def test_concat_router(self): args = set_router_parser().parse_args([ '--yaml_path', self.concat_router_yaml, '--socket_out', str(SocketType.PUSH_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.PULL_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() msg.request.search.query.chunk_embeddings.CopyFrom(array2blob(np.random.random([5, 2]))) msg.envelope.num_part.extend([1, 3]) c1.send_message(msg) c1.send_message(msg) c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) print(r.envelope.routes) self.assertEqual(r.request.search.query.chunk_embeddings.shape, [5, 6]) for j in range(1, 4): d = msg.request.index.docs.add() d.chunk_embeddings.CopyFrom(array2blob(np.random.random([5, 2 * j]))) c1.send_message(msg) c1.send_message(msg) c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) for j in range(1, 4): self.assertEqual(r.request.index.docs[j - 1].chunk_embeddings.shape, [5, 6 * j])
def test_health_check(self): a = set_router_parser().parse_args([ '--yaml_path', 'BaseRouter', ]) a1 = copy.deepcopy(a) b = set_healthcheck_parser().parse_args(['--port', str(a.port_ctrl)]) # before - fail with self.assertRaises(SystemExit) as cm: healthcheck(b) self.assertEqual(cm.exception.code, 1) # running - success with self.assertRaises(SystemExit) as cm: with RouterService(a): time.sleep(2) healthcheck(b) self.assertEqual(cm.exception.code, 0) # running - managerservice - success with self.assertRaises(SystemExit) as cm: with ServiceManager(RouterService, a1): time.sleep(2) healthcheck(b) self.assertEqual(cm.exception.code, 0) # after - fail with self.assertRaises(SystemExit) as cm: healthcheck(b) self.assertEqual(cm.exception.code, 1)
def test_rerank_train(self): with RouterService(self.args), ZmqClient(self.c_args) as c1: msg = gnes_pb2.Message() msg.response.search.ClearField('topk_results') msg.request.search.query.raw_text = 'This is a query' for i, line in enumerate(self.test_str[:5]): s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = i s.doc.raw_text = line msg.envelope.num_part.extend([1]) msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() print(r) msg = gnes_pb2.Message() for i, line in enumerate(self.test_str): doc = msg.request.train.docs.add() doc.doc_id = i doc.raw_bytes = json.dumps({ 'Query': 'test query', 'Candidate': line, 'Label': 1.0 if i % 2 == 0 else 0.0 }).encode('utf-8') msg.envelope.num_part.extend([1]) c1.send_message(msg) r = c1.recv_message() print(r)
def test_chunk_sum_reduce_router(self): args = set_router_parser().parse_args([ '--yaml_path', self.chunk_sum_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() s = msg.response.search.topk_results.add() s.score.value = 0.6 s.score.explained = json.dumps(['1-c1', '1-c3', '2-c1']) s.doc.doc_id = 1 s = msg.response.search.topk_results.add() s.score.value = 0.4 s.score.explained = json.dumps(['1-c2', '2-c2']) s.doc.doc_id = 2 s = msg.response.search.topk_results.add() s.score.value = 0.3 s.score.explained = json.dumps(['2-c3']) s.doc.doc_id = 3 msg.envelope.num_part.extend([1, 2]) c1.send_message(msg) msg.response.search.ClearField('topk_results') s = msg.response.search.topk_results.add() s.score.value = 0.5 s.score.explained = json.dumps(['2-c1', '1-c2', '1-c1']) s.doc.doc_id = 2 s = msg.response.search.topk_results.add() s.score.value = 0.3 s.score.explained = json.dumps(['1-c3', '2-c2']) s.doc.doc_id = 3 s = msg.response.search.topk_results.add() s.score.value = 0.1 s.score.explained = json.dumps(['2-c3']) s.doc.doc_id = 1 c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 3) self.assertGreaterEqual(r.response.search.topk_results[0].score.value, r.response.search.topk_results[-1].score.value) print(r.response.search.topk_results) self.assertEqual(r.response.search.topk_results[0].score.explained, '1-c2\n2-c2\n\n2-c1\n1-c2\n1-c1\n\n') self.assertEqual(r.response.search.topk_results[1].score.explained, '1-c1\n1-c3\n2-c1\n\n2-c3\n\n') self.assertEqual(r.response.search.topk_results[2].score.explained, '2-c3\n\n1-c3\n2-c2\n\n') self.assertAlmostEqual(r.response.search.topk_results[0].score.value, 0.9) self.assertAlmostEqual(r.response.search.topk_results[1].score.value, 0.7) self.assertAlmostEqual(r.response.search.topk_results[2].score.value, 0.6)
def test_grpc_frontend(self): args = set_grpc_frontend_parser().parse_args([ '--grpc_host', '127.0.0.1', ]) p_args = set_router_service_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.PULL_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), ]) with RouterService(p_args), GRPCFrontend(args), grpc.insecure_channel( '%s:%s' % (args.grpc_host, args.grpc_port), options=[('grpc.max_send_message_length', 70 * 1024 * 1024), ('grpc.max_receive_message_length', 70 * 1024 * 1024) ]) as channel: stub = gnes_pb2_grpc.GnesRPCStub(channel) with TimeContext('sync call'): # about 5s resp = list( stub.StreamCall(RequestGenerator.train(self.all_bytes, 1)))[-1] self.assertEqual(resp.request_id, str(len( self.all_bytes))) # idx start with 0, but +1 for final FLUSH
def test_doc_reduce_router(self): args = set_router_service_parser().parse_args([ '--yaml_path', self.doc_router_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() # shard1 only has d1 s = msg.response.search.topk_results.add() s.score = 0.1 s.doc.doc_id = 1 s.doc.raw_text = 'd1' s = msg.response.search.topk_results.add() s.score = 0.2 s.doc.doc_id = 2 s = msg.response.search.topk_results.add() s.score = 0.3 s.chunk.doc_id = 3 msg.envelope.num_part = 2 c1.send_message(msg) msg.response.search.ClearField('topk_results') # shard2 has d2 and d3 s = msg.response.search.topk_results.add() s.score = 0.1 s.doc.doc_id = 1 s = msg.response.search.topk_results.add() s.score = 0.2 s.doc.doc_id = 2 s.doc.raw_text = 'd2' s = msg.response.search.topk_results.add() s.score = 0.3 s.chunk.doc_id = 3 s.doc.raw_text = 'd3' msg.response.search.top_k = 5 msg.envelope.num_part = 2 c1.send_message(msg) r = c1.recv_message() print(r.response.search.topk_results) self.assertEqual(r.envelope.num_part, 1) self.assertEqual(len(r.response.search.topk_results), 3) self.assertGreaterEqual(r.response.search.topk_results[0].score, r.response.search.topk_results[-1].score)
def test_block_router(self): with RouterService(self.args), ZmqClient(self.c_args) as c1: msg = gnes_pb2.Message() msg.request.train.docs.add() c1.send_message(msg) msg = gnes_pb2.Message() msg.request.index.docs.add() c1.send_message(msg) r = c1.recv_message()
def test_cli(self): args = set_frontend_parser().parse_args([]) p_args = set_router_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.PULL_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--yaml_path', 'BaseRouter' ]) with RouterService(p_args), FrontendService(args): CLIClient(self.train_args) CLIClient(self.index_args) CLIClient(self.query_args)
def test_rerank(self): args = set_router_parser().parse_args([ '--yaml_path', self.rerank_router_yaml, '--socket_out', str(SocketType.PUB_BIND), '--py_path', self.python_code ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1, ZmqClient(c_args) as c2: msg = gnes_pb2.Message() msg.response.search.ClearField('topk_results') for i, line in enumerate(self.test_str): s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = i s.doc.raw_text = line msg.envelope.num_part.extend([1]) msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 5) msg = gnes_pb2.Message() msg.response.search.ClearField('topk_results') for i, line in enumerate(self.test_str[:3]): s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = i s.doc.raw_text = line msg.envelope.num_part.extend([1]) msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 3)
def test_map_router(self): args = set_router_parser().parse_args([ '--yaml_path', self.batch_router_yaml, ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() msg.request.index.docs.extend([gnes_pb2.Document() for _ in range(5)]) c1.send_message(msg) r = c1.recv_message() self.assertEqual(len(r.request.index.docs), 2) r = c1.recv_message() self.assertEqual(len(r.request.index.docs), 2) r = c1.recv_message() self.assertEqual(len(r.request.index.docs), 1)
def test_bm_frontend(self): args = set_frontend_parser().parse_args([ '--grpc_host', '127.0.0.1', ]) p_args = set_router_service_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.PULL_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--yaml_path', 'BaseRouter' ]) b_args = set_benchmark_client_parser().parse_args( ['--num_requests', '10', '--request_length', '65536']) with RouterService(p_args), FrontendService(args): BenchmarkClient(b_args)
def test_cli(self): cli_args = set_client_cli_parser().parse_args([ '--mode', 'train', '--grpc_host', '127.0.0.1', '--txt_file', os.path.join(self.dirname, 'sonnets.txt') ]) args = set_frontend_parser().parse_args([]) p_args = set_router_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.PULL_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--host_in', '127.0.0.1', '--host_out', '127.0.0.1', '--yaml_path', 'BaseRouter' ]) with RouterService(p_args), FrontendService(args) as s: CLIClient(cli_args)
def test_publish_router(self): args = set_router_parser().parse_args([ '--yaml_path', self.publish_router_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1, ZmqClient(c_args) as c2: msg = gnes_pb2.Message() msg.request.index.docs.extend([gnes_pb2.Document() for _ in range(5)]) msg.envelope.num_part.append(1) c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1, 2]) r = c2.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1, 2])
def test_rerank(self): with RouterService(self.args), ZmqClient(self.c_args) as c1: msg = gnes_pb2.Message() msg.response.search.ClearField('topk_results') msg.request.search.query.raw_text = 'This is a query' for i, line in enumerate(self.test_str): s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = i s.doc.raw_text = line msg.envelope.num_part.extend([1]) msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() # import pdb # pdb.set_trace() self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 5) msg = gnes_pb2.Message() msg.response.search.ClearField('topk_results') for i, line in enumerate(self.test_str[:1]): s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = i s.doc.raw_text = line msg.envelope.num_part.extend([1]) msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 1)
def test_hc_os_env(self): os.environ['GNES_CONTROL_PORT'] = str(56789) a = set_router_parser().parse_args([ '--yaml_path', 'BaseRouter', ]) a1 = copy.deepcopy(a) b = set_healthcheck_parser().parse_args( ['--port', os.environ.get('GNES_CONTROL_PORT')]) # before - fail with self.assertRaises(SystemExit) as cm: healthcheck(b) self.assertEqual(cm.exception.code, 1) # running - success with self.assertRaises(SystemExit) as cm: with RouterService(a): time.sleep(2) healthcheck(b) self.assertEqual(cm.exception.code, 0) # running - managerservice - success with self.assertRaises(SystemExit) as cm: with ServiceManager(RouterService, a1): time.sleep(2) healthcheck(b) self.assertEqual(cm.exception.code, 0) # after - fail with self.assertRaises(SystemExit) as cm: healthcheck(b) self.assertEqual(cm.exception.code, 1) os.unsetenv('GNES_CONTROL_PORT')
def test_chunk_reduce_router(self): args = set_router_service_parser().parse_args([ '--yaml_path', self.chunk_router_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() s = msg.response.search.topk_results.add() s.score = 0.1 s.score_explained = '1-c1' s.chunk.doc_id = 1 s = msg.response.search.topk_results.add() s.score = 0.2 s.score_explained = '1-c2' s.chunk.doc_id = 2 s = msg.response.search.topk_results.add() s.score = 0.3 s.score_explained = '1-c3' s.chunk.doc_id = 1 msg.envelope.num_part = 2 c1.send_message(msg) msg.response.search.ClearField('topk_results') s = msg.response.search.topk_results.add() s.score = 0.2 s.score_explained = '2-c1' s.chunk.doc_id = 1 s = msg.response.search.topk_results.add() s.score = 0.2 s.score_explained = '2-c2' s.chunk.doc_id = 2 s = msg.response.search.topk_results.add() s.score = 0.3 s.score_explained = '2-c3' s.chunk.doc_id = 3 msg.envelope.num_part = 2 c1.send_message(msg) r = c1.recv_message() self.assertEqual(r.envelope.num_part, 1) self.assertEqual(len(r.response.search.topk_results), 3) self.assertGreaterEqual(r.response.search.topk_results[0].score, r.response.search.topk_results[-1].score) print(r.response.search.topk_results) self.assertEqual(r.response.search.topk_results[0].score_explained, '1-c1\n1-c3\n2-c1\n') self.assertEqual(r.response.search.topk_results[1].score_explained, '1-c2\n2-c2\n') self.assertEqual(r.response.search.topk_results[2].score_explained, '2-c3\n') self.assertAlmostEqual(r.response.search.topk_results[0].score, 0.6) self.assertAlmostEqual(r.response.search.topk_results[1].score, 0.4) self.assertAlmostEqual(r.response.search.topk_results[2].score, 0.3)
def test_service_empty(self): args = set_router_service_parser().parse_args([]) with RouterService(args): pass
def test_multimap_multireduce(self): # p1 -> # p21 -> # r311 # r312 # -> r41 # -> r5 # p22 -> # r321 # r322 # -> r42 # -> r5 # -> client p1 = set_router_parser().parse_args([ '--yaml_path', self.publish_router_yaml, '--socket_in', str(SocketType.PULL_CONNECT), '--socket_out', str(SocketType.PUB_BIND), ]) r5 = set_router_parser().parse_args([ '--yaml_path', self.reduce_router_yaml, '--socket_in', str(SocketType.PULL_BIND), '--socket_out', str(SocketType.PUSH_CONNECT), ]) r41 = set_router_parser().parse_args([ '--yaml_path', self.reduce_router_yaml, '--socket_in', str(SocketType.PULL_BIND), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_out', str(r5.port_in) ]) r42 = set_router_parser().parse_args([ '--yaml_path', self.reduce_router_yaml, '--socket_in', str(SocketType.PULL_BIND), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_out', str(r5.port_in) ]) p21 = set_router_parser().parse_args([ '--yaml_path', self.publish_router_yaml, '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUB_BIND), '--port_in', str(p1.port_out) ]) p22 = set_router_parser().parse_args([ '--yaml_path', self.publish_router_yaml, '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUB_BIND), '--port_in', str(p1.port_out) ]) r311 = set_router_parser().parse_args([ '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_in', str(p21.port_out), '--port_out', str(r41.port_in), '--yaml_path', 'BaseRouter' ]) r312 = set_router_parser().parse_args([ '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_in', str(p21.port_out), '--port_out', str(r41.port_in), '--yaml_path', 'BaseRouter' ]) r321 = set_router_parser().parse_args([ '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_in', str(p22.port_out), '--port_out', str(r42.port_in), '--yaml_path', 'BaseRouter' ]) r322 = set_router_parser().parse_args([ '--socket_in', str(SocketType.SUB_CONNECT), '--socket_out', str(SocketType.PUSH_CONNECT), '--port_in', str(p22.port_out), '--port_out', str(r42.port_in), '--yaml_path', 'BaseRouter' ]) c_args = _set_client_parser().parse_args([ '--port_in', str(r5.port_out), '--port_out', str(p1.port_in), '--socket_in', str(SocketType.PULL_BIND), '--socket_out', str(SocketType.PUSH_BIND), ]) with RouterService(p1), RouterService(r5), \ RouterService(p21), RouterService(p22), \ RouterService(r311), RouterService(r312), RouterService(r321), RouterService(r322), \ RouterService(r41), RouterService(r42), \ ZmqClient(c_args) as c1: msg = gnes_pb2.Message() msg.envelope.num_part.append(1) c1.send_message(msg) r = c1.recv_message() self.assertSequenceEqual(r.envelope.num_part, [1]) print(r.envelope.routes)
def test_doc_combine_score_fn(self): from gnes.indexer.doc.dict import DictIndexer document_list = [] document_id_list = [] for j in range(1, 4): d = gnes_pb2.Document() for i in range(1, 4): c = d.chunks.add() c.doc_id = j c.offset = i c.weight = 1 / 3 document_id_list.append(j) document_list.append(d) self.chunk_router_yaml = 'Chunk2DocTopkReducer' args = set_router_parser().parse_args([ '--yaml_path', self.chunk_router_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() s = msg.response.search.topk_results.add() s.score.value = 0.1 s.score.explained = '"1-c1"' s.chunk.doc_id = 1 s = msg.response.search.topk_results.add() s.score.value = 0.2 s.score.explained = '"1-c2"' s.chunk.doc_id = 2 s = msg.response.search.topk_results.add() s.score.value = 0.3 s.score.explained = '"1-c3"' s.chunk.doc_id = 1 msg.envelope.num_part.extend([1, 2]) c1.send_message(msg) msg.response.search.ClearField('topk_results') s = msg.response.search.topk_results.add() s.score.value = 0.2 s.score.explained = '"2-c1"' s.chunk.doc_id = 1 s = msg.response.search.topk_results.add() s.score.value = 0.2 s.score.explained = '"2-c2"' s.chunk.doc_id = 2 s = msg.response.search.topk_results.add() s.score.value = 0.3 s.score.explained = '"2-c3"' s.chunk.doc_id = 3 c1.send_message(msg) r = c1.recv_message() doc_indexer = DictIndexer(score_fn=CoordDocScoreFn()) doc_indexer.add(keys=document_id_list, docs=document_list) queried_result = doc_indexer.query_and_score( docs=r.response.search.topk_results, top_k=2)
def test_doc_sum_reduce_router(self): args = set_router_parser().parse_args([ '--yaml_path', self.doc_sum_yaml, '--socket_out', str(SocketType.PUB_BIND) ]) c_args = _set_client_parser().parse_args([ '--port_in', str(args.port_out), '--port_out', str(args.port_in), '--socket_in', str(SocketType.SUB_CONNECT) ]) with RouterService(args), ZmqClient(c_args) as c1: msg = gnes_pb2.Message() s = msg.response.search.topk_results.add() s.score.value = 0.4 s.doc.doc_id = 1 s.doc.raw_text = 'd3' s.score.explained = '1-d3\n' s = msg.response.search.topk_results.add() s.score.value = 0.3 s.doc.doc_id = 2 s.doc.raw_text = 'd2' s.score.explained = '1-d2\n' s = msg.response.search.topk_results.add() s.score.value = 0.2 s.doc.doc_id = 3 s.doc.raw_text = 'd1' s.score.explained = '1-d3\n' msg.envelope.num_part.extend([1, 2]) c1.send_message(msg) msg.response.search.ClearField('topk_results') s = msg.response.search.topk_results.add() s.score.value = 0.5 s.doc.doc_id = 1 s.doc.raw_text = 'd2' s.score.explained = '2-d2\n' s = msg.response.search.topk_results.add() s.score.value = 0.2 s.doc.doc_id = 2 s.doc.raw_text = 'd1' s.score.explained = '2-d1\n' s = msg.response.search.topk_results.add() s.score.value = 0.1 s.doc.doc_id = 3 s.doc.raw_text = 'd3' s.score.explained = '2-d3\n' msg.response.search.top_k = 5 c1.send_message(msg) r = c1.recv_message() print(r.response.search.topk_results) self.assertSequenceEqual(r.envelope.num_part, [1]) self.assertEqual(len(r.response.search.topk_results), 3) self.assertGreaterEqual(r.response.search.topk_results[0].score.value, r.response.search.topk_results[-1].score.value)
def test_service_empty(self): args = set_router_parser().parse_args(['--yaml_path', 'BaseRouter']) with RouterService(args): pass