milvus/tests/restful_client/testcases/test_collection_operations.py

411 lines
14 KiB
Python

import datetime
import logging
import time
from utils.util_log import test_log as logger
from utils.utils import gen_collection_name
import pytest
from api.milvus import CollectionClient
from base.testbase import TestBase
import threading
@pytest.mark.L0
class TestCreateCollection(TestBase):
@pytest.mark.parametrize("vector_field", [None, "vector", "emb"])
@pytest.mark.parametrize("primary_field", [None, "id", "doc_id"])
@pytest.mark.parametrize("metric_type", ["L2", "IP"])
@pytest.mark.parametrize("dim", [32, 32768])
@pytest.mark.parametrize("db_name", ["prod", "default"])
def test_create_collections_default(self, dim, metric_type, primary_field, vector_field, db_name):
"""
target: test create collection
method: create a collection with a simple schema
expected: create collection success
"""
self.create_database(db_name)
name = gen_collection_name()
dim = 128
client = self.collection_client
client.db_name = db_name
payload = {
"collectionName": name,
"dimension": dim,
"metricType": metric_type,
"primaryField": primary_field,
"vectorField": vector_field,
}
if primary_field is None:
del payload["primaryField"]
if vector_field is None:
del payload["vectorField"]
logging.info(f"create collection {name} with payload: {payload}")
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
rsp = client.collection_describe(name)
assert rsp['code'] == 200
assert rsp['data']['collectionName'] == name
def test_create_collections_concurrent_with_same_param(self):
"""
target: test create collection with same param
method: concurrent create collections with same param with multi thread
expected: create collections all success
"""
concurrent_rsp = []
def create_collection(c_name, vector_dim, c_metric_type):
collection_payload = {
"collectionName": c_name,
"dimension": vector_dim,
"metricType": c_metric_type,
}
rsp = client.collection_create(collection_payload)
concurrent_rsp.append(rsp)
logger.info(rsp)
name = gen_collection_name()
dim = 128
metric_type = "L2"
client = self.collection_client
threads = []
for i in range(10):
t = threading.Thread(target=create_collection, args=(name, dim, metric_type,))
threads.append(t)
for t in threads:
t.start()
for t in threads:
t.join()
time.sleep(10)
success_cnt = 0
for rsp in concurrent_rsp:
if rsp["code"] == 200:
success_cnt += 1
logger.info(concurrent_rsp)
assert success_cnt == 10
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
rsp = client.collection_describe(name)
assert rsp['code'] == 200
assert rsp['data']['collectionName'] == name
assert f"FloatVector({dim})" in str(rsp['data']['fields'])
def test_create_collections_concurrent_with_different_param(self):
"""
target: test create collection with different param
method: concurrent create collections with different param with multi thread
expected: only one collection can success
"""
concurrent_rsp = []
def create_collection(c_name, vector_dim, c_metric_type):
collection_payload = {
"collectionName": c_name,
"dimension": vector_dim,
"metricType": c_metric_type,
}
rsp = client.collection_create(collection_payload)
concurrent_rsp.append(rsp)
logger.info(rsp)
name = gen_collection_name()
dim = 128
client = self.collection_client
threads = []
for i in range(0, 5):
t = threading.Thread(target=create_collection, args=(name, dim + i, "L2",))
threads.append(t)
for i in range(5, 10):
t = threading.Thread(target=create_collection, args=(name, dim + i, "IP",))
threads.append(t)
for t in threads:
t.start()
for t in threads:
t.join()
time.sleep(10)
success_cnt = 0
for rsp in concurrent_rsp:
if rsp["code"] == 200:
success_cnt += 1
logger.info(concurrent_rsp)
assert success_cnt == 1
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
rsp = client.collection_describe(name)
assert rsp['code'] == 200
assert rsp['data']['collectionName'] == name
@pytest.mark.L1
class TestCreateCollectionNegative(TestBase):
def test_create_collections_with_invalid_api_key(self):
"""
target: test create collection with invalid api key(wrong username and password)
method: create collections with invalid api key
expected: create collection failed
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
client.api_key = "illegal_api_key"
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 1800
@pytest.mark.parametrize("name",
[" ", "test_collection_" * 100, "test collection", "test/collection", "test\collection"])
def test_create_collections_with_invalid_collection_name(self, name):
"""
target: test create collection with invalid collection name
method: create collections with invalid collection name
expected: create collection failed with right error message
"""
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 1
@pytest.mark.L0
class TestListCollections(TestBase):
def test_list_collections_default(self):
"""
target: test list collection with a simple schema
method: create collections and list them
expected: created collections are in list
"""
client = self.collection_client
name_list = []
for i in range(2):
name = gen_collection_name()
dim = 128
payload = {
"collectionName": name,
"dimension": dim,
}
time.sleep(1)
rsp = client.collection_create(payload)
assert rsp['code'] == 200
name_list.append(name)
rsp = client.collection_list()
all_collections = rsp['data']
for name in name_list:
assert name in all_collections
@pytest.mark.L1
class TestListCollectionsNegative(TestBase):
def test_list_collections_with_invalid_api_key(self):
"""
target: test list collection with an invalid api key
method: list collection with invalid api key
expected: raise error with right error code and message
"""
client = self.collection_client
name_list = []
for i in range(2):
name = gen_collection_name()
dim = 128
payload = {
"collectionName": name,
"dimension": dim,
}
time.sleep(1)
rsp = client.collection_create(payload)
assert rsp['code'] == 200
name_list.append(name)
client = self.collection_client
client.api_key = "illegal_api_key"
rsp = client.collection_list()
assert rsp['code'] == 1800
@pytest.mark.L0
class TestDescribeCollection(TestBase):
def test_describe_collections_default(self):
"""
target: test describe collection with a simple schema
method: describe collection
expected: info of description is same with param passed to create collection
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
rsp = client.collection_describe(name)
assert rsp['code'] == 200
assert rsp['data']['collectionName'] == name
assert f"FloatVector({dim})" in str(rsp['data']['fields'])
@pytest.mark.L1
class TestDescribeCollectionNegative(TestBase):
def test_describe_collections_with_invalid_api_key(self):
"""
target: test describe collection with invalid api key
method: describe collection with invalid api key
expected: raise error with right error code and message
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
illegal_client = CollectionClient(self.url, "illegal_api_key")
rsp = illegal_client.collection_describe(name)
assert rsp['code'] == 1800
def test_describe_collections_with_invalid_collection_name(self):
"""
target: test describe collection with invalid collection name
method: describe collection with invalid collection name
expected: raise error with right error code and message
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# describe collection
invalid_name = "invalid_name"
rsp = client.collection_describe(invalid_name)
assert rsp['code'] == 1
@pytest.mark.L0
class TestDropCollection(TestBase):
def test_drop_collections_default(self):
"""
Drop a collection with a simple schema
target: test drop collection with a simple schema
method: drop collection
expected: dropped collection was not in collection list
"""
clo_list = []
for i in range(5):
time.sleep(1)
name = 'test_collection_' + datetime.datetime.now().strftime("%Y_%m_%d_%H_%M_%S_%f_%f")
payload = {
"collectionName": name,
"dimension": 128,
}
rsp = self.collection_client.collection_create(payload)
assert rsp['code'] == 200
clo_list.append(name)
rsp = self.collection_client.collection_list()
all_collections = rsp['data']
for name in clo_list:
assert name in all_collections
for name in clo_list:
time.sleep(0.2)
payload = {
"collectionName": name,
}
rsp = self.collection_client.collection_drop(payload)
assert rsp['code'] == 200
rsp = self.collection_client.collection_list()
all_collections = rsp['data']
for name in clo_list:
assert name not in all_collections
@pytest.mark.L1
class TestDropCollectionNegative(TestBase):
def test_drop_collections_with_invalid_api_key(self):
"""
target: test drop collection with invalid api key
method: drop collection with invalid api key
expected: raise error with right error code and message; collection still in collection list
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# drop collection
payload = {
"collectionName": name,
}
illegal_client = CollectionClient(self.url, "invalid_api_key")
rsp = illegal_client.collection_drop(payload)
assert rsp['code'] == 1800
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
def test_drop_collections_with_invalid_collection_name(self):
"""
target: test drop collection with invalid collection name
method: drop collection with invalid collection name
expected: raise error with right error code and message
"""
name = gen_collection_name()
dim = 128
client = self.collection_client
payload = {
"collectionName": name,
"dimension": dim,
}
rsp = client.collection_create(payload)
assert rsp['code'] == 200
rsp = client.collection_list()
all_collections = rsp['data']
assert name in all_collections
# drop collection
invalid_name = "invalid_name"
payload = {
"collectionName": invalid_name,
}
rsp = client.collection_drop(payload)
assert rsp['code'] == 100