LocalAI/backend/python/diffusers/test.py
Ettore Di Giacinto 69a3b22fa1
chore(tests): replace runaway models for tests (#3432)
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
2024-08-30 10:04:36 +02:00

85 lines
2.7 KiB
Python

"""
A test script to test the gRPC service
"""
import unittest
import subprocess
import time
import backend_pb2
import backend_pb2_grpc
import grpc
class TestBackendServicer(unittest.TestCase):
"""
TestBackendServicer is the class that tests the gRPC service
"""
def setUp(self):
"""
This method sets up the gRPC service by starting the server
"""
self.service = subprocess.Popen(["python3", "backend.py", "--addr", "localhost:50051"])
def tearDown(self) -> None:
"""
This method tears down the gRPC service by terminating the server
"""
self.service.kill()
self.service.wait()
def test_server_startup(self):
"""
This method tests if the server starts up successfully
"""
time.sleep(10)
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
"""
time.sleep(10)
try:
self.setUp()
with grpc.insecure_channel("localhost:50051") as channel:
stub = backend_pb2_grpc.BackendStub(channel)
response = stub.LoadModel(backend_pb2.ModelOptions(Model="Lykon/dreamshaper-8"))
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(self):
"""
This method tests if the backend can generate images
"""
time.sleep(10)
try:
self.setUp()
with grpc.insecure_channel("localhost:50051") as channel:
stub = backend_pb2_grpc.BackendStub(channel)
response = stub.LoadModel(backend_pb2.ModelOptions(Model="Lykon/dreamshaper-8"))
print(response.message)
self.assertTrue(response.success)
image_req = backend_pb2.GenerateImageRequest(positive_prompt="cat", width=16,height=16, dst="test.jpg")
re = stub.GenerateImage(image_req)
self.assertTrue(re.success)
except Exception as err:
print(err)
self.fail("Image gen service failed")
finally:
self.tearDown()