diff --git a/src/diffusers/pipelines/latent_diffusion_uncond/convert_ldm_to_diffusers.py b/src/diffusers/pipelines/latent_diffusion_uncond/convert_ldm_to_diffusers.py
new file mode 100644
index 00000000..3c512fba
--- /dev/null
+++ b/src/diffusers/pipelines/latent_diffusion_uncond/convert_ldm_to_diffusers.py
@@ -0,0 +1,13 @@
+import argparse
+
+import torch
+
+from diffusers import UNetLDMModel, VQModel
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--checkpoint_path", type=str, required=True)
+    parser.add_argument("--config_path", type=str, required=True)
+    parser.add_argument("--output_path", type=str, required=True)
+    args = parser.parse_args()
+