Support bitwise weight checksum verifier (#16729)
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157
test/registered/utils/test_model_file_verifier.py
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157
test/registered/utils/test_model_file_verifier.py
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import hashlib
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import os
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import shutil
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import tempfile
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import unittest
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from contextlib import nullcontext
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from io import StringIO
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import requests
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from huggingface_hub import snapshot_download
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from sglang.srt.utils import kill_process_tree
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from sglang.srt.utils.model_file_verifier import compute_sha256, verify
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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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popen_launch_server,
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)
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register_cuda_ci(est_time=120, suite="nightly-1-gpu", nightly=True)
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MODEL_NAME = "Qwen/Qwen3-0.6B"
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# ======== Base Test Classes ========
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class _FakeModelTestCase(unittest.TestCase):
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FAKE_FILES = {
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"model.safetensors": b"fake safetensors content " * 100,
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"config.json": b'{"model_type": "llama"}',
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"tokenizer.json": b'{"version": "1.0"}',
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}
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def setUp(self):
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self.test_dir = tempfile.mkdtemp()
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for filename, content in self.FAKE_FILES.items():
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_create_test_file(self.test_dir, filename, content)
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def tearDown(self):
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shutil.rmtree(self.test_dir, ignore_errors=True)
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class _RealModelTestCase(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.original_model_path = snapshot_download(MODEL_NAME)
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def setUp(self):
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self.test_dir = tempfile.mkdtemp()
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shutil.copytree(self.original_model_path, self.test_dir, dirs_exist_ok=True)
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def tearDown(self):
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shutil.rmtree(self.test_dir, ignore_errors=True)
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# ======== Unit Tests ========
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class TestModelFileVerifier(_FakeModelTestCase):
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def test_compute_sha256(self):
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test_file = os.path.join(self.test_dir, "test.bin")
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content = b"hello world"
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with open(test_file, "wb") as f:
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f.write(content)
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result = compute_sha256(file_path=test_file)
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expected = hashlib.sha256(content).hexdigest()
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self.assertEqual(result, expected)
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# ======== HuggingFace Tests ========
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class TestModelFileVerifierHF(_RealModelTestCase):
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def test_verify_with_hf_checksums_source(self):
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verify(model_path=self.test_dir, checksums_source=MODEL_NAME)
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# ======== Real Model E2E Tests ========
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class TestModelFileVerifierWithRealModel(_RealModelTestCase):
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def _run_server_test(self, *, corrupt_weights: bool):
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corrupted_file = None
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if corrupt_weights:
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safetensors_files = [
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f for f in os.listdir(self.test_dir) if f.endswith(".safetensors")
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]
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self.assertTrue(len(safetensors_files) > 0, "No safetensors files found")
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corrupted_file = safetensors_files[0]
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_flip_bit_in_file(os.path.join(self.test_dir, corrupted_file))
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stdout_io, stderr_io = StringIO(), StringIO()
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ctx = self.assertRaises(Exception) if corrupt_weights else nullcontext()
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with ctx:
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process = popen_launch_server(
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model=self.test_dir,
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base_url=DEFAULT_URL_FOR_TEST,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=["--model-checksum", MODEL_NAME],
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return_stdout_stderr=(stdout_io, stderr_io),
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)
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if corrupt_weights:
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output = stdout_io.getvalue() + stderr_io.getvalue()
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self.assertIn(corrupted_file, output)
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self.assertIn("mismatch", output.lower())
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else:
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try:
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response = requests.post(
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f"{DEFAULT_URL_FOR_TEST}/generate",
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json={"text": "Hello", "sampling_params": {"max_new_tokens": 8}},
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)
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self.assertEqual(response.status_code, 200)
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self.assertIn("text", response.json())
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finally:
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kill_process_tree(process.pid)
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def test_server_launch_with_checksum_intact(self):
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self._run_server_test(corrupt_weights=False)
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def test_server_launch_fails_with_corrupted_weights(self):
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self._run_server_test(corrupt_weights=True)
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# ======== Test Utilities ========
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def _create_test_file(directory: str, filename: str, content: bytes) -> str:
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path = os.path.join(directory, filename)
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with open(path, "wb") as f:
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f.write(content)
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return path
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def _flip_bit_in_file(file_path: str, byte_offset: int = 100, bit_position: int = 0):
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file_size = os.path.getsize(file_path)
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assert (
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byte_offset < file_size
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), f"byte_offset {byte_offset} >= file_size {file_size}"
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with open(file_path, "r+b") as f:
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f.seek(byte_offset)
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original_byte = f.read(1)[0]
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f.seek(byte_offset)
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f.write(bytes([original_byte ^ (1 << bit_position)]))
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if __name__ == "__main__":
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unittest.main()
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