mirror of
https://github.com/mudler/LocalAI.git
synced 2024-12-30 01:18:52 +00:00
e2de8a88f7
* feat: create bash library to handle install/run/test of python backends Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * chore: minor cleanup Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: remove incorrect LIMIT_TARGETS from parler-tts Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: update runUnitests to handle running tests from a custom test file Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * chore: document runUnittests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> --------- Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
90 lines
3.1 KiB
Python
Executable File
90 lines
3.1 KiB
Python
Executable File
"""
|
|
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"])
|
|
time.sleep(10)
|
|
|
|
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
|
|
"""
|
|
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="cross-encoder"))
|
|
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_rerank(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)
|
|
request = backend_pb2.RerankRequest(
|
|
query="I love you",
|
|
documents=["I hate you", "I really like you"],
|
|
top_n=2
|
|
)
|
|
response = stub.LoadModel(backend_pb2.ModelOptions(Model="cross-encoder"))
|
|
self.assertTrue(response.success)
|
|
|
|
rerank_response = stub.Rerank(request)
|
|
print(rerank_response.results[0])
|
|
self.assertIsNotNone(rerank_response.results)
|
|
self.assertEqual(len(rerank_response.results), 2)
|
|
self.assertEqual(rerank_response.results[0].text, "I really like you")
|
|
self.assertEqual(rerank_response.results[1].text, "I hate you")
|
|
except Exception as err:
|
|
print(err)
|
|
self.fail("Reranker service failed")
|
|
finally:
|
|
self.tearDown() |