[PD] Fix nvlink transport accuracy through transferring metadata with tcp (#9261)

Signed-off-by: Shangming Cai <csmthu@gmail.com>

python/sglang/srt/disaggregation/mooncake/conn.py

@@ -2,6 +2,7 @@ from __future__ import annotations
 
 import asyncio
 import concurrent.futures
+import ctypes
 import dataclasses
 import logging
 import os
@@ -138,7 +139,29 @@ class KVArgsRegisterInfo:
         )
 
 
+class AuxDataCodec:
+    """Handles serialization and deserialization of auxiliary data buffers"""
+
+    @staticmethod
+    def serialize_data_from_buffer(src_addr, data_length):
+        """Serialize data from memory buffer to bytes"""
+        buffer = (ctypes.c_byte * data_length).from_address(src_addr)
+        return bytes(buffer)
+
+    @staticmethod
+    def deserialize_data_to_buffer(kv_args, buffer_index, aux_index, data):
+        """Deserialize bytes into target memory buffer"""
+        dst_aux_ptr = kv_args.aux_data_ptrs[buffer_index]
+        item_len = kv_args.aux_item_lens[buffer_index]
+        dst_addr = dst_aux_ptr + item_len * aux_index
+        buffer = (ctypes.c_byte * len(data)).from_address(dst_addr)
+        buffer[:] = data
+        return
+
+
 class MooncakeKVManager(BaseKVManager):
+    AUX_DATA_HEADER = b"AUX_DATA"
+
     def __init__(
         self,
         args: KVArgs,
@@ -283,21 +306,10 @@ class MooncakeKVManager(BaseKVManager):
         if not transfer_blocks:
             return 0
 
-        # TODO(shangming): Fix me when nvlink_transport of Mooncake is bug-free
-        if self.enable_custom_mem_pool:
-            # batch_transfer_sync has a higher chance to trigger an accuracy drop for MNNVL, fallback to transfer_sync temporarily
-            for src_addr, dst_addr, length in transfer_blocks:
-                status = self.engine.transfer_sync(
-                    mooncake_session_id, src_addr, dst_addr, length
-                )
-                if status != 0:
-                    return status
-            return 0
-        else:
-            src_addrs, dst_addrs, lengths = zip(*transfer_blocks)
-            return self.engine.batch_transfer_sync(
-                mooncake_session_id, list(src_addrs), list(dst_addrs), list(lengths)
-            )
+        src_addrs, dst_addrs, lengths = zip(*transfer_blocks)
+        return self.engine.batch_transfer_sync(
+            mooncake_session_id, list(src_addrs), list(dst_addrs), list(lengths)
+        )
 
     def send_kvcache(
         self,
@@ -570,11 +582,14 @@ class MooncakeKVManager(BaseKVManager):
 
     def send_aux(
         self,
-        mooncake_session_id: str,
+        req: TransferInfo,
         prefill_aux_index: int,
         dst_aux_ptrs: list[int],
-        dst_aux_index: int,
     ):
+        # TODO(shangming): Fix me when nvlink_transport of Mooncake is bug-free
+        if self.enable_custom_mem_pool:
+            return self.send_aux_tcp(req, prefill_aux_index, dst_aux_ptrs)
+
         transfer_blocks = []
         prefill_aux_ptrs = self.kv_args.aux_data_ptrs
         prefill_aux_item_lens = self.kv_args.aux_item_lens
@@ -582,10 +597,59 @@ class MooncakeKVManager(BaseKVManager):
         for i, dst_aux_ptr in enumerate(dst_aux_ptrs):
             length = prefill_aux_item_lens[i]
             src_addr = prefill_aux_ptrs[i] + length * prefill_aux_index
-            dst_addr = dst_aux_ptrs[i] + length * dst_aux_index
+            dst_addr = dst_aux_ptrs[i] + length * req.dst_aux_index
             transfer_blocks.append((src_addr, dst_addr, length))
 
-        return self._transfer_data(mooncake_session_id, transfer_blocks)
+        return self._transfer_data(req.mooncake_session_id, transfer_blocks)
+
+    def send_aux_tcp(
+        self,
+        req: TransferInfo,
+        prefill_aux_index: int,
+        dst_aux_ptrs: list[int],
+    ):
+        prefill_aux_ptrs = self.kv_args.aux_data_ptrs
+        prefill_aux_item_lens = self.kv_args.aux_item_lens
+
+        for i in range(len(prefill_aux_ptrs)):
+            length = prefill_aux_item_lens[i]
+            src_addr = prefill_aux_ptrs[i] + length * prefill_aux_index
+            data = AuxDataCodec.serialize_data_from_buffer(src_addr, length)
+
+            self.send_aux_data_to_endpoint(
+                remote=req.endpoint,
+                dst_port=req.dst_port,
+                room=req.room,
+                buffer_index=i,
+                aux_index=req.dst_aux_index,
+                data=data,
+            )
+
+        return 0
+
+    def send_aux_data_to_endpoint(
+        self,
+        remote: str,
+        dst_port: int,
+        room: int,
+        buffer_index: int,
+        aux_index: int,
+        data: bytes,
+    ):
+        socket = self._connect(
+            format_tcp_address(remote, dst_port), is_ipv6=is_valid_ipv6_address(remote)
+        )
+
+        socket.send_multipart(
+            [
+                MooncakeKVManager.AUX_DATA_HEADER,
+                str(room).encode("ascii"),
+                str(buffer_index).encode("ascii"),
+                str(aux_index).encode("ascii"),
+                struct.pack(">I", len(data)),
+                data,
+            ]
+        )
 
     def sync_status_to_decode_endpoint(
         self, remote: str, dst_port: int, room: int, status: int, prefill_rank: int
@@ -699,10 +763,9 @@ class MooncakeKVManager(BaseKVManager):
                             if self.pp_group.is_last_rank:
                                 # Only the last chunk we need to send the aux data
                                 ret = self.send_aux(
-                                    req.mooncake_session_id,
+                                    req,
                                     kv_chunk.prefill_aux_index,
                                     target_rank_registration_info.dst_aux_ptrs,
-                                    req.dst_aux_index,
                                 )
                             polls.append(True if ret == 0 else False)
                             dst_ranks_infos.append(
@@ -778,15 +841,38 @@ class MooncakeKVManager(BaseKVManager):
 
         threading.Thread(target=bootstrap_thread).start()
 
+    def _handle_aux_data(self, msg: List[bytes]):
+        """Handle AUX_DATA messages received by the decode thread."""
+        room = int(msg[1].decode("ascii"))
+        buffer_index = int(msg[2].decode("ascii"))
+        aux_index = int(msg[3].decode("ascii"))
+        data_length = struct.unpack(">I", msg[4])[0]
+        data = msg[5]
+
+        if len(data) != data_length:
+            logger.error(f"AUX_DATA length mismatch for bootstrap_room {room}")
+            return
+
+        AuxDataCodec.deserialize_data_to_buffer(
+            self.kv_args, buffer_index, aux_index, data
+        )
+
+        logger.debug(
+            f"Received AUX_DATA for bootstrap_room {room} with length:{len(data)}"
+        )
+
     def start_decode_thread(self):
         self.rank_port = get_free_port()
         self._bind_server_socket()
 
         def decode_thread():
             while True:
-                (bootstrap_room, status, prefill_rank) = (
-                    self.server_socket.recv_multipart()
-                )
+                msg = self.server_socket.recv_multipart()
+                if msg[0] == MooncakeKVManager.AUX_DATA_HEADER:
+                    self._handle_aux_data(msg)
+                    continue
+
+                (bootstrap_room, status, prefill_rank) = msg
                 status = int(status.decode("ascii"))
                 bootstrap_room = int(bootstrap_room.decode("ascii"))
                 prefill_rank = int(prefill_rank.decode("ascii"))

python/sglang/srt/disaggregation/utils.py

@@ -99,7 +99,8 @@ class MetadataBuffers:
             # For ascend backend, output tokens are placed in the NPU and will be transferred by D2D channel.
             device = "npu"
         elif self.custom_mem_pool:
-            device = "cuda"
+            # TODO(shangming): Fix me (use 'cuda') when nvlink_transport of Mooncake is bug-free
+            device = "cpu"
         with (
             torch.cuda.use_mem_pool(self.custom_mem_pool)
             if self.custom_mem_pool