Memory pool fix for upstream change about eagle (#4170)

python/sglang/srt/managers/cache_controller.py

@@ -22,7 +22,10 @@ from typing import List, Optional
 
 import torch
 
-from sglang.srt.mem_cache.memory_pool import MHATokenToKVPool, MHATokenToKVPoolHost
+from sglang.srt.mem_cache.memory_pool import (
+    MHATokenToKVPoolHost,
+    TokenToKVPoolAllocator,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -127,12 +130,12 @@ class HiCacheController:
 
     def __init__(
         self,
-        mem_pool_device: MHATokenToKVPool,
+        token_to_kv_pool_allocator: TokenToKVPoolAllocator,
         mem_pool_host: MHATokenToKVPoolHost,
         write_policy: str = "write_through_selective",
     ):
-
+        self.mem_pool_device_allocator = token_to_kv_pool_allocator
-        self.mem_pool_device = mem_pool_device
+        self.mem_pool_device = token_to_kv_pool_allocator.get_kvcache()
         self.mem_pool_host = mem_pool_host
         self.write_policy = write_policy
 
@@ -216,7 +219,7 @@ class HiCacheController:
         """
         Load KV caches from host memory to device memory.
         """
-        device_indices = self.mem_pool_device.alloc(len(host_indices))
+        device_indices = self.mem_pool_device_allocator.alloc(len(host_indices))
         if device_indices is None:
             return None
         self.mem_pool_host.protect_load(host_indices)
@@ -417,7 +420,7 @@ class HiCacheController:
         self, device_indices: torch.Tensor, host_indices: torch.Tensor
     ) -> int:
         if self.mem_pool_host.is_synced(host_indices):
-            self.mem_pool_device.free(device_indices)
+            self.mem_pool_device_allocator.free(device_indices)
             self.mem_pool_host.update_backup(host_indices)
             return len(device_indices)
         else:

python/sglang/srt/mem_cache/hiradix_cache.py

@@ -7,9 +7,9 @@ import torch
 
 from sglang.srt.managers.cache_controller import HiCacheController
 from sglang.srt.mem_cache.memory_pool import (
-    MHATokenToKVPool,
     MHATokenToKVPoolHost,
     ReqToTokenPool,
+    TokenToKVPoolAllocator,
 )
 from sglang.srt.mem_cache.radix_cache import RadixCache, TreeNode, _key_match
 
@@ -21,11 +21,13 @@ class HiRadixCache(RadixCache):
     def __init__(
         self,
         req_to_token_pool: ReqToTokenPool,
-        token_to_kv_pool: MHATokenToKVPool,
+        token_to_kv_pool_allocator: TokenToKVPoolAllocator,
     ):
-        self.token_to_kv_pool_host = MHATokenToKVPoolHost(token_to_kv_pool)
+        self.token_to_kv_pool_host = MHATokenToKVPoolHost(
+            token_to_kv_pool_allocator.get_kvcache()
+        )
         self.cache_controller = HiCacheController(
-            token_to_kv_pool, self.token_to_kv_pool_host
+            token_to_kv_pool_allocator, self.token_to_kv_pool_host
         )
 
         # record the nodes with ongoing write through
@@ -35,7 +37,7 @@ class HiRadixCache(RadixCache):
         # todo: dynamically adjust the threshold
         self.write_through_threshold = 1
         self.load_back_threshold = 10
-        super().__init__(req_to_token_pool, token_to_kv_pool, disable=False)
+        super().__init__(req_to_token_pool, token_to_kv_pool_allocator, disable=False)
 
     def reset(self):
         TreeNode.counter = 0
@@ -160,7 +162,7 @@ class HiRadixCache(RadixCache):
 
     def _evict_write_through_selective(self, node: TreeNode):
         # evict a node not initiated write to host
-        self.cache_controller.mem_pool_device.free(node.value)
+        self.cache_controller.mem_pool_device_allocator.free(node.value)
         num_evicted = len(node.value)
         self._delete_leaf(node)
         return num_evicted
@@ -270,28 +272,27 @@ class HiRadixCache(RadixCache):
 
         return last_node, prefix_indices
 
-    def _match_prefix_helper(
+    def _match_prefix_helper(self, node: TreeNode, key: List):
-        self, node: TreeNode, key: List, value, last_node: TreeNode
-    ):
         node.last_access_time = time.time()
-        if len(key) == 0:
+        value = []
-            return
+        while len(key) > 0 and key[0] in node.children.keys():
-
-        if key[0] in node.children.keys():
             child = node.children[key[0]]
+            child.last_access_time = time.time()
             prefix_len = _key_match(child.key, key)
             if prefix_len < len(child.key):
                 new_node = self._split_node(child.key, child, prefix_len)
                 self.inc_hit_count(new_node)
                 if not new_node.evicted:
                     value.append(new_node.value)
-                last_node[0] = new_node
+                node = new_node
+                break
             else:
                 self.inc_hit_count(child)
                 if not child.evicted:
                     value.append(child.value)
-                last_node[0] = child
+                node = child
-                self._match_prefix_helper(child, key[prefix_len:], value, last_node)
+                key = key[prefix_len:]
+        return value, node
 
     def _split_node(self, key, child: TreeNode, split_len: int):
         # child node split into new_node -> child

python/sglang/srt/mem_cache/memory_pool.py

@@ -470,7 +470,7 @@ class MHATokenToKVPoolHost:
     def __init__(
         self,
         device_pool: MHATokenToKVPool,
-        host_to_device_ratio: float = 2.0,
+        host_to_device_ratio: float = 3.0,
         pin_memory: bool = False,  # no need to use pin memory with the double buffering
         device: str = "cpu",
     ):

python/sglang/utils.py

@@ -24,14 +24,10 @@ import requests
 from IPython.display import HTML, display
 from tqdm import tqdm
 
-from sglang.srt.openai_api.protocol import ChatCompletionMessageContentPart
 from sglang.srt.utils import kill_process_tree
 
 logger = logging.getLogger(__name__)
 
-# type of content fields, can be only prompts or with images/videos
-MsgContent = Union[str, List[ChatCompletionMessageContentPart]]
-
 
 def get_exception_traceback():
     etype, value, tb = sys.exc_info()