diff --git a/extension/llm/export/builder.py b/extension/llm/export/builder.py
index 71588f44ac9..ee54fe3660d 100644
--- a/extension/llm/export/builder.py
+++ b/extension/llm/export/builder.py
@@ -29,10 +29,10 @@
 
 from executorch.extension.export_util.utils import export_to_edge, save_pte_program
 from executorch.extension.llm.tokenizer.utils import get_tokenizer
+from torch._export import capture_pre_autograd_graph
 from torch.ao.quantization.quantize_pt2e import convert_pt2e, prepare_pt2e
 from torch.ao.quantization.quantizer import Quantizer
 from torch.ao.quantization.quantizer.composable_quantizer import ComposableQuantizer
-from torch.export import export_for_training
 from torch.nn.attention import SDPBackend
 
 FORMAT = "[%(levelname)s %(asctime)s %(filename)s:%(lineno)s] %(message)s"
@@ -190,9 +190,9 @@ def capture_pre_autograd_graph(self) -> "LLMEdgeManager":
                     strict=True,
                 ).module()
             else:
-                self.pre_autograd_graph_module = export_for_training(
+                self.pre_autograd_graph_module = capture_pre_autograd_graph(
                     self.model, self.example_inputs, dynamic_shapes=dynamic_shape
-                ).module()
+                )
 
         return self