diff --git a/crazy_functions/latex_utils.py b/crazy_functions/latex_utils.py
index 3fbbf9b..e3d5113 100644
--- a/crazy_functions/latex_utils.py
+++ b/crazy_functions/latex_utils.py
@@ -5,6 +5,10 @@ import re
 pj = os.path.join
 
 def 寻找Latex主文件(file_manifest, mode):
+    """
+    在多Tex文档中，寻找主文件，必须包含documentclass，返回找到的第一个。
+    P.S. 但愿没人把latex模板放在里面传进来
+    """
     for texf in file_manifest:
         if os.path.basename(texf).startswith('merge'):
             continue
@@ -17,6 +21,9 @@ def 寻找Latex主文件(file_manifest, mode):
     raise RuntimeError('无法找到一个主Tex文件（包含documentclass关键字）')
 
 def merge_tex_files_(project_foler, main_file, mode):
+    """
+    递归地把多Tex工程整合为一个Tex文档
+    """
     for s in reversed([q for q in re.finditer(r"\\input\{(.*?)\}", main_file, re.M)]):
         f = s.group(1)
         fp = os.path.join(project_foler, f)
@@ -33,38 +40,56 @@ def merge_tex_files_(project_foler, main_file, mode):
     return main_file
 
 def merge_tex_files(project_foler, main_file, mode):
+    """
+    递归地把多Tex工程整合为一个Tex文档（递归外层）
+    P.S. 顺便把CTEX塞进去以支持中文
+    P.S. 顺便把Latex的注释去除
+    """
     main_file = merge_tex_files_(project_foler, main_file, mode)
-
     if mode == 'translate_zh':
         pattern = re.compile(r'\\documentclass.*\n')
         match = pattern.search(main_file)
         position = match.end()
         main_file = main_file[:position] + '\\usepackage{CTEX}\n\\usepackage{url}\n' + main_file[position:]
 
-
+    new_file_remove_comment_lines = []
+    for l in main_file.splitlines():
+        # 删除整行的空注释
+        if l.startswith("%") or (l.startswith(" ") and l.lstrip().startswith("%")):
+            pass
+        else:
+            new_file_remove_comment_lines.append(l)
+    main_file = '\n'.join(new_file_remove_comment_lines)
+    main_file = re.sub(r'(?<!\\)%.*', '', main_file)  # 使用正则表达式查找半行注释, 并替换为空字符串
     return main_file
 
-class LinkTable():
+
+class LinkedListNode():
+    """
+    链表单元
+    """
     def __init__(self, string, preserve=True) -> None:
         self.string = string
         self.preserve = preserve
         self.next = None
 
+
 def mod_inbraket(match):
+    """
+    为啥chatgpt会把cite里面的逗号换成中文逗号呀 艹
+    """
     # get the matched string
     cmd = match.group(1)
     str_to_modify = match.group(2)
-
     # modify the matched string
     str_to_modify = str_to_modify.replace('：', ':')    # 前面是中文冒号，后面是英文冒号
     str_to_modify = str_to_modify.replace('，', ',')    # 前面是中文逗号，后面是英文逗号
     # str_to_modify = 'BOOM'
-    # return the modified string as the replacement
     return "\\" + cmd + "{" + str_to_modify + "}"
 
 def fix_content(final_tex, node_string):
     """
-        fix common GPT errors to increase success rate
+    Fix common GPT errors to increase success rate
     """
     final_tex = final_tex.replace('%', r'\%')
     final_tex = final_tex.replace(r'\%', r'\\%')
@@ -74,10 +99,19 @@ def fix_content(final_tex, node_string):
     return final_tex
 
 class LatexPaperSplit():
+    """
+    将Latex文档分解到一个链表中，每个链表节点用preserve的标志位提示它是否应当被GPT处理
+    """
     def __init__(self) -> None:
+        """
+        root是链表的根节点
+        """
         self.root = None
 
     def merge_result(self, arr, mode, msg):
+        """
+        将GPT处理后的结果融合
+        """
         result_string = ""
         node = self.root
         p = 0
@@ -105,8 +139,10 @@ class LatexPaperSplit():
         return result_string
 
     def split(self, txt):
-        # def replace_with_hash()
-        root = LinkTable(txt, False)
+        """
+        将Latex文档分解到一个链表中，每个链表节点用preserve的标志位提示它是否应当被GPT处理
+        """
+        root = LinkedListNode(txt, False)
         def split_worker(root, pattern, flags=0):
             lt = root
             cnt = 0
@@ -131,10 +167,10 @@ class LatexPaperSplit():
                         lt.string = before
                         tmp  = lt.next
                         # ======
-                        mid = LinkTable(this, True)
+                        mid = LinkedListNode(this, True)
                         lt.next = mid
                         # ======
-                        aft = LinkTable(after, False)
+                        aft = LinkedListNode(after, False)
                         mid.next = aft
                         aft.next = tmp
                         # ======
@@ -152,6 +188,8 @@ class LatexPaperSplit():
         split_worker(root, r"\\subsubsection\{(.*?)\}")
         split_worker(root, r"\\bibliography\{(.*?)\}")
         split_worker(root, r"\\bibliographystyle\{(.*?)\}")
+        split_worker(root, r"\\begin\{lstlisting\}(.*?)\\end\{lstlisting\}", re.DOTALL)
+        split_worker(root, r"\\begin\{algorithm\}(.*?)\\end\{algorithm\}", re.DOTALL)
         split_worker(root, r"\\begin\{wrapfigure\}(.*?)\\end\{wrapfigure\}", re.DOTALL)
         split_worker(root, r"\\begin\{wrapfigure\*\}(.*?)\\end\{wrapfigure\*\}", re.DOTALL)
         split_worker(root, r"\\begin\{figure\}(.*?)\\end\{figure\}", re.DOTALL)
@@ -178,13 +216,17 @@ class LatexPaperSplit():
             node = node.next
             if node is None: break
 
-        with open('debug_log', 'w', encoding='utf8') as f:
+        # 将分解结果返回 res_to_t
+        with open('debug_log.html', 'w', encoding='utf8') as f:
             res_to_t = []
             node = root
             while True:
+                show_html = node.string.replace('\n','<br/>')
                 if not node.preserve:
                     res_to_t.append(node.string)
-                f.write(node.string)
+                    f.write(f'<p style="color:black;">{show_html}</p>')
+                else:
+                    f.write(f'<p style="color:red;">{show_html}</p>')
                 node = node.next
                 if node is None: break
 
@@ -260,7 +302,6 @@ def Latex精细分解与转化(file_manifest, project_folder, llm_kwargs, plugin
     with open(maintex, 'r', encoding='utf-8', errors='replace') as f:
         content = f.read()
         merged_content = merge_tex_files(project_folder, content, mode)
-        merged_content = re.sub(r'(?<!\\)%.*', '', merged_content)  # 使用正则表达式查找注释, 并替换为空字符串
 
     with open(project_folder + '/merge.tex', 'w', encoding='utf-8', errors='replace') as f:
         f.write(merged_content)
@@ -362,7 +403,7 @@ def 编译Latex差别(chatbot, history, main_file_original, main_file_modified,
     import os, time
     current_dir = os.getcwd()
     n_fix = 0
-    chatbot.append([f"正在编译PDF文档", '编译已经开始。当前工作路径为{work_folder}，如果程序停顿5分钟以上，则大概率是卡死在Latex里面了。不幸卡死时请直接去该路径下取回翻译结果，或者重启之后再度尝试 ...']); yield from update_ui(chatbot=chatbot, history=history)
+    chatbot.append([f"正在编译PDF文档", f'编译已经开始。当前工作路径为{work_folder}，如果程序停顿5分钟以上，则大概率是卡死在Latex里面了。不幸卡死时请直接去该路径下取回翻译结果，或者重启之后再度尝试 ...']); yield from update_ui(chatbot=chatbot, history=history)
     chatbot.append([f"正在编译PDF文档", '...']); yield from update_ui(chatbot=chatbot, history=history); time.sleep(1); chatbot[-1] = list(chatbot[-1]) # 刷新界面
     yield from update_ui_lastest_msg('编译已经开始...', chatbot, history)   # 刷新Gradio前端界面