add whisper test (#22302)
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"""
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Test the OpenAI-compatible /v1/audio/transcriptions endpoint with Whisper.
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Usage:
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python3 test_serving_transcription.py -v
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"""
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import io
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import unittest
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import requests
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.test_utils import (
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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popen_launch_server,
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)
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register_cuda_ci(est_time=120, suite="stage-b-test-1-gpu-small")
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WHISPER_MODEL = "openai/whisper-large-v3"
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AUDIO_URL = "https://raw.githubusercontent.com/sgl-project/sgl-test-files/refs/heads/main/audios/Trump_WEF_2018_10s.mp3"
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def download_audio_bytes(url=AUDIO_URL):
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"""Download audio file and return raw bytes."""
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response = requests.get(url, timeout=30)
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response.raise_for_status()
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return response.content
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class TestServingTranscription(CustomTestCase):
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"""Test Whisper transcription via /v1/audio/transcriptions endpoint."""
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@classmethod
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def setUpClass(cls):
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cls.model = WHISPER_MODEL
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--served-model-name",
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"whisper",
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],
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)
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@classmethod
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def tearDownClass(cls):
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if hasattr(cls, "process") and cls.process:
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kill_process_tree(cls.process.pid)
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def _transcribe(self, language="en"):
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"""Send a transcription request and return the JSON response."""
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audio_bytes = download_audio_bytes()
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response = requests.post(
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self.base_url + "/v1/audio/transcriptions",
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files={"file": ("audio.mp3", io.BytesIO(audio_bytes), "audio/mpeg")},
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data={
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"model": "whisper",
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"language": language,
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},
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)
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self.assertEqual(response.status_code, 200, response.text)
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return response.json()
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def test_basic_transcription(self):
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"""Test that transcription returns a valid non-empty response."""
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result = self._transcribe()
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self.assertIn("text", result)
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self.assertTrue(len(result["text"]) > 0, "Transcription should not be empty")
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def test_transcription_content_quality(self):
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"""Test that transcription captures key content from the audio."""
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result = self._transcribe()
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text = result["text"].lower()
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keywords = ["privilege", "leader", "science", "art"]
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matches = [kw for kw in keywords if kw in text]
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self.assertGreaterEqual(
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len(matches),
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2,
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f"Expected at least 2 of {keywords} in transcription, "
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f"found {matches}. Full text: {text}",
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)
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def test_multiple_sequential_requests(self):
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"""Test that sequential requests produce consistent results."""
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results = []
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for _ in range(3):
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result = self._transcribe()
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self.assertIn("text", result)
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self.assertTrue(len(result["text"]) > 0)
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results.append(result["text"])
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for i in range(1, len(results)):
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self.assertEqual(
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results[0],
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results[i],
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f"Transcription {i + 1} differs from first transcription",
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)
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if __name__ == "__main__":
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unittest.main()
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