Upload app.py

app.py

@@ -5,7 +5,7 @@ import re
 import pandas as pd
 # from dotenv import load_dotenv
 
-# # Load environment variables from .env file
+# # 加载.env文件中的环境变量
 # load_dotenv()
 # from EasyFinancialAgent.chat import query_company
 from EasyFinancialAgent.chat_direct import advanced_search_company_detailed, search_and_format, search_company_direct, chatbot_response, format_search_result_for_display, format_search_result
@@ -22,7 +22,7 @@ from service.report_tools import build_financial_metrics_three_year_data, calcul
 from service.three_year_table_tool import build_table_format
 from service.three_year_tool import  process_financial_data_with_metadata
 from service.tool_processor import get_stock_price
-# ✅ Import cache managers
+# ✅ 导入缓存管理器
 from service.report_cache_manager import ReportCacheManager
 from service.financial_data_cache_manager import FinancialDataCacheManager
 
@@ -38,7 +38,7 @@ my_companies = [
     {'company_name': 'Tesla', 'stock_code': 'TSLA', "cik": "0001318605"},
     {'company_name': 'AMD', 'stock_code': 'AMD', "cik": "0000002488"},
     {'company_name': 'Microsoft', 'stock_code': 'MSFT', "cik": "0000789019"}
-# Global variable to store company mapping relationships
+]
 # JavaScript代码用于读取和存储数据
 js_code = """
 function handleStorage(operation, key, value) {
@@ -49,7 +49,7 @@ function handleStorage(operation, key, value) {
         let storedValue = localStorage.getItem(key);
         if (storedValue === null) {
             return `未找到键: ${key}`;
-        # Global variable to store company mapping relationships
+        }
         return `读取到: ${key} = ${storedValue}`;
     } else if (operation === 'clear') {
         localStorage.removeItem(key);
@@ -57,11 +57,11 @@ function handleStorage(operation, key, value) {
     } else if (operation === 'clearAll') {
         localStorage.clear();
         return '已清除所有数据';
-    # Global variable to store company mapping relationships
-# Global variable to store company mapping relationships
-# Global variable to store company mapping relationships
+    }
+}
+"""
 custom_css = """
-/* Match all classes starting with gradio-container- */
+/* 匹配所有以 gradio-container- 开头的类 */
 div[class^="gradio-container-"],
 div[class*=" gradio-container-"] {
     -webkit-text-size-adjust: 100% !important;
@@ -69,7 +69,7 @@ div[class*=" gradio-container-"] {
     font-family: unset !important;
     -moz-tab-size: 4 !important;
     tab-size: 4 !important;
-# Global variable to store company mapping relationships
+}
 
 .company-list-container {
     background-color: white;
@@ -79,14 +79,14 @@ div[class*=" gradio-container-"] {
     border: 1px solid #e5e7eb;
     box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.05);
     width: 100%;
-# Global variable to store company mapping relationships
+}
 
-/* Hide radio buttons */
+/* 隐藏单选框 */
 .company-list-container input[type="radio"] {
     display: none;
-# Global variable to store company mapping relationships
+}
 
-/* Custom option style - compact */
+/* 自定义选项样式 - 小而精致 */
 .company-list-container label {
     display: block;
     padding: 0.5rem 0.75rem;
@@ -102,7 +102,7 @@ div[class*=" gradio-container-"] {
     box-sizing: border-box;
     position: relative;
     padding-right: 2rem;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 为每个公司选项添加删除按钮 */
 .company-list-container label::after {
@@ -125,23 +125,23 @@ div[class*=" gradio-container-"] {
     transition: opacity 0.2s;
     cursor: pointer;
     line-height: 1;
-# Global variable to store company mapping relationships
+}
 
 .company-list-container label:hover::after {
     opacity: 1;
-# Global variable to store company mapping relationships
+}
 
 .company-list-container label::after:hover {
     background: #9ca3af;
-# Global variable to store company mapping relationships
+}
 
-/* Hover effect */
+/* 悬停效果 */
 .company-list-container label:hover {
     background-color: #f3f4f6;
     border-color: #d1d5db;
-# Global variable to store company mapping relationships
+}
 
-/* Selected effect - use blue */
+/* 选中效果 - 使用蓝色 */
 .company-list-container input[type="radio"]:checked + span {
     background: #3b82f6 !important;
     color: white !important;
@@ -152,34 +152,34 @@ div[class*=" gradio-container-"] {
     padding: 0.75rem 1rem;
     margin: -0.75rem -1rem;
     border-radius: 0.375rem;
-# Global variable to store company mapping relationships
+}
 
 .company-list-container span {
     display: block;
     padding: 0;
     border-radius: 0.375rem;
     width: 100%;
-# Global variable to store company mapping relationships
+}
 
 label.selected {
     background: #3b82f6 !important;
     color: white !important;
-# Global variable to store company mapping relationships
+}
 
-/* Ensure only one option per line */
+/* 确保每行只有一个选项 */
 .company-list-container .wrap {
     display: block !important;
-# Global variable to store company mapping relationships
+}
 
 .company-list-container .wrap li {
     display: block !important;
     width: 100% !important;
-# Global variable to store company mapping relationships
+}
 
-/* ✅ Search box style - with built-in icon */
+/* ✅ 搜索框样式 - 带内置图标 */
 .company-input-search {
     position: relative;
-# Global variable to store company mapping relationships
+}
 
 .company-input-search input,
 .company-input-search textarea {
@@ -192,47 +192,47 @@ label.selected {
     border-radius: 8px !important;
     font-size: 14px !important;
     transition: all 0.2s !important;
-# Global variable to store company mapping relationships
+}
 
 .company-input-search input:focus,
 .company-input-search textarea:focus {
     border-color: #667eea !important;
     box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important;
     outline: none !important;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 对齐Tabs和ChatInterface的横线 */
 .tabs {
     border-bottom: 1px solid #e5e7eb !important;
-# Global variable to store company mapping relationships
+}
 
 .chatbot {
     border-top: 1px solid #e5e7eb !important;
-# Global variable to store company mapping relationships
+}
 
 /* 确俟tab内容和chatbot的padding一致 */
 .tab-item {
     padding: 16px !important;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 为三个板块添加间距 */
 #select-company-section {
     margin-bottom: 20px !important;
-# Global variable to store company mapping relationships
+}
 
 .report-news-box {
     margin-top: 20px !important;
-# Global variable to store company mapping relationships
+}
 
 .report-list-box,
 .news-list-box {
     margin-bottom: 16px !important;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 对齐ChatInterface标题和Tabs标签栏 */
 .chatbot .wrap {
     margin-top: 0 !important;
-# Global variable to store company mapping relationships
+}
 
 /* ChatInterface标题样式 */
 .chatbot > .wrap > .head {
@@ -242,7 +242,7 @@ label.selected {
     padding: 8px 16px !important;
     border-bottom: 1px solid #e5e7eb !important;
     background: #f9fafb !important;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 缩小Easy Financial AI Assistant标题 - 更精致 */
 .chatbot > .wrap > .head h1,
@@ -253,7 +253,7 @@ label.selected {
     font-weight: 500 !important;
     color: #6b7280 !important;
     letter-spacing: 0.3px !important;
-# Global variable to store company mapping relationships
+}
 
 /* Tabs标签栏样式 */
 .tab-container {
@@ -262,28 +262,28 @@ label.selected {
     align-items: center !important;
     border-bottom: 1px solid #e5e7eb !important;
     background: #f9fafb !important;
-# Global variable to store company mapping relationships
+}
 
 /* ✅ 移除Tabs底部横线 */
 .tabs {
     border-bottom: none !important;
-# Global variable to store company mapping relationships
-# Global variable to store company mapping relationships
+}
+"""
 
-# Global variable to store company mapping relationships
+# 全局变量用于存储公司映射关系
 companies_map = {}
 
-# ✅ Global variable to cache search results (including complete information like CIK)
+# ✅ 全局变量用于缓存搜索结果(包含CIK等完整信息)
 search_result_cache = {}
 
-# Get stock code by company name function
+# 根据公司名称获取股票代码的函数
 def get_stock_code_by_company_name(company_name):
-    """Get stock code by company name"""
+    """根据公司名称获取股票代码"""
     if company_name in companies_map and "CODE" in companies_map[company_name]:
         return companies_map[company_name]["CODE"]
-    return ""  # Default return
+    return ""  # 默认返回
 
-# Create a simple function to get company list
+# 创建一个简单的函数来获取公司列表
 def get_company_list_choices():
     choices = []
     print(f"Getting init add company list choices...{get_companys_state}")
@@ -304,23 +304,23 @@ def get_company_list_choices():
 
 # Sidebar service functions
 
-# Function to handle company click event
+# 处理公司点击事件的函数
 def handle_company_click(company_name):
-    """Handle company click event, check if already in database, if not add it, then refresh company list"""
+    """处理公司点击事件，先判断是否已经入库，如果没有则进行入库操作，然后刷新公司列表"""
     print(f"Handling click for company: {company_name}")
     
-    # 1. Check if already in database
+    # 1. 判断是否已经入库
     if not check_company_exists(my_companies, company_name):
-        # 2. If not in database, add it
-        # Get stock code (if available)
+        # 2. 如果没有入库，则进行入库操作
+        # 获取股票代码（如果有的话）
         stock_code = companies_map.get(company_name, {}).get("CODE", "Unknown")
         print(f"Inserting company {company_name} with code {stock_code}")
         
-        # Add company to database
+        # 插入公司到数据库
         # success = insert_company(company_name, stock_code)
         my_companies.append({"company_name": company_name, "stock_code": stock_code})
-        print(f"Successfully inserted company: {company_name}")  # Direct update companies_map instead of reloading entire mapping
-        # Direct update companies_map instead of reloading entire mapping
+        print(f"Successfully inserted company: {company_name}")  # 直接更新companies_map，而不是重新加载整个映射
+        # 直接更新companies_map，而不是重新加载整个映射
         companies_map[company_name] = {"NAME": company_name, "CODE": stock_code}
         # 使用Gradio的成功提示
         gr.Info(f"Successfully added company: {company_name}")
@@ -339,39 +339,39 @@ def get_company_list_html(selected_company=""):
         # 从数据库获取所有公司
         # companies_data = get_companys()
         companies_data = my_companies
-        # Check if this is an error message
+        # 检查是否为错误信息
         if isinstance(companies_data, str):
-            if "query execution failed" in companies_data:
-                return "<div class='text-red-500'>Failed to get company list</div>"
+            if "查询执行失败" in companies_data:
+                return "<div class='text-red-500'>获取公司列表失败</div>"
             else:
-                # If it's a string but not an error message, may need special handling
+                # 如果是字符串但不是错误信息，可能需要特殊处理
                 return ""
         
-        # Check if it's DataFrame and empty
+        # 检查是否为DataFrame且为空
         if not isinstance(companies_data, pd.DataFrame) or companies_data.empty:
             return ""
         
-        # Generate HTML list
+        # 生成HTML列表
         html_items = []
         for _, row in companies_data.iterrows():
             company_name = row.get('company_name', 'Unknown')
-            # Add different style classes based on selection status
+            # 根据是否选中添加不同的样式类
             css_class = "company-item"
             if company_name == selected_company:
                 css_class += " selected-company"
-            # Use button element to ensure clickability
+            # 使用button元素来确保可点击性
             html_items.append(f'<button class="{css_class}" data-company="{company_name}" style="width:100%; text-align:left; border:none; background:none;">{company_name}</button>')
         
         return "\n".join(html_items)
     except Exception as e:
-        return f"<div class='text-red-500'>Failed to generate company list: {str(e)}</div>"
+        return f"<div class='text-red-500'>生成公司列表失败: {str(e)}</div>"
 
 def initialize_company_list(selected_company=""):
     return get_company_list_html(selected_company)
 
 def refresh_company_list(selected_company=""):
-    """Refresh company list, return latest HTML content with loading effect"""
-    # First return loading status
+    """刷新公司列表，返回最新的HTML内容，带loading效果"""
+    # 先返回loading状态
     loading_html = '''
     <div style="display: flex; justify-content: center; align-items: center; height: 100px;">
         <div class="loading-spinner" style="width: 24px; height: 24px; border: 3px solid #f3f3f3; border-top: 3px solid #3498db; border-radius: 50%; animation: spin 1s linear infinite;"></div>
@@ -379,26 +379,26 @@ def refresh_company_list(selected_company=""):
             @keyframes spin {
                 0% { transform: rotate(0deg); }
                 100% { transform: rotate(360deg); }
-            # Global variable to store company mapping relationships
+            }
         </style>
     </div>
-    # Global variable to store company mapping relationships
+    '''
     yield loading_html
     
-    # Then return actual data
+    # 然后返回实际的数据
     yield get_company_list_html(selected_company)
 
-# New function: handle company selection event
+# 新增函数：处理公司选择事件
 def select_company(company_name):
-    """Handle company selection event, update global state and return updated company list"""
-    # Update global variable
+    """处理公司选择事件，更新全局状态并返回更新后的公司列表"""
+    # 更新全局变量
     g.SELECT_COMPANY = company_name if company_name else ""
-    # For Radio component, we just need to return updated options list
+    # 对于Radio组件，我们只需要返回更新后的选项列表
     try:
         # companies_data = get_companys()
         companies_data = my_companies
         if isinstance(companies_data, list) and len(companies_data) > 0:
-            # my_companies is a list of objects [{company_name: '', stock_code: ''}, ...]
+            # my_companies 是对象列表 [{company_name: '', stock_code: ''}, ...]
             choices = [str(item.get('company_name', 'Unknown')) for item in companies_data]
         elif isinstance(companies_data, pd.DataFrame) and not companies_data.empty:
             choices = [str(row.get('company_name', 'Unknown')) for _, row in companies_data.iterrows()]
@@ -409,7 +409,7 @@ def select_company(company_name):
     return gr.update(choices=choices, value=company_name)
 
 def initialize_companies_map():
-    """Initialize companies_map dictionary"""
+    """初始化 companies_map 字典"""
     global companies_map
     companies_map = {}  # 清空之前的映射
     
@@ -428,15 +428,15 @@ def initialize_companies_map():
             { "NAME": "Tesla", "CODE": "TSLA" },
             { "NAME": "AMD", "CODE": "AMD" },
             { "NAME": "Microsoft", "CODE": "MSFT" },
-        # Global variable to store company mapping relationships
+        ]
        
-        # Add predefined companies to mapping
+        # 将预定义公司添加到映射中
         for company in predefined_companies:
             companies_map[company["NAME"]] = {"NAME": company["NAME"], "CODE": company["CODE"]}
        
         # print(f"Predefined companies added: {len(predefined_companies)}")
         
-        # Get company data from database
+        # 从数据库获取公司数据
         # companies_data = get_companys()
         companies_data = my_companies
         # companies_data = window.cachedCompanies or []
@@ -444,7 +444,7 @@ def initialize_companies_map():
 
         print(f"Companies data from DB: {companies_data}")
         
-        # If there is company data in database, add to mapping (dedup)
+        # 如果数据库中有公司数据，则添加到映射中（去重）
         if isinstance(companies_data, pd.DataFrame) and not companies_data.empty:
             print(f"Adding {len(companies_data)} companies from database")
             for _, row in companies_data.iterrows():
@@ -517,7 +517,7 @@ def update_company_choices(user_input: str):
             align-items: center;
             pointer-events: all;
             animation: messageFadeIn 0.3s ease-in-out;
-        # Global variable to store company mapping relationships
+        ">
             <div style="
                 width: 16px;
                 height: 16px;
@@ -534,10 +534,10 @@ def update_company_choices(user_input: str):
                 if (msg) {{
                     msg.style.animation = 'messageFadeOut 0.3s ease-in-out';
                     setTimeout(function() {{ msg.remove(); }}, 3000);
-                # Global variable to store company mapping relationships
+                }}
             }}, 3000);
         </script>
-        # Global variable to store company mapping relationships
+        '''
         yield gr.update(choices=["No results found"], visible=True), gr.update(visible=True, value=error_html)
     else:
         # 第三次：更新为真实结果
@@ -591,7 +591,7 @@ def add_company(selected, current_list):
             "company_name": company_name, 
             "stock_code": stock_code,
             "cik": cik  # ✅ 保存CIK用于后续重复判断
-        # Global variable to store company mapping relationships
+        })
         
         # ✅ 同时更新 companies_map,确保其他板块能获取到股票代码
         companies_map[company_name] = {"NAME": company_name, "CODE": stock_code}
@@ -678,7 +678,7 @@ def update_report_section(selected_company, report_data, stock_code):
         try:
             # prmpt = f"""
             
-            # Global variable to store company mapping relationships
+            # """
             stock_code = get_stock_code_by_company_name(selected_company)
             # result = get_report_data(stock_code)
             # print(f"get_report_data=====================: {result}")
@@ -721,16 +721,16 @@ def update_report_section(selected_company, report_data, stock_code):
     margin: 8px 0;
     width: 100%;
     transition: all 0.2s;
-# Global variable to store company mapping relationships
+}
 .report-toggle-btn:hover {
     background: #e5e7eb;
-# Global variable to store company mapping relationships
+}
 .report-extra {
     display: none;
-# Global variable to store company mapping relationships
+}
 .report-extra.show {
     display: block;
-# Global variable to store company mapping relationships
+}
 </style>'''
             
             # 显示前5个
@@ -747,7 +747,7 @@ def update_report_section(selected_company, report_data, stock_code):
                     </svg>
                 </div>
             </div>
-            # Global variable to store company mapping relationships
+            '''
             
             # 剩余的放在可折叠区域
             if total_reports > show_limit:
@@ -765,7 +765,7 @@ def update_report_section(selected_company, report_data, stock_code):
                     </svg>
                 </div>
             </div>
-            # Global variable to store company mapping relationships
+            '''
                 html_content += '</div>'
                 
                 # 添加展开/收起按钮
@@ -777,7 +777,7 @@ def update_report_section(selected_company, report_data, stock_code):
                     }} else {{
                         extra.classList.add('show');
                         this.innerHTML = '↑ Show Less';
-                    # Global variable to store company mapping relationships
+                    }}
                 ">↓ Show All ({total_reports} reports)</div>'''
             
             html_content += '</div>'
@@ -831,16 +831,16 @@ def update_news_section(selected_company):
     margin: 8px 0;
     width: 100%;
     transition: all 0.2s;
-# Global variable to store company mapping relationships
+}
 .news-toggle-btn:hover {
     background: #e5e7eb;
-# Global variable to store company mapping relationships
+}
 .news-extra {
     display: none;
-# Global variable to store company mapping relationships
+}
 .news-extra.show {
     display: block;
-# Global variable to store company mapping relationships
+}
 </style>'''
                 
                 from datetime import datetime
@@ -857,7 +857,7 @@ def update_news_section(selected_company):
                             <span class="text-gray-800">{news['headline']}</span>
                         </div>
                     </div>
-                    # Global variable to store company mapping relationships
+                    '''
                 
                 # 剩余的放在可折叠区域
                 if total_news > show_limit:
@@ -873,7 +873,7 @@ def update_news_section(selected_company):
                             <span class="text-gray-800">{news['headline']}</span>
                         </div>
                     </div>
-                    # Global variable to store company mapping relationships
+                    '''
                     news_html += '</div>'
                     
                     # 添加展开/收起按钮
@@ -885,7 +885,7 @@ def update_news_section(selected_company):
                         }} else {{
                             extra.classList.add('show');
                             this.innerHTML = '↑ Show Less';
-                        # Global variable to store company mapping relationships
+                        }}
                     ">↓ Show All ({total_news} news)</div>'''
                 
                 news_html += '</div>'
@@ -913,7 +913,7 @@ def create_header():
                             <path d="M44 11v27c0 3.314-8.954 6-20 6S4 41.314 4 38V11"></path>
                             <path d="M44 29c0 3.314-8.954 6-20 6S4 32.314 4 29m40-9c0 3.314-8.954 6-20 6S4 23.314 4 20"></path>
                             <ellipse cx="24" cy="10" rx="20" ry="6"></ellipse>
-                        # First return loading status
+                        </g>
                     </svg>
                     <span class="logo-title">Easy Financial Report Dashboard</span>
                 </div>
@@ -931,7 +931,7 @@ def create_company_list(get_companys_state):
         companies_data = my_companies
         print(f"创建公司列表组件 - Companies data: {companies_data}")
         if isinstance(companies_data, list) and len(companies_data) > 0:
-            # my_companies is a list of objects [{company_name: '', stock_code: ''}, ...]
+            # my_companies 是对象列表 [{company_name: '', stock_code: ''}, ...]
             choices = [str(item.get('company_name', 'Unknown')) for item in companies_data]
         elif isinstance(companies_data, pd.DataFrame) and not companies_data.empty:
             choices = [str(row.get('company_name', 'Unknown')) for _, row in companies_data.iterrows()]
@@ -953,7 +953,7 @@ def create_company_list(get_companys_state):
         elem_classes=["company-list-container"],
         container=False,  # 不显示外部容器边框
         visible=True
-    # Global variable to store company mapping relationships
+    )
 
     return company_list
 
@@ -965,14 +965,14 @@ def create_company_selector():
         placeholder="     Name, ticker, or CIK",  # 留出空间给图标
         elem_classes=["company-input-search"],
         container=False
-    # Global variable to store company mapping relationships
+    )
     
     # 状态消息显示区域
     status_message = gr.HTML(
-        # Global variable to store company mapping relationships
+        "",
         elem_classes=["status-message"],
         visible=False
-    # Global variable to store company mapping relationships
+    )
     
     # 弹窗选择列表
     company_modal = gr.Radio(
@@ -980,7 +980,7 @@ def create_company_selector():
         choices=[],
         visible=False,
         elem_classes=["company-modal"]
-    # Global variable to store company mapping relationships
+    )
     
     return company_input, status_message, company_modal
 
@@ -1008,7 +1008,7 @@ def create_news_section():
     return news_display
 
 def format_financial_metrics(data: dict, prev_data: dict = None) -> list:  # pyright: ignore[reportArgumentType]
-    # Global variable to store company mapping relationships
+    """
     将原始财务数据转换为 financial_metrics 格式。
     
     Args:
@@ -1017,7 +1017,7 @@ def format_financial_metrics(data: dict, prev_data: dict = None) -> list:  # pyr
     
     Returns:
         list[dict]: 符合 financial_metrics 格式的列表
-    # Global variable to store company mapping relationships
+    """
     
     def format_currency(value: float) -> str:
         """将数字格式化为 $XB / $XM / $XK"""
@@ -1041,37 +1041,37 @@ def format_financial_metrics(data: dict, prev_data: dict = None) -> list:  # pyr
 
     # 定义指标映射
     metrics_config = [
-        # Global variable to store company mapping relationships
+        {
             "key": "total_revenue",
             "label": "Total Revenue",
             "is_currency": True,
             "eps_like": False
-        # Global variable to store company mapping relationships
-        # Global variable to store company mapping relationships
+        },
+        {
             "key": "net_income",
             "label": "Net Income",
             "is_currency": True,
             "eps_like": False
-        # Global variable to store company mapping relationships
-        # Global variable to store company mapping relationships
+        },
+        {
             "key": "earnings_per_share",
             "label": "Earnings Per Share",
             "is_currency": False,  # EPS 不用 B/M 单位
             "eps_like": True
-        # Global variable to store company mapping relationships
-        # Global variable to store company mapping relationships
+        },
+        {
             "key": "operating_expenses",
             "label": "Operating Expenses",
             "is_currency": True,
             "eps_like": False
-        # Global variable to store company mapping relationships
-        # Global variable to store company mapping relationships
+        },
+        {
             "key": "operating_cash_flow",
             "label": "Cash Flow",
             "is_currency": True,
             "eps_like": False
-        # Global variable to store company mapping relationships
-    # Global variable to store company mapping relationships
+        }
+    ]
 
     result = []
     for item in metrics_config:
@@ -1101,7 +1101,7 @@ def format_financial_metrics(data: dict, prev_data: dict = None) -> list:  # pyr
             "value": value_str,
             "change": change_str,
             "color": color
-        # Global variable to store company mapping relationships
+        })
 
     return result
 
@@ -1123,7 +1123,7 @@ def create_sidebar():
                             margin-bottom: 16px;">
                     <h3 style="color: white; margin: 0; font-size: 16px; font-weight: 600;">Select Company</h3>
                 </div>
-            # ✅ Global variable to cache search results (including complete information like CIK)
+            """)
             with gr.Column():
                 company_list = create_company_list(get_companys_state)
                 
@@ -1134,7 +1134,7 @@ def create_sidebar():
                 #         fn=create_company_list(True),
                 #         inputs=[],
                 #         outputs=[company_list, status_message]
-                return ""  # Default return
+                #     )
                 
                 # 创建公司选择器
                 company_input, status_message, company_modal = create_company_selector()
@@ -1144,13 +1144,13 @@ def create_sidebar():
                     fn=update_company_choices,
                     inputs=[company_input],
                     outputs=[company_modal, status_message]
-                # Global variable to store company mapping relationships
+                )
                 
                 company_modal.change(
                     fn=add_company,
                     inputs=[company_modal, company_list],
                     outputs=[company_modal, company_list, status_message]
-                # Global variable to store company mapping relationships
+                )
                 
                 # 创建公司按钮组件
                 # # company_buttons = create_company_buttons()
@@ -1166,7 +1166,7 @@ def create_sidebar():
                 #                 # companies_data = get_companys()
                 #                 companies_data = my_companies
                 #                 if isinstance(companies_data, list) and len(companies_data) > 0:
-                #                     # my_companies is a list of objects [{company_name: '', stock_code: ''}, ...]
+                #                     # my_companies 是对象列表 [{company_name: '', stock_code: ''}, ...]
                 #                     updated_choices = [str(item.get('company_name', 'Unknown')) for item in companies_data]
                 #                 elif isinstance(companies_data, pd.DataFrame) and not companies_data.empty:
                 #                     updated_choices = [str(row.get('company_name', 'Unknown')) for _, row in companies_data.iterrows()]
@@ -1185,7 +1185,7 @@ def create_sidebar():
                 #         fn=make_click_handler(company_name),
                 #         inputs=[],
                 #         outputs=[company_list]
-                return ""  # Default return
+                #     )
                 
             # 创建一个容器来容纳报告部分，初始时隐藏
             with gr.Group(elem_classes=["report-news-box"]) as report_section_group:
@@ -1197,7 +1197,7 @@ def create_sidebar():
             # 处理公司选择事件
             def select_company_handler(company_name):
                 """处理公司选择事件的处理器"""
-                # Update global variable
+                # 更新全局变量
                 g.SELECT_COMPANY = company_name if company_name else ""
                 
                 # 更新报告部分的内容
@@ -1216,7 +1216,7 @@ def create_sidebar():
                     fn=select_company_handler,
                     inputs=[company_list],
                     outputs=[report_section_group, report_display, news_display]
-                # Global variable to store company mapping relationships
+                )
 
     # 返回公司列表组件和报告部分组件
     return company_list, report_section_group, report_display, news_display
@@ -1296,7 +1296,7 @@ def build_income_table(table_data):
                     {table_rows}
                 </table>
             </div>
-            # Global variable to store company mapping relationships
+            """
             return html
 def create_metrics_dashboard():
     """创建指标仪表板组件"""
@@ -1308,7 +1308,7 @@ def create_metrics_dashboard():
             padding: 1.25rem;
             min-height: 250px !important;
             text-align: center;
-        # Global variable to store company mapping relationships
+        '''
 
         # 构建左侧卡片
         def build_stock_card():
@@ -1368,7 +1368,7 @@ def create_metrics_dashboard():
                         <div style="font-size: 14px; color: #555;">Prev Close</div><div style="font-size: 14px; font-weight: 500; text-align: center;">{prev_close_val}</div>
                     </div>
                 </div>
-                # Global variable to store company mapping relationships
+                """
 
                 return html
 
@@ -1382,7 +1382,7 @@ def create_metrics_dashboard():
             {"label": "Earnings Per Share", "value": "N/A", "change": "N/A", "color": "grey"},
             {"label": "Operating Expenses", "value": "N/A", "change": "N/A", "color": "grey"},
             {"label": "Cash Flow", "value": "N/A", "change": "N/A", "color": "grey"}
-        # Global variable to store company mapping relationships
+        ]
         income_statement = {
             "list_data": [
                 ["Category", "N/A/FY", "N/A/FY", "N/A/FY"],
@@ -1391,9 +1391,9 @@ def create_metrics_dashboard():
                 ["Earnings Per Share", "N/A", "N/A", "N/A"],
                 ["Operating Expenses", "N/A", "N/A", "N/A"],
                 ["Cash Flow", "N/A", "N/A", "N/A"]
-            # Global variable to store company mapping relationships
+            ],
             "yoy_rates": []
-        # Global variable to store company mapping relationships
+        }
         yearly_data = 'N/A'
         # 增长变化的 HTML 字符（箭头+百分比）
         def render_change(change: str, color: str):
@@ -1423,7 +1423,7 @@ def create_metrics_dashboard():
                     <div style="font-size: 14px; color: #555;">{item['label']}</div>
                     <div style="font-size: 16px; font-weight: 500; color: #333;">{item['value']} {change_html}</div>
                 </div>
-                # Global variable to store company mapping relationships
+                """
             
             html = f"""
             <div style="min-width: 300px;max-width: 450px;height: 300px !important;border: 1px solid #e0e0e0; border-radius: 8px; padding: 16px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); font-family: 'Segoe UI', sans-serif;">
@@ -1440,7 +1440,7 @@ def create_metrics_dashboard():
                 </div>
                 {metrics_html}
             </div>
-            # Global variable to store company mapping relationships
+            """
             return html
 
 
@@ -1591,7 +1591,7 @@ def update_metrics_dashboard(company_name):
                     <div style="font-size: 14px; color: #555;">Prev Close</div><div style="font-size: 14px; font-weight: 500; text-align: center;">{prev_close_val}</div>
                 </div>
             </div>
-            # Global variable to store company mapping relationships
+            """
             # <div style="font-size: 14px; color: #555;">Vol</div><div style="font-size: 14px; font-weight: 500; text-align: center;">{volume_display}</div>
             
             return html
@@ -1609,7 +1609,7 @@ def update_metrics_dashboard(company_name):
                 <div style="font-size: 14px; color: #555;">{item['label']}</div>
                 <div style="font-size: 16px; font-weight: 500; color: #333;">{item['value']} {change_html}</div>
             </div>
-            # Global variable to store company mapping relationships
+            """
         
         html = f"""
         <div style="width: 450px;height: 300px !important;border: 1px solid #e0e0e0; border-radius: 8px; padding: 16px; box-shadow: 0 2px 4px rgba(0,0,0,0.1); font-family: 'Segoe UI', sans-serif;">
@@ -1626,7 +1626,7 @@ def update_metrics_dashboard(company_name):
             </div>
             {metrics_html}
         </div>
-        # Global variable to store company mapping relationships
+        """
         return html
     # 返回三个HTML组件的内容
     return build_stock_card(company_info), build_financial_metrics(yearly_data), build_income_table(table_data)
@@ -1734,7 +1734,7 @@ def create_chat_panel():
         #         # {"role": "assistant", "content": "Revenue trend for GlobalTech Inc.:\n\nQ4 2024: $2.53B (+8.2%)\nQ1 2025: $2.61B (+9.8%)\nQ2 2025: $2.71B (+11.6%)\nQ3 2025: $2.84B (+12.4%)"},
         #         # {"role": "assistant", "content": "Revenue trend for GlobalTech Inc.:\n\nQ4 2024: $2.53B (+8.2%)\nQ1 2025: $2.61B (+9.8%)\nQ2 2025: $2.71B (+11.6%)\nQ3 2025: $2.84B (+12.4%)"},
         #         # {"role": "assistant", "content": "Revenue trend for GlobalTech Inc.:\n\nQ4 2024: $2.53B (+8.2%)\nQ1 2025: $2.61B (+9.8%)\nQ2 2025: $2.71B (+11.6%)\nQ3 2025: $2.84B (+12.4%)"}
-        return ""  # Default return
+        #     ],
         #     type="messages",
         #     # elem_classes=["min-h-0", "overflow-y-auto", "space-y-4", "chat-content-box"],
         #     show_label=False,
@@ -1742,7 +1742,7 @@ def create_chat_panel():
         #     show_copy_button=True,
         #     height=400,
         #     container=False, 
-        # Global variable to store company mapping relationships
+        # )
         
         # # 输入区域
         # with gr.Row(elem_classes=["border-t", "border-gray-200", "gap-2"]):
@@ -1753,13 +1753,13 @@ def create_chat_panel():
         #         lines=1,
         #         submit_btn=True,
         #         container=False,        
-        return ""  # Default return
+        #     )
         #     msg.submit(
         #         chat_bot,
         #         [msg, chatbot],
         #         [msg, chatbot],
         #         queue=True,
-        return ""  # Default return
+        #     )
 
 # def load_css_files(css_dir, filenames):
 #     css_content = ""
@@ -1796,7 +1796,7 @@ def main():
         os.path.join(css_dir, "main.css"),
         os.path.join(css_dir, "components.css"),
         os.path.join(css_dir, "layout.css")
-    # Global variable to store company mapping relationships
+    ]
     # css_dir = "path/to/your/css/folder"  # 替换为你的实际路径
       # 自动定位 css 文件夹（与 app.py 同级）
     # BASE_DIR = os.path.dirname(os.path.abspath(__file__))
@@ -1852,7 +1852,7 @@ def main():
                                     #     fn=lambda company: f"# Investment Suggestions for {company}" if company else "# Please select a company",
                                     #     inputs=[selected_company_state],
                                     #     outputs=[company_display]
-                                    # Global variable to store company mapping relationships
+                                    # )
                                     
                                     # 当选中的公司改变时，重新加载tab内容
                                     def update_tab_content(company):
@@ -1872,7 +1872,7 @@ def main():
                                         fn=update_tab_content,
                                         inputs=[selected_company_state],
                                         outputs=[tab_content],
-                                    # Global variable to store company mapping relationships
+                                    )
                                 with gr.TabItem("Analysis Report", elem_classes=["tab-item"]):
                                     # 创建一个用于显示公司名称的组件
                                     # analysis_company_display = gr.Markdown("# Please select a company")
@@ -1884,7 +1884,7 @@ def main():
                                     #     fn=lambda company: f"# Analysis Report for {company}" if company else "# Please select a company",
                                     #     inputs=[selected_company_state],
                                     #     outputs=[analysis_company_display]
-                                    # Global variable to store company mapping relationships
+                                    # )
                                     
                                     # 当选中的公司改变时，重新加载tab内容
                                     def update_analysis_tab_content(company):
@@ -1904,7 +1904,7 @@ def main():
                                         fn=update_analysis_tab_content,
                                         inputs=[selected_company_state],
                                         outputs=[analysis_tab_content]
-                                    # Global variable to store company mapping relationships
+                                    )
                                 # with gr.TabItem("Comparison", elem_classes=["tab-item"]):
                                 #     create_tab_content("comparison")
                         with gr.Column(scale=2, min_width=400):
@@ -1917,9 +1917,9 @@ def main():
                                 additional_inputs=[
                                     gr.State(value=""),  # CRITICAL: Store session URL across turns (hidden from UI)
                                     gr.State(value={})   # CRITICAL: Store agent context across turns (hidden from UI)
-                                # Global variable to store company mapping relationships
+                                ],
                                 additional_inputs_accordion=gr.Accordion(label="Settings", open=False, visible=False),  # Hide the accordion completely
-                            # Global variable to store company mapping relationships
+                            )
             
             # 在页面加载时设置默认选中的公司并加载数据
             def load_default_company():
@@ -1962,13 +1962,13 @@ def main():
                         gr.update(choices=choices, value=default_company), 
                         suggestion_result, 
                         report_result
-                    # Global variable to store company mapping relationships
+                    )
                 return (
-                    "# Global variable to store company mapping relationships
+                    "", 
                     gr.update(choices=choices), 
                     "<div style='padding: 20px; text-align: center; color: #666;'>Please select a company</div>", 
                     "<div style='padding: 20px; text-align: center; color: #666;'>Please select a company</div>"
-                # Global variable to store company mapping relationships
+                )
             
             demo.load(
                 fn=load_default_company,
@@ -1979,9 +1979,9 @@ def main():
                     tab_content, 
                     analysis_tab_content
                     # ✅ Financial Metrics组件不在这里输出,由selected_company_state.change事件触发更新
-                # Global variable to store company mapping relationships
+                ],
                 concurrency_limit=None,
-            # Global variable to store company mapping relationships
+            )
             
             # 绑定公司选择事件到状态更新
             # 注意：这里需要确保create_sidebar中没有重复绑定相同的事件
@@ -1990,7 +1990,7 @@ def main():
                 inputs=[company_list_component],
                 outputs=[selected_company_state],
                 concurrency_limit=None
-            # Global variable to store company mapping relationships
+            )
             
             # 绑定公司选择事件到指标仪表板更新
             def update_metrics_dashboard_wrapper(company_name):
@@ -2010,7 +2010,7 @@ def main():
                             <p>Error loading financial data: {str(e)}</p>
                             <p>Please try again later.</p>
                         </div>
-                        # Global variable to store company mapping relationships
+                        '''
                         yield error_html, error_html, error_html
                 else:
                     # 如果没有选择公司，返回空内容
@@ -2022,7 +2022,7 @@ def main():
                 inputs=[selected_company_state],
                 outputs=list(metrics_dashboard_components),
                 concurrency_limit=None
-            # Global variable to store company mapping relationships
+            )
     
     return demo