Add reload_lms method and debug forward()

nanocode.py

@@ -229,6 +229,14 @@ class RLMCodingProgram(PrecompiledProgram):
         if not task:
             return dspy.Prediction(answer="No Task Given.")
 
+        # Debug: verify LM at call time
+        actual_lm = self.agent.get_lm()
+        print(f"{YELLOW}DEBUG forward() - agent.get_lm().model: {actual_lm.model}{RESET}")
+        print(f"{YELLOW}DEBUG forward() - self.lm.model: {self.lm.model}{RESET}")
+        print(f"{YELLOW}DEBUG forward() - agent.sub_lm.model: {self.agent.sub_lm.model}{RESET}")
+        print(f"{YELLOW}DEBUG forward() - self.sub_lm.model: {self.sub_lm.model}{RESET}")
+        print(f"{YELLOW}DEBUG forward() - id(agent.get_lm()): {id(actual_lm)}, id(self.lm): {id(self.lm)}{RESET}")
+
         return self.agent(task=task)
 
     def get_tools(self):
@@ -257,6 +265,23 @@ class RLMCodingProgram(PrecompiledProgram):
         new_instance.set_lm(self.lm)
         self.agent = new_instance
 
+    def reload_lms(self):
+        """Recreate LM objects from current config. Call this after changing config.lm or config.sub_lm."""
+        self.lm = dspy.LM(
+            model=self.config.lm,
+            api_base=self.config.api_base,
+            max_tokens=self.config.max_tokens,
+            track_usage=self.config.track_usage,
+        )
+        self.sub_lm = dspy.LM(
+            model=self.config.sub_lm,
+            api_base=self.config.api_base,
+            max_tokens=self.config.max_tokens,
+            track_usage=self.config.track_usage,
+        )
+        self.reload_repl()
+        print(f"{BLUE}LMs RELOADED: {self.lm.model}, {self.sub_lm.model}{RESET}")
+
 if __name__ == "__main__":
     agent = RLMCodingProgram(RLMCodingConfig())
-    agent.push_to_hub(MODAIC_REPO_PATH, commit_message="change signature", branch="dev")
+    agent.push_to_hub(MODAIC_REPO_PATH, commit_message="Add reload_lms method and debug forward()", branch="dev")