Cleaning codes for speculative attention mode (#10149)
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@@ -34,7 +34,7 @@ class HybridAttnBackend(AttentionBackend):
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Note:
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- decode_or_idle: Always uses decode backend
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- target_verify or draft_extend: Uses decode backend if speculative_attention_backend is "decode", otherwise prefill backend
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- target_verify or draft_extend: Uses decode backend if speculative_attention_mode is "decode", otherwise prefill backend
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- prefill: Always uses prefill backend
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"""
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if forward_mode.is_decode_or_idle():
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@@ -42,8 +42,7 @@ class HybridAttnBackend(AttentionBackend):
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elif forward_mode.is_target_verify() or forward_mode.is_draft_extend():
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return (
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self.decode_backend
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if self.model_runner.server_args.speculative_attention_backend
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== "decode"
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if self.model_runner.server_args.speculative_attention_mode == "decode"
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else self.prefill_backend
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)
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else:
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@@ -57,7 +56,7 @@ class HybridAttnBackend(AttentionBackend):
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self.decode_backend.init_cuda_graph_state(max_bs, max_num_tokens)
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if (
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self.model_runner.server_args.speculative_algorithm is not None
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and self.model_runner.server_args.speculative_attention_backend == "prefill"
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and self.model_runner.server_args.speculative_attention_mode == "prefill"
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):
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# When speculative decoding is enabled, we need to initialize the backend
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# that will be used for target_verify.
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@@ -98,7 +98,7 @@ GLOBAL_SERVER_ARGS_KEYS = [
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"sampling_backend",
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"speculative_accept_threshold_single",
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"speculative_accept_threshold_acc",
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"speculative_attention_backend",
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"speculative_attention_mode",
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"torchao_config",
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"triton_attention_reduce_in_fp32",
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"num_reserved_decode_tokens",
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@@ -1050,7 +1050,7 @@ class DeepseekV2AttentionMLA(nn.Module):
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or forward_batch.forward_mode.is_draft_extend()
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):
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# Use the specified backend for speculative operations (both verify and draft extend)
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if global_server_args_dict["speculative_attention_backend"] == "decode":
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if global_server_args_dict["speculative_attention_mode"] == "decode":
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attention_backend = global_server_args_dict["decode_attention_backend"]
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else: # default to prefill
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attention_backend = global_server_args_dict["prefill_attention_backend"]
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@@ -262,7 +262,7 @@ class ServerArgs:
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speculative_accept_threshold_single: float = 1.0
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speculative_accept_threshold_acc: float = 1.0
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speculative_token_map: Optional[str] = None
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speculative_attention_backend: str = "prefill"
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speculative_attention_mode: str = "prefill"
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# Expert parallelism
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ep_size: int = 1
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@@ -1563,11 +1563,11 @@ class ServerArgs:
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default=ServerArgs.speculative_token_map,
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)
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parser.add_argument(
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"--speculative-attention-backend",
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"--speculative-attention-mode",
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type=str,
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choices=["prefill", "decode"],
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help="Attention backend to use for speculative decoding operations (both target verify and draft extend). 'prefill' (default) or 'decode'.",
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default=ServerArgs.speculative_attention_backend,
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help="Attention backend for speculative decoding operations (both target verify and draft extend). Can be one of 'prefill' (default) or 'decode'.",
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default=ServerArgs.speculative_attention_mode,
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)
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# Expert parallelism
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@@ -191,7 +191,7 @@ class EAGLEWorker(TpModelWorker):
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# Initialize decode attention backend
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self.draft_attn_backend = self._create_decode_backend()
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# Initialize draft extend attention backend (respects speculative_attention_backend setting)
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# Initialize draft extend attention backend (respects speculative_attention_mode setting)
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self.draft_extend_attn_backend = self._create_draft_extend_backend()
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self.draft_model_runner.draft_attn_backend = self.draft_attn_backend
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@@ -236,7 +236,7 @@ class EAGLEWorker(TpModelWorker):
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}
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backend_name = (
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"decode_attention_backend"
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if self.server_args.speculative_attention_backend == "decode"
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if self.server_args.speculative_attention_mode == "decode"
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else "prefill_attention_backend"
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)
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return self._create_backend(
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