diff --git a/python/sglang/srt/hardware_backend/mlx/kv_cache/auxiliary_state.py b/python/sglang/srt/hardware_backend/mlx/kv_cache/auxiliary_state.py
index f75d8832c..9a45f49f2 100644
--- a/python/sglang/srt/hardware_backend/mlx/kv_cache/auxiliary_state.py
+++ b/python/sglang/srt/hardware_backend/mlx/kv_cache/auxiliary_state.py
@@ -17,10 +17,10 @@ import torch
 
 from sglang.srt.mem_cache.base_prefix_cache import EvictParams, InsertResult
 from sglang.srt.mem_cache.memory_pool import ReqToTokenPool
-from sglang.srt.mem_cache.unified_cache.components.mamba_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import TreeComponent
+from sglang.srt.mem_cache.unified_cache.components.mamba import (
     MambaComponent,
 )
-from sglang.srt.mem_cache.unified_cache.components.tree_component import TreeComponent
 
 _CACHE_ATTRS = ("offset", "lengths", "left_padding")
 _MISSING = object()
diff --git a/python/sglang/srt/mem_cache/cache_init_params.py b/python/sglang/srt/mem_cache/cache_init_params.py
index b3aa2a636..75c54a074 100644
--- a/python/sglang/srt/mem_cache/cache_init_params.py
+++ b/python/sglang/srt/mem_cache/cache_init_params.py
@@ -9,7 +9,7 @@ if TYPE_CHECKING:
     from sglang.srt.mem_cache.allocator import BaseTokenToKVPoolAllocator
     from sglang.srt.mem_cache.memory_pool import ReqToTokenPool
     from sglang.srt.mem_cache.unified_cache.components import ComponentType
-    from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+    from sglang.srt.mem_cache.unified_cache.components.base import (
         TreeComponent,
     )
 
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/README.md b/python/sglang/srt/mem_cache/unified_cache/components/README.md
index f7556ba44..f0b1c61b6 100644
--- a/python/sglang/srt/mem_cache/unified_cache/components/README.md
+++ b/python/sglang/srt/mem_cache/unified_cache/components/README.md
@@ -74,10 +74,10 @@ node.component_data[ComponentType.MAMBA]  # MambaComponent data
 | `../unified_cache/unified_tree_core.py` | `UnifiedTreeCore` — the tree, LRUs, and size counters; `UnifiedTreeNode`, `UnifiedLRUList` |
 | `../unified_cache/unified_tree_core_interface.py` | `UnifiedTreeCoreInterface`, `NodeId` — the tree/cache boundary contract |
 | `../unified_cache/cache_action.py` | Deferred `CacheAction`/`ComponentAction` types emitted by the tree |
-| `tree_component.py` | `TreeComponent` ABC, `ComponentType`, `ComponentData`, `get_and_increase_time_counter`, `next_component_uuid` |
-| `full_component.py` | `FullComponent` — standard full-attention KV cache component |
-| `swa_component.py` | `SWAComponent` — sliding-window attention component with tombstone/window tracking |
-| `mamba_component.py` | `MambaComponent` — Mamba/SSM state component with copy-on-write |
+| `base.py` | `TreeComponent` ABC, `ComponentType`, `ComponentData`, `get_and_increase_time_counter`, `next_component_uuid` |
+| `full.py` | `FullComponent` — standard full-attention KV cache component |
+| `swa.py` | `SWAComponent` — sliding-window attention component with tombstone/window tracking |
+| `mamba.py` | `MambaComponent` — Mamba/SSM state component with copy-on-write |
 | `../hybrid_cache/hybrid_cache_controller.py` | `HybridCacheController` — HiCache multi-pool controller (L1 GPU → L2 CPU, optional L3 storage) |
 | `__init__.py` | Re-exports: `ComponentType`, `ComponentData`, `TreeComponent`, `FullComponent`, `SWAComponent`, `MambaComponent` |
 
@@ -276,7 +276,7 @@ Cache an in-progress request's partial KV data (chunked prefill).
 
 ## TreeComponent Hook Reference
 
-Each component implements these hooks. See `tree_component.py` for the ABC and docstrings.
+Each component implements these hooks. See `base.py` for the ABC and docstrings.
 
 ### Match Phase
 
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/__init__.py b/python/sglang/srt/mem_cache/unified_cache/components/__init__.py
index 763f515ec..147f57205 100644
--- a/python/sglang/srt/mem_cache/unified_cache/components/__init__.py
+++ b/python/sglang/srt/mem_cache/unified_cache/components/__init__.py
@@ -1,7 +1,4 @@
-from sglang.srt.mem_cache.unified_cache.components.full_component import FullComponent
-from sglang.srt.mem_cache.unified_cache.components.mamba_component import MambaComponent
-from sglang.srt.mem_cache.unified_cache.components.swa_component import SWAComponent
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     _NUM_COMPONENT_TYPES,
     BASE_COMPONENT_TYPE,
     CacheTransferPhase,
@@ -17,6 +14,9 @@ from sglang.srt.mem_cache.unified_cache.components.tree_component import (
     get_and_increase_time_counter,
     next_component_uuid,
 )
+from sglang.srt.mem_cache.unified_cache.components.full import FullComponent
+from sglang.srt.mem_cache.unified_cache.components.mamba import MambaComponent
+from sglang.srt.mem_cache.unified_cache.components.swa import SWAComponent
 
 __all__ = [
     "BASE_COMPONENT_TYPE",
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/tree_component.py b/python/sglang/srt/mem_cache/unified_cache/components/base.py
similarity index 100%
rename from python/sglang/srt/mem_cache/unified_cache/components/tree_component.py
rename to python/sglang/srt/mem_cache/unified_cache/components/base.py
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/full_component.py b/python/sglang/srt/mem_cache/unified_cache/components/full.py
similarity index 99%
rename from python/sglang/srt/mem_cache/unified_cache/components/full_component.py
rename to python/sglang/srt/mem_cache/unified_cache/components/full.py
index f38dd925e..640bceccb 100644
--- a/python/sglang/srt/mem_cache/unified_cache/components/full_component.py
+++ b/python/sglang/srt/mem_cache/unified_cache/components/full.py
@@ -19,7 +19,7 @@ from sglang.srt.mem_cache.hicache_storage import (
     PoolTransferResult,
 )
 from sglang.srt.mem_cache.unified_cache.cache_action import FreeComponentDeviceSlot
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     CacheTransferPhase,
     ComponentType,
     EvictLayer,
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/mamba_component.py b/python/sglang/srt/mem_cache/unified_cache/components/mamba.py
similarity index 99%
rename from python/sglang/srt/mem_cache/unified_cache/components/mamba_component.py
rename to python/sglang/srt/mem_cache/unified_cache/components/mamba.py
index d5d846760..70d7683de 100644
--- a/python/sglang/srt/mem_cache/unified_cache/components/mamba_component.py
+++ b/python/sglang/srt/mem_cache/unified_cache/components/mamba.py
@@ -25,7 +25,7 @@ from sglang.srt.mem_cache.unified_cache.cache_action import (
     FreeComponentHostSlot,
     MambaEvictExcessPathStates,
 )
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     CacheTransferPhase,
     ComponentType,
     EvictLayer,
diff --git a/python/sglang/srt/mem_cache/unified_cache/components/swa_component.py b/python/sglang/srt/mem_cache/unified_cache/components/swa.py
similarity index 99%
rename from python/sglang/srt/mem_cache/unified_cache/components/swa_component.py
rename to python/sglang/srt/mem_cache/unified_cache/components/swa.py
index 49f306458..31f92dd19 100644
--- a/python/sglang/srt/mem_cache/unified_cache/components/swa_component.py
+++ b/python/sglang/srt/mem_cache/unified_cache/components/swa.py
@@ -30,7 +30,7 @@ from sglang.srt.mem_cache.unified_cache.cache_action import (
     RecoverSWAWithLockedFull,
     SWARebuild,
 )
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     BASE_COMPONENT_TYPE,
     CacheTransferPhase,
     ComponentType,
diff --git a/python/sglang/srt/mem_cache/unified_cache/session_ref_tracker.py b/python/sglang/srt/mem_cache/unified_cache/session_ref_tracker.py
index 07cc37248..406069aeb 100644
--- a/python/sglang/srt/mem_cache/unified_cache/session_ref_tracker.py
+++ b/python/sglang/srt/mem_cache/unified_cache/session_ref_tracker.py
@@ -12,7 +12,7 @@ from typing import TYPE_CHECKING, Optional
 
 if TYPE_CHECKING:
     from sglang.srt.managers.schedule_batch import Req
-    from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+    from sglang.srt.mem_cache.unified_cache.components.base import (
         TreeComponent,
     )
     from sglang.srt.mem_cache.unified_cache.unified_tree_core import UnifiedTreeCore
diff --git a/rust/sglang-radix-tree/src/components/mod.rs b/rust/sglang-radix-tree/src/components/mod.rs
index f098aeacf..cf7154fe7 100644
--- a/rust/sglang-radix-tree/src/components/mod.rs
+++ b/rust/sglang-radix-tree/src/components/mod.rs
@@ -76,7 +76,7 @@ pub trait TreeComponent<K: ChildKeyType> {
         phase: LRURefreshPhase,
         node_id: NodeIdx_,
     ) {
-        // Python reference — tree_component.py::TreeComponent.refresh_lru:
+        // Python reference — base.py::TreeComponent.refresh_lru:
         //     def refresh_lru(
         //         self,
         //         phase: LRURefreshPhase,
@@ -104,7 +104,7 @@ pub trait TreeComponent<K: ChildKeyType> {
 
     /// Return a per-match stateful predicate deciding whether a node is a valid
     /// match boundary for this component.
-    // Python reference — tree_component.py::TreeComponent.create_match_validator:
+    // Python reference — base.py::TreeComponent.create_match_validator:
     //     @abstractmethod
     //     def create_match_validator(
     //         self, match_device_only: bool = False
@@ -211,7 +211,7 @@ pub trait TreeComponent<K: ChildKeyType> {
 
     /// Redistribute component data between `new_parent` and `child` when a node is
     /// split; `new_parent` is the newly created prefix node.
-    // Python reference — tree_component.py::TreeComponent.redistribute_on_node_split:
+    // Python reference — base.py::TreeComponent.redistribute_on_node_split:
     //     @abstractmethod
     //     def redistribute_on_node_split(
     //         self, new_parent: UnifiedTreeNode, child: UnifiedTreeNode
@@ -234,7 +234,7 @@ pub trait TreeComponent<K: ChildKeyType> {
 
     /// Free this component's KV resources on a node being evicted; returns
     /// (device_freed, host_freed) token counts.
-    // Python reference — tree_component.py::TreeComponent.evict_component:
+    // Python reference — base.py::TreeComponent.evict_component:
     //     @abstractmethod
     //     def evict_component(
     //         self,
@@ -289,7 +289,7 @@ pub trait TreeComponent<K: ChildKeyType> {
     fn evict_device_end(&self, tree_core: &mut UnifiedTreeCore<K>);
 
     /// Increment component lock refs, protecting nodes from eviction.
-    // Python reference — tree_component.py::TreeComponent.acquire_component_lock:
+    // Python reference — base.py::TreeComponent.acquire_component_lock:
     //     @abstractmethod
     //     def acquire_component_lock(
     //         self,
@@ -321,7 +321,7 @@ pub trait TreeComponent<K: ChildKeyType> {
     ) -> IncLockRefResult;
 
     /// Decrement component lock refs, un-protecting nodes.
-    // Python reference — tree_component.py::TreeComponent.release_component_lock:
+    // Python reference — base.py::TreeComponent.release_component_lock:
     //     @abstractmethod
     //     def release_component_lock(
     //         self,
@@ -374,7 +374,7 @@ pub trait TreeComponent<K: ChildKeyType> {
         prefetch_tokens: usize,
         last_hash: Option<&str>,
     ) -> Result<Option<Vec<PoolTransfer>>, TreeCoreRuntimeError> {
-        // Python reference — tree_component.py::TreeComponent.build_hicache_transfers:
+        // Python reference — base.py::TreeComponent.build_hicache_transfers:
         //     def build_hicache_transfers(
         //         self,
         //         node: UnifiedTreeNode,
@@ -412,7 +412,7 @@ pub trait TreeComponent<K: ChildKeyType> {
         insert_result: Option<&mut InsertResult>,
         pool_storage_result: Option<&PoolTransferResult>,
     ) {
-        // Python reference — tree_component.py::TreeComponent.commit_hicache_transfer:
+        // Python reference — base.py::TreeComponent.commit_hicache_transfer:
         //     def commit_hicache_transfer(
         //         self,
         //         node: UnifiedTreeNode,
diff --git a/test/registered/unit/mem_cache/test_buffer_mode_sidecar.py b/test/registered/unit/mem_cache/test_buffer_mode_sidecar.py
index f3d0ce6c4..3a9fcae76 100644
--- a/test/registered/unit/mem_cache/test_buffer_mode_sidecar.py
+++ b/test/registered/unit/mem_cache/test_buffer_mode_sidecar.py
@@ -19,7 +19,7 @@ from sglang.srt.mem_cache.hicache_storage import (
     SidecarPoolSpec,
 )
 from sglang.srt.mem_cache.radix_cache import RadixKey
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     ComponentType,
 )
 from sglang.srt.mem_cache.unified_cache.unified_tree_core_interface import (
diff --git a/test/registered/unit/mem_cache/test_mamba_donated_alloc_ratio.py b/test/registered/unit/mem_cache/test_mamba_donated_alloc_ratio.py
index 0c0a85ef0..b684d867f 100644
--- a/test/registered/unit/mem_cache/test_mamba_donated_alloc_ratio.py
+++ b/test/registered/unit/mem_cache/test_mamba_donated_alloc_ratio.py
@@ -20,8 +20,8 @@ from sglang.srt.mem_cache.base_prefix_cache import (
     EvictParams,
     IncLockRefResult,
 )
-from sglang.srt.mem_cache.unified_cache.components.mamba_component import MambaComponent
-from sglang.srt.mem_cache.unified_cache.components.tree_component import ComponentType
+from sglang.srt.mem_cache.unified_cache.components.base import ComponentType
+from sglang.srt.mem_cache.unified_cache.components.mamba import MambaComponent
 from sglang.srt.mem_cache.unified_cache.unified_tree_core import UnifiedTreeCore
 from sglang.srt.mem_cache.unified_radix_cache import UnifiedTreeNode
 from sglang.test.ci.ci_register import register_cpu_ci
diff --git a/test/registered/unit/mem_cache/test_mamba_path_state_cap.py b/test/registered/unit/mem_cache/test_mamba_path_state_cap.py
index 50d76c69e..c22b20034 100644
--- a/test/registered/unit/mem_cache/test_mamba_path_state_cap.py
+++ b/test/registered/unit/mem_cache/test_mamba_path_state_cap.py
@@ -15,12 +15,12 @@ import torch
 from test_unified_radix_cache_unittest import CacheConfig, UnifiedRadixCacheSuite
 
 from sglang.srt.mem_cache.unified_cache.cache_action import MambaEvictExcessPathStates
-from sglang.srt.mem_cache.unified_cache.components.mamba_component import (
-    MambaComponent,
-)
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     ComponentType,
 )
+from sglang.srt.mem_cache.unified_cache.components.mamba import (
+    MambaComponent,
+)
 from sglang.srt.mem_cache.unified_cache.unified_tree_core import UnifiedTreeCore
 from sglang.srt.mem_cache.unified_radix_cache import UnifiedLRUList, UnifiedTreeNode
 from sglang.srt.server_args import ServerArgs
diff --git a/test/registered/unit/mem_cache/test_swa_locked_full_recover_unified.py b/test/registered/unit/mem_cache/test_swa_locked_full_recover_unified.py
index 0fafcb426..2be88d351 100644
--- a/test/registered/unit/mem_cache/test_swa_locked_full_recover_unified.py
+++ b/test/registered/unit/mem_cache/test_swa_locked_full_recover_unified.py
@@ -37,7 +37,7 @@ from sglang.srt.mem_cache.allocator.unified_hybrid_swa import (
 )
 from sglang.srt.mem_cache.unified_cache.cache_action import RecoverSWAWithLockedFull
 from sglang.srt.mem_cache.unified_cache.component_type import ComponentType
-from sglang.srt.mem_cache.unified_cache.components.swa_component import SWAComponent
+from sglang.srt.mem_cache.unified_cache.components.swa import SWAComponent
 from sglang.srt.mem_cache.unified_memory_pool import MHASubPoolSpec, UnifiedKVPool
 from sglang.test.ci.ci_register import register_cpu_ci
 
diff --git a/test/registered/unit/mem_cache/test_tree_core_registry.py b/test/registered/unit/mem_cache/test_tree_core_registry.py
index 983868e36..11c8b9d59 100644
--- a/test/registered/unit/mem_cache/test_tree_core_registry.py
+++ b/test/registered/unit/mem_cache/test_tree_core_registry.py
@@ -9,7 +9,7 @@ from sglang.srt.environ import envs
 from sglang.srt.mem_cache.cache_init_params import CacheInitParams
 from sglang.srt.mem_cache.memory_pool import ReqToTokenPool
 from sglang.srt.mem_cache.unified_cache.component_type import ComponentType
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     EvictLayer,
     TreeComponent,
 )
diff --git a/test/registered/unit/mem_cache/test_unified_cache_linker.py b/test/registered/unit/mem_cache/test_unified_cache_linker.py
index 89c671a6c..fe6ba8ce9 100644
--- a/test/registered/unit/mem_cache/test_unified_cache_linker.py
+++ b/test/registered/unit/mem_cache/test_unified_cache_linker.py
@@ -36,12 +36,12 @@ from sglang.srt.mem_cache.unified_cache.cache_action import (
     ReplaceWriteThroughOnNodeSplit,
 )
 from sglang.srt.mem_cache.unified_cache.component_type import ComponentType
-from sglang.srt.mem_cache.unified_cache.components.full_component import FullComponent
-from sglang.srt.mem_cache.unified_cache.components.swa_component import SWAComponent
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     ExternalLinkerLoadPhase,
     LinkerTransferPhase,
 )
+from sglang.srt.mem_cache.unified_cache.components.full import FullComponent
+from sglang.srt.mem_cache.unified_cache.components.swa import SWAComponent
 from sglang.srt.mem_cache.unified_cache.unified_cache_linker import (
     ExternalCacheHitMarker,
     UnifiedCacheLinker,
diff --git a/test/registered/unit/mem_cache/test_unified_radix_cache_bench.py b/test/registered/unit/mem_cache/test_unified_radix_cache_bench.py
index 740e0b0bb..95460dc3c 100644
--- a/test/registered/unit/mem_cache/test_unified_radix_cache_bench.py
+++ b/test/registered/unit/mem_cache/test_unified_radix_cache_bench.py
@@ -34,7 +34,7 @@ from sglang.srt.mem_cache.mamba_radix_cache import MambaRadixCache
 from sglang.srt.mem_cache.memory_pool import HybridLinearKVPool, HybridReqToTokenPool
 from sglang.srt.mem_cache.radix_cache import RadixKey
 from sglang.srt.mem_cache.swa_radix_cache import SWARadixCache
-from sglang.srt.mem_cache.unified_cache.components.tree_component import ComponentType
+from sglang.srt.mem_cache.unified_cache.components.base import ComponentType
 from sglang.srt.mem_cache.unified_radix_cache import UnifiedRadixCache
 from sglang.srt.server_args import ServerArgs, set_global_server_args_for_scheduler
 from sglang.srt.utils import get_device
diff --git a/test/registered/unit/mem_cache/test_unified_radix_cache_unittest.py b/test/registered/unit/mem_cache/test_unified_radix_cache_unittest.py
index 745074fa5..d792be685 100644
--- a/test/registered/unit/mem_cache/test_unified_radix_cache_unittest.py
+++ b/test/registered/unit/mem_cache/test_unified_radix_cache_unittest.py
@@ -65,7 +65,7 @@ from sglang.srt.mem_cache.unified_cache.cache_action import (
     ReplaceWriteThroughOnNodeSplit,
     SWARebuild,
 )
-from sglang.srt.mem_cache.unified_cache.components.tree_component import (
+from sglang.srt.mem_cache.unified_cache.components.base import (
     CacheTransferPhase,
     ComponentType,
     EvictLayer,