Fail fast on undersized swa pool (#37610)

This commit is contained in:
Ke Bao
2026-09-05 13:40:37 +08:00
committed by GitHub
parent 09f542b23a
commit ae3205ba28
2 changed files with 87 additions and 10 deletions
@@ -151,6 +151,27 @@ class MemoryPoolConfigurator:
) -> MemoryPoolConfig:
return config
@staticmethod
def validate_swa_pool_size(
swa_tokens: int, sliding_window_size: Optional[int], page_size: int
) -> None:
"""Reject an SWA pool too small to ever admit a request.
Prefill charges min(extend + decode, window) + page_size of SWA headroom
per request, so a pool at or below that floor rejects every request no
matter how far it drains: the scheduler spins in the waiting queue and
the server hangs at warmup instead of failing here.
"""
if sliding_window_size is None:
return
if sliding_window_size + page_size >= swa_tokens:
raise ValueError(
f"SWA pool ({swa_tokens} tokens) cannot hold even one request: "
f"the prefill admission floor is sliding_window_size "
f"({sliding_window_size}) + page_size ({page_size}). "
f"Increase --swa-full-tokens-ratio or the total KV budget."
)
class DefaultPoolConfigurator(MemoryPoolConfigurator):
"""Configurator for standard models: MHA, MLA, DSA, FP4.
@@ -658,15 +679,8 @@ class HybridSWAPoolConfigurator(MemoryPoolConfigurator):
full_tokens = align_page_size(max_total_num_tokens)
swa_tokens = align_page_size(int(full_tokens * self._swa_full_tokens_ratio))
if (
self._sliding_window_size is not None
and self._sliding_window_size + self._page_size >= swa_tokens
):
raise ValueError(
f"SWA pool ({swa_tokens} tokens) cannot hold even one request: "
f"the prefill admission floor is sliding_window_size "
f"({self._sliding_window_size}) + page_size ({self._page_size}). "
f"Increase --swa-full-tokens-ratio or the total KV budget."
self.validate_swa_pool_size(
swa_tokens, self._sliding_window_size, self._page_size
)
logger.info(
@@ -860,6 +874,7 @@ class DSV4PoolConfigurator(MemoryPoolConfigurator):
f"local={len(self.compression_ratios)}/{len(cfg.compress_ratios)}"
)
self.swa_page_size = cfg.window_size
self.sliding_window_size = kvc.sliding_window_size
self.swa_ratio = get_schedule().swa_full_tokens_ratio
self.is_speculative = get_spec().speculative_algorithm is not None
self.online_c128_mtp_max_draft_tokens = max_speculative_num_draft_tokens() or 0
@@ -995,6 +1010,7 @@ class DSV4PoolConfigurator(MemoryPoolConfigurator):
def _compute_dsv4_sizes(self, full_token: int, page_size: int) -> _DSV4PoolSizes:
full_token = full_token // page_size * page_size
swa_tokens = int(full_token * self.swa_ratio) // page_size * page_size
self.validate_swa_pool_size(swa_tokens, self.sliding_window_size, page_size)
return _DSV4PoolSizes(
full_max_total_num_tokens=full_token,
swa_max_total_num_tokens=swa_tokens,
@@ -1007,5 +1007,66 @@ class TestDflashDraftKvBudget(CustomTestCase):
self.assertLess(_tokens(10240), _tokens(None))
class TestSWAPoolFloor(CustomTestCase):
"""An SWA pool below the prefill admission floor must fail here, not livelock
the scheduler at warmup."""
def _hybrid_swa_from_max_tokens(self, max_tokens, ratio, page_size, window):
mr = _make_model_runner(
self,
is_hybrid_swa=True,
full_attention_layer_ids=list(range(16)),
swa_attention_layer_ids=list(range(16, 32)),
swa_num_kv_heads=4,
page_size=page_size,
swa_full_tokens_ratio=ratio,
sliding_window_size=window,
)
with mock_cpu_env():
from sglang.srt.model_executor.pool_configurator import (
create_memory_pool_configurator,
)
cfg = create_memory_pool_configurator(mr)
return cfg.calculate_pool_sizes_from_max_tokens(max_tokens, page_size)
def test_hybrid_swa_rejects_single_page_pool(self):
with self.assertRaisesRegex(ValueError, "cannot hold even one request"):
self._hybrid_swa_from_max_tokens(
max_tokens=4096, ratio=0.1, page_size=256, window=128
)
def test_hybrid_swa_accepts_pool_above_floor(self):
config = self._hybrid_swa_from_max_tokens(
max_tokens=32768, ratio=0.1, page_size=256, window=128
)
self.assertEqual(config.swa_max_total_num_tokens, 3072)
def _dsv4_sizes(self, max_tokens, page_size):
"""Exercise the DSV4 size arithmetic without a full V4 model fixture:
_compute_dsv4_sizes reads only these five attributes."""
from sglang.srt.model_executor.pool_configurator import DSV4PoolConfigurator
cfg = object.__new__(DSV4PoolConfigurator)
cfg.swa_ratio = 0.1
cfg.sliding_window_size = 128
cfg.swa_page_size = 128
cfg.c4_ring_size = 8
cfg.c4_shrink_factor = 1
return cfg._compute_dsv4_sizes(max_tokens, page_size)
def test_dsv4_rejects_single_page_pool(self):
# DeepSeek-V4-Flash defaults: page_size=256, swa_full_tokens_ratio=0.1.
# int(4096 * 0.1) page-aligns down to 256 -- exactly one page, below the
# 128 + 256 floor.
with self.assertRaisesRegex(ValueError, "cannot hold even one request"):
self._dsv4_sizes(max_tokens=4096, page_size=256)
def test_dsv4_accepts_pool_above_floor(self):
sizes = self._dsv4_sizes(max_tokens=32768, page_size=256)
self.assertEqual(sizes.full_max_total_num_tokens, 32768)
self.assertEqual(sizes.swa_max_total_num_tokens, 3072)
if __name__ == "__main__":
unittest.main()