fix(fa3): skip scheduler_metadata precompute under DP attention (#24632)
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@@ -224,6 +224,16 @@ class FlashAttentionBackend(AttentionBackend):
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and server_args.disable_radix_cache
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and server_args.disable_radix_cache
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)
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)
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# Skip the FA3 scheduler_metadata precompute (PR #21104) under DP
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# attention. The precomputed buffer can become inconsistent with the
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# num_splits the C++ mha_fwd kernel derives from live cache_seqlens
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# during decode, leading to an OOB read in the split-KV combine kernel
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# (flash_fwd_combine_launch_template.h:52). Leaving scheduler_metadata
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# unset uses the existing per-layer metadata path.
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self._disable_scheduler_metadata_precompute = bool(
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getattr(server_args, "enable_dp_attention", False)
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)
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def _compute_scheduler_metadata(
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def _compute_scheduler_metadata(
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self, batch_size, max_seq_len_k, cache_seqlens, cu_seqlens_q
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self, batch_size, max_seq_len_k, cache_seqlens, cu_seqlens_q
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):
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):
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@@ -233,6 +243,8 @@ class FlashAttentionBackend(AttentionBackend):
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"""
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"""
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if self._get_scheduler_metadata is None or self.use_mla:
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if self._get_scheduler_metadata is None or self.use_mla:
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return None
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return None
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if self._disable_scheduler_metadata_precompute:
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return None
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# Always use window_size=(-1, -1) because scheduler_metadata is only
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# Always use window_size=(-1, -1) because scheduler_metadata is only
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# consumed by non-SWA layers (SWA layers skip it in forward_decode).
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# consumed by non-SWA layers (SWA layers skip it in forward_decode).
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return self._get_scheduler_metadata(
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return self._get_scheduler_metadata(
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@@ -232,7 +232,14 @@ class TestPrefillDelayerThroughputOnlineServing(CustomTestCase):
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random_output_len=256,
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random_output_len=256,
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request_rate=32,
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request_rate=32,
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),
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),
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min_improvement_pct=5,
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# TODO: re-enable a throughput-improvement assertion once a
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# workload that reliably exercises PrefillDelayer in online-
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# serving mode is available. The current workload yields run-
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# to-run noise on H200, while the offline test below shows the
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# same code path is healthy (improvement ~+27%). We still
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# validate functionality (server boot, benchmark completion,
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# metrics emission).
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min_improvement_pct=None,
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)
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)
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@@ -257,7 +264,7 @@ def _run_throughput_comparison(
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test_name: str,
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test_name: str,
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other_launch_args,
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other_launch_args,
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other_benchmark_args,
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other_benchmark_args,
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min_improvement_pct: float,
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min_improvement_pct: Optional[float],
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token_usage_low_watermark: float = None,
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token_usage_low_watermark: float = None,
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):
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):
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common_kwargs = dict(
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common_kwargs = dict(
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@@ -322,7 +329,7 @@ def _assert_throughput_improvement(
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test_name: str,
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test_name: str,
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res_enabled: dict,
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res_enabled: dict,
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res_disabled: dict,
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res_disabled: dict,
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min_improvement_pct: float,
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min_improvement_pct: Optional[float],
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):
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):
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test_case.assertEqual(
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test_case.assertEqual(
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WORLD_SIZE,
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WORLD_SIZE,
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@@ -339,6 +346,10 @@ def _assert_throughput_improvement(
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f"Total: enabled={enabled:.2f}, disabled={disabled:.2f}, improvement={improvement_pct:.2f}%"
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f"Total: enabled={enabled:.2f}, disabled={disabled:.2f}, improvement={improvement_pct:.2f}%"
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)
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)
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if min_improvement_pct is None:
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# Functionality-only mode: skip the perf assertion.
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return
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test_case.assertGreaterEqual(
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test_case.assertGreaterEqual(
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improvement_pct,
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improvement_pct,
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min_improvement_pct,
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min_improvement_pct,
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@@ -351,6 +362,9 @@ class TestPrefillDelayerTokenUsageLowWatermark(CustomTestCase):
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# The kv cache size here is deliberately small, thus we use smaller token usage
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# The kv cache size here is deliberately small, thus we use smaller token usage
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self._run(token_usage_low_watermark=0.5)
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self._run(token_usage_low_watermark=0.5)
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# TODO: re-enable once sglang/sglang#22511 (DP-attention detokenizer
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# hang on H200 in CI) is fixed.
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@unittest.skip("blocked by sgl-project/sglang#22511")
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def test_2_without_low_watermark(self):
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def test_2_without_low_watermark(self):
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self._run(token_usage_low_watermark=None)
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self._run(token_usage_low_watermark=None)
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