[PD] Add transfer backend abstraction (#5328)
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@@ -28,10 +28,19 @@ import numpy as np
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import torch
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from torch.distributed import ProcessGroup
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from sglang.srt.disaggregation.conn import KVArgs, KVManager, KVPoll, KVReceiver
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from sglang.srt.disaggregation.base import (
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BaseKVManager,
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BaseKVReceiver,
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BaseKVSender,
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KVArgs,
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KVPoll,
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)
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from sglang.srt.disaggregation.utils import (
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DisaggregationMode,
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KVClassType,
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ReqToMetadataIdxAllocator,
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TransferBackend,
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get_kv_class,
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poll_and_all_reduce,
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)
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from sglang.srt.mem_cache.base_prefix_cache import BasePrefixCache
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@@ -51,7 +60,7 @@ if TYPE_CHECKING:
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@dataclass
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class DecodeRequest:
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req: Req
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kv_receiver: KVReceiver
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kv_receiver: BaseKVReceiver
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waiting_for_input: bool = False
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metadata_buffer_index: int = -1
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@@ -75,6 +84,7 @@ class DecodePreallocQueue:
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tp_rank: int,
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tp_size: int,
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bootstrap_port: int,
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transfer_backend: TransferBackend,
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):
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self.req_to_token_pool = req_to_token_pool
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self.token_to_kv_pool_allocator = token_to_kv_pool_allocator
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@@ -94,9 +104,10 @@ class DecodePreallocQueue:
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# Queue for requests pending pre-allocation
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self.queue: List[DecodeRequest] = []
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self.transfer_backend = transfer_backend
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self.kv_manager = self._init_kv_manager()
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def _init_kv_manager(self) -> KVManager:
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def _init_kv_manager(self) -> BaseKVManager:
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kv_args = KVArgs()
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kv_args.engine_rank = self.tp_rank
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kv_data_ptrs, kv_data_lens, kv_item_lens = (
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@@ -117,13 +128,15 @@ class DecodePreallocQueue:
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metadata_buffer[0].nbytes for metadata_buffer in self.metadata_buffers
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]
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kv_args.ib_device = "mock-ib-device"
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kv_manager = KVManager(kv_args, DisaggregationMode("decode"))
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kv_manager_class = get_kv_class(self.transfer_backend, KVClassType.MANAGER)
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kv_manager = kv_manager_class(kv_args, DisaggregationMode.DECODE)
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return kv_manager
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def add(self, req: Req) -> None:
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"""Add a request to the pending queue."""
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kv_receiver = KVReceiver(
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kv_receiver_class = get_kv_class(self.transfer_backend, KVClassType.RECEIVER)
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kv_receiver = kv_receiver_class(
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mgr=self.kv_manager,
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bootstrap_addr=f"{req.bootstrap_host}:{self.bootstrap_port}",
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bootstrap_room=req.bootstrap_room,
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