Fail fast on undersized swa pool (#37610)
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@@ -151,6 +151,27 @@ class MemoryPoolConfigurator:
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) -> MemoryPoolConfig:
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return config
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@staticmethod
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def validate_swa_pool_size(
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swa_tokens: int, sliding_window_size: Optional[int], page_size: int
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) -> None:
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"""Reject an SWA pool too small to ever admit a request.
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Prefill charges min(extend + decode, window) + page_size of SWA headroom
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per request, so a pool at or below that floor rejects every request no
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matter how far it drains: the scheduler spins in the waiting queue and
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the server hangs at warmup instead of failing here.
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"""
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if sliding_window_size is None:
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return
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if sliding_window_size + page_size >= swa_tokens:
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raise ValueError(
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f"SWA pool ({swa_tokens} tokens) cannot hold even one request: "
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f"the prefill admission floor is sliding_window_size "
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f"({sliding_window_size}) + page_size ({page_size}). "
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f"Increase --swa-full-tokens-ratio or the total KV budget."
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)
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class DefaultPoolConfigurator(MemoryPoolConfigurator):
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"""Configurator for standard models: MHA, MLA, DSA, FP4.
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@@ -658,15 +679,8 @@ class HybridSWAPoolConfigurator(MemoryPoolConfigurator):
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full_tokens = align_page_size(max_total_num_tokens)
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swa_tokens = align_page_size(int(full_tokens * self._swa_full_tokens_ratio))
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if (
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self._sliding_window_size is not None
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and self._sliding_window_size + self._page_size >= swa_tokens
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):
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raise ValueError(
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f"SWA pool ({swa_tokens} tokens) cannot hold even one request: "
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f"the prefill admission floor is sliding_window_size "
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f"({self._sliding_window_size}) + page_size ({self._page_size}). "
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f"Increase --swa-full-tokens-ratio or the total KV budget."
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self.validate_swa_pool_size(
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swa_tokens, self._sliding_window_size, self._page_size
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)
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logger.info(
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@@ -860,6 +874,7 @@ class DSV4PoolConfigurator(MemoryPoolConfigurator):
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f"local={len(self.compression_ratios)}/{len(cfg.compress_ratios)}"
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)
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self.swa_page_size = cfg.window_size
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self.sliding_window_size = kvc.sliding_window_size
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self.swa_ratio = get_schedule().swa_full_tokens_ratio
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self.is_speculative = get_spec().speculative_algorithm is not None
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self.online_c128_mtp_max_draft_tokens = max_speculative_num_draft_tokens() or 0
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@@ -995,6 +1010,7 @@ class DSV4PoolConfigurator(MemoryPoolConfigurator):
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def _compute_dsv4_sizes(self, full_token: int, page_size: int) -> _DSV4PoolSizes:
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full_token = full_token // page_size * page_size
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swa_tokens = int(full_token * self.swa_ratio) // page_size * page_size
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self.validate_swa_pool_size(swa_tokens, self.sliding_window_size, page_size)
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return _DSV4PoolSizes(
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full_max_total_num_tokens=full_token,
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swa_max_total_num_tokens=swa_tokens,
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@@ -1007,5 +1007,66 @@ class TestDflashDraftKvBudget(CustomTestCase):
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self.assertLess(_tokens(10240), _tokens(None))
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class TestSWAPoolFloor(CustomTestCase):
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"""An SWA pool below the prefill admission floor must fail here, not livelock
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the scheduler at warmup."""
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def _hybrid_swa_from_max_tokens(self, max_tokens, ratio, page_size, window):
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mr = _make_model_runner(
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self,
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is_hybrid_swa=True,
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full_attention_layer_ids=list(range(16)),
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swa_attention_layer_ids=list(range(16, 32)),
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swa_num_kv_heads=4,
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page_size=page_size,
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swa_full_tokens_ratio=ratio,
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sliding_window_size=window,
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)
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with mock_cpu_env():
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from sglang.srt.model_executor.pool_configurator import (
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create_memory_pool_configurator,
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)
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cfg = create_memory_pool_configurator(mr)
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return cfg.calculate_pool_sizes_from_max_tokens(max_tokens, page_size)
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def test_hybrid_swa_rejects_single_page_pool(self):
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with self.assertRaisesRegex(ValueError, "cannot hold even one request"):
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self._hybrid_swa_from_max_tokens(
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max_tokens=4096, ratio=0.1, page_size=256, window=128
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)
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def test_hybrid_swa_accepts_pool_above_floor(self):
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config = self._hybrid_swa_from_max_tokens(
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max_tokens=32768, ratio=0.1, page_size=256, window=128
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)
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self.assertEqual(config.swa_max_total_num_tokens, 3072)
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def _dsv4_sizes(self, max_tokens, page_size):
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"""Exercise the DSV4 size arithmetic without a full V4 model fixture:
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_compute_dsv4_sizes reads only these five attributes."""
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from sglang.srt.model_executor.pool_configurator import DSV4PoolConfigurator
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cfg = object.__new__(DSV4PoolConfigurator)
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cfg.swa_ratio = 0.1
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cfg.sliding_window_size = 128
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cfg.swa_page_size = 128
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cfg.c4_ring_size = 8
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cfg.c4_shrink_factor = 1
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return cfg._compute_dsv4_sizes(max_tokens, page_size)
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def test_dsv4_rejects_single_page_pool(self):
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# DeepSeek-V4-Flash defaults: page_size=256, swa_full_tokens_ratio=0.1.
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# int(4096 * 0.1) page-aligns down to 256 -- exactly one page, below the
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# 128 + 256 floor.
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with self.assertRaisesRegex(ValueError, "cannot hold even one request"):
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self._dsv4_sizes(max_tokens=4096, page_size=256)
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def test_dsv4_accepts_pool_above_floor(self):
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sizes = self._dsv4_sizes(max_tokens=32768, page_size=256)
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self.assertEqual(sizes.full_max_total_num_tokens, 32768)
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self.assertEqual(sizes.swa_max_total_num_tokens, 3072)
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if __name__ == "__main__":
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unittest.main()
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