diff --git a/invokeai/app/services/invocation_cache/invocation_cache_memory.py b/invokeai/app/services/invocation_cache/invocation_cache_memory.py
index d56b2c3d3b..be07029f4d 100644
--- a/invokeai/app/services/invocation_cache/invocation_cache_memory.py
+++ b/invokeai/app/services/invocation_cache/invocation_cache_memory.py
@@ -8,97 +8,97 @@ from invokeai.app.services.invoker import Invoker
 
 
 class MemoryInvocationCache(InvocationCacheBase):
-    __cache: dict[Union[int, str], tuple[BaseInvocationOutput, str]]
-    __max_cache_size: int
-    __disabled: bool
-    __hits: int
-    __misses: int
-    __cache_ids: Queue
-    __invoker: Invoker
+    _cache: dict[Union[int, str], tuple[BaseInvocationOutput, str]]
+    _max_cache_size: int
+    _disabled: bool
+    _hits: int
+    _misses: int
+    _cache_ids: Queue
+    _invoker: Invoker
 
     def __init__(self, max_cache_size: int = 0) -> None:
-        self.__cache = dict()
-        self.__max_cache_size = max_cache_size
-        self.__disabled = False
-        self.__hits = 0
-        self.__misses = 0
-        self.__cache_ids = Queue()
+        self._cache = dict()
+        self._max_cache_size = max_cache_size
+        self._disabled = False
+        self._hits = 0
+        self._misses = 0
+        self._cache_ids = Queue()
 
     def start(self, invoker: Invoker) -> None:
-        self.__invoker = invoker
-        if self.__max_cache_size == 0:
+        self._invoker = invoker
+        if self._max_cache_size == 0:
             return
-        self.__invoker.services.images.on_deleted(self._delete_by_match)
-        self.__invoker.services.latents.on_deleted(self._delete_by_match)
+        self._invoker.services.images.on_deleted(self._delete_by_match)
+        self._invoker.services.latents.on_deleted(self._delete_by_match)
 
     def get(self, key: Union[int, str]) -> Optional[BaseInvocationOutput]:
-        if self.__max_cache_size == 0 or self.__disabled:
+        if self._max_cache_size == 0 or self._disabled:
             return
 
-        item = self.__cache.get(key, None)
+        item = self._cache.get(key, None)
         if item is not None:
-            self.__hits += 1
+            self._hits += 1
             return item[0]
-        self.__misses += 1
+        self._misses += 1
 
     def save(self, key: Union[int, str], invocation_output: BaseInvocationOutput) -> None:
-        if self.__max_cache_size == 0 or self.__disabled:
+        if self._max_cache_size == 0 or self._disabled:
             return
 
-        if key not in self.__cache:
-            self.__cache[key] = (invocation_output, invocation_output.json())
-            self.__cache_ids.put(key)
-            if self.__cache_ids.qsize() > self.__max_cache_size:
+        if key not in self._cache:
+            self._cache[key] = (invocation_output, invocation_output.json())
+            self._cache_ids.put(key)
+            if self._cache_ids.qsize() > self._max_cache_size:
                 try:
-                    self.__cache.pop(self.__cache_ids.get())
+                    self._cache.pop(self._cache_ids.get())
                 except KeyError:
                     # this means the cache_ids are somehow out of sync w/ the cache
                     pass
 
     def delete(self, key: Union[int, str]) -> None:
-        if self.__max_cache_size == 0:
+        if self._max_cache_size == 0:
             return
 
-        if key in self.__cache:
-            del self.__cache[key]
+        if key in self._cache:
+            del self._cache[key]
 
     def clear(self, *args, **kwargs) -> None:
-        if self.__max_cache_size == 0:
+        if self._max_cache_size == 0:
             return
 
-        self.__cache.clear()
-        self.__cache_ids = Queue()
-        self.__misses = 0
-        self.__hits = 0
+        self._cache.clear()
+        self._cache_ids = Queue()
+        self._misses = 0
+        self._hits = 0
 
     def create_key(self, invocation: BaseInvocation) -> int:
         return hash(invocation.json(exclude={"id"}))
 
     def disable(self) -> None:
-        if self.__max_cache_size == 0:
+        if self._max_cache_size == 0:
             return
-        self.__disabled = True
+        self._disabled = True
 
     def enable(self) -> None:
-        if self.__max_cache_size == 0:
+        if self._max_cache_size == 0:
             return
-        self.__disabled = False
+        self._disabled = False
 
     def get_status(self) -> InvocationCacheStatus:
         return InvocationCacheStatus(
-            hits=self.__hits,
-            misses=self.__misses,
-            enabled=not self.__disabled and self.__max_cache_size > 0,
-            size=len(self.__cache),
-            max_size=self.__max_cache_size,
+            hits=self._hits,
+            misses=self._misses,
+            enabled=not self._disabled and self._max_cache_size > 0,
+            size=len(self._cache),
+            max_size=self._max_cache_size,
         )
 
     def _delete_by_match(self, to_match: str) -> None:
-        if self.__max_cache_size == 0:
+        if self._max_cache_size == 0:
             return
 
         keys_to_delete = set()
-        for key, value_tuple in self.__cache.items():
+        for key, value_tuple in self._cache.items():
             if to_match in value_tuple[1]:
                 keys_to_delete.add(key)
 
@@ -108,4 +108,4 @@ class MemoryInvocationCache(InvocationCacheBase):
         for key in keys_to_delete:
             self.delete(key)
 
-        self.__invoker.services.logger.debug(f"Deleted {len(keys_to_delete)} cached invocation outputs for {to_match}")
+        self._invoker.services.logger.debug(f"Deleted {len(keys_to_delete)} cached invocation outputs for {to_match}")