diff --git a/conf/llm_factories.json b/conf/llm_factories.json
index fda846621..549e4aab3 100644
--- a/conf/llm_factories.json
+++ b/conf/llm_factories.json
@@ -909,184 +909,7 @@
             "logo": "",
             "tags": "LLM,TEXT EMBEDDING",
             "status": "1",
-            "llm": [
-                {
-                    "llm_name": "deepseek.r1-v1:0",
-                    "tags": "LLM,CHAT,128k",
-                    "max_tokens": 128000,
-                    "model_type": "chat",
-                    "is_tools": false
-                },
-                {
-                    "llm_name": "ai21.j2-ultra-v1",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8191,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "ai21.j2-mid-v1",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8191,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "cohere.command-text-v14",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "cohere.command-light-text-v14",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "cohere.command-r-v1:0",
-                    "tags": "LLM,CHAT,128k",
-                    "max_tokens": 131072,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "cohere.command-r-plus-v1:0",
-                    "tags": "LLM,CHAT,128k",
-                    "max_tokens": 128000,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "anthropic.claude-v2",
-                    "tags": "LLM,CHAT,100k",
-                    "max_tokens": 102400,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "anthropic.claude-v2:1",
-                    "tags": "LLM,CHAT,200k",
-                    "max_tokens": 204800,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "anthropic.claude-3-sonnet-20240229-v1:0",
-                    "tags": "LLM,CHAT,200k",
-                    "max_tokens": 204800,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "anthropic.claude-3-5-sonnet-20240620-v1:0",
-                    "tags": "LLM,CHAT,200k",
-                    "max_tokens": 204800,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "anthropic.claude-3-haiku-20240307-v1:0",
-                    "tags": "LLM,CHAT,200k",
-                    "max_tokens": 204800,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "anthropic.claude-3-opus-20240229-v1:0",
-                    "tags": "LLM,CHAT,200k",
-                    "max_tokens": 204800,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "anthropic.claude-instant-v1",
-                    "tags": "LLM,CHAT,100k",
-                    "max_tokens": 102400,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "amazon.titan-text-express-v1",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "amazon.titan-text-premier-v1:0",
-                    "tags": "LLM,CHAT,32k",
-                    "max_tokens": 32768,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "amazon.titan-text-lite-v1",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "meta.llama2-13b-chat-v1",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "meta.llama2-70b-chat-v1",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "meta.llama3-8b-instruct-v1:0",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "meta.llama3-70b-instruct-v1:0",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "mistral.mistral-7b-instruct-v0:2",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "mistral.mixtral-8x7b-instruct-v0:1",
-                    "tags": "LLM,CHAT,4k",
-                    "max_tokens": 4096,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "mistral.mistral-large-2402-v1:0",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "mistral.mistral-small-2402-v1:0",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat"
-                },
-                {
-                    "llm_name": "amazon.titan-embed-text-v2:0",
-                    "tags": "TEXT EMBEDDING",
-                    "max_tokens": 8192,
-                    "model_type": "embedding"
-                },
-                {
-                    "llm_name": "cohere.embed-english-v3",
-                    "tags": "TEXT EMBEDDING",
-                    "max_tokens": 2048,
-                    "model_type": "embedding"
-                },
-                {
-                    "llm_name": "cohere.embed-multilingual-v3",
-                    "tags": "TEXT EMBEDDING",
-                    "max_tokens": 2048,
-                    "model_type": "embedding"
-                }
-            ]
+            "llm": []
         },
         {
             "name": "Gemini",
diff --git a/rag/llm/chat_model.py b/rag/llm/chat_model.py
index 0ed660430..f00915dd2 100644
--- a/rag/llm/chat_model.py
+++ b/rag/llm/chat_model.py
@@ -234,6 +234,7 @@ class AzureChat(Base):
     def __init__(self, key, model_name, **kwargs):
         api_key = json.loads(key).get("api_key", "")
         api_version = json.loads(key).get("api_version", "2024-02-01")
+        super().__init__(key, model_name, kwargs["base_url"])
         self.client = AzureOpenAI(api_key=api_key, azure_endpoint=kwargs["base_url"], api_version=api_version)
         self.model_name = model_name
 
@@ -974,6 +975,7 @@ class LmStudioChat(Base):
             raise ValueError("Local llm url cannot be None")
         if base_url.split("/")[-1] != "v1":
             base_url = os.path.join(base_url, "v1")
+        super().__init__(key, model_name, base_url)
         self.client = OpenAI(api_key="lm-studio", base_url=base_url)
         self.model_name = model_name