fix: move snapshot saving after step index update in loop execution

rdagent/utils/workflow/loop.py

@@ -221,6 +221,7 @@ async def _run_step(self, li: int, force_subproc: bool = False) -> None:
                 # NOTE: each step are aware are of current loop index
                 # It is very important to set it before calling the step function!
                 self.loop_prev_out[li][self.LOOP_IDX_KEY] = li
+
                 try:
                     # Call function with current loop's output, await if coroutine or use ProcessPoolExecutor for sync if required
                     if force_subproc:
@@ -236,9 +237,6 @@ async def _run_step(self, li: int, force_subproc: bool = False) -> None:
                             result = func(self.loop_prev_out[li])
                     # Store result in the nested dictionary
                     self.loop_prev_out[li][name] = result
-
-                    # Save snapshot after completing the step
-                    self.dump(self.session_folder / f"{li}" / f"{si}_{name}")
                 except Exception as e:
                     if isinstance(e, self.skip_loop_error):
                         logger.warning(f"Skip loop {li} due to {e}")
@@ -256,6 +254,8 @@ async def _run_step(self, li: int, force_subproc: bool = False) -> None:
                     else:
                         raise  # re-raise unhandled exceptions
                 finally:
+                    # No matter the execution succeed or not, we have to finish the following steps
+
                     # Record the trace
                     end = datetime.now(timezone.utc)
                     self.loop_trace[li].append(LoopTrace(start, end, step_idx=si))
@@ -279,6 +279,12 @@ async def _run_step(self, li: int, force_subproc: bool = False) -> None:
                             step_index=next_step,
                             step_name=self.steps[next_step],
                         )
+
+                        # Save snapshot after completing the step;
+                        # 1) It has to be after the step_idx is updated, so loading the snapshot will be on the right step.
+                        # 2) Only save it when the step forward, withdraw does not worth saving.
+                        self.dump(self.session_folder / f"{li}" / f"{si}_{name}")
+
                         self._check_exit_conditions_on_step(loop_id=li, step_id=si)
                     else:
                         logger.warning(f"Step forward {si} of loop {li} is skipped.")