMEOUT = 300
|
|
field_name = default_float_vec_field_name
|
|
binary_field_name = default_binary_vec_field_name
|
|
query, query_vecs = gen_query_vectors(field_name, default_entities, default_top_k, 1)
|
|
default_index = {"index_type": "IVF_FLAT", "params": {"nlist": 128}, "metric_type": "L2"}
|
|
|
|
|
|
# @pytest.mark.skip("wait for debugging...")
|
|
class TestIndexBase:
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_simple_index()
|
|
)
|
|
def get_simple_index(self, request, connect):
|
|
logging.getLogger().info(request.param)
|
|
# TODO: Determine the service mode
|
|
# 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
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=[
|
|
1,
|
|
10,
|
|
1111
|
|
],
|
|
)
|
|
def get_nq(self, request):
|
|
yield request.param
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `create_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
def test_create_index_on_field_not_existed(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index on field not existed
|
|
expected: error raised
|
|
'''
|
|
tmp_field_name = gen_unique_str()
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection, tmp_field_name, get_simple_index)
|
|
|
|
@pytest.mark.level(2)
|
|
def test_create_index_on_field(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index on other field
|
|
expected: error raised
|
|
'''
|
|
tmp_field_name = "int64"
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection, tmp_field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_no_vectors(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_partition(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection, create partition, and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_partition(collection, default_tag)
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
|
|
connect.flush([collection])
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_partition_flush(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection, create partition, and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_partition(collection, default_tag)
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
|
|
connect.flush()
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
def test_create_index_without_connect(self, dis_connect, collection):
|
|
'''
|
|
target: test create index without connection
|
|
method: create collection and add entities in it, check if added successfully
|
|
expected: raise exception
|
|
'''
|
|
with pytest.raises(Exception) as e:
|
|
dis_connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_search_with_query_vectors(self, connect, collection, get_simple_index, get_nq):
|
|
'''
|
|
target: test create index interface, search with more query vectors
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
# logging.getLogger().info(connect.get_collection_stats(collection))
|
|
nq = get_nq
|
|
index_type = get_simple_index["index_type"]
|
|
search_param = get_search_param(index_type)
|
|
query, vecs = gen_query_vectors(field_name, default_entities, default_top_k, nq, search_params=search_param)
|
|
res = connect.search(collection, query)
|
|
assert len(res) == nq
|
|
|
|
@pytest.mark.skip("can't_pass_ci")
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
@pytest.mark.level(2)
|
|
def test_create_index_multithread(self, connect, collection, args):
|
|
'''
|
|
target: test create index interface with multiprocess
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.bulk_insert(collection, default_entities)
|
|
|
|
def build(connect):
|
|
connect.create_index(collection, field_name, default_index)
|
|
|
|
threads_num = 8
|
|
threads = []
|
|
for i in range(threads_num):
|
|
m = get_milvus(host=args["ip"], port=args["port"], handler=args["handler"])
|
|
t = MilvusTestThread(target=build, args=(m,))
|
|
threads.append(t)
|
|
t.start()
|
|
time.sleep(0.2)
|
|
for t in threads:
|
|
t.join()
|
|
|
|
def test_create_index_collection_not_existed(self, connect):
|
|
'''
|
|
target: test create index interface when collection name not existed
|
|
method: create collection and add entities in it, create index
|
|
, make sure the collection name not in index
|
|
expected: create index failed
|
|
'''
|
|
collection_name = gen_unique_str(uid)
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection_name, field_name, default_index)
|
|
|
|
@pytest.mark.skip("count_entries")
|
|
@pytest.mark.level(2)
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_insert_flush(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index
|
|
method: create collection and create index, add entities in it
|
|
expected: create index ok, and count correct
|
|
'''
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
connect.flush([collection])
|
|
count = connect.count_entities(collection)
|
|
assert count == default_nb
|
|
|
|
@pytest.mark.level(2)
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_same_index_repeatedly(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: check if index can be created repeatedly, with the same create_index params
|
|
method: create index after index have been built
|
|
expected: return code success, and search ok
|
|
'''
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
# TODO:
|
|
@pytest.mark.skip("get_collection_stats")
|
|
@pytest.mark.level(2)
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_different_index_repeatedly(self, connect, collection):
|
|
'''
|
|
target: check if index can be created repeatedly, with the different create_index params
|
|
method: create another index with different index_params after index have been built
|
|
expected: return code 0, and describe index result equals with the second index params
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
indexs = [default_index, {"metric_type":"L2", "index_type": "FLAT", "params":{"nlist": 1024}}]
|
|
for index in indexs:
|
|
connect.create_index(collection, field_name, index)
|
|
stats = connect.get_collection_stats(collection)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == index["index_type"]
|
|
assert stats["row_count"] == default_nb
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_no_vectors_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_partition_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection, create partition, and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_partition(collection, default_tag)
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
|
|
connect.flush([collection])
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_partition_flush_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection, create partition, and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_partition(collection, default_tag)
|
|
ids = connect.bulk_insert(collection, default_entities, partition_tag=default_tag)
|
|
connect.flush()
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_search_with_query_vectors_ip(self, connect, collection, get_simple_index, get_nq):
|
|
'''
|
|
target: test create index interface, search with more query vectors
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
metric_type = "IP"
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
get_simple_index["metric_type"] = metric_type
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
# logging.getLogger().info(connect.get_collection_stats(collection))
|
|
nq = get_nq
|
|
index_type = get_simple_index["index_type"]
|
|
search_param = get_search_param(index_type)
|
|
query, vecs = gen_query_vectors(field_name, default_entities, default_top_k, nq, metric_type=metric_type, search_params=search_param)
|
|
res = connect.search(collection, query)
|
|
assert len(res) == nq
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
@pytest.mark.skip("test_create_index_multithread_ip")
|
|
@pytest.mark.level(2)
|
|
def test_create_index_multithread_ip(self, connect, collection, args):
|
|
'''
|
|
target: test create index interface with multiprocess
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.bulk_insert(collection, default_entities)
|
|
|
|
def build(connect):
|
|
default_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, default_index)
|
|
|
|
threads_num = 8
|
|
threads = []
|
|
for i in range(threads_num):
|
|
m = get_milvus(host=args["ip"], port=args["port"], handler=args["handler"])
|
|
t = MilvusTestThread(target=build, args=(m,))
|
|
threads.append(t)
|
|
t.start()
|
|
time.sleep(0.2)
|
|
for t in threads:
|
|
t.join()
|
|
|
|
def test_create_index_collection_not_existed_ip(self, connect, collection):
|
|
'''
|
|
target: test create index interface when collection name not existed
|
|
method: create collection and add entities in it, create index
|
|
, make sure the collection name not in index
|
|
expected: return code not equals to 0, create index failed
|
|
'''
|
|
collection_name = gen_unique_str(uid)
|
|
default_index["metric_type"] = "IP"
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection_name, field_name, default_index)
|
|
|
|
@pytest.mark.skip("count_entries")
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_no_vectors_insert_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface when there is no vectors in collection, and does not affect the subsequent process
|
|
method: create collection and add no vectors in it, and then create index, add entities in it
|
|
expected: return code equals to 0
|
|
'''
|
|
default_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
connect.flush([collection])
|
|
count = connect.count_entities(collection)
|
|
assert count == default_nb
|
|
|
|
@pytest.mark.level(2)
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_same_index_repeatedly_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: check if index can be created repeatedly, with the same create_index params
|
|
method: create index after index have been built
|
|
expected: return code success, and search ok
|
|
'''
|
|
default_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
# TODO:
|
|
|
|
@pytest.mark.skip("get_collection_stats")
|
|
@pytest.mark.level(2)
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_different_index_repeatedly_ip(self, connect, collection):
|
|
'''
|
|
target: check if index can be created repeatedly, with the different create_index params
|
|
method: create another index with different index_params after index have been built
|
|
expected: return code 0, and describe index result equals with the second index params
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
indexs = [default_index, {"index_type": "FLAT", "params": {"nlist": 1024}, "metric_type": "IP"}]
|
|
for index in indexs:
|
|
connect.create_index(collection, field_name, index)
|
|
stats = connect.get_collection_stats(collection)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == index["index_type"]
|
|
assert stats["row_count"] == default_nb
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `drop_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
def test_drop_index(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test drop index interface
|
|
method: create collection and add entities in it, create index, call drop index
|
|
expected: return code 0, and default index param
|
|
'''
|
|
# ids = connect.bulk_insert(collection, entities)
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.drop_index(collection, field_name)
|
|
stats = connect.get_collection_stats(collection)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == default_index_type
|
|
assert not stats["partitions"][0]["segments"]
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_drop_index_repeatly(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test drop index repeatly
|
|
method: create index, call drop index, and drop again
|
|
expected: return code 0
|
|
'''
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
stats = connect.get_collection_stats(collection)
|
|
connect.drop_index(collection, field_name)
|
|
connect.drop_index(collection, field_name)
|
|
stats = connect.get_collection_stats(collection)
|
|
logging.getLogger().info(stats)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == default_index_type
|
|
assert not stats["partitions"][0]["segments"]
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_drop_index_without_connect(self, dis_connect, collection):
|
|
'''
|
|
target: test drop index without connection
|
|
method: drop index, and check if drop successfully
|
|
expected: raise exception
|
|
'''
|
|
with pytest.raises(Exception) as e:
|
|
dis_connect.drop_index(collection, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
def test_drop_index_collection_not_existed(self, connect):
|
|
'''
|
|
target: test drop index interface when collection name not existed
|
|
method: create collection and add entities in it, create index
|
|
, make sure the collection name not in index, and then drop it
|
|
expected: return code not equals to 0, drop index failed
|
|
'''
|
|
collection_name = gen_unique_str(uid)
|
|
with pytest.raises(Exception) as e:
|
|
connect.drop_index(collection_name, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
def test_drop_index_collection_not_create(self, connect, collection):
|
|
'''
|
|
target: test drop index interface when index not created
|
|
method: create collection and add entities in it, create index
|
|
expected: return code not equals to 0, drop index failed
|
|
'''
|
|
# ids = connect.bulk_insert(collection, entities)
|
|
# no create index
|
|
connect.drop_index(collection, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_create_drop_index_repeatly(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create / drop index repeatly, use the same index params
|
|
method: create index, drop index, four times
|
|
expected: return code 0
|
|
'''
|
|
for i in range(4):
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.drop_index(collection, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
def test_drop_index_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test drop index interface
|
|
method: create collection and add entities in it, create index, call drop index
|
|
expected: return code 0, and default index param
|
|
'''
|
|
# ids = connect.bulk_insert(collection, entities)
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.drop_index(collection, field_name)
|
|
stats = connect.get_collection_stats(collection)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == default_index_type
|
|
assert not stats["partitions"][0]["segments"]
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_drop_index_repeatly_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test drop index repeatly
|
|
method: create index, call drop index, and drop again
|
|
expected: return code 0
|
|
'''
|
|
get_simple_index["metric_type"] = "IP"
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
stats = connect.get_collection_stats(collection)
|
|
connect.drop_index(collection, field_name)
|
|
connect.drop_index(collection, field_name)
|
|
stats = connect.get_collection_stats(collection)
|
|
logging.getLogger().info(stats)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == default_index_type
|
|
assert not stats["partitions"][0]["segments"]
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_drop_index_without_connect_ip(self, dis_connect, collection):
|
|
'''
|
|
target: test drop index without connection
|
|
method: drop index, and check if drop successfully
|
|
expected: raise exception
|
|
'''
|
|
with pytest.raises(Exception) as e:
|
|
dis_connect.drop_index(collection, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
def test_drop_index_collection_not_create_ip(self, connect, collection):
|
|
'''
|
|
target: test drop index interface when index not created
|
|
method: create collection and add entities in it, create index
|
|
expected: return code not equals to 0, drop index failed
|
|
'''
|
|
# ids = connect.bulk_insert(collection, entities)
|
|
# no create index
|
|
connect.drop_index(collection, field_name)
|
|
|
|
@pytest.mark.skip("drop_index")
|
|
@pytest.mark.level(2)
|
|
def test_create_drop_index_repeatly_ip(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create / drop index repeatly, use the same index params
|
|
method: create index, drop index, four times
|
|
expected: return code 0
|
|
'''
|
|
get_simple_index["metric_type"] = "IP"
|
|
for i in range(4):
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
connect.drop_index(collection, field_name)
|
|
|
|
|
|
class TestIndexBinary:
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_simple_index()
|
|
)
|
|
def get_simple_index(self, request, connect):
|
|
# TODO: Determine the service mode
|
|
# 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
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_binary_index()
|
|
)
|
|
def get_jaccard_index(self, request, connect):
|
|
if request.param["index_type"] in binary_support():
|
|
request.param["metric_type"] = "JACCARD"
|
|
return request.param
|
|
else:
|
|
pytest.skip("Skip index")
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_binary_index()
|
|
)
|
|
def get_l2_index(self, request, connect):
|
|
request.param["metric_type"] = "L2"
|
|
return request.param
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=[
|
|
1,
|
|
10,
|
|
1111
|
|
],
|
|
)
|
|
def get_nq(self, request):
|
|
yield request.param
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `create_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities)
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_partition(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection, create partition, and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
connect.create_partition(binary_collection, default_tag)
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities, partition_tag=default_tag)
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_search_with_query_vectors(self, connect, binary_collection, get_jaccard_index, get_nq):
|
|
'''
|
|
target: test create index interface, search with more query vectors
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
nq = get_nq
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities)
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
query, vecs = gen_query_vectors(binary_field_name, default_binary_entities, default_top_k, nq, metric_type="JACCARD")
|
|
search_param = get_search_param(get_jaccard_index["index_type"], metric_type="JACCARD")
|
|
logging.getLogger().info(search_param)
|
|
res = connect.search(binary_collection, query, search_params=search_param)
|
|
assert len(res) == nq
|
|
|
|
@pytest.mark.skip("get status for build index failed")
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_invalid_metric_type_binary(self, connect, binary_collection, get_l2_index):
|
|
'''
|
|
target: test create index interface with invalid metric type
|
|
method: add entitys into binary connection, flash, create index with L2 metric type.
|
|
expected: return create_index failure
|
|
'''
|
|
# insert 6000 vectors
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities)
|
|
connect.flush([binary_collection])
|
|
|
|
if get_l2_index["index_type"] == "BIN_FLAT":
|
|
res = connect.create_index(binary_collection, binary_field_name, get_l2_index)
|
|
else:
|
|
with pytest.raises(Exception) as e:
|
|
res = connect.create_index(binary_collection, binary_field_name, get_l2_index)
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `get_index_info` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.skip("get_collection_stats does not impl")
|
|
def test_get_index_info(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test describe index interface
|
|
method: create collection and add entities in it, create index, call describe index
|
|
expected: return code 0, and index instructure
|
|
'''
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities)
|
|
connect.flush([binary_collection])
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
assert stats["row_count"] == default_nb
|
|
for partition in stats["partitions"]:
|
|
segments = partition["segments"]
|
|
if segments:
|
|
for segment in segments:
|
|
for file in segment["files"]:
|
|
if "index_type" in file:
|
|
assert file["index_type"] == get_jaccard_index["index_type"]
|
|
|
|
@pytest.mark.skip("get_collection_stats does not impl")
|
|
def test_get_index_info_partition(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test describe index interface
|
|
method: create collection, create partition and add entities in it, create index, call describe index
|
|
expected: return code 0, and index instructure
|
|
'''
|
|
connect.create_partition(binary_collection, default_tag)
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities, partition_tag=default_tag)
|
|
connect.flush([binary_collection])
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
logging.getLogger().info(stats)
|
|
assert stats["row_count"] == default_nb
|
|
assert len(stats["partitions"]) == 2
|
|
for partition in stats["partitions"]:
|
|
segments = partition["segments"]
|
|
if segments:
|
|
for segment in segments:
|
|
for file in segment["files"]:
|
|
if "index_type" in file:
|
|
assert file["index_type"] == get_jaccard_index["index_type"]
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `drop_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.skip("get_collection_stats and drop_index do not impl")
|
|
def test_drop_index(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test drop index interface
|
|
method: create collection and add entities in it, create index, call drop index
|
|
expected: return code 0, and default index param
|
|
'''
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
logging.getLogger().info(stats)
|
|
connect.drop_index(binary_collection, binary_field_name)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
# assert stats["partitions"][0]["segments"][0]["index_name"] == default_index_type
|
|
assert not stats["partitions"][0]["segments"]
|
|
|
|
@pytest.mark.skip("get_collection_stats does not impl")
|
|
def test_drop_index_partition(self, connect, binary_collection, get_jaccard_index):
|
|
'''
|
|
target: test drop index interface
|
|
method: create collection, create partition and add entities in it, create index on collection, call drop collection index
|
|
expected: return code 0, and default index param
|
|
'''
|
|
connect.create_partition(binary_collection, default_tag)
|
|
ids = connect.bulk_insert(binary_collection, default_binary_entities, partition_tag=default_tag)
|
|
connect.flush([binary_collection])
|
|
connect.create_index(binary_collection, binary_field_name, get_jaccard_index)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
connect.drop_index(binary_collection, binary_field_name)
|
|
stats = connect.get_collection_stats(binary_collection)
|
|
assert stats["row_count"] == default_nb
|
|
for partition in stats["partitions"]:
|
|
segments = partition["segments"]
|
|
if segments:
|
|
for segment in segments:
|
|
for file in segment["files"]:
|
|
if "index_type" not in file:
|
|
continue
|
|
if file["index_type"] == get_jaccard_index["index_type"]:
|
|
assert False
|
|
|
|
|
|
class TestIndexInvalid(object):
|
|
"""
|
|
Test create / describe / drop index interfaces with invalid collection names
|
|
"""
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_invalid_strs()
|
|
)
|
|
def get_collection_name(self, request):
|
|
yield request.param
|
|
|
|
@pytest.mark.level(1)
|
|
def test_create_index_with_invalid_collectionname(self, connect, get_collection_name):
|
|
collection_name = get_collection_name
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection_name, field_name, default_index)
|
|
|
|
@pytest.mark.level(1)
|
|
def test_drop_index_with_invalid_collectionname(self, connect, get_collection_name):
|
|
collection_name = get_collection_name
|
|
with pytest.raises(Exception) as e:
|
|
connect.drop_index(collection_name)
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_invalid_index()
|
|
)
|
|
def get_index(self, request):
|
|
yield request.param
|
|
|
|
@pytest.mark.level(2)
|
|
def test_create_index_with_invalid_index_params(self, connect, collection, get_index):
|
|
logging.getLogger().info(get_index)
|
|
with pytest.raises(Exception) as e:
|
|
connect.create_index(collection, field_name, get_simple_index)
|
|
|
|
|
|
class TestIndexAsync:
|
|
@pytest.fixture(scope="function", autouse=True)
|
|
def skip_http_check(self, args):
|
|
if args["handler"] == "HTTP":
|
|
pytest.skip("skip in http mode")
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `create_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.fixture(
|
|
scope="function",
|
|
params=gen_simple_index()
|
|
)
|
|
def get_simple_index(self, request, connect):
|
|
# TODO: Determine the service mode
|
|
# 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 check_result(self, res):
|
|
logging.getLogger().info("In callback check search result")
|
|
logging.getLogger().info(res)
|
|
|
|
"""
|
|
******************************************************************
|
|
The following cases are used to test `create_index` function
|
|
******************************************************************
|
|
"""
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
logging.getLogger().info("start index")
|
|
future = connect.create_index(collection, field_name, get_simple_index, _async=True)
|
|
logging.getLogger().info("before result")
|
|
res = future.result()
|
|
# TODO:
|
|
logging.getLogger().info(res)
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_drop(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
logging.getLogger().info("start index")
|
|
future = connect.create_index(collection, field_name, get_simple_index, _async=True)
|
|
logging.getLogger().info("DROP")
|
|
connect.drop_collection(collection)
|
|
|
|
@pytest.mark.level(2)
|
|
def test_create_index_with_invalid_collectionname(self, connect):
|
|
collection_name = " "
|
|
future = connect.create_index(collection_name, field_name, default_index, _async=True)
|
|
with pytest.raises(Exception) as e:
|
|
res = future.result()
|
|
|
|
@pytest.mark.timeout(BUILD_TIMEOUT)
|
|
def test_create_index_callback(self, connect, collection, get_simple_index):
|
|
'''
|
|
target: test create index interface
|
|
method: create collection and add entities in it, create index
|
|
expected: return search success
|
|
'''
|
|
ids = connect.bulk_insert(collection, default_entities)
|
|
logging.getLogger().info("start index")
|
|
future = connect.create_index(collection, field_name, get_simple_index, _async=True,
|
|
_callback=self.check_result)
|
|
logging.getLogger().info("before result")
|
|
res = future.result()
|
|
# TODO:
|
|
logging.getLogger().info(res)
|