import unittest import subprocess import time import backend_pb2 import backend_pb2_grpc import grpc import unittest import subprocess import time import grpc import backend_pb2_grpc import backend_pb2 class TestBackendServicer(unittest.TestCase): """ TestBackendServicer is the class that tests the gRPC service. This class contains methods to test the startup and shutdown of the gRPC service. """ def setUp(self): self.service = subprocess.Popen(["python", "backend_mamba.py", "--addr", "localhost:50051"]) time.sleep(10) def tearDown(self) -> None: self.service.terminate() self.service.wait() def test_server_startup(self): try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.Health(backend_pb2.HealthMessage()) self.assertEqual(response.message, b'OK') except Exception as err: print(err) self.fail("Server failed to start") finally: self.tearDown() def test_load_model(self): """ This method tests if the model is loaded successfully """ try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.LoadModel(backend_pb2.ModelOptions(Model="facebook/opt-125m")) self.assertTrue(response.success) self.assertEqual(response.message, "Model loaded successfully") except Exception as err: print(err) self.fail("LoadModel service failed") finally: self.tearDown() def test_text(self): """ This method tests if the embeddings are generated successfully """ try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.LoadModel(backend_pb2.ModelOptions(Model="facebook/opt-125m")) self.assertTrue(response.success) req = backend_pb2.PredictOptions(Prompt="The capital of France is") resp = stub.Predict(req) self.assertIsNotNone(resp.message) except Exception as err: print(err) self.fail("text service failed") finally: self.tearDown()