feat(distributed): add get_required_kvcache_layout class method to kv connector api (#20433)

Signed-off-by: wxsm <wxsms@foxmail.com>

tests/distributed/test_kvlayout.py

@@ -0,0 +1,72 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+
+from vllm.config import (DeviceConfig, KVTransferConfig, ModelConfig,
+                         VllmConfig, set_current_vllm_config)
+from vllm.distributed.kv_transfer.kv_connector.utils import (
+    get_kv_connector_cache_layout)
+from vllm.logger import init_logger
+
+logger = init_logger("test_expert_parallel")
+
+
+def test_get_kv_connector_cache_layout_without_kv_connector():
+    vllm_config = VllmConfig(device_config=DeviceConfig("cpu"))
+    with set_current_vllm_config(vllm_config):
+        # Test with default settings
+        layout = get_kv_connector_cache_layout()
+        assert layout == "NHD"
+
+
+def test_get_kv_connector_cache_layout_with_lmcache_connector():
+    kv_transfer_config = KVTransferConfig(
+        kv_connector="LMCacheConnectorV1",
+        kv_role="kv_both",
+    )
+    vllm_config = VllmConfig(device_config=DeviceConfig("cpu"),
+                             kv_transfer_config=kv_transfer_config)
+    with set_current_vllm_config(vllm_config):
+        # Test with default settings
+        layout = get_kv_connector_cache_layout()
+        assert layout == "NHD"
+
+
+def test_get_kv_connector_cache_layout_with_nixl_connector():
+    kv_transfer_config = KVTransferConfig(
+        kv_connector="NixlConnector",
+        kv_role="kv_both",
+    )
+    model_config = ModelConfig()
+    vllm_config = VllmConfig(device_config=DeviceConfig("cpu"),
+                             model_config=model_config,
+                             kv_transfer_config=kv_transfer_config)
+    with set_current_vllm_config(vllm_config):
+        # Test with default settings
+        layout = get_kv_connector_cache_layout()
+        assert layout == "HND"
+
+
+def test_get_kv_connector_cache_layout_with_multi_connector():
+    kv_transfer_config = KVTransferConfig(kv_connector="MultiConnector",
+                                          kv_role="kv_both",
+                                          kv_connector_extra_config={
+                                              "connectors": [{
+                                                  "kv_connector":
+                                                  "SharedStorageConnector",
+                                                  "kv_role":
+                                                  "kv_both"
+                                              }, {
+                                                  "kv_connector":
+                                                  "NixlConnector",
+                                                  "kv_role":
+                                                  "kv_both"
+                                              }]
+                                          })
+    model_config = ModelConfig()
+    vllm_config = VllmConfig(device_config=DeviceConfig("cpu"),
+                             model_config=model_config,
+                             kv_transfer_config=kv_transfer_config)
+    with set_current_vllm_config(vllm_config):
+        # Test with default settings
+        layout = get_kv_connector_cache_layout()
+        assert layout == "HND"

vllm/distributed/kv_transfer/kv_connector/base.py

@@ -9,7 +9,7 @@ The class provides two primary abstract methods:
 """
 
 from abc import ABC, abstractmethod
-from typing import TYPE_CHECKING, Union
+from typing import TYPE_CHECKING, Optional, Union
 
 import torch
 
@@ -124,5 +124,19 @@ class KVConnectorBase(ABC):
 
         raise NotImplementedError
 
+    @classmethod
+    def get_required_kvcache_layout(
+            cls, vllm_config: "VllmConfig") -> Optional[str]:
+        """
+        Get the required KV cache layout for this connector.
+        Args:
+            vllm_config (VllmConfig): the vllm config.
+
+        Returns:
+            str: the required KV cache layout. e.g. HND, or NHD.
+            None if the connector does not require a specific layout.
+        """
+        return None
+
 
 KVConnectorBaseType = Union[KVConnectorBase, KVConnectorBase_V1]

vllm/distributed/kv_transfer/kv_connector/factory.py

@@ -5,6 +5,7 @@ import importlib
 from typing import TYPE_CHECKING, Callable
 
 import vllm.envs as envs
+from vllm.config import KVTransferConfig
 from vllm.distributed.kv_transfer.kv_connector.base import KVConnectorBaseType
 from vllm.distributed.kv_transfer.kv_connector.v1 import (KVConnectorBase_V1,
                                                           KVConnectorRole)
@@ -41,14 +42,27 @@ class KVConnectorFactory:
             raise ValueError("Attempting to initialize a V0 Connector, "
                              f"but found {envs.VLLM_USE_V1=}")
 
-        connector_name = config.kv_transfer_config.kv_connector
+        connector_cls = cls.get_connector_class(config.kv_transfer_config)
-        if connector_name not in cls._registry:
-            raise ValueError(f"Unsupported connector type: {connector_name}")
-
-        connector_cls = cls._registry[connector_name]()
         assert issubclass(connector_cls, KVConnectorBase)
         return connector_cls(rank, local_rank, config)
 
+    @classmethod
+    def get_connector_class(
+            cls, kv_transfer_config: "KVTransferConfig"
+    ) -> type[KVConnectorBaseType]:
+        """Get the connector class by name."""
+        connector_name = kv_transfer_config.kv_connector
+        if connector_name in cls._registry:
+            connector_cls = cls._registry[connector_name]()
+        else:
+            connector_module_path = kv_transfer_config.kv_connector_module_path
+            if connector_module_path is None:
+                raise ValueError(
+                    f"Unsupported connector type: {connector_name}")
+            connector_module = importlib.import_module(connector_module_path)
+            connector_cls = getattr(connector_module, connector_name)
+        return connector_cls
+
     @classmethod
     def create_connector_v1(
         cls,
@@ -60,19 +74,10 @@ class KVConnectorFactory:
                              f"but found {envs.VLLM_USE_V1=}")
 
         kv_transfer_config = config.kv_transfer_config
-        connector_name = kv_transfer_config.kv_connector
+        connector_cls = cls.get_connector_class(kv_transfer_config)
-        if connector_name in cls._registry:
-            connector_cls = cls._registry[connector_name]()
-        else:
-            connector_module_path = kv_transfer_config.kv_connector_module_path
-            if connector_module_path is None:
-                raise ValueError(
-                    f"Unsupported connector type: {connector_name}")
-            connector_module = importlib.import_module(connector_module_path)
-            connector_cls = getattr(connector_module, connector_name)
         assert issubclass(connector_cls, KVConnectorBase_V1)
         logger.info("Creating v1 connector with name: %s and engine_id: %s",
-                    connector_name, kv_transfer_config.engine_id)
+                    connector_cls.__name__, kv_transfer_config.engine_id)
         # NOTE(Kuntai): v1 connector is explicitly separated into two roles.
         # Scheduler connector:
         # - Co-locate with scheduler process

vllm/distributed/kv_transfer/kv_connector/utils.py

@@ -13,6 +13,8 @@ import torch
 import vllm.envs as envs
 from vllm import _custom_ops as ops
 from vllm.config import VllmConfig, get_current_vllm_config
+from vllm.distributed.kv_transfer.kv_connector.factory import (
+    KVConnectorFactory)
 from vllm.logger import init_logger
 from vllm.v1.outputs import ModelRunnerOutput
 
@@ -103,15 +105,14 @@ def get_kv_connector_cache_layout():
     # used for faster transfer.
     vllm_config = get_current_vllm_config()
     kv_config = vllm_config.kv_transfer_config
-    if kv_config is not None and vllm_config.model_config is None:
+    if kv_config is not None:
-        logger.warning_once("Unable to detect current VLLM config. " \
+        connector_cls = KVConnectorFactory.get_connector_class(kv_config)
-        "Defaulting to NHD kv cache layout.")
+        required_kvcache_layout = connector_cls.get_required_kvcache_layout(
-    elif kv_config is not None:
+            vllm_config)
-        use_mla = vllm_config.model_config.use_mla
+        if required_kvcache_layout is not None:
-        if not use_mla and kv_config.kv_connector == "NixlConnector":
+            return required_kvcache_layout
-            logger.info_once("NixlConnector detected. Setting KV cache " \
+        logger.info_once("Connectors do not specify a " \
-            "layout to HND for better xfer performance.")
+                         "kv cache layout, defaulting to NHD.")
-            return "HND"
     return "NHD"
 
 

vllm/distributed/kv_transfer/kv_connector/v1/base.py

@@ -299,3 +299,17 @@ class KVConnectorBase_V1(ABC):
             returned by the engine.
         """
         return False, None
+
+    @classmethod
+    def get_required_kvcache_layout(
+            cls, vllm_config: "VllmConfig") -> Optional[str]:
+        """
+        Get the required KV cache layout for this connector.
+        Args:
+            vllm_config (VllmConfig): the vllm config.
+
+        Returns:
+            str: the required KV cache layout. e.g. HND, or NHD.
+            None if the connector does not require a specific layout.
+        """
+        return None

vllm/distributed/kv_transfer/kv_connector/v1/multi_connector.py

@@ -202,3 +202,36 @@ class MultiConnector(KVConnectorBase_V1):
         self._requests_to_connector.pop(request.request_id, None)
 
         return async_saves > 0, kv_txfer_params
+
+    @classmethod
+    def get_required_kvcache_layout(
+            cls, vllm_config: "VllmConfig") -> Optional[str]:
+        """
+        Get the required KV cache layout for this connector.
+        Args:
+            vllm_config (VllmConfig): the vllm config.
+
+        Returns:
+            str: the required KV cache layout. e.g. HND, or NHD.
+            None if the connector does not require a specific layout.
+        """
+        ktcs = vllm_config.kv_transfer_config.kv_connector_extra_config.get(
+            "connectors")
+        assert ktcs is not None
+        layouts: set[str] = set()
+        temp_vllm_config = copy.copy(vllm_config)
+        for ktc in ktcs:
+            kv_transfer_config = KVTransferConfig(**ktc)
+            temp_vllm_config.kv_transfer_config = kv_transfer_config
+            required_kvcache_layout = KVConnectorFactory.get_connector_class(
+                kv_transfer_config).get_required_kvcache_layout(
+                    temp_vllm_config)
+            if required_kvcache_layout is not None:
+                layouts.add(required_kvcache_layout)
+
+        if len(layouts) > 1:
+            raise ValueError(f"KV cache layout mismatch: "
+                             f"found {len(layouts)} different layouts "
+                             f"({', '.join(layouts) })."
+                             f"All connectors must use the same layout.")
+        return next(iter(layouts), None)

vllm/distributed/kv_transfer/kv_connector/v1/nixl_connector.py

@@ -133,6 +133,25 @@ class NixlConnector(KVConnectorBase_V1):
             self.connector_worker = NixlConnectorWorker(
                 vllm_config, self.engine_id)
 
+    ############################################################
+    # Class Methods
+    ############################################################
+    @classmethod
+    def get_required_kvcache_layout(cls, vllm_config: VllmConfig):
+        if vllm_config.model_config is None:
+            logger.warning_once("Unable to detect current VLLM config. "
+                                "Fallback to default kv cache layout.")
+            return None
+        use_mla = vllm_config.model_config.use_mla
+        if use_mla:
+            # return None when we have mla
+            # as the layout should not matter in that case,
+            # which fallback to the default behavior.
+            return None
+        logger.info_once("NixlConnector setting KV cache "
+                         "layout to HND for better xfer performance.")
+        return "HND"
+
     ############################################################
     # Scheduler Side Methods
     ############################################################