add whisper test (#22302)

This commit is contained in:
Yuhao Yang
2026-04-10 15:34:53 +08:00
committed by GitHub
parent 2ab141547d
commit f5fd5ab622
@@ -0,0 +1,108 @@
"""
Test the OpenAI-compatible /v1/audio/transcriptions endpoint with Whisper.
Usage:
python3 test_serving_transcription.py -v
"""
import io
import unittest
import requests
from sglang.srt.utils import kill_process_tree
from sglang.test.ci.ci_register import register_cuda_ci
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
CustomTestCase,
popen_launch_server,
)
register_cuda_ci(est_time=120, suite="stage-b-test-1-gpu-small")
WHISPER_MODEL = "openai/whisper-large-v3"
AUDIO_URL = "https://raw.githubusercontent.com/sgl-project/sgl-test-files/refs/heads/main/audios/Trump_WEF_2018_10s.mp3"
def download_audio_bytes(url=AUDIO_URL):
"""Download audio file and return raw bytes."""
response = requests.get(url, timeout=30)
response.raise_for_status()
return response.content
class TestServingTranscription(CustomTestCase):
"""Test Whisper transcription via /v1/audio/transcriptions endpoint."""
@classmethod
def setUpClass(cls):
cls.model = WHISPER_MODEL
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=[
"--served-model-name",
"whisper",
],
)
@classmethod
def tearDownClass(cls):
if hasattr(cls, "process") and cls.process:
kill_process_tree(cls.process.pid)
def _transcribe(self, language="en"):
"""Send a transcription request and return the JSON response."""
audio_bytes = download_audio_bytes()
response = requests.post(
self.base_url + "/v1/audio/transcriptions",
files={"file": ("audio.mp3", io.BytesIO(audio_bytes), "audio/mpeg")},
data={
"model": "whisper",
"language": language,
},
)
self.assertEqual(response.status_code, 200, response.text)
return response.json()
def test_basic_transcription(self):
"""Test that transcription returns a valid non-empty response."""
result = self._transcribe()
self.assertIn("text", result)
self.assertTrue(len(result["text"]) > 0, "Transcription should not be empty")
def test_transcription_content_quality(self):
"""Test that transcription captures key content from the audio."""
result = self._transcribe()
text = result["text"].lower()
keywords = ["privilege", "leader", "science", "art"]
matches = [kw for kw in keywords if kw in text]
self.assertGreaterEqual(
len(matches),
2,
f"Expected at least 2 of {keywords} in transcription, "
f"found {matches}. Full text: {text}",
)
def test_multiple_sequential_requests(self):
"""Test that sequential requests produce consistent results."""
results = []
for _ in range(3):
result = self._transcribe()
self.assertIn("text", result)
self.assertTrue(len(result["text"]) > 0)
results.append(result["text"])
for i in range(1, len(results)):
self.assertEqual(
results[0],
results[i],
f"Transcription {i + 1} differs from first transcription",
)
if __name__ == "__main__":
unittest.main()