diff --git a/src/gdpx/potential/managers/reann/reann.py b/src/gdpx/potential/managers/reann/reann.py
index 5ad70ffa..9391a68b 100644
--- a/src/gdpx/potential/managers/reann/reann.py
+++ b/src/gdpx/potential/managers/reann/reann.py
@@ -288,6 +288,11 @@ def _resolve_freeze_command(self, *args, **kwargs):
 
         return self.freeze_command
     
+    def get_checkpoint(self):
+        """"""
+
+        return pathlib.Path(self.directory/self.ckpt_name).resolve()
+    
     def _train_from_the_restart(self, dataset, init_model) -> str:
         """Train from the restart"""
         def _train_from_the_scratch(dataset, init_model) -> str:
diff --git a/src/gdpx/trainer/interface.py b/src/gdpx/trainer/interface.py
index d7e8c259..fc03ed2c 100644
--- a/src/gdpx/trainer/interface.py
+++ b/src/gdpx/trainer/interface.py
@@ -93,7 +93,7 @@ def forward(
         if self._active:
             curr_iter = int(self.directory.parent.name.split(".")[-1])
             if curr_iter > 0:
-                self._print("    >>> Update init_models...")
+                self._print(">>> Update init_models...")
                 prev_wdir = (
                     self.directory.parent.parent
                     / f"iter.{str(curr_iter-1).zfill(4)}"
@@ -104,10 +104,16 @@ def forward(
                     if p.is_dir() and re.match("m[0-9]+", p.name):
                         prev_mdirs.append(p)
                 # TODO: replace `m` with a constant
+                init_models = []
                 prev_mdirs = sorted(prev_mdirs, key=lambda p: int(p.name[1:]))
-                init_models = [(p / trainer.frozen_name).resolve() for p in prev_mdirs]
+                for p in prev_mdirs:
+                    trainer.directory = p
+                    if hasattr(trainer, "get_checkpoint"):
+                        init_models.append(trainer.get_checkpoint())
+                    else:
+                        init_models.append((p / trainer.frozen_name).resolve())
                 for p in init_models:
-                    self._print(" " * 8 + str(p))
+                    self._print(f"  {str(p)}")
                 assert init_models, "No previous models found."
 
         # -
@@ -132,7 +138,7 @@ def forward(
             models = worker.retrieve(include_retrieved=True)
             self._print("Frozen Models: ")
             for m in models:
-                self._print(f"{str(m) =}")
+                self._print(f"  {str(m) =}")
             potter_params = potter.as_dict()
             potter_params["params"]["model"] = models
             potter.register_calculator(potter_params["params"])