[CPU][UX][Perf] Enable tcmalloc by default (#37607)

Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
This commit is contained in:
Fadi Arafeh
2026-03-25 12:39:57 +00:00
committed by GitHub
parent 7ac48fd357
commit 34d317dcec
2 changed files with 94 additions and 3 deletions

View File

@@ -82,6 +82,66 @@ def is_freethreaded():
return bool(sysconfig.get_config_var("Py_GIL_DISABLED"))
def should_bundle_tcmalloc() -> bool:
import platform
return (
VLLM_TARGET_DEVICE == "cpu"
and sys.platform.startswith("linux")
and platform.machine() in ("aarch64", "x86_64")
)
def find_tcmalloc() -> Path | None:
try:
# get all shared libs the dynamic loader knows about
output = subprocess.check_output(
["ldconfig", "-p"],
text=True,
stderr=subprocess.DEVNULL,
)
except Exception:
return None
# search for libtcmalloc and libtcmalloc_minimal
for library_pattern in (
r"\blibtcmalloc_minimal\.so\.(\d+)\b",
r"\blibtcmalloc\.so\.(\d+)\b",
):
candidates: list[tuple[int, Path]] = []
for line in output.splitlines():
match = re.search(library_pattern, line)
if match is None or "=>" not in line:
continue
candidate = Path(line.split("=>")[1].strip())
if candidate.exists():
candidates.append((int(match.group(1)), candidate))
if candidates:
# if multiple candidates are found, pick the one with the highest
# version number
return max(candidates, key=lambda item: item[0])[1]
return None
def bundle_tcmalloc(build_lib: str) -> None:
tcmalloc_library = find_tcmalloc()
if tcmalloc_library is None:
logger.warning(
"Failed to locate tcmalloc. For best performance, "
"please install tcmalloc (e.g. `sudo apt-get "
"install -y --no-install-recommends libtcmalloc-minimal4`)"
)
return
bundle_dir = os.path.join(build_lib, "vllm", "libs")
os.makedirs(bundle_dir, exist_ok=True)
bundle_path = os.path.join(bundle_dir, tcmalloc_library.name)
shutil.copy2(tcmalloc_library, bundle_path)
logger.info("Bundled tcmalloc into wheel: %s", bundle_path)
class CMakeExtension(Extension):
def __init__(self, name: str, cmake_lists_dir: str = ".", **kwa) -> None:
super().__init__(name, sources=[], py_limited_api=not is_freethreaded(), **kwa)
@@ -285,6 +345,10 @@ class cmake_build_ext(build_ext):
# First, run the standard build_ext command to compile the extensions
super().run()
# bundle tcmalloc into CPU wheels for best OOB perf
if should_bundle_tcmalloc():
bundle_tcmalloc(self.build_lib)
# copy vllm/vllm_flash_attn/**/*.py from self.build_lib to current
# directory so that they can be included in the editable build
import glob
@@ -944,6 +1008,7 @@ if _build_custom_ops():
package_data = {
"vllm": [
"py.typed",
"libs/*.so*",
"model_executor/layers/fused_moe/configs/*.json",
"model_executor/layers/quantization/utils/configs/*.json",
"entrypoints/serve/instrumentator/static/*.js",

View File

@@ -284,8 +284,9 @@ class CpuPlatform(Platform):
# Avoid inductor generates num_thread() and breaks the thread binding
os.environ["TORCHINDUCTOR_CPP_DYNAMIC_THREADS"] = "1"
# Intel OpenMP setting
ld_preload_str = os.getenv("LD_PRELOAD", "")
# Intel OpenMP setting
if "libiomp5.so" in ld_preload_str:
# The time(milliseconds) that a thread should wait after
# completing the execution of a parallel region, before sleeping.
@@ -297,10 +298,35 @@ class CpuPlatform(Platform):
os.environ["KMP_PLAIN_BARRIER_PATTERN"] = "dist,dist"
os.environ["KMP_REDUCTION_BARRIER_PATTERN"] = "dist,dist"
cpu_architecture = Platform.get_cpu_architecture()
# LD_PRELOAD libtcmalloc, bundled under vllm/libs to reduce
# memory allocation overhead
if (
platform.system() == "Linux"
and Platform.get_cpu_architecture()
in (CpuArchEnum.ARM, CpuArchEnum.POWERPC)
and cpu_architecture in (CpuArchEnum.ARM, CpuArchEnum.X86)
and "libtcmalloc" not in ld_preload_str
):
vllm_pkg = os.path.dirname(os.path.dirname(__file__))
tcmalloc_so = None
for pattern in ("libtcmalloc_minimal*.so*", "libtcmalloc.so*"):
tcmalloc_so_candidates = glob.glob(
os.path.join(vllm_pkg, "libs", pattern)
)
if tcmalloc_so_candidates:
tcmalloc_so = tcmalloc_so_candidates[0]
break
if tcmalloc_so is not None:
if ld_preload_str:
ld_preload_str = f"{tcmalloc_so}:{ld_preload_str}"
else:
ld_preload_str = tcmalloc_so
os.environ["LD_PRELOAD"] = ld_preload_str
if (
platform.system() == "Linux"
and cpu_architecture in (CpuArchEnum.ARM, CpuArchEnum.POWERPC)
and not ("libomp" in ld_preload_str or "libgomp" in ld_preload_str)
):
# We need to LD_PRELOAD PyTorch's libgomp, otherwise only