Add test cases for Index in sdk-orm (#5410)

Signed-off-by: zw <zw@milvus.io>
pull/5412/head
del-zhenwu 2021-05-25 19:09:31 +08:00 committed by GitHub
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import copy
import pytest
from pymilvus_orm import FieldSchema
from base.client_request import ApiReq
from utils.util_log import test_log as log
from common.common_type import *
from common import common_func as cf
from common import common_type as ct
from common.common_type import CaseLabel
prefix = "index"
default_schema = cf.gen_default_collection_schema()
default_field_name = ct.default_float_vec_field_name
default_index_params = {"index_type": "IVF_SQ8", "metric_type": "L2", "params": {"nlist": 64}}
class TestIndex(ApiReq):
class TestIndexParams(ApiReq):
""" Test case of index interface """
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_invalid_collection_name(self, request):
yield request.param
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_invalid_field_name(self, request):
yield request.param
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_invalid_index_name(self, request):
yield request.param
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_invalid_index_type(self, request):
yield request.param
# TODO: construct invalid index params for all index types
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_invalid_index_params(self, request):
yield request.param
# TODO: construct valid index params for all index types
@pytest.fixture(
scope="function",
params=ct.get_invalid_strs
)
def get_valid_index_params(self, request):
yield request.param
@pytest.mark.tags(CaseLabel.L1)
def test_index_collection_name_invalid(self, get_invalid_collection_name):
"""
target: test index with error collection name
method: input invalid name
expected: raise exception
"""
self._connect()
c_name = get_invalid_collection_name
index_name = cf.gen_unique_str(prefix)
collection = self._collection()
ex, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_collection_name_not_existed(self):
"""
target: test index with error collection name
method: input collection name not created
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection()
ex, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
log.error(str(ex))
assert "exist" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_field_name_invalid(self, get_invalid_field_name):
"""
target: test index with error field name
method: input field name
expected: raise exception
"""
self._connect()
f_name = get_invalid_field_name
index_name = cf.gen_unique_str(prefix)
c_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
ex, _ = self.index.index_init(c_name, f_name, default_index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_field_name_not_existed(self):
"""
target: test index with error field name
method: input field name not created
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
f_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
ex, _ = self.index.index_init(c_name, f_name, default_index_params, name=index_name)
log.error(str(ex))
assert "exist" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_type_invalid(self, get_invalid_index_type):
"""
target: test index with error index type
method: input invalid index type
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
index_params = copy.deepcopy(default_index_params)
index_params["index_type"] = get_invalid_index_type
ex, _ = self.index.index_init(c_name, default_field_name, index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_type_not_supported(self):
"""
target: test index with error index type
method: input unsupported index type
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
index_params = copy.deepcopy(default_index_params)
index_params["index_type"] = "IVFFFFFFF"
ex, _ = self.index.index_init(c_name, default_field_name, index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_params_invalid(self, get_invalid_index_params):
"""
target: test index with error index params
method: input invalid index params
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
index_params = get_invalid_index_params
ex, _ = self.index.index_init(c_name, default_field_name, index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_name_invalid(self, get_invalid_index_name):
"""
target: test index with error index name
method: input invalid index name
expected: raise exception
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = get_invalid_index_name
collection = self._collection(c_name)
ex, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
log.error(str(ex))
assert "invalid" or "illegal" in str(ex)
class TestIndexBase(ApiReq):
""" Test case of index interface """
@pytest.mark.tags(CaseLabel.L1)
def test_index_collection_empty(self):
"""
target: test index with empty collection
method: Index on empty collection
expected: no exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
index, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
# TODO: assert index
assert index == collection.indexes[0]
@pytest.mark.tags(CaseLabel.L1)
def test_index_params(self, get_valid_index_params):
"""
target: test index with all index type/params
method: input valid params
expected: no exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
index_params = get_valid_index_params
index, _ = self.index.index_init(c_name, default_field_name, index_params, name=index_name)
# TODO: assert index
assert index == collection.indexes[0]
@pytest.mark.tags(CaseLabel.L1)
def test_index_name_dup(self):
"""
target: test index with duplicate index name
method: create index with existed index name create by `collection.create_index`
expected: no exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = ct.default_index_name
collection = self._collection()
collection.create_index(default_field_name, default_index_params, index_name=index_name)
ex, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
assert "dup" in str(ex)
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def _test_index_field_names(self):
"""
target: test index on one field, with two indexes
method: create index with two different indexes
expected: no exception raised
"""
pass
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def _test_index_fields(self):
"""
target: test index on two fields, with the same name
method: create the same index name with two different fields
expected: exception raised
"""
pass
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def _test_index_fields_B(self):
"""
target: test index on two fields, with the different name
method: create the different index with two different fields
expected: no exception raised
"""
pass
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def _test_index_field_names_eq_maximum(self):
"""
target: test index on one field, with the different names, num of the names equal to the maximum num supported
method: create the different indexes
expected: no exception raised
"""
pass
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def _test_index_field_names_more_maximum(self):
"""
target: test index on one field, with the different names, num of the names more than the maximum num supported
method: create the different indexes
expected: exception raised
"""
pass
# TODO: server not supported
@pytest.mark.tags(CaseLabel.L1)
def test_index_concurrently(self):
"""
target: test index concurrently, on one field
method: create index with different indexes with multi threads
expected: no exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = cf.gen_unique_str(prefix)
collection = self._collection(c_name)
ex, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
assert "dup" in str(ex)
@pytest.mark.tags(CaseLabel.L1)
def test_index_drop(self):
"""
target: test index.drop
method: create index by `index`, and then drop it
expected: no exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = ct.default_index_name
collection = self._collection(c_name)
index, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
self.index.drop()
assert len(collection.indexes) == 0
@pytest.mark.tags(CaseLabel.L1)
def test_index_drop_repeatly(self):
"""
target: test index.drop
method: create index by `index`, and then drop it twice
expected: exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
index_name = ct.default_index_name
collection = self._collection(c_name)
index, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
_, _ = self.index.drop()
ex, _ = self.index.drop()
assert "error" in ex
class TestIndexAdvanced(ApiReq):
""" Test case of index interface """
@pytest.mark.tags(CaseLabel.L2)
def test_index_drop_multi_collections(self):
"""
target: test index.drop
method: create indexes by `index`, and then drop it, assert there is one index left
expected: exception raised
"""
self._connect()
c_name = cf.gen_unique_str(prefix)
c_name_2 = cf.gen_unique_str(prefix)
index_name = ct.default_index_name
collection = self._collection(c_name)
collection_2 = self._collection(c_name_2)
index, _ = self.index.index_init(c_name, default_field_name, default_index_params, name=index_name)
index_2, _ = self.index.index_init(c_name_2, default_field_name, default_index_params, name=index_name)
self.index.drop()
assert index_2 in self.collection_2.indexes
@pytest.mark.tags(CaseLabel.L2)
def _test_index_drop_during_inserting(self):
"""
target: test index.drop during inserting
method: create indexes by `index`, and then drop it during inserting entities, make sure async insert
expected: no exception raised, insert success
"""
pass
@pytest.mark.tags(CaseLabel.L2)
def _test_index_drop_during_searching(self):
"""
target: test index.drop during searching
method: create indexes by `index`, and then drop it during searching, make sure async search
expected: no exception raised, search success
"""
pass
@pytest.mark.tags(CaseLabel.L3)
def test_case(self):
log.info("Test case of index interface")
def _test_index_recovery_after_restart(self):
"""
target: test index still existed after server restart
method: create indexe by `index`, and then restart server, assert index existed
expected: index in collection.indexes
"""
pass
@pytest.mark.tags(CaseLabel.L3)
def _test_index_building_after_restart(self):
"""
target: index can still build if not finished before server restart
method: create index by `index`, and then restart server, assert server is indexing
expected: index build finished after server resstart
"""
pass