diff --git a/src/axolotl/utils/models.py b/src/axolotl/utils/models.py
index 063e43977..d0e5128ef 100644
--- a/src/axolotl/utils/models.py
+++ b/src/axolotl/utils/models.py
@@ -464,12 +464,8 @@ def load_llama_adapter(model, cfg):
     return model, peft_config
 
 
-def find_all_linear_names(bits, model):
-    cls = (
-        bnb.nn.Linear4bit
-        if bits == 4
-        else (bnb.nn.Linear8bitLt if bits == 8 else torch.nn.Linear)
-    )
+def find_all_linear_names(model):
+    cls = (bnb.nn.Linear4bit, bnb.nn.Linear8bitLt, torch.nn.Linear)
     lora_module_names = set()
     for name, module in model.named_modules():
         if isinstance(module, cls):
@@ -490,13 +486,7 @@ def load_lora(model, cfg):
     lora_target_modules = list(cfg.lora_target_modules or [])
 
     if cfg.lora_target_linear:
-        bits = None
-        if cfg.load_in_4bit:
-            bits = 4
-        elif cfg.load_in_8bit:
-            bits = 8
-
-        linear_names = find_all_linear_names(bits, model)
+        linear_names = find_all_linear_names(model)
         LOG.info(f"found linear modules: {repr(linear_names)}")
         lora_target_modules = list(set(lora_target_modules + linear_names))