diff --git a/modules/lora/native_adapter.py b/modules/lora/native_adapter.py
index 40cd29e97..002c57d82 100644
--- a/modules/lora/native_adapter.py
+++ b/modules/lora/native_adapter.py
@@ -92,6 +92,9 @@ def _resolve_prefix(network_prefix, prefix_used):
 SUFFIX_NORMALIZE = {
     "lora_A.weight": "lora_down.weight",
     "lora_B.weight": "lora_up.weight",
+    # bare parameter names, saved by wrappers that hold the factors as nn.Parameter (alibaba-pai PDD files)
+    "lora_down": "lora_down.weight",
+    "lora_up": "lora_up.weight",
 }
 
 
@@ -103,6 +106,7 @@ SUFFIX_NORMALIZE = {
 LORA_SUFFIXES = (
     ".lora_down.weight", ".lora_up.weight", ".lora_mid.weight",
     ".lora_A.weight",    ".lora_B.weight",
+    ".lora_down",        ".lora_up",
     # diff_b: bias delta some saves pair with the weight LoRA, applied as ex_bias.
     # magnitude / lora_magnitude_vector: DoRA row norms (ai-toolkit / PEFT key
     # names); converted onto the dora_scale path by try_load_lora.
@@ -154,7 +158,7 @@ FULL_SUFFIXES = (
 # on accidental overlaps with other families.
 
 LORA_MARKERS = (
-    ".lora_down.weight", ".lora_up.weight",
+    ".lora_down", ".lora_up", # bare and .weight forms alike
     ".lora_A.weight", ".lora_B.weight",
     # PEFT named-adapter saves embed the slot name as ``.lora_A.<name>.weight``;
     # the trailing-dot forms catch every variant.
diff --git a/pipelines/minimax/minimax_lora.py b/pipelines/minimax/minimax_lora.py
index 5709772f4..17079f74d 100644
--- a/pipelines/minimax/minimax_lora.py
+++ b/pipelines/minimax/minimax_lora.py
@@ -85,20 +85,6 @@ BARE_DIFFUSERS_PREFIX_USED = native_adapter.BARE_DIFFUSERS_PREFIX_USED
 has_marker = native_adapter.has_marker
 
 
-MINIMAX_EXTRA_SUFFIXES = (".lora_down", ".lora_up", ".lora_A", ".lora_B")
-MINIMAX_LORA_SUFFIXES = native_adapter.LORA_SUFFIXES + MINIMAX_EXTRA_SUFFIXES
-MINIMAX_SUFFIX_NORMALIZE = {
-    "lora_down": "lora_down.weight",
-    "lora_up": "lora_up.weight",
-    "lora_A": "lora_down.weight",
-    "lora_B": "lora_up.weight",
-}
-
-
-def normalize_mini_max_suffix(suffix: str) -> str:
-    return MINIMAX_SUFFIX_NORMALIZE.get(suffix, suffix)
-
-
 def _flattened(dotted):
     return re.escape(dotted.replace(".", "_"))
 
@@ -132,11 +118,7 @@ def parse_key(key, suffixes):
     key = native_adapter.unwrap_peft_wrapper(key)
     if key.startswith("dit."):
         key = "diffusion_model." + key[len("dit."):]
-    parsed = native_adapter.parse_key(key, suffixes, prefixes=KNOWN_PREFIXES)
-    if parsed is None:
-        return None
-    prefix_used, base, suffix = parsed
-    return prefix_used, base, normalize_mini_max_suffix(suffix)
+    return native_adapter.parse_key(key, suffixes, prefixes=KNOWN_PREFIXES)
 
 
 def group_by_suffixes(state_dict, suffixes, *, prefixes=None): # pylint: disable=unused-argument