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Update app.py
Browse files
app.py
CHANGED
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@@ -1,6 +1,10 @@
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import os
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import re
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import time
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import gradio as gr
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import modelscope_studio.components.antd as antd
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@@ -14,424 +18,603 @@ from modelscope_studio.components.pro.chatbot import (ChatbotBotConfig,
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ChatbotWelcomeConfig)
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from openai import OpenAI
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config = {
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"vector_store": {
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"provider": "faiss",
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"config": {
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"collection_name": "test",
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"path": "./faiss_memories",
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"distance_strategy": "euclidean"
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}
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}
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}
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m = Memory.from_config(config)
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gw_api_key = os.getenv("GW_API_KEY")
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f.write(username + '\n')
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def is_valid_username(username):
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"""验证用户名是否有效(仅英文字母和数字)"""
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if not username:
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return False
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return bool(re.match(r'^[a-zA-Z][a-zA-Z0-9_]*$', username)) and len(username) >= 3
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def login_user(username):
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"""用户登录验证"""
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if not is_valid_username(username):
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return False, "用户名无效!用户名必须以英文字母开头,只能包含英文字母、数字和下划线,且长度至少3位。"
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return (
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gr.update(visible=True),
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gr.update(visible=False),
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gr.update(message=
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""
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)
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def prompt_select(e: gr.EventData):
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def clear():
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return gr.update(value=None)
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def
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# 添加系统提示,包含用户名信息
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if username:
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system_prompt = f"""You are Xinyuan, a large language model trained by Cylingo Group. You are a helpful assistant. 目前和你聊天的用户是{username}."""
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messages.append({"role": "system", "content": system_prompt})
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related_memories = m.search(query=sender_value, user_id=username)
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print(related_memories)
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related_memories_content = ""
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related_memories_list = sorted(related_memories['results'], key=lambda x: x['score'], reverse=True)
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for id, item in enumerate(related_memories_list):
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# 将score添加到memory中
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related_memories_content += f"相关记忆{id}:\n内容:{item['memory']}\n相关度:{item['score']}\n\n"
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if related_memories_content:
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system_prompt += f"\n相关记忆:\n{related_memories_content}"
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messages.insert(0, {"role": "system", "content": system_prompt})
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"role": "assistant",
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"content": item["content"][-1]["content"]
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})
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def submit(sender_value, chatbot_value, username=None):
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if sender_value is not None:
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chatbot_value.append({
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"role": "
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"content":
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})
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history_messages = format_history(sender_value, chatbot_value, username)
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chatbot_value.append({
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"role": "assistant",
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"content": [],
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"loading": True,
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"status": "pending"
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})
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yield {
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sender: gr.update(value=None, loading=True),
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clear_btn: gr.update(disabled=True),
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chatbot: gr.update(value=chatbot_value)
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}
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try:
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response = client.chat.completions.create(model=model,
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messages=history_messages,
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stream=True,
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max_tokens=32768,
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temperature=0.6,
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top_p=0.95,
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)
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thought_done = False
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start_time = time.time()
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message_content = chatbot_value[-1]["content"]
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message_content.append({
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"copyable": False,
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"editable": False,
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"type": "tool",
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"content": "",
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"options": {
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"title": "Thinking..."
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}
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})
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# content
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message_content.append({
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"type": "text",
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"content": "",
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})
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# 收集完整的助手响应内容用于保存到内存
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full_assistant_content = ""
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for chunk in response:
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try:
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reasoning_content = chunk.choices[0].delta
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content
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if username and sender_value and full_assistant_content:
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memory_messages = [
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{'role': 'user', 'content': sender_value},
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{'role': 'assistant', 'content': full_assistant_content}
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]
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chatbot_value[-1]["status"] = "done"
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except Exception as e:
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def handle_login(username):
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return handle_auth(username, False)
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def handle_register(username):
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return handle_auth(username, True)
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def handle_logout():
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return (
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gr.update(visible=True), # 显示登录界面
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gr.update(visible=False), # 隐藏聊天界面
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gr.update(message="已退出登录", type="info", visible=True),
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gr.update(value=""), # 清空用户名输入
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"", # 清空用户信息显示
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"" # 清空当前用户状态
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)
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|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
| 387 |
|
| 388 |
-
|
| 389 |
-
|
| 390 |
-
|
| 391 |
-
|
| 392 |
-
|
| 393 |
-
|
| 394 |
-
|
| 395 |
-
|
| 396 |
-
|
| 397 |
-
|
| 398 |
-
|
| 399 |
-
fn=update_user_info,
|
| 400 |
-
inputs=[current_user],
|
| 401 |
-
outputs=[user_info]
|
| 402 |
-
)
|
| 403 |
-
|
| 404 |
-
# 注册按钮事件
|
| 405 |
-
register_btn.click(
|
| 406 |
-
fn=handle_register,
|
| 407 |
-
inputs=[username_input],
|
| 408 |
-
outputs=[login_container, chat_container, auth_message, current_user]
|
| 409 |
-
).then(
|
| 410 |
-
fn=update_user_info,
|
| 411 |
-
inputs=[current_user],
|
| 412 |
-
outputs=[user_info]
|
| 413 |
-
)
|
| 414 |
-
|
| 415 |
-
# 退出登录按钮事件
|
| 416 |
-
logout_btn.click(
|
| 417 |
-
fn=handle_logout,
|
| 418 |
-
outputs=[login_container, chat_container, auth_message, username_input, user_info, current_user]
|
| 419 |
-
)
|
| 420 |
-
|
| 421 |
-
# 聊天功能事件绑定
|
| 422 |
-
clear_btn.click(fn=clear, outputs=[chatbot])
|
| 423 |
-
submit_event = sender.submit(fn=submit,
|
| 424 |
-
inputs=[sender, chatbot, current_user],
|
| 425 |
-
outputs=[sender, chatbot, clear_btn])
|
| 426 |
-
sender.cancel(fn=cancel,
|
| 427 |
-
inputs=[chatbot],
|
| 428 |
-
outputs=[chatbot, sender, clear_btn],
|
| 429 |
-
cancels=[submit_event],
|
| 430 |
-
queue=False)
|
| 431 |
-
chatbot.retry(fn=retry,
|
| 432 |
-
inputs=[chatbot, current_user],
|
| 433 |
-
outputs=[sender, chatbot, clear_btn])
|
| 434 |
-
chatbot.welcome_prompt_select(fn=prompt_select, outputs=[sender])
|
| 435 |
|
| 436 |
if __name__ == "__main__":
|
| 437 |
-
|
|
|
|
| 1 |
+
import logging
|
| 2 |
import os
|
| 3 |
import re
|
| 4 |
import time
|
| 5 |
+
from dataclasses import dataclass
|
| 6 |
+
from pathlib import Path
|
| 7 |
+
from typing import Any, Dict, List, Optional, Tuple
|
| 8 |
|
| 9 |
import gradio as gr
|
| 10 |
import modelscope_studio.components.antd as antd
|
|
|
|
| 18 |
ChatbotWelcomeConfig)
|
| 19 |
from openai import OpenAI
|
| 20 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 21 |
|
| 22 |
+
# 配置日志
|
| 23 |
+
logging.basicConfig(
|
| 24 |
+
level=logging.INFO,
|
| 25 |
+
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
|
| 26 |
+
handlers=[
|
| 27 |
+
logging.FileHandler('xinyuan_chat.log'),
|
| 28 |
+
logging.StreamHandler()
|
| 29 |
+
]
|
| 30 |
)
|
| 31 |
+
logger = logging.getLogger(__name__)
|
| 32 |
+
|
| 33 |
+
@dataclass
|
| 34 |
+
class AppConfig:
|
| 35 |
+
"""应用配置类"""
|
| 36 |
+
users_file: str = "users.txt"
|
| 37 |
+
memory_path: str = "./faiss_memories"
|
| 38 |
+
model_name: str = "xinyuan-32b-v0609"
|
| 39 |
+
max_tokens: int = 32768
|
| 40 |
+
temperature: float = 0.6
|
| 41 |
+
top_p: float = 0.95
|
| 42 |
+
chatbot_height: int = 1000
|
| 43 |
+
min_username_length: int = 3
|
| 44 |
+
max_memory_results: int = 5
|
| 45 |
+
|
| 46 |
+
class MemoryManager:
|
| 47 |
+
"""记忆管理器"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 48 |
|
| 49 |
+
def __init__(self, config_path: str):
|
| 50 |
+
self.config = {
|
| 51 |
+
"vector_store": {
|
| 52 |
+
"provider": "faiss",
|
| 53 |
+
"config": {
|
| 54 |
+
"collection_name": "xinyuan_memories",
|
| 55 |
+
"path": config_path,
|
| 56 |
+
"distance_strategy": "euclidean"
|
| 57 |
+
}
|
| 58 |
+
}
|
| 59 |
+
}
|
| 60 |
+
try:
|
| 61 |
+
self.memory = Memory.from_config(self.config)
|
| 62 |
+
logger.info(f"Memory manager initialized with path: {config_path}")
|
| 63 |
+
except Exception as e:
|
| 64 |
+
logger.error(f"Failed to initialize memory manager: {e}")
|
| 65 |
+
raise
|
| 66 |
|
| 67 |
+
def search_memories(self, query: str, user_id: str, limit: int = 5) -> List[Dict[str, Any]]:
|
| 68 |
+
"""搜索相关记忆"""
|
| 69 |
+
try:
|
| 70 |
+
if not query or not user_id:
|
| 71 |
+
return []
|
| 72 |
+
|
| 73 |
+
results = self.memory.search(query=query, user_id=user_id, limit=limit)
|
| 74 |
+
if results and 'results' in results:
|
| 75 |
+
return sorted(results['results'], key=lambda x: x.get('score', 0), reverse=True)
|
| 76 |
+
return []
|
| 77 |
+
except Exception as e:
|
| 78 |
+
logger.error(f"Error searching memories for user {user_id}: {e}")
|
| 79 |
+
return []
|
| 80 |
|
| 81 |
+
def add_memory(self, messages: List[Dict[str, str]], user_id: str) -> bool:
|
| 82 |
+
"""添加记忆"""
|
| 83 |
+
try:
|
| 84 |
+
if not messages or not user_id:
|
| 85 |
+
return False
|
| 86 |
+
|
| 87 |
+
self.memory.add(messages, user_id=user_id)
|
| 88 |
+
logger.info(f"Memory added for user {user_id}")
|
| 89 |
+
return True
|
| 90 |
+
except Exception as e:
|
| 91 |
+
logger.error(f"Error adding memory for user {user_id}: {e}")
|
| 92 |
+
return False
|
| 93 |
+
|
| 94 |
+
class UserManager:
|
| 95 |
+
"""用户管理器"""
|
| 96 |
|
| 97 |
+
def __init__(self, users_file: str, min_username_length: int = 3):
|
| 98 |
+
self.users_file = Path(users_file)
|
| 99 |
+
self.min_username_length = min_username_length
|
| 100 |
+
self._ensure_users_file_exists()
|
| 101 |
+
|
| 102 |
+
def _ensure_users_file_exists(self):
|
| 103 |
+
"""确保用户文件存在"""
|
| 104 |
+
if not self.users_file.exists():
|
| 105 |
+
self.users_file.touch()
|
| 106 |
+
logger.info(f"Created users file: {self.users_file}")
|
| 107 |
+
|
| 108 |
+
def load_users(self) -> set:
|
| 109 |
+
"""加载已注册用户列表"""
|
| 110 |
+
try:
|
| 111 |
+
with open(self.users_file, 'r', encoding='utf-8') as f:
|
| 112 |
+
users = {line.strip() for line in f if line.strip()}
|
| 113 |
+
logger.debug(f"Loaded {len(users)} users")
|
| 114 |
+
return users
|
| 115 |
+
except Exception as e:
|
| 116 |
+
logger.error(f"Error loading users: {e}")
|
| 117 |
+
return set()
|
| 118 |
+
|
| 119 |
+
def save_user(self, username: str) -> bool:
|
| 120 |
+
"""保存新用户到文件"""
|
| 121 |
+
try:
|
| 122 |
+
with open(self.users_file, 'a', encoding='utf-8') as f:
|
| 123 |
+
f.write(f"{username}\n")
|
| 124 |
+
logger.info(f"User {username} saved to file")
|
| 125 |
+
return True
|
| 126 |
+
except Exception as e:
|
| 127 |
+
logger.error(f"Error saving user {username}: {e}")
|
| 128 |
+
return False
|
| 129 |
+
|
| 130 |
+
def is_valid_username(self, username: str) -> bool:
|
| 131 |
+
"""验证用户名是否有效"""
|
| 132 |
+
if not username or not isinstance(username, str):
|
| 133 |
+
return False
|
| 134 |
+
|
| 135 |
+
# 检查长度
|
| 136 |
+
if len(username) < self.min_username_length:
|
| 137 |
+
return False
|
| 138 |
+
|
| 139 |
+
# 检查格式:以字母开头,只包含字母、数字和下划线
|
| 140 |
+
return bool(re.match(r'^[a-zA-Z][a-zA-Z0-9_]*$', username))
|
| 141 |
+
|
| 142 |
+
def login_user(self, username: str) -> Tuple[bool, str]:
|
| 143 |
+
"""用户登录验证"""
|
| 144 |
+
if not self.is_valid_username(username):
|
| 145 |
+
return False, "用户名无效!用户名必须以英文字母开头,只能包含英文字母、数字和下划线,且长度至少3位。"
|
| 146 |
+
|
| 147 |
+
users = self.load_users()
|
| 148 |
+
if username in users:
|
| 149 |
+
logger.info(f"User {username} logged in successfully")
|
| 150 |
+
return True, f"欢迎回来,{username}!"
|
| 151 |
+
else:
|
| 152 |
+
logger.warning(f"Login attempt for unregistered user: {username}")
|
| 153 |
+
return False, f"用户 {username} 未注册,请先注册。"
|
| 154 |
+
|
| 155 |
+
def register_user(self, username: str) -> Tuple[bool, str]:
|
| 156 |
+
"""用户注册"""
|
| 157 |
+
if not self.is_valid_username(username):
|
| 158 |
+
return False, "用户名无效!用户名必须以英文字母开头,只能包含英文字母、数字和下划线,且长度至少3位。"
|
| 159 |
+
|
| 160 |
+
users = self.load_users()
|
| 161 |
+
if username in users:
|
| 162 |
+
logger.warning(f"Registration attempt for existing user: {username}")
|
| 163 |
+
return False, f"用户名 {username} 已存在,请直接登录。"
|
| 164 |
+
|
| 165 |
+
if self.save_user(username):
|
| 166 |
+
logger.info(f"User {username} registered successfully")
|
| 167 |
+
return True, f"注册成功!欢迎,{username}!"
|
| 168 |
+
else:
|
| 169 |
+
return False, "注册失败,请稍后重试。"
|
| 170 |
+
|
| 171 |
+
class ChatManager:
|
| 172 |
+
"""聊天管理器"""
|
| 173 |
+
|
| 174 |
+
def __init__(self, config: AppConfig, memory_manager: MemoryManager):
|
| 175 |
+
self.config = config
|
| 176 |
+
self.memory_manager = memory_manager
|
| 177 |
+
self.client = self._initialize_openai_client()
|
| 178 |
+
|
| 179 |
+
def _initialize_openai_client(self) -> OpenAI:
|
| 180 |
+
"""初始化OpenAI客户端"""
|
| 181 |
+
try:
|
| 182 |
+
# 可以根据需要配置API密钥和基础URL
|
| 183 |
+
gw_api_key = os.getenv("GW_API_KEY")
|
| 184 |
+
client = OpenAI(
|
| 185 |
+
base_url='https://api.geniuworks.com/v2',
|
| 186 |
+
api_key=gw_api_key,
|
| 187 |
+
)
|
| 188 |
+
logger.info("OpenAI client initialized successfully")
|
| 189 |
+
return client
|
| 190 |
+
except Exception as e:
|
| 191 |
+
logger.error(f"Failed to initialize OpenAI client: {e}")
|
| 192 |
+
raise
|
| 193 |
+
|
| 194 |
+
def format_history(self, sender_value: str, history: List[Dict], username: Optional[str] = None) -> List[Dict[str, str]]:
|
| 195 |
+
"""格式化聊天历史"""
|
| 196 |
+
messages = []
|
| 197 |
+
|
| 198 |
+
# 添加系统提示
|
| 199 |
+
if username:
|
| 200 |
+
system_prompt = f"""You are Xinyuan, a large language model trained by Cylingo Group. You are a helpful assistant. 目前和你聊天的用户是{username}."""
|
| 201 |
+
|
| 202 |
+
# 搜索相关记忆
|
| 203 |
+
if sender_value:
|
| 204 |
+
related_memories = self.memory_manager.search_memories(
|
| 205 |
+
query=sender_value,
|
| 206 |
+
user_id=username,
|
| 207 |
+
limit=self.config.max_memory_results
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
if related_memories:
|
| 211 |
+
memory_content = "\n相关记忆:\n"
|
| 212 |
+
for idx, memory in enumerate(related_memories):
|
| 213 |
+
memory_content += f"记忆{idx + 1}:{memory.get('memory', '')} (相关度: {memory.get('score', 0):.3f})\n"
|
| 214 |
+
system_prompt += memory_content
|
| 215 |
+
|
| 216 |
+
messages.append({"role": "system", "content": system_prompt})
|
| 217 |
+
|
| 218 |
+
# 添加历史对话
|
| 219 |
+
for item in history:
|
| 220 |
+
if item.get("role") == "user":
|
| 221 |
+
messages.append({"role": "user", "content": item.get("content", "")})
|
| 222 |
+
elif item.get("role") == "assistant" and item.get("content"):
|
| 223 |
+
# 提取助手回复的文本内容
|
| 224 |
+
content_list = item.get("content", [])
|
| 225 |
+
if content_list and len(content_list) > 1:
|
| 226 |
+
assistant_content = content_list[-1].get("content", "")
|
| 227 |
+
if assistant_content:
|
| 228 |
+
messages.append({"role": "assistant", "content": assistant_content})
|
| 229 |
+
|
| 230 |
+
return messages
|
| 231 |
+
|
| 232 |
+
def create_chat_completion(self, messages: List[Dict[str, str]]) -> Any:
|
| 233 |
+
"""创建聊天完成请求"""
|
| 234 |
+
try:
|
| 235 |
+
return self.client.chat.completions.create(
|
| 236 |
+
model=self.config.model_name,
|
| 237 |
+
messages=messages,
|
| 238 |
+
stream=True,
|
| 239 |
+
max_tokens=self.config.max_tokens,
|
| 240 |
+
temperature=self.config.temperature,
|
| 241 |
+
top_p=self.config.top_p,
|
| 242 |
+
)
|
| 243 |
+
except Exception as e:
|
| 244 |
+
logger.error(f"Error creating chat completion: {e}")
|
| 245 |
+
raise
|
| 246 |
+
|
| 247 |
+
# 全局配置和管理器实例
|
| 248 |
+
config = AppConfig()
|
| 249 |
+
memory_manager = MemoryManager(config.memory_path)
|
| 250 |
+
user_manager = UserManager(config.users_file, config.min_username_length)
|
| 251 |
+
chat_manager = ChatManager(config, memory_manager)
|
| 252 |
+
|
| 253 |
+
# Gradio界面函数
|
| 254 |
+
def handle_auth(username: str, is_register: bool) -> Tuple:
|
| 255 |
+
"""处理认证逻辑"""
|
| 256 |
+
try:
|
| 257 |
+
if is_register:
|
| 258 |
+
success, message = user_manager.register_user(username)
|
| 259 |
+
else:
|
| 260 |
+
success, message = user_manager.login_user(username)
|
| 261 |
+
|
| 262 |
+
if success:
|
| 263 |
+
return (
|
| 264 |
+
gr.update(visible=False), # 隐藏登录界面
|
| 265 |
+
gr.update(visible=True), # 显示聊天界面
|
| 266 |
+
gr.update(message=message, type="success", visible=True),
|
| 267 |
+
username
|
| 268 |
+
)
|
| 269 |
+
else:
|
| 270 |
+
return (
|
| 271 |
+
gr.update(visible=True), # 保持登录界面可见
|
| 272 |
+
gr.update(visible=False), # 隐藏聊天界面
|
| 273 |
+
gr.update(message=message, type="error", visible=True),
|
| 274 |
+
""
|
| 275 |
+
)
|
| 276 |
+
except Exception as e:
|
| 277 |
+
logger.error(f"Error in handle_auth: {e}")
|
| 278 |
return (
|
| 279 |
+
gr.update(visible=True),
|
| 280 |
+
gr.update(visible=False),
|
| 281 |
+
gr.update(message="系统错误,请稍后重试。", type="error", visible=True),
|
| 282 |
""
|
| 283 |
)
|
| 284 |
|
| 285 |
+
def prompt_select(e: gr.EventData) -> gr.update:
|
| 286 |
+
"""处理提示选择"""
|
| 287 |
+
try:
|
| 288 |
+
return gr.update(value=e._data["payload"][0]["value"]["description"])
|
| 289 |
+
except Exception as e:
|
| 290 |
+
logger.error(f"Error in prompt_select: {e}")
|
| 291 |
+
return gr.update(value="")
|
| 292 |
|
| 293 |
+
def clear() -> gr.update:
|
| 294 |
+
"""清空聊天记录"""
|
| 295 |
return gr.update(value=None)
|
| 296 |
|
| 297 |
+
def retry(chatbot_value: List, e: gr.EventData, username: Optional[str] = None):
|
| 298 |
+
"""重试功能"""
|
| 299 |
+
try:
|
| 300 |
+
index = e._data["payload"][0]["index"]
|
| 301 |
+
chatbot_value = chatbot_value[:index]
|
| 302 |
+
|
| 303 |
+
yield gr.update(value=None, loading=True), gr.update(value=chatbot_value), gr.update(disabled=True)
|
| 304 |
+
|
| 305 |
+
for chunk in submit(None, chatbot_value, username):
|
| 306 |
+
yield chunk
|
| 307 |
+
except Exception as e:
|
| 308 |
+
logger.error(f"Error in retry: {e}")
|
| 309 |
+
yield gr.update(value=None, loading=False), gr.update(value=chatbot_value), gr.update(disabled=False)
|
| 310 |
|
| 311 |
+
def cancel(chatbot_value: List) -> Tuple:
|
| 312 |
+
"""取消当前对话"""
|
| 313 |
+
try:
|
| 314 |
+
if chatbot_value:
|
| 315 |
+
chatbot_value[-1]["loading"] = False
|
| 316 |
+
chatbot_value[-1]["status"] = "done"
|
| 317 |
+
chatbot_value[-1]["footer"] = "Chat completion paused"
|
| 318 |
+
|
| 319 |
+
return (
|
| 320 |
+
gr.update(value=chatbot_value),
|
| 321 |
+
gr.update(loading=False),
|
| 322 |
+
gr.update(disabled=False)
|
| 323 |
+
)
|
| 324 |
+
except Exception as e:
|
| 325 |
+
logger.error(f"Error in cancel: {e}")
|
| 326 |
+
return (
|
| 327 |
+
gr.update(value=chatbot_value),
|
| 328 |
+
gr.update(loading=False),
|
| 329 |
+
gr.update(disabled=False)
|
| 330 |
+
)
|
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|
| 331 |
|
| 332 |
+
def submit(sender_value: Optional[str], chatbot_value: List, username: Optional[str] = None):
|
| 333 |
+
"""提交聊天消息"""
|
| 334 |
+
start_time = time.time()
|
|
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|
| 335 |
|
| 336 |
+
try:
|
| 337 |
+
# 添加用户消息
|
| 338 |
+
if sender_value is not None:
|
| 339 |
+
chatbot_value.append({
|
| 340 |
+
"role": "user",
|
| 341 |
+
"content": sender_value,
|
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|
| 342 |
})
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|
| 343 |
|
| 344 |
+
# 格式化历史消息
|
| 345 |
+
history_messages = chat_manager.format_history(sender_value, chatbot_value, username)
|
| 346 |
+
|
| 347 |
+
# 添加助手消息占位符
|
|
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|
| 348 |
chatbot_value.append({
|
| 349 |
+
"role": "assistant",
|
| 350 |
+
"content": [],
|
| 351 |
+
"loading": True,
|
| 352 |
+
"status": "pending"
|
| 353 |
})
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|
| 354 |
|
| 355 |
+
# 更新UI状态
|
| 356 |
+
yield (
|
| 357 |
+
gr.update(value=None, loading=True), # sender
|
| 358 |
+
gr.update(value=chatbot_value), # chatbot
|
| 359 |
+
gr.update(disabled=True) # clear_btn
|
| 360 |
+
)
|
| 361 |
+
|
| 362 |
+
# 创建聊天完成请求
|
| 363 |
+
response = chat_manager.create_chat_completion(history_messages)
|
| 364 |
+
|
| 365 |
+
# 处理流式响应
|
| 366 |
thought_done = False
|
|
|
|
| 367 |
message_content = chatbot_value[-1]["content"]
|
| 368 |
+
|
| 369 |
+
# 初始化消息内容结构
|
| 370 |
message_content.append({
|
| 371 |
"copyable": False,
|
| 372 |
"editable": False,
|
| 373 |
"type": "tool",
|
| 374 |
"content": "",
|
| 375 |
+
"options": {"title": "Thinking..."}
|
|
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|
|
| 376 |
})
|
|
|
|
| 377 |
message_content.append({
|
| 378 |
"type": "text",
|
| 379 |
"content": "",
|
| 380 |
})
|
| 381 |
|
|
|
|
| 382 |
full_assistant_content = ""
|
| 383 |
|
| 384 |
+
# 处理流式响应
|
| 385 |
for chunk in response:
|
| 386 |
try:
|
| 387 |
+
reasoning_content = getattr(chunk.choices[0].delta, 'reasoning_content', None) or ""
|
| 388 |
+
content = getattr(chunk.choices[0].delta, 'content', None) or ""
|
| 389 |
+
|
| 390 |
+
chatbot_value[-1]["loading"] = False
|
| 391 |
+
message_content[-2]["content"] += reasoning_content
|
| 392 |
+
message_content[-1]["content"] += content
|
| 393 |
+
|
| 394 |
+
if content:
|
| 395 |
+
full_assistant_content += content
|
| 396 |
+
|
| 397 |
+
if content and not thought_done:
|
| 398 |
+
thought_done = True
|
| 399 |
+
thought_cost_time = f"{time.time() - start_time:.2f}"
|
| 400 |
+
message_content[-2]["options"]["title"] = f"End of Thought ({thought_cost_time}s)"
|
| 401 |
+
message_content[-2]["options"]["status"] = "done"
|
| 402 |
+
|
| 403 |
+
yield (
|
| 404 |
+
gr.update(), # sender
|
| 405 |
+
gr.update(value=chatbot_value), # chatbot
|
| 406 |
+
gr.update() # clear_btn
|
| 407 |
+
)
|
| 408 |
+
|
| 409 |
+
except Exception as chunk_error:
|
| 410 |
+
logger.error(f"Error processing chunk: {chunk_error}")
|
| 411 |
+
continue
|
| 412 |
+
|
| 413 |
+
# 保存到记忆
|
| 414 |
if username and sender_value and full_assistant_content:
|
| 415 |
memory_messages = [
|
| 416 |
{'role': 'user', 'content': sender_value},
|
| 417 |
{'role': 'assistant', 'content': full_assistant_content}
|
| 418 |
]
|
| 419 |
+
memory_manager.add_memory(memory_messages, username)
|
| 420 |
+
|
| 421 |
+
# 完成响应
|
| 422 |
+
total_time = f"{time.time() - start_time:.2f}s"
|
| 423 |
+
chatbot_value[-1]["footer"] = total_time
|
| 424 |
chatbot_value[-1]["status"] = "done"
|
| 425 |
+
|
| 426 |
+
yield (
|
| 427 |
+
gr.update(loading=False), # sender
|
| 428 |
+
gr.update(value=chatbot_value), # chatbot
|
| 429 |
+
gr.update(disabled=False) # clear_btn
|
| 430 |
+
)
|
| 431 |
+
|
| 432 |
except Exception as e:
|
| 433 |
+
logger.error(f"Error in submit: {e}")
|
| 434 |
+
|
| 435 |
+
# 错误处理
|
| 436 |
+
if chatbot_value:
|
| 437 |
+
chatbot_value[-1]["loading"] = False
|
| 438 |
+
chatbot_value[-1]["status"] = "done"
|
| 439 |
+
chatbot_value[-1]["content"] = "抱歉,处理您的请求时出现错误,请稍后重试。"
|
| 440 |
+
|
| 441 |
+
yield (
|
| 442 |
+
gr.update(loading=False), # sender
|
| 443 |
+
gr.update(value=chatbot_value), # chatbot
|
| 444 |
+
gr.update(disabled=False) # clear_btn
|
| 445 |
+
)
|
| 446 |
|
| 447 |
+
# 创建Gradio界面
|
| 448 |
+
def create_interface():
|
| 449 |
+
"""创建Gradio界面"""
|
| 450 |
+
with gr.Blocks(title="Xinyuan 聊天助手") as demo, ms.Application(), antdx.XProvider():
|
| 451 |
+
# 状态变量
|
| 452 |
+
current_user = gr.State("")
|
| 453 |
+
|
| 454 |
+
# 登录界面
|
| 455 |
+
with antd.Flex(vertical=True, gap="large", elem_id="login_container") as login_container:
|
| 456 |
+
with antd.Card(title="欢迎使用 Xinyuan 聊天助手"):
|
| 457 |
+
with antd.Flex(vertical=True, gap="middle"):
|
| 458 |
+
antd.Typography.Title("用户登录/注册", level=3)
|
| 459 |
+
antd.Typography.Text("请输入您的英文用户名(3位以上,仅支持英文字母、数字和下划线)")
|
| 460 |
+
|
| 461 |
+
username_input = antd.Input(
|
| 462 |
+
placeholder="请输入用户名(如:john_doe)",
|
| 463 |
+
size="large"
|
| 464 |
+
)
|
| 465 |
+
|
| 466 |
+
with antd.Flex(gap="small"):
|
| 467 |
+
login_btn = antd.Button("登录", type="primary", size="large")
|
| 468 |
+
register_btn = antd.Button("注册", size="large")
|
| 469 |
+
|
| 470 |
+
auth_message = antd.Alert(
|
| 471 |
+
message="请输入用户名",
|
| 472 |
+
type="info",
|
| 473 |
+
visible=False
|
| 474 |
+
)
|
| 475 |
+
|
| 476 |
+
# 聊天界面
|
| 477 |
+
with antd.Flex(vertical=True, gap="middle", visible=False) as chat_container:
|
| 478 |
+
# 用户信息栏
|
| 479 |
+
with antd.Flex(justify="space-between", align="center"):
|
| 480 |
+
user_info = gr.Markdown("")
|
| 481 |
+
logout_btn = antd.Button("退出登录", size="small")
|
| 482 |
+
|
| 483 |
+
# 聊天机器人组件
|
| 484 |
+
chatbot = pro.Chatbot(
|
| 485 |
+
height=config.chatbot_height,
|
| 486 |
+
welcome_config=ChatbotWelcomeConfig(
|
| 487 |
+
variant="borderless",
|
| 488 |
+
icon="./xinyuan.png",
|
| 489 |
+
title="Hello, I'm Xinyuan👋",
|
| 490 |
+
description="You can input text to get started.",
|
| 491 |
+
prompts=ChatbotPromptsConfig(
|
| 492 |
+
title="How can I help you today?",
|
| 493 |
+
styles={
|
| 494 |
+
"list": {"width": '100%'},
|
| 495 |
+
"item": {"flex": 1},
|
| 496 |
},
|
| 497 |
+
items=[
|
| 498 |
+
{
|
| 499 |
+
"label": "💝 心理学与实际应用",
|
| 500 |
+
"children": [
|
| 501 |
+
{"description": "课题分离是什么意思?"},
|
| 502 |
+
{"description": "回避型依恋和焦虑型依恋有什么区别?还有其他依恋类型吗?"},
|
| 503 |
+
{"description": "为什么我背单词的时候总是只记得开头和结尾,中间全忘了?"}
|
| 504 |
+
]
|
| 505 |
+
},
|
| 506 |
+
{
|
| 507 |
+
"label": "👪 儿童教育与发展",
|
| 508 |
+
"children": [
|
| 509 |
+
{"description": "什么是正念养育?"},
|
| 510 |
+
{"description": "2岁孩子分离焦虑严重,送托育中心天天哭闹怎么办?"},
|
| 511 |
+
{"description": "4岁娃说话不清还爱打人,是心理问题还是欠管教?"}
|
| 512 |
+
]
|
| 513 |
+
}
|
| 514 |
+
]
|
| 515 |
+
)
|
| 516 |
+
),
|
| 517 |
+
user_config=ChatbotUserConfig(
|
| 518 |
+
avatar="https://api.dicebear.com/7.x/miniavs/svg?seed=3",
|
| 519 |
+
variant="shadow"
|
| 520 |
+
),
|
| 521 |
+
bot_config=ChatbotBotConfig(
|
| 522 |
+
header='Xinyuan',
|
| 523 |
+
avatar="./xinyuan.png",
|
| 524 |
+
actions=["copy", "retry"],
|
| 525 |
+
variant="shadow"
|
| 526 |
+
),
|
| 527 |
+
)
|
| 528 |
+
|
| 529 |
+
# 发送器组件
|
| 530 |
+
with antdx.Sender() as sender:
|
| 531 |
+
with ms.Slot("prefix"):
|
| 532 |
+
with antd.Button(value=None, color="default", variant="text") as clear_btn:
|
| 533 |
+
with ms.Slot("icon"):
|
| 534 |
+
antd.Icon("ClearOutlined")
|
| 535 |
+
|
| 536 |
+
# 事件处理函数
|
| 537 |
+
def handle_login(username: str):
|
| 538 |
+
return handle_auth(username, False)
|
| 539 |
+
|
| 540 |
+
def handle_register(username: str):
|
| 541 |
+
return handle_auth(username, True)
|
| 542 |
+
|
| 543 |
+
def handle_logout():
|
| 544 |
+
return (
|
| 545 |
+
gr.update(visible=True), # 显示登录界面
|
| 546 |
+
gr.update(visible=False), # 隐藏聊天界面
|
| 547 |
+
gr.update(message="已退出登录", type="info", visible=True),
|
| 548 |
+
gr.update(value=""), # 清空用户名输入
|
| 549 |
+
"", # 清空用户信息显示
|
| 550 |
+
"" # 清空当前用户状态
|
| 551 |
+
)
|
| 552 |
+
|
| 553 |
+
def update_user_info(username: str) -> str:
|
| 554 |
+
return f"**当前用户: {username}**" if username else ""
|
| 555 |
+
|
| 556 |
+
# 绑定事件
|
| 557 |
+
login_btn.click(
|
| 558 |
+
fn=handle_login,
|
| 559 |
+
inputs=[username_input],
|
| 560 |
+
outputs=[login_container, chat_container, auth_message, current_user]
|
| 561 |
+
).then(
|
| 562 |
+
fn=update_user_info,
|
| 563 |
+
inputs=[current_user],
|
| 564 |
+
outputs=[user_info]
|
| 565 |
)
|
| 566 |
+
|
| 567 |
+
register_btn.click(
|
| 568 |
+
fn=handle_register,
|
| 569 |
+
inputs=[username_input],
|
| 570 |
+
outputs=[login_container, chat_container, auth_message, current_user]
|
| 571 |
+
).then(
|
| 572 |
+
fn=update_user_info,
|
| 573 |
+
inputs=[current_user],
|
| 574 |
+
outputs=[user_info]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 575 |
)
|
| 576 |
+
|
| 577 |
+
logout_btn.click(
|
| 578 |
+
fn=handle_logout,
|
| 579 |
+
outputs=[login_container, chat_container, auth_message, username_input, user_info, current_user]
|
| 580 |
+
)
|
| 581 |
+
|
| 582 |
+
# 聊天功能事件绑定
|
| 583 |
+
clear_btn.click(fn=clear, outputs=[chatbot])
|
| 584 |
+
|
| 585 |
+
submit_event = sender.submit(
|
| 586 |
+
fn=submit,
|
| 587 |
+
inputs=[sender, chatbot, current_user],
|
| 588 |
+
outputs=[sender, chatbot, clear_btn]
|
| 589 |
+
)
|
| 590 |
+
|
| 591 |
+
sender.cancel(
|
| 592 |
+
fn=cancel,
|
| 593 |
+
inputs=[chatbot],
|
| 594 |
+
outputs=[chatbot, sender, clear_btn],
|
| 595 |
+
cancels=[submit_event],
|
| 596 |
+
queue=False
|
| 597 |
+
)
|
| 598 |
+
|
| 599 |
+
chatbot.retry(
|
| 600 |
+
fn=retry,
|
| 601 |
+
inputs=[chatbot, current_user],
|
| 602 |
+
outputs=[sender, chatbot, clear_btn]
|
| 603 |
+
)
|
| 604 |
+
|
| 605 |
+
chatbot.welcome_prompt_select(fn=prompt_select, outputs=[sender])
|
| 606 |
|
| 607 |
+
return demo
|
| 608 |
+
|
| 609 |
+
def main():
|
| 610 |
+
"""主函数"""
|
| 611 |
+
try:
|
| 612 |
+
logger.info("Starting Xinyuan Chat Application")
|
| 613 |
+
demo = create_interface()
|
| 614 |
+
demo.queue().launch()
|
| 615 |
+
except Exception as e:
|
| 616 |
+
logger.error(f"Failed to start application: {e}")
|
| 617 |
+
raise
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 618 |
|
| 619 |
if __name__ == "__main__":
|
| 620 |
+
main()
|