diff --git a/comfy/model_patcher.py b/comfy/model_patcher.py
index 6ca124e6d0c..2ba30633589 100644
--- a/comfy/model_patcher.py
+++ b/comfy/model_patcher.py
@@ -88,8 +88,12 @@ def __init__(self, key, patches):
         self.key = key
         self.patches = patches
     def __call__(self, weight):
-        return comfy.lora.calculate_weight(self.patches[self.key], weight, self.key, intermediate_dtype=weight.dtype)
+        intermediate_dtype = weight.dtype
+        if intermediate_dtype not in [torch.float32, torch.float16, torch.bfloat16]: #intermediate_dtype has to be one that is supported in math ops
+            intermediate_dtype = torch.float32
+            return comfy.float.stochastic_rounding(comfy.lora.calculate_weight(self.patches[self.key], weight.to(intermediate_dtype), self.key, intermediate_dtype=intermediate_dtype), weight.dtype, seed=string_to_seed(self.key))
 
+        return comfy.lora.calculate_weight(self.patches[self.key], weight, self.key, intermediate_dtype=intermediate_dtype)
 class ModelPatcher:
     def __init__(self, model, load_device, offload_device, size=0, weight_inplace_update=False):
         self.size = size