diff --git a/examples/dreambooth/train_dreambooth_flux.py b/examples/dreambooth/train_dreambooth_flux.py
index d91d263ec9c4..9fcdc5ee2cb0 100644
--- a/examples/dreambooth/train_dreambooth_flux.py
+++ b/examples/dreambooth/train_dreambooth_flux.py
@@ -1716,9 +1716,9 @@ def get_sigmas(timesteps, n_dim=4, dtype=torch.float32):
                 pipeline = FluxPipeline.from_pretrained(
                     args.pretrained_model_name_or_path,
                     vae=vae,
-                    text_encoder=accelerator.unwrap_model(text_encoder_one),
-                    text_encoder_2=accelerator.unwrap_model(text_encoder_two),
-                    transformer=accelerator.unwrap_model(transformer),
+                    text_encoder=accelerator.unwrap_model(text_encoder_one, keep_fp32_wrapper=False),
+                    text_encoder_2=accelerator.unwrap_model(text_encoder_two, keep_fp32_wrapper=False),
+                    transformer=accelerator.unwrap_model(transformer, keep_fp32_wrapper=False),
                     revision=args.revision,
                     variant=args.variant,
                     torch_dtype=weight_dtype,