Overlapped weight offload (#8034)
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@@ -85,7 +85,6 @@ class ServerArgs:
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max_prefill_tokens: int = 16384
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schedule_policy: str = "fcfs"
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schedule_conservativeness: float = 1.0
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cpu_offload_gb: int = 0
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page_size: Optional[int] = None
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hybrid_kvcache_ratio: Optional[float] = None
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swa_full_tokens_ratio: float = 0.8
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@@ -226,6 +225,13 @@ class ServerArgs:
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ds_heavy_channel_type: str = "qk"
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ds_sparse_decode_threshold: int = 4096
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# Offloading
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cpu_offload_gb: int = 0
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offload_group_size: int = -1
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offload_num_in_group: int = 1
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offload_prefetch_step: int = 1
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offload_mode: str = "cpu"
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# Optimization/debug options
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disable_radix_cache: bool = False
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cuda_graph_max_bs: Optional[int] = None
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@@ -976,12 +982,6 @@ class ServerArgs:
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default=ServerArgs.schedule_conservativeness,
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help="How conservative the schedule policy is. A larger value means more conservative scheduling. Use a larger value if you see requests being retracted frequently.",
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)
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parser.add_argument(
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"--cpu-offload-gb",
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type=int,
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default=ServerArgs.cpu_offload_gb,
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help="How many GBs of RAM to reserve for CPU offloading.",
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)
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parser.add_argument(
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"--page-size",
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type=int,
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@@ -1683,6 +1683,38 @@ class ServerArgs:
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help="The type of heavy channels in double sparsity attention",
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)
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# Offloading
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parser.add_argument(
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"--cpu-offload-gb",
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type=int,
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default=ServerArgs.cpu_offload_gb,
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help="How many GBs of RAM to reserve for CPU offloading.",
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)
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parser.add_argument(
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"--offload-group-size",
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type=int,
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default=ServerArgs.offload_group_size,
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help="Number of layers per group in offloading.",
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)
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parser.add_argument(
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"--offload-num-in-group",
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type=int,
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default=ServerArgs.offload_num_in_group,
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help="Number of layers to be offloaded within a group.",
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)
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parser.add_argument(
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"--offload-prefetch-step",
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type=int,
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default=ServerArgs.offload_prefetch_step,
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help="Steps to prefetch in offloading.",
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)
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parser.add_argument(
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"--offload-mode",
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type=str,
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default=ServerArgs.offload_mode,
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help="Mode of offloading.",
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)
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# Optimization/debug options
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parser.add_argument(
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"--disable-radix-cache",
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