import unittest import subprocess import time import grpc import backend_pb2 import backend_pb2_grpc class TestBackendServicer(unittest.TestCase): def setUp(self): self.service = subprocess.Popen( ["python", "backend.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): try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.LoadModel(backend_pb2.ModelOptions(Model="mlx-community/Llama-3.2-1B-Instruct-4bit")) 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): try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.LoadModel(backend_pb2.ModelOptions(Model="mlx-community/Llama-3.2-1B-Instruct-4bit")) 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() def test_sampling_params(self): try: self.setUp() with grpc.insecure_channel("localhost:50051") as channel: stub = backend_pb2_grpc.BackendStub(channel) response = stub.LoadModel(backend_pb2.ModelOptions(Model="mlx-community/Llama-3.2-1B-Instruct-4bit")) self.assertTrue(response.success) req = backend_pb2.PredictOptions( Prompt="The capital of France is", TopP=0.8, Tokens=50, Temperature=0.7, TopK=40, MinP=0.05, Seed=42, ) resp = stub.Predict(req) self.assertIsNotNone(resp.message) except Exception as err: print(err) self.fail("sampling params service failed") finally: self.tearDown()