后端添加cache；前端改动agents

backend/optimize_group.py

@@ -2,9 +2,9 @@ from autogen.coding import LocalCommandLineCodeExecutor
 from autogen.agentchat.contrib.multimodal_conversable_agent import MultimodalConversableAgent
 import autogen
 from .utils import get_max_uv_wavelength_from_txt, get_max_pl_peak_from_txt
-from .constant import config_list, STREAM, SILENT, WORK_DIR
+from .constant import config_list, STREAM, SILENT, WORK_DIR, CACHE
 
-llm_config = {"config_list": config_list, "stream": STREAM}
+llm_config = {"config_list": config_list, "stream": STREAM, "cache_seed": CACHE}
 
 def init_optimize_group(work_dir, venv_context):
     optimize_env = LocalCommandLineCodeExecutor(