[PD] Add transfer backend abstraction (#5328)

This commit is contained in:
Byron Hsu
2025-04-13 10:39:39 -07:00
committed by GitHub
parent f765579046
commit a9499885e9
12 changed files with 236 additions and 41 deletions

View File

@@ -24,10 +24,19 @@ from typing import TYPE_CHECKING, List, Optional
import torch
from sglang.srt.disaggregation.conn import KVArgs, KVManager, KVPoll, KVSender
from sglang.srt.disaggregation.base import (
BaseKVManager,
BaseKVReceiver,
BaseKVSender,
KVArgs,
KVPoll,
)
from sglang.srt.disaggregation.utils import (
DisaggregationMode,
KVClassType,
ReqToMetadataIdxAllocator,
TransferBackend,
get_kv_class,
poll_and_all_reduce,
)
from sglang.srt.managers.schedule_batch import FINISH_LENGTH, Req, ScheduleBatch
@@ -38,6 +47,7 @@ if TYPE_CHECKING:
from sglang.srt.managers.scheduler import GenerationBatchResult, Scheduler
from sglang.srt.mem_cache.memory_pool import KVCache
logger = logging.getLogger(__name__)
@@ -56,6 +66,7 @@ class PrefillBootstrapQueue:
tp_size: int,
bootstrap_port: int,
gloo_group: ProcessGroup,
transfer_backend: TransferBackend,
):
self.token_to_kv_pool = token_to_kv_pool
self.aux_dtype = aux_dtype
@@ -64,6 +75,7 @@ class PrefillBootstrapQueue:
self.req_to_metadata_buffer_idx_allocator = req_to_metadata_buffer_idx_allocator
self.tp_rank = tp_rank
self.tp_size = tp_size
self.transfer_backend = transfer_backend
self.kv_manager = self._init_kv_manager()
self.queue: List[Req] = []
self.gloo_group = gloo_group
@@ -74,7 +86,7 @@ class PrefillBootstrapQueue:
output_id_buffer = self.metadata_buffers[0]
output_id_buffer[idx] = token_id
def _init_kv_manager(self) -> KVManager:
def _init_kv_manager(self) -> BaseKVManager:
kv_args = KVArgs()
kv_args.engine_rank = self.tp_rank
kv_data_ptrs, kv_data_lens, kv_item_lens = (
@@ -96,11 +108,13 @@ class PrefillBootstrapQueue:
metadata_buffer[0].nbytes for metadata_buffer in self.metadata_buffers
]
kv_args.ib_device = "mock-ib-device"
kv_manager = KVManager(kv_args, DisaggregationMode("prefill"))
kv_manager_class = get_kv_class(self.transfer_backend, KVClassType.MANAGER)
kv_manager = kv_manager_class(kv_args, DisaggregationMode.PREFILL)
return kv_manager
def add(self, req: Req) -> None:
req.disagg_kv_sender = KVSender(
kv_sender_class = get_kv_class(self.transfer_backend, KVClassType.SENDER)
req.disagg_kv_sender = kv_sender_class(
mgr=self.kv_manager,
bootstrap_addr=f"{req.bootstrap_host}:{self.bootstrap_port}",
bootstrap_room=req.bootstrap_room,