Fix fast_inference crash on ABI-broken vLLM: probe compiled extensions, not just import vllm (#6621)
* Fix fast_inference crash on ABI-broken vLLM: force-load compiled extensions in the broken-vLLM probe * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Broaden broken-vLLM probe: catch non-libcudart .so failures and _moe_C_stable_libtorch * Revert stray reformat of the PDL fix log line * Trim verbose comments in the broken-vLLM probe * Drop non-existent vllm._moe_C_stable_libtorch from the broken-vLLM probe * Shorten comments in broken vLLM extension detection Condense the docstrings and inline comments for the lazy-loaded vLLM probe and the new regression test while keeping the rationale. Comments only, no code changes (verified with an AST signature check and the existing tests). --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Daniel Han <danielhanchen@gmail.com>
This commit is contained in:
parent
1fcd69e662
commit
c8bcacc3fe
3 changed files with 197 additions and 15 deletions
166
tests/test_vllm_broken_detection.py
Normal file
166
tests/test_vllm_broken_detection.py
Normal file
|
|
@ -0,0 +1,166 @@
|
||||||
|
# Unsloth - 2x faster, 60% less VRAM LLM training and finetuning
|
||||||
|
# Copyright 2023-present Daniel Han-Chen, Michael Han-Chen & the Unsloth team. All rights reserved.
|
||||||
|
#
|
||||||
|
# This program is free software: you can redistribute it and/or modify
|
||||||
|
# it under the terms of the GNU Lesser General Public License as published by
|
||||||
|
# the Free Software Foundation, either version 3 of the License, or
|
||||||
|
# (at your option) any later version.
|
||||||
|
#
|
||||||
|
# This program is distributed in the hope that it will be useful,
|
||||||
|
# but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||||
|
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||||
|
# GNU Lesser General Public License for more details.
|
||||||
|
|
||||||
|
"""Regression test for #6590: modern vLLM lazy-loads its compiled extensions, so
|
||||||
|
a bare ``import vllm`` succeeds even when ``vllm._C`` (or a sibling) is ABI-broken
|
||||||
|
and ``disable_broken_vllm`` missed it. GPU-free, via a synthetic vLLM."""
|
||||||
|
|
||||||
|
from __future__ import annotations
|
||||||
|
|
||||||
|
import contextlib
|
||||||
|
import importlib.abc
|
||||||
|
import importlib.machinery
|
||||||
|
import importlib.util
|
||||||
|
import sys
|
||||||
|
import types
|
||||||
|
|
||||||
|
import pytest
|
||||||
|
|
||||||
|
|
||||||
|
_LIBCUDART_ERROR = "libcudart.so.13: cannot open shared object file: No such file or directory"
|
||||||
|
|
||||||
|
|
||||||
|
class _ExtensionLoader(importlib.abc.Loader):
|
||||||
|
"""A compiled extension that loads cleanly or fails on dlopen."""
|
||||||
|
|
||||||
|
def __init__(self, broken, error):
|
||||||
|
self.broken = broken
|
||||||
|
self.error = error
|
||||||
|
|
||||||
|
def create_module(self, spec):
|
||||||
|
return None
|
||||||
|
|
||||||
|
def exec_module(self, module):
|
||||||
|
if self.broken:
|
||||||
|
raise ImportError(self.error)
|
||||||
|
|
||||||
|
|
||||||
|
class _FakeVllmFinder(importlib.abc.MetaPathFinder):
|
||||||
|
"""Lazy vLLM: ``import vllm`` succeeds; each ``vllm._*`` ext is healthy,
|
||||||
|
ABI-broken, or absent, as real vLLM only loads ``_C`` & friends on use."""
|
||||||
|
|
||||||
|
def __init__(self, present, broken, error):
|
||||||
|
self.present = present
|
||||||
|
self.broken = broken
|
||||||
|
self.error = error
|
||||||
|
|
||||||
|
def find_spec(
|
||||||
|
self,
|
||||||
|
fullname,
|
||||||
|
path = None,
|
||||||
|
target = None,
|
||||||
|
):
|
||||||
|
if fullname in self.present:
|
||||||
|
return importlib.machinery.ModuleSpec(
|
||||||
|
name = fullname,
|
||||||
|
loader = _ExtensionLoader(broken = fullname in self.broken, error = self.error),
|
||||||
|
is_package = False,
|
||||||
|
)
|
||||||
|
return None # absent -> ModuleNotFoundError, which the guard ignores
|
||||||
|
|
||||||
|
|
||||||
|
@contextlib.contextmanager
|
||||||
|
def _fake_vllm(
|
||||||
|
present,
|
||||||
|
broken,
|
||||||
|
error = _LIBCUDART_ERROR,
|
||||||
|
):
|
||||||
|
"""Install a synthetic lazy vLLM, restoring VLLM_BROKEN, find_spec,
|
||||||
|
meta_path, and the vllm* sys.modules entries on exit."""
|
||||||
|
from unsloth import import_fixes
|
||||||
|
|
||||||
|
submodules = import_fixes._VLLM_COMPILED_EXTENSIONS
|
||||||
|
saved_meta_path = list(sys.meta_path)
|
||||||
|
saved_find_spec = importlib.util.find_spec
|
||||||
|
saved_broken = import_fixes.VLLM_BROKEN
|
||||||
|
saved_modules = {n: sys.modules.get(n) for n in ("vllm", *submodules)}
|
||||||
|
try:
|
||||||
|
import_fixes.VLLM_BROKEN = False
|
||||||
|
fake_vllm = types.ModuleType("vllm")
|
||||||
|
fake_vllm.__path__ = []
|
||||||
|
fake_vllm.__spec__ = importlib.machinery.ModuleSpec("vllm", loader = None, is_package = True)
|
||||||
|
sys.modules["vllm"] = fake_vllm
|
||||||
|
for name in submodules:
|
||||||
|
sys.modules.pop(name, None)
|
||||||
|
sys.meta_path.insert(0, _FakeVllmFinder(present, broken, error))
|
||||||
|
yield import_fixes
|
||||||
|
finally:
|
||||||
|
import_fixes.VLLM_BROKEN = saved_broken
|
||||||
|
sys.meta_path[:] = saved_meta_path
|
||||||
|
importlib.util.find_spec = saved_find_spec
|
||||||
|
for name, module in saved_modules.items():
|
||||||
|
if module is None:
|
||||||
|
sys.modules.pop(name, None)
|
||||||
|
else:
|
||||||
|
sys.modules[name] = module
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.parametrize(
|
||||||
|
"broken_ext",
|
||||||
|
["vllm._C", "vllm._C_stable_libtorch"],
|
||||||
|
ids = ["core_C", "sibling_C_stable_libtorch"],
|
||||||
|
)
|
||||||
|
def test_disable_broken_vllm_detects_lazy_loaded_broken_extension(broken_ext):
|
||||||
|
# A CUDA-major mismatch breaks every ext; whichever one loads first must trip detection.
|
||||||
|
present = {"vllm._C", "vllm._C_stable_libtorch"}
|
||||||
|
with _fake_vllm(present = present, broken = {broken_ext}) as import_fixes:
|
||||||
|
detected = import_fixes.disable_broken_vllm()
|
||||||
|
|
||||||
|
assert detected is True, (
|
||||||
|
f"disable_broken_vllm missed an ABI-broken {broken_ext} behind a "
|
||||||
|
"lazily-importable vllm package — issue #6590 would resurface."
|
||||||
|
)
|
||||||
|
assert import_fixes.VLLM_BROKEN is True
|
||||||
|
# Once disabled, vLLM must look absent so callers fall back cleanly.
|
||||||
|
assert importlib.util.find_spec("vllm") is None
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.parametrize(
|
||||||
|
"error",
|
||||||
|
[
|
||||||
|
"libnccl.so.2: cannot open shared object file: No such file or directory",
|
||||||
|
"libcuda.so.1: cannot open shared object file: No such file or directory",
|
||||||
|
],
|
||||||
|
ids = ["libnccl", "libcuda"],
|
||||||
|
)
|
||||||
|
def test_disable_broken_vllm_detects_non_cudart_so_failure(error):
|
||||||
|
# A CUDA mismatch can surface through a non-libcudart .so (libnccl, libcuda),
|
||||||
|
# which the old libcudart/libcublas/libnvrtc allow-list let slip through.
|
||||||
|
with _fake_vllm(present = {"vllm._C"}, broken = {"vllm._C"}, error = error) as import_fixes:
|
||||||
|
detected = import_fixes.disable_broken_vllm()
|
||||||
|
|
||||||
|
assert detected is True, (
|
||||||
|
f"disable_broken_vllm missed a present-but-broken vllm._C raising "
|
||||||
|
f"{error!r} — vLLM would be left enabled and crash later."
|
||||||
|
)
|
||||||
|
assert import_fixes.VLLM_BROKEN is True
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.parametrize(
|
||||||
|
"present",
|
||||||
|
[{"vllm._C"}, {"vllm._C", "vllm._C_stable_libtorch", "vllm._moe_C"}],
|
||||||
|
ids = ["core_only", "all_present"],
|
||||||
|
)
|
||||||
|
def test_disable_broken_vllm_keeps_healthy_vllm_enabled(present):
|
||||||
|
# Healthy install: an absent sibling (ModuleNotFoundError) or an extra present
|
||||||
|
# ext that loads cleanly must NOT be mistaken for an ABI break.
|
||||||
|
with _fake_vllm(present = present, broken = set()) as import_fixes:
|
||||||
|
detected = import_fixes.disable_broken_vllm()
|
||||||
|
|
||||||
|
assert detected is False
|
||||||
|
assert import_fixes.VLLM_BROKEN is False
|
||||||
|
assert importlib.util.find_spec("vllm") is not None
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
raise SystemExit(pytest.main([__file__, "-v"]))
|
||||||
|
|
@ -36,16 +36,15 @@ from .import_fixes import (
|
||||||
fix_huggingface_hub,
|
fix_huggingface_hub,
|
||||||
)
|
)
|
||||||
|
|
||||||
# Redirect a read-only Hugging Face cache before anything below can import
|
# Redirect a read-only Hugging Face cache before anything below imports
|
||||||
# huggingface_hub / transformers / vllm (disable_broken_vllm probes
|
# huggingface_hub / transformers / vllm (disable_broken_vllm probes `import vllm`
|
||||||
# `import vllm`, check_fbgemm_gpu_version imports transformers, and
|
# and its compiled extensions, check_fbgemm_gpu_version imports transformers,
|
||||||
# fix_huggingface_hub imports huggingface_hub itself), all of which can
|
# fix_huggingface_hub imports huggingface_hub) -- any of which would freeze Hub's
|
||||||
# freeze Hub's cache constants with the un-redirected paths. unsloth_zoo
|
# cache constants with the un-redirected paths. unsloth_zoo runs the same redirect
|
||||||
# runs the same redirect at import, but that happens after these probes.
|
# at import, but only after these probes. hf_cache.py is stdlib-only, so load it
|
||||||
# hf_cache.py is stdlib-only, so load it straight from its file without
|
# straight from its file without triggering the full unsloth_zoo init this early;
|
||||||
# triggering the full unsloth_zoo package init this early; the zoo's own
|
# the zoo's later call is an idempotent no-op. Older unsloth_zoo without it is
|
||||||
# call later is an idempotent no-op. Older unsloth_zoo without hf_cache.py
|
# skipped silently.
|
||||||
# is skipped silently.
|
|
||||||
try:
|
try:
|
||||||
import importlib.util as _importlib_util
|
import importlib.util as _importlib_util
|
||||||
from pathlib import Path as _Path
|
from pathlib import Path as _Path
|
||||||
|
|
|
||||||
|
|
@ -2354,11 +2354,9 @@ def _is_broken_vllm_error(error) -> bool:
|
||||||
)
|
)
|
||||||
) or ("vllm" in message and "undefined symbol" in message):
|
) or ("vllm" in message and "undefined symbol" in message):
|
||||||
return True
|
return True
|
||||||
# Also catch CUDA shared library mismatches during vllm import
|
# Forced extension load raises the bare loader error (no "vllm._C"
|
||||||
# e.g. "libcudart.so.12: cannot open shared object file"
|
# wrapper); match any .so failure as callers feed only vLLM imports.
|
||||||
if (
|
if "cannot open shared object file" in message:
|
||||||
"libcudart" in message or "libcublas" in message or "libnvrtc" in message
|
|
||||||
) and "cannot open shared object file" in message:
|
|
||||||
return True
|
return True
|
||||||
current = getattr(current, "__cause__", None) or getattr(current, "__context__", None)
|
current = getattr(current, "__cause__", None) or getattr(current, "__context__", None)
|
||||||
return False
|
return False
|
||||||
|
|
@ -2550,6 +2548,16 @@ def _clear_vllm_modules():
|
||||||
sys.modules.pop(module_name, None)
|
sys.modules.pop(module_name, None)
|
||||||
|
|
||||||
|
|
||||||
|
# vLLM's compiled extensions. A CUDA-major ABI break hits all of them, so
|
||||||
|
# probing the eagerly-loaded _C and its siblings reliably trips it.
|
||||||
|
_VLLM_COMPILED_EXTENSIONS = (
|
||||||
|
"vllm._C",
|
||||||
|
"vllm._C_stable_libtorch",
|
||||||
|
"vllm._moe_C",
|
||||||
|
"vllm._rocm_C",
|
||||||
|
)
|
||||||
|
|
||||||
|
|
||||||
def disable_broken_vllm(error = None):
|
def disable_broken_vllm(error = None):
|
||||||
"""Disable vLLM dynamically when its shared library is ABI-broken."""
|
"""Disable vLLM dynamically when its shared library is ABI-broken."""
|
||||||
global VLLM_BROKEN
|
global VLLM_BROKEN
|
||||||
|
|
@ -2567,6 +2575,15 @@ def disable_broken_vllm(error = None):
|
||||||
|
|
||||||
try:
|
try:
|
||||||
import vllm # noqa: F401
|
import vllm # noqa: F401
|
||||||
|
|
||||||
|
# Lazy vLLM lets a bare `import vllm` succeed even when an extension
|
||||||
|
# is ABI-broken; force-load each to surface the .so failure here.
|
||||||
|
# A missing one raises ModuleNotFoundError (skipped below).
|
||||||
|
for _ext in _VLLM_COMPILED_EXTENSIONS:
|
||||||
|
try:
|
||||||
|
importlib.import_module(_ext)
|
||||||
|
except ModuleNotFoundError:
|
||||||
|
pass
|
||||||
return False
|
return False
|
||||||
except Exception as import_error:
|
except Exception as import_error:
|
||||||
failure = import_error
|
failure = import_error
|
||||||
|
|
|
||||||
Loading…
Add table
Add a link
Reference in a new issue