diff --git a/pilot/configs/config.py b/pilot/configs/config.py
index ee407e6a2..5b529d447 100644
--- a/pilot/configs/config.py
+++ b/pilot/configs/config.py
@@ -9,6 +9,7 @@ from auto_gpt_plugin_template import AutoGPTPluginTemplate
 
 from pilot.singleton import Singleton
 from pilot.common.sql_database import Database
+from pilot.prompts.prompt_registry import PromptTemplateRegistry
 
 
 class Config(metaclass=Singleton):
@@ -76,7 +77,7 @@ class Config(metaclass=Singleton):
         )
         self.speak_mode = False
 
-        self.prompt_templates = {}
+        self.prompt_template_registry = PromptTemplateRegistry()
         ### Related configuration of built-in commands
         self.command_registry = []
 
diff --git a/pilot/prompts/prompt_registry.py b/pilot/prompts/prompt_registry.py
new file mode 100644
index 000000000..0372e92b3
--- /dev/null
+++ b/pilot/prompts/prompt_registry.py
@@ -0,0 +1,94 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+
+from collections import defaultdict
+from typing import Dict, List
+import json
+
+_DEFAULT_MODEL_KEY = "___default_prompt_template_model_key__"
+_DEFUALT_LANGUAGE_KEY = "___default_prompt_template_language_key__"
+
+
+class PromptTemplateRegistry:
+    """
+    The PromptTemplateRegistry class is a manager of prompt template of all scenes.
+    """
+
+    def __init__(self) -> None:
+        self.registry = defaultdict(dict)
+
+    def register(
+        self,
+        prompt_template,
+        language: str = "en",
+        is_default=False,
+        model_names: List[str] = None,
+    ) -> None:
+        """Register prompt template with scene name, language
+        registry dict format:
+        {
+            "<scene_name>": {
+                _DEFAULT_MODEL_KEY: {
+                    _DEFUALT_LANGUAGE_KEY: <prompt_template>,
+                    "<language>": <prompt_template>
+                },
+                "<model_name>": {
+                    "<language>": <prompt_template>
+                }
+            }
+        }
+        """
+        scene_name = prompt_template.template_scene
+        if not scene_name:
+            raise ValueError("Prompt template scene name cannot be empty")
+        if not model_names:
+            model_names: List[str] = [_DEFAULT_MODEL_KEY]
+        scene_registry = self.registry[scene_name]
+        _register_scene_prompt_template(
+            scene_registry, prompt_template, language, model_names
+        )
+        if is_default:
+            _register_scene_prompt_template(
+                scene_registry,
+                prompt_template,
+                _DEFUALT_LANGUAGE_KEY,
+                [_DEFAULT_MODEL_KEY],
+            )
+            _register_scene_prompt_template(
+                scene_registry, prompt_template, language, [_DEFAULT_MODEL_KEY]
+            )
+
+    def get_prompt_template(self, scene_name: str, language: str, model_name: str):
+        """Get prompt template with scene name, language and model name"""
+        scene_registry = self.registry[scene_name]
+        registry = scene_registry.get(model_name)
+        print(
+            f"Get prompt template of scene_name: {scene_name} with model_name: {model_name} language: {language}"
+        )
+        if not registry:
+            registry = scene_registry.get(_DEFAULT_MODEL_KEY)
+            if not registry:
+                raise ValueError(
+                    f"There is no template with scene name {scene_name}, model name {model_name}, language {language}"
+                )
+        else:
+            print(
+                f"scene: {scene_name} has custom prompt template of model: {model_name}, language: {language}"
+            )
+        prompt_template = registry.get(language)
+        if not prompt_template:
+            prompt_template = registry.get(_DEFUALT_LANGUAGE_KEY)
+        return prompt_template
+
+
+def _register_scene_prompt_template(
+    scene_registry: Dict[str, Dict],
+    prompt_template,
+    language: str,
+    model_names: List[str],
+):
+    for model_name in model_names:
+        if model_name not in scene_registry:
+            scene_registry[model_name] = dict()
+        registry = scene_registry[model_name]
+        registry[language] = prompt_template
diff --git a/pilot/scene/base_chat.py b/pilot/scene/base_chat.py
index e6b9bb9f4..940b3e113 100644
--- a/pilot/scene/base_chat.py
+++ b/pilot/scene/base_chat.py
@@ -73,9 +73,14 @@ class BaseChat(ABC):
         self.memory = DuckdbHistoryMemory(chat_session_id)
 
         ### load prompt template
-        self.prompt_template: PromptTemplate = CFG.prompt_templates[
-            self.chat_mode.value()
-        ]
+        # self.prompt_template: PromptTemplate = CFG.prompt_templates[
+        #     self.chat_mode.value()
+        # ]
+        self.prompt_template: PromptTemplate = (
+            CFG.prompt_template_registry.get_prompt_template(
+                self.chat_mode.value(), language=CFG.LANGUAGE, model_name=CFG.LLM_MODEL
+            )
+        )
         self.history_message: List[OnceConversation] = self.memory.messages()
         self.current_message: OnceConversation = OnceConversation(chat_mode.value())
         self.current_tokens_used: int = 0
diff --git a/pilot/scene/chat_dashboard/prompt.py b/pilot/scene/chat_dashboard/prompt.py
index 212d24e96..147794752 100644
--- a/pilot/scene/chat_dashboard/prompt.py
+++ b/pilot/scene/chat_dashboard/prompt.py
@@ -56,4 +56,4 @@ prompt = PromptTemplate(
         sep=PROMPT_SEP, is_stream_out=PROMPT_NEED_NEED_STREAM_OUT
     ),
 )
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, is_default=True)
diff --git a/pilot/scene/chat_db/auto_execute/prompt.py b/pilot/scene/chat_db/auto_execute/prompt.py
index 8ea449975..60b748224 100644
--- a/pilot/scene/chat_db/auto_execute/prompt.py
+++ b/pilot/scene/chat_db/auto_execute/prompt.py
@@ -53,4 +53,4 @@ prompt = PromptTemplate(
     # example_selector=sql_data_example,
     temperature=PROMPT_TEMPERATURE,
 )
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, is_default=True)
diff --git a/pilot/scene/chat_db/professional_qa/prompt.py b/pilot/scene/chat_db/professional_qa/prompt.py
index f33b0971f..c46382b8e 100644
--- a/pilot/scene/chat_db/professional_qa/prompt.py
+++ b/pilot/scene/chat_db/professional_qa/prompt.py
@@ -70,4 +70,4 @@ prompt = PromptTemplate(
     ),
 )
 
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)
diff --git a/pilot/scene/chat_execution/prompt.py b/pilot/scene/chat_execution/prompt.py
index a4d83459f..e3c76d4c3 100644
--- a/pilot/scene/chat_execution/prompt.py
+++ b/pilot/scene/chat_execution/prompt.py
@@ -52,4 +52,4 @@ prompt = PromptTemplate(
     example_selector=plugin_example,
 )
 
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, is_default=True)
diff --git a/pilot/scene/chat_knowledge/custom/prompt.py b/pilot/scene/chat_knowledge/custom/prompt.py
index 2b74add93..f3ac94115 100644
--- a/pilot/scene/chat_knowledge/custom/prompt.py
+++ b/pilot/scene/chat_knowledge/custom/prompt.py
@@ -49,5 +49,4 @@ prompt = PromptTemplate(
     ),
 )
 
-
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)
diff --git a/pilot/scene/chat_knowledge/default/prompt.py b/pilot/scene/chat_knowledge/default/prompt.py
index 5940295a6..5b0e33e62 100644
--- a/pilot/scene/chat_knowledge/default/prompt.py
+++ b/pilot/scene/chat_knowledge/default/prompt.py
@@ -50,5 +50,4 @@ prompt = PromptTemplate(
     ),
 )
 
-
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)
diff --git a/pilot/scene/chat_knowledge/inner_db_summary/prompt.py b/pilot/scene/chat_knowledge/inner_db_summary/prompt.py
index ea2407329..6153a7b5f 100644
--- a/pilot/scene/chat_knowledge/inner_db_summary/prompt.py
+++ b/pilot/scene/chat_knowledge/inner_db_summary/prompt.py
@@ -49,5 +49,4 @@ prompt = PromptTemplate(
     ),
 )
 
-
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, is_default=True)
diff --git a/pilot/scene/chat_knowledge/url/prompt.py b/pilot/scene/chat_knowledge/url/prompt.py
index 2a65246ec..4e09f1a82 100644
--- a/pilot/scene/chat_knowledge/url/prompt.py
+++ b/pilot/scene/chat_knowledge/url/prompt.py
@@ -49,5 +49,4 @@ prompt = PromptTemplate(
     ),
 )
 
-
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)
diff --git a/pilot/scene/chat_knowledge/v1/prompt.py b/pilot/scene/chat_knowledge/v1/prompt.py
index 60a483b01..5dbdbf602 100644
--- a/pilot/scene/chat_knowledge/v1/prompt.py
+++ b/pilot/scene/chat_knowledge/v1/prompt.py
@@ -50,5 +50,5 @@ prompt = PromptTemplate(
     ),
 )
 
-
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)
+from . import prompt_chatglm
diff --git a/pilot/scene/chat_knowledge/v1/prompt_chatglm.py b/pilot/scene/chat_knowledge/v1/prompt_chatglm.py
new file mode 100644
index 000000000..44353c9ff
--- /dev/null
+++ b/pilot/scene/chat_knowledge/v1/prompt_chatglm.py
@@ -0,0 +1,58 @@
+import builtins
+import importlib
+
+from pilot.prompts.prompt_new import PromptTemplate
+from pilot.configs.config import Config
+from pilot.scene.base import ChatScene
+from pilot.common.schema import SeparatorStyle
+
+from pilot.scene.chat_normal.out_parser import NormalChatOutputParser
+
+
+CFG = Config()
+
+PROMPT_SCENE_DEFINE = """A chat between a curious user and an artificial intelligence assistant, who very familiar with database related knowledge. 
+    The assistant gives helpful, detailed, professional and polite answers to the user's questions. """
+
+
+_DEFAULT_TEMPLATE_ZH = """ 基于以下已知的信息, 专业、简要的回答用户的问题,
+            如果无法从提供的内容中获取答案, 请说: "知识库中提供的内容不足以回答此问题" 禁止胡乱编造。 
+            已知内容: 
+            {context}
+            问题:
+            {question}
+"""
+_DEFAULT_TEMPLATE_EN = """ Based on the known information below, provide users with professional and concise answers to their questions. If the answer cannot be obtained from the provided content, please say: "The information provided in the knowledge base is not sufficient to answer this question." It is forbidden to make up information randomly. 
+            known information: 
+            {context}
+            question:
+            {question}
+"""
+
+_DEFAULT_TEMPLATE = (
+    _DEFAULT_TEMPLATE_EN if CFG.LANGUAGE == "en" else _DEFAULT_TEMPLATE_ZH
+)
+
+
+PROMPT_SEP = SeparatorStyle.SINGLE.value
+
+PROMPT_NEED_NEED_STREAM_OUT = True
+
+prompt = PromptTemplate(
+    template_scene=ChatScene.ChatKnowledge.value(),
+    input_variables=["context", "question"],
+    response_format=None,
+    template_define=None,
+    template=_DEFAULT_TEMPLATE,
+    stream_out=PROMPT_NEED_NEED_STREAM_OUT,
+    output_parser=NormalChatOutputParser(
+        sep=PROMPT_SEP, is_stream_out=PROMPT_NEED_NEED_STREAM_OUT
+    ),
+)
+
+CFG.prompt_template_registry.register(
+    prompt,
+    language=CFG.LANGUAGE,
+    is_default=False,
+    model_names=["chatglm-6b-int4", "chatglm-6b", "chatglm2-6b", "chatglm2-6b-int4"],
+)
diff --git a/pilot/scene/chat_normal/prompt.py b/pilot/scene/chat_normal/prompt.py
index 9c4f39a2d..ce0c08234 100644
--- a/pilot/scene/chat_normal/prompt.py
+++ b/pilot/scene/chat_normal/prompt.py
@@ -28,4 +28,5 @@ prompt = PromptTemplate(
     ),
 )
 
-CFG.prompt_templates.update({prompt.template_scene: prompt})
+# CFG.prompt_templates.update({prompt.template_scene: prompt})
+CFG.prompt_template_registry.register(prompt, language=CFG.LANGUAGE, is_default=True)