[PD] Optimize paged allocator free-list release (#37146)

Co-authored-by: wangwenming.41 <wangwenming.41@jd.com>
Co-authored-by: hnyls2002 <lsyincs@gmail.com>
Co-authored-by: Liangsheng Yin <hnyls2002@gmail.com>
This commit is contained in:
wangwenmingaa
2026-09-02 16:51:37 -07:00
committed by GitHub
co-authored by wangwenming.41 hnyls2002 Liangsheng Yin
parent 4bc34117f1
commit c05f8ae830
8 changed files with 118 additions and 40 deletions
@@ -53,6 +53,9 @@ class RecordingAllocator(BaseTokenToKVPoolAllocator):
def available_size(self):
return self.capacity - len(self.live)
def get_all_free_pages(self):
return self.free_pages
def clear(self):
self.next_slot = 1
self.live.clear()
@@ -244,7 +247,6 @@ def test_streaming_session_release_frees_compressed_slots():
def test_mamba_leak_diagnostic_does_not_report_reserved_slots():
pool, _, _, allocator = make_pool_and_req(capacity=69)
allocator.free_pages = torch.arange(6, 70, dtype=torch.int64)
allocator.release_pages = torch.empty(0, dtype=torch.int64)
pool.mamba_pool = SimpleNamespace(size=1)
pool.mamba_allocator = SimpleNamespace(
size=1,
@@ -22,7 +22,7 @@ def _make_checker(page_size=_PAGE_SIZE, row_width=4096, num_reqs=8, free_pages=N
alloc = SimpleNamespace(
page_size=page_size,
free_pages=free_pages,
release_pages=torch.empty(0, dtype=torch.int64),
get_all_free_pages=lambda: free_pages,
)
tc = SimpleNamespace(slots={})
_ps, _rtp, _alloc, _tc = page_size, rtp, alloc, tc
@@ -0,0 +1,70 @@
"""need_sort allocators stage released pages and merge only under allocation pressure."""
import unittest
from unittest.mock import patch
import torch
from sglang.srt.mem_cache.allocator.paged import PagedTokenToKVPoolAllocator
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")
PAGE_SIZE = 2
NUM_PAGES = 16
def _make_allocator(*, need_sort: bool) -> PagedTokenToKVPoolAllocator:
return PagedTokenToKVPoolAllocator(
size=NUM_PAGES * PAGE_SIZE,
page_size=PAGE_SIZE,
dtype=torch.float16,
device="cpu",
kvcache=None,
need_sort=need_sort,
)
def _page_ids(indices: torch.Tensor) -> torch.Tensor:
return indices[::PAGE_SIZE] // PAGE_SIZE
class TestPagedAllocatorLazyRelease(CustomTestCase):
def test_release_stages_until_free_pages_run_dry(self):
allocator = _make_allocator(need_sort=True)
allocated = allocator.alloc(24)
free_pages_before = allocator.free_pages
with patch.object(torch, "cat", wraps=torch.cat) as cat_mock:
allocator.free(allocated[:2])
allocator.free(allocated[4:6])
self.assertIs(allocator.free_pages, free_pages_before)
self.assertEqual(allocator.num_staged_pages, 2)
self.assertEqual(allocator.available_size(), 12)
cat_mock.assert_not_called()
# free_pages still covers this: no merge.
primary = allocator.alloc(8)
self.assertTrue(torch.equal(_page_ids(primary), torch.arange(13, 17)))
cat_mock.assert_not_called()
# Pressure: one merge, staged pages come back sorted.
reused = allocator.alloc(4)
self.assertTrue(torch.equal(_page_ids(reused), torch.tensor([1, 3])))
self.assertEqual(cat_mock.call_count, 1)
self.assertEqual(allocator.num_staged_pages, 0)
self.assertEqual(allocator.staged_pages, [])
def test_clear_drops_staged_pages(self):
allocator = _make_allocator(need_sort=True)
allocator.free(allocator.alloc(4))
allocator.clear()
self.assertEqual(allocator.available_size(), allocator.size)
self.assertEqual(allocator.staged_pages, [])
if __name__ == "__main__":
unittest.main()
@@ -67,11 +67,12 @@ class TestFreeSegment(unittest.TestCase):
alloc.free_segment(row[:0], start_pos=0)
self.assertEqual(len(alloc.free_pages), before)
def test_need_sort_routes_to_release_pages(self):
def test_need_sort_defers_released_pages(self):
alloc = _make_allocator(need_sort=True)
row = _make_kv_row(alloc, 2 * PAGE_SIZE)
alloc.free_segment(row, start_pos=0)
self.assertEqual(len(alloc.release_pages), 2)
self.assertEqual(len(alloc.staged_pages), 1)
self.assertEqual(alloc.num_staged_pages, 2)
def test_group_defers_until_group_end(self):
alloc = _make_allocator()
@@ -108,8 +109,8 @@ class TestFreeSegment(unittest.TestCase):
with self.assertRaises(AssertionError):
alloc.free_group_end()
def test_group_end_debug_assert_covers_release_pages(self):
# need_sort routes frees into release_pages; the duplicate check must
def test_group_end_debug_assert_covers_staged_releases(self):
# need_sort stages frees in chunks; the duplicate check must
# not go vacuous there (PD disaggregation runs with need_sort=True).
alloc = _make_allocator(need_sort=True)
alloc.debug_mode = True