[unified-memory] PD disaggregation for every unified pool shape (#37506)

This commit is contained in:
Cheng Wan
2026-09-13 19:16:43 -07:00
committed by GitHub
parent 6388b6cfb1
commit 2ec4bbcbd4
18 changed files with 816 additions and 89 deletions
@@ -186,5 +186,210 @@ class TestMoveGateRejectsNonPdNode(CustomTestCase):
unified_memory_disagg_move_gate(scheduler)
class TestUnifiedAllocatorsPublishTheTransferContract(CustomTestCase):
"""Every unified composite allocator must OVERRIDE the two PD hooks.
`BaseTokenToKVPoolAllocator.translate_kv_indices_for_transfer` is the
IDENTITY, and `set_disagg_move_gate` exists only where a composite defines
it. Inheriting either is silent, not loud: identity puts VIRTUAL ids on the
wire (they address real bytes, so the peer gets plausible garbage), and a
missing gate lets lazy compaction relocate pages under in-flight RDMA.
An AST-level check because instantiating these composites needs a GPU.
"""
# Composites that own the full-side virtual ids and so must define the
# transfer translate themselves.
_COMPOSITES = (
"UnifiedMambaTokenToKVPoolAllocator",
"UnifiedSWATokenToKVPoolAllocator",
)
# Every composite must define the gate setter, including the tri-pool,
# which inherits the SWA translates (same full side) but has a THIRD
# member the 2-pool setter does not reach.
_GATE_COMPOSITES = _COMPOSITES + ("UnifiedMambaSWATokenToKVPoolAllocator",)
@staticmethod
def _own_methods(cls_name: str) -> Set[str]:
"""Names this class defines ITSELF, inheritance excluded.
Resolved off the class object rather than by parsing a named module:
these composites have already been moved once (out of
`multi_ended_allocator` into `allocator/unified_*`), and a hardcoded
module path turns that kind of move into a test failure that says
nothing about the contract. `__dict__` needs no GPU -- it is the class
body, not an instance.
"""
from sglang.srt.mem_cache.allocator import (
unified_hybrid_swa,
unified_mamba,
)
for mod in (unified_mamba, unified_hybrid_swa):
cls = getattr(mod, cls_name, None)
if cls is not None:
return set(vars(cls))
raise AssertionError(f"class {cls_name} not found in the unified allocators")
def test_transfer_translate_is_not_inherited_identity(self):
for name in self._COMPOSITES:
with self.subTest(composite=name):
self.assertIn(
"translate_kv_indices_for_transfer",
self._own_methods(name),
f"{name} inherits the identity transfer translate; PD would "
"ship VIRTUAL ids and corrupt KV without any error",
)
# Every sub-allocator attribute a composite can hold. The stub carries all
# of them regardless of composite, so the assertion is on what installation
# REACHES rather than on what the stub was given.
_MEMBER_ATTRS = ("full_attn_allocator", "swa_attn_allocator", "mamba_allocator")
# The members each composite's gate must reach. The tri-pool row is the one
# that matters: it inherits the setter, so an enumeration written inside
# that setter would silently leave the third member ungated.
_EXPECTED_COVERAGE = {
"UnifiedMambaTokenToKVPoolAllocator": {
"full_attn_allocator",
"mamba_allocator",
},
"UnifiedSWATokenToKVPoolAllocator": {
"full_attn_allocator",
"swa_attn_allocator",
},
"UnifiedMambaSWATokenToKVPoolAllocator": {
"full_attn_allocator",
"swa_attn_allocator",
"mamba_allocator",
},
}
def _members_reached(self, cls_name: str, slot: str) -> Set[str]:
"""Install one gate on a stub composite and report which members got it.
`object.__new__` skips `__init__` (which needs a GPU); the setter reads
only `lazy_compaction` and the member attributes.
"""
from sglang.srt.mem_cache.allocator import unified_hybrid_swa, unified_mamba
cls = getattr(unified_mamba, cls_name, None) or getattr(
unified_hybrid_swa, cls_name
)
alloc = object.__new__(cls)
alloc.lazy_compaction = True
for attr in self._MEMBER_ATTRS:
member = type("_Member", (), {})()
member.disagg_move_gate = None
member.host_transfer_move_gate = None
setattr(alloc, attr, member)
def gate() -> bool:
return True
alloc.set_disagg_move_gate(gate)
return {
attr
for attr in self._MEMBER_ATTRS
if getattr(getattr(alloc, attr), slot) is gate
}
def test_the_gate_reaches_every_member(self):
"""A gate that reaches only some members is not a weaker gate, it is no
gate: the ungated end relocates its own pages under the very transfer
the gate was installed for.
"""
for name, expected in self._EXPECTED_COVERAGE.items():
with self.subTest(composite=name):
self.assertEqual(
self._members_reached(name, "disagg_move_gate"),
expected,
f"{name}.disagg_move_gate does not cover every member",
)
def test_gate_setters_do_not_enumerate_members_themselves(self):
"""The structural half of the rule above: a setter that names its
members is one a new member silently escapes. Installation must go
through the shared helper, which drives off `_move_gate_targets`.
"""
import inspect
from sglang.srt.mem_cache.allocator import unified_hybrid_swa, unified_mamba
for name in self._EXPECTED_COVERAGE:
cls = getattr(unified_mamba, name, None) or getattr(
unified_hybrid_swa, name
)
if "set_disagg_move_gate" not in vars(cls):
continue # inherited, and the inherited one is checked above
with self.subTest(composite=name):
body = inspect.getsource(cls.set_disagg_move_gate)
self.assertIn("install_move_gate", body)
self.assertNotIn("_move_gate = ", body)
def test_swa_composite_translates_the_swa_side_separately(self):
"""The SWA sub-pool runs its OWN compaction, so a full-side physical id
does not name the SWA page holding the same virtual token. The read-path
`translate_loc_from_full_to_swa` cannot stand in either: it returns
kernel-facing ids, and the transfer addresses raw page envelopes."""
self.assertIn(
"translate_swa_indices_for_transfer",
self._own_methods("UnifiedSWATokenToKVPoolAllocator"),
)
class TestEverySwaAllocatorAnswersTheTransferTranslate(CustomTestCase):
"""Any allocator with a full->SWA read translate needs the transfer sibling.
`_swa_payload` on both PD sides calls
`translate_swa_indices_for_transfer` on whatever allocator the scheduler
holds. Most get it by inheriting `SWATokenToKVPoolAllocator`, but a
composite that merely DELEGATES the read translate (the DSV4 HiSparse
allocator derives from `BaseTokenToKVPoolAllocator`) inherits neither the
default nor an override, and PD aborts with an AttributeError the moment a
sliding-window payload is built.
Derived from the live class tree rather than a hand-kept list: a list would
pass forever the day someone adds the next delegating composite.
"""
@staticmethod
def _allocator_classes():
import importlib
import inspect
import pkgutil
import sglang.srt.mem_cache.allocator as pkg
from sglang.srt.mem_cache.allocator.base import BaseTokenToKVPoolAllocator
found = {}
for mod_info in pkgutil.iter_modules(pkg.__path__):
try:
mod = importlib.import_module(
f"sglang.srt.mem_cache.allocator.{mod_info.name}"
)
except Exception:
continue # optional backends need hardware this runner may lack
for _, cls in inspect.getmembers(mod, inspect.isclass):
if issubclass(cls, BaseTokenToKVPoolAllocator):
found[cls.__name__] = cls
return found
def test_read_translate_implies_transfer_translate(self):
classes = self._allocator_classes()
# Guard the guard: an import failure that empties this set would make
# the assertion below vacuous.
self.assertIn("SWATokenToKVPoolAllocator", classes)
for name, cls in sorted(classes.items()):
if not hasattr(cls, "translate_loc_from_full_to_swa"):
continue
with self.subTest(allocator=name):
self.assertTrue(
hasattr(cls, "translate_swa_indices_for_transfer"),
f"{name} translates full->SWA for reads but cannot answer "
"translate_swa_indices_for_transfer; PD's _swa_payload "
"calls it on whatever allocator the scheduler holds",
)
if __name__ == "__main__":
unittest.main()