add server tests

This commit is contained in:
makaveli10
2024-02-08 14:03:39 +05:30
parent cf78d5d608
commit 4e5e086c38
+105
View File
@@ -0,0 +1,105 @@
import subprocess
import time
import json
import unittest
from unittest import mock
import numpy as np
import evaluate
from whisper_live.server import TranscriptionServer
from whisper_live.client import TranscriptionClient
from whisper.normalizers import EnglishTextNormalizer
class TestTranscriptionServerInitialization(unittest.TestCase):
def test_initialization(self):
server = TranscriptionServer()
self.assertEqual(server.max_clients, 4)
self.assertEqual(server.max_connection_time, 600)
self.assertDictEqual(server.clients, {})
self.assertDictEqual(server.websockets, {})
self.assertDictEqual(server.clients_start_time, {})
class TestGetWaitTime(unittest.TestCase):
def setUp(self):
self.server = TranscriptionServer()
self.server.clients_start_time = {
'client1': time.time() - 120,
'client2': time.time() - 300
}
self.server.max_connection_time = 600
def test_get_wait_time(self):
expected_wait_time = (600 - (time.time() - self.server.clients_start_time['client2'])) / 60
print(self.server.get_wait_time(), expected_wait_time)
self.assertAlmostEqual(self.server.get_wait_time(), expected_wait_time, places=2)
class TestServerConnection(unittest.TestCase):
def setUp(self):
self.server = TranscriptionServer()
@mock.patch('websockets.WebSocketCommonProtocol')
def test_connection(self, mock_websocket):
mock_websocket.recv.return_value = json.dumps({
'uid': 'test_client',
'language': 'en',
'task': 'transcribe',
'model': 'tiny.en'
})
self.server.recv_audio(mock_websocket, "faster_whisper")
@mock.patch('websockets.WebSocketCommonProtocol')
def test_recv_audio_exception_handling(self, mock_websocket):
mock_websocket.recv.side_effect = [json.dumps({
'uid': 'test_client',
'language': 'en',
'task': 'transcribe',
'model': 'tiny.en'
}), np.array([1, 2, 3]).tobytes()]
with self.assertLogs(level="ERROR"):
self.server.recv_audio(mock_websocket, "faster_whisper")
self.assertNotIn(mock_websocket, self.server.clients)
class TestServerInferenceAccuracy(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.server_process = subprocess.Popen(["python", "run_server.py"]) # Adjust the command as needed
time.sleep(2)
@classmethod
def tearDownClass(cls):
cls.server_process.terminate()
cls.server_process.wait()
@mock.patch('pyaudio.PyAudio')
def setUp(self, mock_pyaudio):
self.mock_pyaudio = mock_pyaudio.return_value
self.mock_stream = mock.MagicMock()
self.mock_pyaudio.open.return_value = self.mock_stream
self.metric = evaluate.load("wer")
self.normalizer = EnglishTextNormalizer()
self.client = TranscriptionClient(
"localhost", "9090", model="base.en", lang="en",
)
def test_inference(self):
gt = "And so my fellow Americans, ask not, what your country can do for you. Ask what you can do for your country!"
self.client("assets/jfk.flac")
with open("output.srt", "r") as f:
lines = f.readlines()
prediction = " ".join([l.strip() for l in lines[2::4]])
prediction_normalized = self.normalizer(prediction)
gt_normalized = self.normalizer(gt)
# calculate WER
wer = self.metric.compute(
predictions=[prediction_normalized],
references=[gt_normalized]
)
self.assertLess(wer, 0.05)