feat: add type checker to api backend & align litellm and old backend (#647)

* move cache auto continue and retry to all api backend

* add type checker to json mode output

* fix CI

* feat: Add json_mode handling and streaming support in chat completion function

* lint

* fix a bug when returning a dict which value could contain int or bool

* remove litellm

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: Young <afe.young@gmail.com>

rdagent/components/coder/data_science/workflow/__init__.py

@@ -1,4 +1,5 @@
 import json
+from typing import Dict
 
 from rdagent.components.coder.CoSTEER import CoSTEER
 from rdagent.components.coder.CoSTEER.evaluators import (
@@ -73,7 +74,10 @@ class WorkflowMultiProcessEvolvingStrategy(MultiProcessEvolvingStrategy):
         for _ in range(5):
             workflow_code = json.loads(
                 APIBackend().build_messages_and_create_chat_completion(
-                    user_prompt=user_prompt, system_prompt=system_prompt, json_mode=True
+                    user_prompt=user_prompt,
+                    system_prompt=system_prompt,
+                    json_mode=True,
+                    json_target_type=Dict[str, str],
                 )
             )["code"]
             if workflow_code != workspace.file_dict.get("main.py"):