import time import pytest from base.client_base import TestcaseBase from common import common_func as cf from common import common_type as ct from common.common_type import CaseLabel from utils.util_log import test_log as log prefix = "e2e_" class TestE2e(TestcaseBase): """ Test case of end to end""" @pytest.mark.tags(CaseLabel.L1) def test_milvus_default(self): # create name = cf.gen_unique_str(prefix) t0 = time.time() collection_w = self.init_collection_wrap(name=name, active_trace=True) tt = time.time() - t0 assert collection_w.name == name entities = collection_w.num_entities log.info(f"assert create collection: {tt}, init_entities: {entities}") # insert data = cf.gen_default_list_data() t0 = time.time() _, res = collection_w.insert(data) tt = time.time() - t0 log.info(f"assert insert: {tt}") assert res # flush t0 = time.time() _, check_result = collection_w.flush(timeout=180) assert check_result assert collection_w.num_entities == len(data[0]) + entities tt = time.time() - t0 entities = collection_w.num_entities log.info(f"assert flush: {tt}, entities: {entities}") # search collection_w.load() search_vectors = cf.gen_vectors(1, ct.default_dim) search_params = {"metric_type": "L2", "params": {"nprobe": 16}} t0 = time.time() res_1, _ = collection_w.search(data=search_vectors, anns_field=ct.default_float_vec_field_name, param=search_params, limit=1) tt = time.time() - t0 log.info(f"assert search: {tt}") assert len(res_1) == 1 collection_w.release() # index d = cf.gen_default_list_data() collection_w.insert(d) log.info(f"assert index entities: {collection_w.num_entities}") _index_params = {"index_type": "IVF_SQ8", "params": {"nlist": 64}, "metric_type": "L2"} t0 = time.time() index, _ = collection_w.create_index(field_name=ct.default_float_vec_field_name, index_params=_index_params, name=cf.gen_unique_str()) tt = time.time() - t0 log.info(f"assert index: {tt}") assert len(collection_w.indexes) == 1 # search t0 = time.time() collection_w.load() tt = time.time() - t0 log.info(f"assert load: {tt}") search_vectors = cf.gen_vectors(1, ct.default_dim) t0 = time.time() res_1, _ = collection_w.search(data=search_vectors, anns_field=ct.default_float_vec_field_name, param=search_params, limit=1) tt = time.time() - t0 log.info(f"assert search: {tt}") # query term_expr = f'{ct.default_int64_field_name} in [1001,1201,4999,2999]' t0 = time.time() res, _ = collection_w.query(term_expr) tt = time.time() - t0 log.info(f"assert query result {len(res)}: {tt}")