[HiCache] Auto-size the host pool to fit available host memory (#40135)

This commit is contained in:
Zhiqiang Xie
2026-09-19 12:50:43 -07:00
committed by GitHub
parent 2305242f51
commit 7a6c652c77
13 changed files with 564 additions and 42 deletions
@@ -10,6 +10,8 @@ from sglang.test.test_utils import CustomTestCase, enter_override, maybe_stub_sg
maybe_stub_sgl_kernel() # must precede any import that pulls in sgl_kernel
import asyncio
import gc
import json
import re
import tempfile
@@ -277,6 +279,13 @@ class ServingChatTestCase(unittest.TestCase):
# to publish one rather than hang the values off a mock manager.
reset_context()
self.addCleanup(reset_context)
# Tests drive coroutines through get_or_create_event_loop(), which
# creates a fresh loop per call and leaves the previous one unclosed.
# Finalize those loops here, between tests: if the cyclic GC collects
# one mid-import, its ResourceWarning imports tracemalloc while the
# outer import still holds the module-lock bookkeeping, which raises
# KeyError from importlib._bootstrap on Python < 3.12.
self.addCleanup(self._close_event_loops)
publish(
ServerArgs(
model_path="dummy",
@@ -314,6 +323,17 @@ class ServingChatTestCase(unittest.TestCase):
self.fastapi_request = Mock(spec=Request)
self.fastapi_request.headers = {}
@staticmethod
def _close_event_loops():
try:
loop = asyncio.get_event_loop_policy().get_event_loop()
except RuntimeError:
loop = None
if loop is not None and not loop.is_closed():
loop.close()
asyncio.set_event_loop(None)
gc.collect()
@staticmethod
def _render_tool_results_in_call_order(messages, **kwargs):
"""Block-level tool_call_id association, like the GLM chat templates."""
@@ -0,0 +1,104 @@
import unittest
from unittest.mock import Mock, patch
import torch
from sglang.srt.arg_groups.overrides import resolution_result
from sglang.srt.mem_cache import hicache_auto_size as sizing
from sglang.srt.mem_cache.base_swa_memory_pool import BaseSWAKVPool
from sglang.srt.mem_cache.cache_init_params import CacheInitParams
from sglang.srt.mem_cache.memory_pool import MHATokenToKVPool
from sglang.srt.mem_cache.pool_host import base
from sglang.srt.mem_cache.pool_host.mha import MHATokenToKVPoolHost
from sglang.srt.mem_cache.swa_memory_pool import SWAKVPool
from sglang.srt.runtime_context import get_context, get_memory
from sglang.srt.server_args import ServerArgs
from sglang.test.ci.ci_register import register_cpu_ci
from sglang.test.test_utils import CustomTestCase
register_cpu_ci(est_time=2, suite="base-a-test-cpu")
class TestHiCacheAutoSize(CustomTestCase):
def test_hybrid_target_draft_uses_its_sidecar_slot_capacity(self):
# EAGLE3 can pair a hybrid target with a plain MHA draft. Full drafts
# follow full target slots; SWA drafts follow the smaller SWA capacity.
target = Mock(
spec=SWAKVPool,
size=128,
full_kv_pool=Mock(size=128, get_kv_size_bytes=Mock(return_value=4096)),
swa_kv_pool=Mock(size=32, get_kv_size_bytes=Mock(return_value=1024)),
)
draft_mha = Mock(
spec=MHATokenToKVPool,
size=16,
get_kv_size_bytes=Mock(return_value=(128, 128)),
)
params = CacheInitParams(
disable=False,
req_to_token_pool=None,
token_to_kv_pool_allocator=Mock(get_kvcache=Mock(return_value=target)),
page_size=2,
)
for draft, expected_sidecar_bytes in (
(draft_mha, 2048),
(Mock(spec=BaseSWAKVPool, swa_kv_pool=draft_mha), 512),
):
with self.subTest(
draft_type=type(draft).__name__, bytes=expected_sidecar_bytes
):
plan = Mock(mode="sidecar", device_pools=(draft,))
self.assertEqual(
sizing._estimate_hicache_bytes(params, plan),
4096 + 1024 + expected_sidecar_bytes,
)
def test_default_ratio_fits_host_budget_and_pools_book_it(self):
"""With only --enable-hierarchical-cache the default ratio shrinks to the
per-rank budget, pools book one snapshot, and an explicit ratio opts out."""
pool = MHATokenToKVPool(
size=128,
page_size=2,
dtype=torch.float16,
head_num=2,
head_dim=4,
layer_num=2,
device="cpu",
enable_memory_saver=False,
)
params = CacheInitParams(
disable=False,
req_to_token_pool=None,
token_to_kv_pool_allocator=Mock(get_kvcache=Mock(return_value=pool)),
page_size=2,
)
rank_budget = 10_000
# Four ranks per host (e.g. TP8 over two 4-GPU nodes) share what psutil reports.
host_free = base.HICACHE_HOST_MEMORY_RESERVE_BYTES + 4 * rank_budget
with (
get_context().override_server_args(enable_hierarchical_cache=True),
patch.object(base, "ranks_per_host", return_value=4),
patch.object(base, "available_host_memory_bytes", return_value=host_free),
sizing.auto_size_hicache(params, None, enabled=True),
):
ratio = get_memory().hicache_ratio
self.assertLess(ratio, 2.0)
host = MHATokenToKVPoolHost(
pool, ratio, 0, 2, "layer_first", pin_memory=False, device="cpu"
)
self.assertLessEqual(host.size * host.size_per_token, 0.8 * rank_budget)
with self.assertRaisesRegex(ValueError, "Not enough host memory"):
MHATokenToKVPoolHost(
pool, ratio, 0, 2, "layer_first", pin_memory=False, device="cpu"
)
self.assertIsNone(base._host_memory_budget.get())
explicit = ServerArgs(model_path="dummy", hicache_ratio=2.0)
explicit.resolve_once()
self.assertIsNone(
resolution_result(explicit, "hicache_host_memory_fraction", 0.8)
)
if __name__ == "__main__":
unittest.main()
@@ -0,0 +1,130 @@
"""Exercise container and ancestor budgets using synthetic procfs/cgroup files."""
import tempfile
import unittest
from pathlib import Path
from unittest.mock import Mock, patch
from sglang.srt.mem_cache import host_memory
from sglang.test.ci.ci_register import register_cpu_ci
register_cpu_ci(est_time=1, suite="base-a-test-cpu")
class TestHostMemory(unittest.TestCase):
def setUp(self):
self.temp = tempfile.TemporaryDirectory()
self.addCleanup(self.temp.cleanup)
self.root = Path(self.temp.name)
self.proc = self.root / "proc"
(self.proc / "self").mkdir(parents=True)
self.mount = self.root / "cgroup mount"
self.mount.mkdir()
def configure(self, membership="/task/engine", mount_root="/", v1=False):
controllers = "memory" if v1 else ""
(self.proc / "self/cgroup").write_text(f"0:{controllers}:{membership}\n")
filesystem = "cgroup" if v1 else "cgroup2"
options = "rw,memory" if v1 else "rw"
escaped = str(self.mount).replace(" ", r"\040")
(self.proc / "self/mountinfo").write_text(
f"1 0 0:1 {mount_root} {escaped} rw - {filesystem} cgroup {options}\n"
)
def memory(self, path, usage, maximum="max", high="max", v1=False):
directory = self.mount / path
directory.mkdir(parents=True, exist_ok=True)
files = (
{"memory.limit_in_bytes": maximum, "memory.usage_in_bytes": usage}
if v1
else {"memory.max": maximum, "memory.high": high, "memory.current": usage}
)
for name, value in files.items():
(directory / name).write_text(str(value))
def test_v2_parent_and_high_limits(self):
self.configure()
self.memory("task/engine", 100)
for maximum, high, usage, expected in [
(1000, "max", 300, 700),
(1000, 600, 300, 300),
("max", 600, 700, 0),
("max", "max", 300, None),
]:
with self.subTest(maximum=maximum, high=high):
self.memory("task", usage, maximum, high)
self.assertEqual(
host_memory._cgroup_memory_headroom(self.proc), expected
)
self.memory("task", 100, 1000)
self.memory("task/engine", 100, 250)
self.assertEqual(host_memory._cgroup_memory_headroom(self.proc), 150)
def test_mount_subtree_and_cgroup_namespace(self):
self.memory("engine", 100, 900)
self.memory("", 300, 1000)
for membership in ["/host/task/engine", "/engine"]:
with self.subTest(membership=membership):
self.configure(membership, mount_root="/host/task")
self.assertEqual(host_memory._cgroup_memory_headroom(self.proc), 700)
def test_v1_parent_limit_and_unlimited_sentinel(self):
self.configure(v1=True)
self.memory("task/engine", 100, 2**63 - 4096, v1=True)
self.memory("task", 400, 1000, v1=True)
self.assertEqual(host_memory._cgroup_memory_headroom(self.proc), 600)
def test_independent_engines_have_separate_allowances(self):
# Both engines see the same host RAM but have different charged usage.
for task, usage, expected in [("a", 300, 700), ("b", 600, 400)]:
with self.subTest(task=task):
self.configure(f"/{task}/engine")
self.memory(f"{task}/engine", 0)
self.memory(task, usage, 1000)
with (
patch.object(
host_memory.psutil,
"virtual_memory",
return_value=Mock(available=2000),
),
patch.object(
host_memory,
"_cgroup_memory_headroom",
return_value=host_memory._cgroup_memory_headroom(self.proc),
),
):
self.assertEqual(
host_memory.available_host_memory_bytes(), expected
)
def test_host_availability_is_also_a_bound(self):
for cgroup, expected in [(None, 100), (200, 100), (50, 50)]:
with (
self.subTest(cgroup=cgroup),
patch.object(
host_memory.psutil,
"virtual_memory",
return_value=Mock(available=100),
),
patch.object(
host_memory, "_cgroup_memory_headroom", return_value=cgroup
),
):
self.assertEqual(host_memory.available_host_memory_bytes(), expected)
def test_unmounted_memory_cgroup_fails(self):
self.configure()
(self.proc / "self/mountinfo").write_text("")
with self.assertRaisesRegex(RuntimeError, "Cannot locate"):
host_memory._cgroup_memory_headroom(self.proc)
def test_missing_usage_for_known_limit_fails(self):
self.configure()
self.memory("task/engine", 100, 1000)
(self.mount / "task/engine/memory.current").unlink()
with self.assertRaises(FileNotFoundError):
host_memory._cgroup_memory_headroom(self.proc)
if __name__ == "__main__":
unittest.main()
@@ -282,11 +282,10 @@ class TestHostMemoryBudget(CustomTestCase):
def _budget_with_ranks(self, ranks):
# Deliberate single-accessor stub: isolates the budget math from the
# topology derivation, which the ranks_per_host case below covers.
fake_mem = unittest.mock.Mock(available=self._AVAILABLE)
with (
unittest.mock.patch.object(base, "ranks_per_host", return_value=ranks),
unittest.mock.patch.object(
base.psutil, "virtual_memory", return_value=fake_mem
base, "available_host_memory_bytes", return_value=self._AVAILABLE
),
):
return base.host_memory_budget_bytes()