Studio: drop redundant issue refs from inheritance comments

studio/backend/core/inference/llama_cpp.py

@@ -2688,7 +2688,7 @@ class LlamaCppBackend:
                 # failed startup can't poison the next inheritance check.
                 # None keeps prior, [] clears, list sets. Source records
                 # the caller's hf_variant (None for local files) so the
-                # route's same_source check stays symmetric (#5401).
+                # route's same_source check stays symmetric.
                 if extra_args is not None:
                     self._extra_args = list(extra_args)
                     self._extra_args_source = (model_identifier, hf_variant)
@@ -2740,7 +2740,7 @@ class LlamaCppBackend:
             return False
         # Direct-file loads pass hf_variant=None while the backend
         # stores an extracted filename label; compare paths instead
-        # to keep the guard symmetric (#5401).
+        # to keep the guard symmetric.
         if gguf_path is not None and self._gguf_path:
             try:
                 if Path(self._gguf_path).resolve() != Path(gguf_path).resolve():

studio/backend/core/inference/llama_server_args.py

@@ -124,7 +124,7 @@ def is_managed_flag(flag: str) -> bool:
 # (max_seq_length, cache_type_kv, speculative_type,
 # chat_template_override). Stripped from inherited extras so they
 # can't last-wins-override an Apply that re-sets the same first-class
-# field (#5401).
+# field.
 _CONTEXT_FLAGS: frozenset[str] = frozenset({"-c", "--ctx-size"})
 _CACHE_FLAGS: frozenset[str] = frozenset(
     {"-ctk", "--cache-type-k", "-ctv", "--cache-type-v"}
@@ -155,7 +155,7 @@ _SHADOWING_FLAGS: frozenset[str] = (
 
 # Boolean flags inside _SHADOWING_FLAGS that take no value. The
 # value-consuming heuristic in strip_shadowing_flags must skip just the
-# flag for these, never the following token (#5401).
+# flag for these, never the following token.
 _BOOLEAN_SHADOWING_FLAGS: frozenset[str] = frozenset(
     {"--spec-default", "--jinja", "--no-jinja"}
 )
@@ -178,7 +178,7 @@ def strip_shadowing_flags(
     group; the route only strips groups whose corresponding first-class
     field was actually supplied by the caller, so an inherited
     ``--chat-template-file`` survives an Apply that omits both
-    ``llama_extra_args`` and ``chat_template_override`` (#5401).
+    ``llama_extra_args`` and ``chat_template_override``.
     """
     shadowing: set[str] = set()
     if strip_context:

studio/backend/routes/inference.py

@@ -452,7 +452,7 @@ def _request_matches_loaded_settings(
     # llama_extra_args=None means "inherit"; only an explicit list that
     # differs forces a reload. On the inherit path, refuse to match if
     # stored extras contain any shadow flag, so the reload path can
-    # strip them instead of leaving a stale override in effect (#5401).
+    # strip them instead of leaving a stale override in effect.
     backend_extra = list(llama_backend.extra_args) if llama_backend.extra_args else []
     if request.llama_extra_args is None:
         if backend_extra and strip_shadowing_flags(backend_extra) != backend_extra:
@@ -519,8 +519,7 @@ async def load_model(
         except ValueError as exc:
             raise HTTPException(status_code = 400, detail = str(exc))
         # Re-narrow []-from-None back to None so the inheritance path
-        # below can tell "caller omitted" from "caller explicit []"
-        # (#5401).
+        # below can tell "caller omitted" from "caller explicit []".
         extra_llama_args: Optional[list[str]] = (
             None if request.llama_extra_args is None else extra_llama_args
         )
@@ -685,8 +684,7 @@ async def load_model(
             # Inheritance is gated on (model_identifier, hf_variant)
             # to refuse cross-model pickup, and shadowing flags are
             # stripped so an inherited override can't win the last-wins
-            # CLI parse against a freshly-supplied first-class field
-            # (#5401).
+            # CLI parse against a freshly-supplied first-class field.
             if request.llama_extra_args is None and llama_backend.extra_args:
                 source = llama_backend.extra_args_source
                 same_source = bool(
@@ -710,7 +708,7 @@ async def load_model(
                     # Strip only the groups whose first-class field
                     # was actually set by the caller, so an inherited
                     # --chat-template-file survives an Apply that omits
-                    # chat_template_override (#5401).
+                    # chat_template_override.
                     fields_set = getattr(request, "model_fields_set", set())
                     stripped = strip_shadowing_flags(
                         llama_backend.extra_args,