mirror of
https://github.com/mudler/LocalAI.git
synced 2025-05-20 18:45:00 +00:00
feat(rerankers): Add new backend, support jina rerankers API (#2121)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
parent
e16658b7ec
commit
b664edde29
25 changed files with 628 additions and 5 deletions
90
backend/python/rerankers/test_reranker.py
Executable file
90
backend/python/rerankers/test_reranker.py
Executable file
|
@ -0,0 +1,90 @@
|
|||
"""
|
||||
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", "reranker.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()
|
Loading…
Add table
Add a link
Reference in a new issue