diff --git a/optimum/neuron/modeling_diffusion.py b/optimum/neuron/modeling_diffusion.py
index 4257e25ba..3712ffe45 100644
--- a/optimum/neuron/modeling_diffusion.py
+++ b/optimum/neuron/modeling_diffusion.py
@@ -14,6 +14,7 @@
 # limitations under the License.
 """NeuroStableDiffusionPipeline class for inference of diffusion models on neuron devices."""
 
+import copy
 import importlib
 import logging
 import os
@@ -698,6 +699,7 @@ def _export(
             save_dir = TemporaryDirectory()
             save_dir_path = Path(save_dir.name)
             # 1. Fetch all model configs
+            input_shapes_copy = copy.deepcopy(input_shapes)
             models_and_neuron_configs, _ = load_models_and_neuron_configs(
                 model_name_or_path=model_id,
                 output=save_dir_path,
@@ -717,7 +719,7 @@ def _export(
                 lora_weight_names=lora_weight_names,
                 lora_adapter_names=lora_adapter_names,
                 lora_scales=lora_scales,
-                **input_shapes,
+                **input_shapes_copy,
             )
 
             # 2. Build compilation config