From 14788cad6a703853b2e05ee756890ed96ba0076f Mon Sep 17 00:00:00 2001
From: minorQAQ <202200120184@mail.sdu.edu.cn>
Date: Wed, 27 May 2026 17:39:55 +0800
Subject: [PATCH] =?UTF-8?q?=E6=96=B0=E5=A2=9Erag=E5=8A=9F=E8=83=BD?=
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---
 .env                                          |  12 +-
 requirements.txt                              |  12 +-
 .../__pycache__/chatbot_agent.cpython-312.pyc | Bin 4691 -> 9574 bytes
 src/agent/__pycache__/llm.cpython-312.pyc     | Bin 21730 -> 22678 bytes
 src/agent/__pycache__/llm.cpython-313.pyc     | Bin 0 -> 23722 bytes
 src/agent/chatbot_agent.py                    | 190 +++++--
 src/agent/history/data_base/chat_history.db   | Bin 20480 -> 24576 bytes
 .../20260519_144316/ui_messages.json          |  22 -
 .../20260527_130428/ui_messages.json          |  22 +
 .../20260527_130748/ui_messages.json          |  56 ++
 src/agent/llm.py                              |  35 +-
 .../data_level0.bin                           | Bin 0 -> 423600 bytes
 .../header.bin                                | Bin 0 -> 100 bytes
 .../length.bin                                | Bin 0 -> 400 bytes
 .../link_lists.bin                            |   0
 src/agent/memory/chroma_rag_db/chroma.sqlite3 | Bin 0 -> 430080 bytes
 src/agent/tools/__init__.py                   |   3 +-
 .../__pycache__/__init__.cpython-312.pyc      | Bin 555 -> 577 bytes
 .../tools/__pycache__/tool.cpython-312.pyc    | Bin 12477 -> 15997 bytes
 .../__pycache__/tool_rag.cpython-312.pyc      | Bin 16224 -> 24391 bytes
 src/agent/tools/tool.py                       | 167 ++++--
 src/agent/tools/tool_rag.py                   | 509 +++++++++++++-----
 .../__pycache__/agent_utils.cpython-312.pyc   | Bin 12879 -> 25494 bytes
 .../__pycache__/image_utils.cpython-312.pyc   | Bin 6808 -> 6808 bytes
 src/agent/utils/agent_utils.py                | 287 +++++++++-
 src/web/__pycache__/server.cpython-312.pyc    | Bin 20280 -> 21766 bytes
 src/web/__pycache__/server.cpython-313.pyc    | Bin 0 -> 22362 bytes
 .../__pycache__/ui_session.cpython-312.pyc    | Bin 22205 -> 24449 bytes
 .../__pycache__/ui_session.cpython-313.pyc    | Bin 0 -> 23915 bytes
 src/web/app.css                               |  53 ++
 src/web/app.js                                | 155 +++---
 src/web/image/文档.svg                      |   1 +
 src/web/image/附件.svg                      |   1 +
 src/web/index.html                            |  12 +-
 src/web/server.py                             |  39 +-
 src/web/ui_session.py                         |  66 ++-
 36 files changed, 1238 insertions(+), 404 deletions(-)
 create mode 100644 src/agent/__pycache__/llm.cpython-313.pyc
 delete mode 100644 src/agent/history/multi_inputs/20260519_144316/ui_messages.json
 create mode 100644 src/agent/history/multi_inputs/20260527_130428/ui_messages.json
 create mode 100644 src/agent/history/multi_inputs/20260527_130748/ui_messages.json
 create mode 100644 src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/data_level0.bin
 create mode 100644 src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/header.bin
 create mode 100644 src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/length.bin
 create mode 100644 src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/link_lists.bin
 create mode 100644 src/agent/memory/chroma_rag_db/chroma.sqlite3
 create mode 100644 src/web/__pycache__/server.cpython-313.pyc
 create mode 100644 src/web/__pycache__/ui_session.cpython-313.pyc
 create mode 100644 src/web/image/文档.svg
 create mode 100644 src/web/image/附件.svg

diff --git a/.env b/.env
index 3db4a82..96a0cc4 100644
--- a/.env
+++ b/.env
@@ -14,14 +14,14 @@ TTS_BASE_URL = "http://192.168.137.96:8902"
 RAG_BASE_URL = "http://192.168.137.96:8903"
 
 #6000pro：
-LLM_API_KEY='semi-ai.tech'
-LLM_BASE_URL="http://semi-ai.tech:40056/v1"
-LLM_MODEL = "Intel/Qwen3.6-35B-A3B-int4-mixed-AutoRound"
+# LLM_API_KEY='semi-ai.tech'
+# LLM_BASE_URL="http://semi-ai.tech:40056/v1"
+# LLM_MODEL = "Intel/Qwen3.6-35B-A3B-int4-mixed-AutoRound"
 
 #A100：
-# LLM_API_KEY = 'sk-kGhWAQTqLk9ECsmIDb758a456bD34e92B9771dF2E36432Fb'
-# LLM_BASE_URL = "https://app.semi-ai.tech:60004/v1"
-# LLM_MODEL = "Qwen3.5-122B-A10B"
+LLM_API_KEY = 'sk-kGhWAQTqLk9ECsmIDb758a456bD34e92B9771dF2E36432Fb'
+LLM_BASE_URL = "https://app.semi-ai.tech:60004/v1"
+LLM_MODEL = "Qwen3.5-122B-A10B"
 # LLM_TIMEOUT = 300  
 # LLM_REQUESTS_PER_SECOND = 10.0
 # LLM_MAX_BUCKET_SIZE = 10
diff --git a/requirements.txt b/requirements.txt
index cd2918c..d6f1aad 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,10 @@
 # Core LangChain & LangGraph
-langchain>=0.1.0
-langchain-core>=0.1.0
-langchain-community>=0.1.0
-langchain-openai>=0.2.0
-langgraph>=1.0.0
-openai>=1.0.0
+langchain>=1.2.0
+langchain-core>=1.2.0
+langchain-community>=0.4.1
+langchain-openai>=1.1.12
+langgraph>=1.1.6
+openai>=2.25.0
 
 # Web framework & server
 fastapi>=0.115.0
diff --git a/src/agent/__pycache__/chatbot_agent.cpython-312.pyc b/src/agent/__pycache__/chatbot_agent.cpython-312.pyc
index 75ed37c879214af7bf87fa1e58201ae9dd394a7f..90def3a7bf9f9906239804cfc3b0cf58aa99cb47 100644
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delta 1812
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diff --git a/src/agent/__pycache__/llm.cpython-312.pyc b/src/agent/__pycache__/llm.cpython-312.pyc
index b0d46deaa9616da4acc5c19bbdcfce8c7f6786f3..a2a3a65834f62f80d02d35cda8cf96d27ec73c64 100644
GIT binary patch
delta 4775
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diff --git a/src/agent/chatbot_agent.py b/src/agent/chatbot_agent.py
index a24329e..db96ed0 100644
--- a/src/agent/chatbot_agent.py
+++ b/src/agent/chatbot_agent.py
@@ -1,15 +1,18 @@
-# agent/chatbot_agent.py
-from typing import Any
+from typing import Any, Literal, Sequence, Annotated, TypedDict
+import json
 
-from langchain_core.messages import HumanMessage, AIMessage
-from langchain.agents import create_agent
+from langgraph.graph import StateGraph, START, END
+from langgraph.prebuilt import ToolNode
+from langgraph.graph.message import add_messages
+from langchain_core.messages import BaseMessage, HumanMessage, AIMessage, ToolMessage
 
-from agent.llm import Qwen36_35B_A3B_FP8_LLM
+from agent.utils.image_utils import image_bytes_to_openai_image_url_part
+from agent.llm import llm
 from agent.tools import get_tools
 from agent.utils.agent_utils import (
     assistant_text,
     get_history,
-    summarizer,                       # 使用新的上下文感知构建器
+    summarizer,
     get_session_meta,
     update_session_meta,
 )
@@ -20,26 +23,152 @@ from web.ui_session import (
 )
 from agent.memory.system_prompt import MAIN_SYSTEM_PROMPT
 
-# ---------- 1. 工具 ----------
+# ---------- 1. 工具与模型 ----------
 tools = get_tools()
+model_with_tools = llm.bind_tools(tools)
 
-# ---------- 2. 创建 ReAct agent（LangGraph）----------
-agent_graph = create_agent(
-    model=Qwen36_35B_A3B_FP8_LLM,
-    tools=tools,
-    name="main"
-)
+# ---------- 2. 定义状态 ----------
+class AgentState(TypedDict):
+    messages: Annotated[Sequence[BaseMessage], add_messages]
 
-# ---------- 3. 辅助函数：保存消息到数据库 ----------
+# ---------- 3. 节点定义 ----------
+def call_model(state: AgentState) -> dict:
+    """调用 LLM 生成回复或工具调用"""
+    response = model_with_tools.invoke(state["messages"])
+
+    # ----- 打印 token 使用情况 -----
+    usage = response.usage_metadata if hasattr(response, 'usage_metadata') else {}
+    if usage:
+        input_tokens = usage.get('input_tokens', '?')
+        output_tokens = usage.get('output_tokens', '?')
+        total_tokens = usage.get('total_tokens', '?')
+        print(f"[LLM] Token使用: input={input_tokens}, output={output_tokens}, total={total_tokens}")
+
+    # ----- 打印工具调用信息 -----
+    if hasattr(response, 'tool_calls') and response.tool_calls:
+        for tc in response.tool_calls:
+            tool_name = tc.get('name', 'unknown')
+            args = tc.get('args', {})
+            # LangChain 中 tool_call 的 args 可能是 JSON 字符串，尝试解析
+            if isinstance(args, str):
+                try:
+                    args = json.loads(args)
+                except Exception:
+                    pass
+            print(f"[LLM] 工具调用: {tool_name}, 参数: {args}")
+
+    return {"messages": [response]}
+
+# 工具执行节点（LangGraph 内置，自动解包 content_and_artifact 到 ToolMessage.artifact）
+tool_node = ToolNode(tools)
+
+def process_tool_artifact(state: AgentState) -> dict:
+    last_msg = state["messages"][-1]
+
+    # 日志打印
+    if isinstance(last_msg, ToolMessage):
+        content_preview = str(last_msg.content)
+        if len(content_preview) > 200:
+            content_preview = content_preview[:200] + '...'
+        print(f"[Tool] 工具返回 (id={last_msg.tool_call_id}): {content_preview}")
+
+    # 只处理 ToolMessage 且有 artifact 的情况
+    if not isinstance(last_msg, ToolMessage) or not last_msg.artifact:
+        return {}
+
+    artifact = last_msg.artifact
+
+    # ---------- 统一提取所有 image_bytes ----------
+    img_bytes_list: list[bytes] = []
+
+    if isinstance(artifact, dict) and "image_bytes" in artifact:
+        # 单张图片：artifact = {"image_bytes": b"..."}
+        img_bytes_list.append(artifact["image_bytes"])
+
+    elif isinstance(artifact, list):
+        for item in artifact:
+            if isinstance(item, dict) and "image_bytes" in item:
+                img_bytes_list.append(item["image_bytes"])
+            elif isinstance(item, bytes):
+                img_bytes_list.append(item)
+
+    # 兼容 artifact 直接就是 bytes 的情况
+    elif isinstance(artifact, bytes):
+        img_bytes_list.append(artifact)
+
+    if not img_bytes_list:
+        return {}
+
+    # ---------- 将图片转换为多模态 content ----------
+    content_parts = []
+    failed_count = 0
+
+    for img_bytes in img_bytes_list:
+        data_url = image_bytes_to_openai_image_url_part(img_bytes)
+        if data_url is None:
+            failed_count += 1
+            continue
+        content_parts.append(data_url)
+
+    # 所有图片都处理失败时的降级方案
+    if not content_parts:
+        human_msg = HumanMessage(
+            content="工具返回了截图，但图片处理失败，请向用户说明。",
+            additional_kwargs={"synthetic": True}
+        )
+        return {"messages": [human_msg]}
+
+    # 追加引导文本（放在最后，也可以放在最前，取决于你的需求）
+    content_parts.append({
+        "type": "text",
+        "text": "上面是工具返回的截图。"
+    })
+
+    # 如果有部分图片失败，可以在 text 中提示（可选）
+    if failed_count > 0:
+        content_parts[-1]["text"] += f"（其中 {failed_count} 张图片处理失败，请忽略）"
+
+    human_msg = HumanMessage(
+        content=content_parts,
+        additional_kwargs={"synthetic": True}
+    )
+    return {"messages": [human_msg]}
+
+# ---------- 4. 条件路由 ----------
+def should_continue(state: AgentState) -> Literal["tools", END]:
+    last_msg = state["messages"][-1]
+    if hasattr(last_msg, "tool_calls") and last_msg.tool_calls:
+        return "tools"
+    return END
+
+# ---------- 5. 构建 Graph ----------
+workflow = StateGraph(AgentState)
+
+workflow.add_node("agent", call_model)
+workflow.add_node("tools", tool_node)
+workflow.add_node("process_tool_artifact", process_tool_artifact)
+
+workflow.add_edge(START, "agent")
+workflow.add_conditional_edges("agent", should_continue, {
+    "tools": "tools",
+    END: END,
+})
+workflow.add_edge("tools", "process_tool_artifact")
+workflow.add_edge("process_tool_artifact", "agent")  
+
+agent_graph = workflow.compile()
+
+# ---------- 6. 辅助函数：保存消息（过滤合成消息） ----------
 def save_messages_to_history(session_id: str, user_msg: HumanMessage, assistant_msg: AIMessage) -> None:
-    """将用户消息和助手消息追加到 SQLite 历史记录中"""
     if not session_id:
         return
     history = get_history(session_id)
-    history.add_message(user_msg)
+    # 只保存非合成消息
+    if not user_msg.additional_kwargs.get("synthetic"):
+        history.add_message(user_msg)
     history.add_message(assistant_msg)
 
-# ---------- 4. 核心执行函数 ----------
+# ---------- 7. 核心执行函数 ----------
 def execute_agent(
     chat_history: list[dict[str, Any]],
     session_id: str = "test",
@@ -54,20 +183,18 @@ def execute_agent(
     if session_id:
         rewrite_user_message_files_to_session_dir(chat_history[-1], session_id)
 
-    # 直接使用 chat_history 中已经正确格式化的 content（由 _build_user_chat_content 生成）
     user_content = chat_history[-1]["content"]
 
-    # 动态上下文感知构建消息
+    # 上下文感知构建
     messages, context_exceeded = summarizer(
         session_id=session_id,
-        agent_name="main",                  # 固定 agent 名称，可扩展
+        agent_name="main",
         system_prompt=MAIN_SYSTEM_PROMPT,
         user_content=user_content,
-        llm=Qwen36_35B_A3B_FP8_LLM,
+        llm=llm,
     )
 
     if context_exceeded:
-        # 上下文已满，返回提示信息
         chat_history.append({
             "role": "assistant",
             "content": "上下文已满，请新建会话继续对话。",
@@ -76,7 +203,6 @@ def execute_agent(
             sync_manifest_from_chat_history(session_id, chat_history, "")
         return chat_history
 
-    # 调用 graph 的配置
     graph_config = {
         "configurable": {"session_id": session_id},
         "metadata": {
@@ -86,15 +212,15 @@ def execute_agent(
     }
 
     try:
-        # 调用 LangGraph agent
+        # 调用自定义 Graph
         result = agent_graph.invoke({"messages": messages}, config=graph_config)
 
-        # 从最终消息中提取文本回复
+        # 提取最后一条 AI 消息
         all_messages = result["messages"]
         assistant_msg = all_messages[-1] if all_messages else AIMessage(content="")
         text_content = assistant_text(assistant_msg.content)
 
-        # 提取 token 使用量并更新到 meta
+        # token 统计更新
         usage = assistant_msg.usage_metadata if hasattr(assistant_msg, 'usage_metadata') else {}
         total_tokens = usage.get('total_tokens', 0) if isinstance(usage, dict) else 0
         if total_tokens > 0:
@@ -107,9 +233,9 @@ def execute_agent(
                 last_total_tokens=total_tokens,
             )
 
-        # 处理 TTS 音频数据
+        # TTS 处理（保持原逻辑）
         output_type_from_config = graph_config.get("metadata", {}).get("output_type", "text")
-        audio_data = Qwen36_35B_A3B_FP8_LLM.last_audio_kwargs or {}
+        audio_data = llm.last_audio_kwargs or {}
         if audio_data.get("output_type") != output_type_from_config:
             audio_data = {}
 
@@ -119,7 +245,6 @@ def execute_agent(
             "audio": audio_data.get("audio"),
         }
 
-        # 根据输出类型构建前端 content
         if output_type_from_config == "audio" and assistant_meta.get("audio"):
             assistant_content = []
         elif output_type_from_config == "both" and assistant_meta.get("audio"):
@@ -127,22 +252,20 @@ def execute_agent(
         else:
             assistant_content = text_content if text_content else "（空回复）"
 
-        # 追加到返回的 chat_history
         chat_history.append({
             "role": "assistant",
             "content": assistant_content,
             "meta": assistant_meta,
         })
 
-        # 持久化历史消息
+        # 持久化历史消息（注意过滤掉合成消息）
         save_messages_to_history(
             session_id,
             HumanMessage(content=user_content),
             AIMessage(content=text_content),
         )
 
-        # 清空音频缓存
-        Qwen36_35B_A3B_FP8_LLM.last_audio_kwargs = None
+        llm.last_audio_kwargs = None
 
     except Exception as e:
         import traceback
@@ -151,7 +274,6 @@ def execute_agent(
         err_text = "抱歉，我遇到了一些问题，请稍后再试。"
         chat_history.append({"role": "assistant", "content": err_text})
 
-    # 同步文件清单
     if session_id:
         sync_manifest_from_chat_history(session_id, chat_history, "")
 
diff --git a/src/agent/history/data_base/chat_history.db b/src/agent/history/data_base/chat_history.db
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diff --git a/src/agent/history/multi_inputs/20260519_144316/ui_messages.json b/src/agent/history/multi_inputs/20260519_144316/ui_messages.json
deleted file mode 100644
index 9721091..0000000
--- a/src/agent/history/multi_inputs/20260519_144316/ui_messages.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "version": 2,
-  "turns": [
-    {
-      "user": {
-        "content": [
-          {
-            "type": "text",
-            "text": "你好"
-          }
-        ]
-      },
-      "assistant": {
-        "text": "你好！很高兴能帮到你。\n\n如果你有图片、文件需要解读，或者有任何问题想要咨询，随时可以发给我或告诉我。请问有什么我可以帮你的吗？",
-        "output_type": "text",
-        "autoplay": false,
-        "audio_duration_seconds": null,
-        "audio_relpath": null
-      }
-    }
-  ]
-}
\ No newline at end of file
diff --git a/src/agent/history/multi_inputs/20260527_130428/ui_messages.json b/src/agent/history/multi_inputs/20260527_130428/ui_messages.json
new file mode 100644
index 0000000..a2d4907
--- /dev/null
+++ b/src/agent/history/multi_inputs/20260527_130428/ui_messages.json
@@ -0,0 +1,22 @@
+{
+  "version": 2,
+  "turns": [
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "\"C:\\Users\\86166\\Desktop\\rag_test\"，帮我把这个文件夹下的文档全部归入rag个人知识库"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "已成功将 `C:\\Users\\86166\\Desktop\\rag_test` 文件夹下的所有文档（共4个文件）添加到您的RAG个人知识库中，系统共提取并添加了11条知识块。\n\n包含的文件如下：\n- 曾嘉翔-用户画像.docx\n- 朱振宁-用户画像.docx\n- 赵永顺-今日行程安排.docx\n- 赵永顺-用户画像.docx\n\n如果您需要查询这些内容或进行其他操作，请随时告诉我！",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/src/agent/history/multi_inputs/20260527_130748/ui_messages.json b/src/agent/history/multi_inputs/20260527_130748/ui_messages.json
new file mode 100644
index 0000000..550b169
--- /dev/null
+++ b/src/agent/history/multi_inputs/20260527_130748/ui_messages.json
@@ -0,0 +1,56 @@
+{
+  "version": 2,
+  "turns": [
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "赵永顺今天上午吃了什么"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "我无法知道赵永顺今天上午吃了什么，因为我不了解他的个人生活细节，也没有相关的实时信息。如果您是他本人或认识他，可以直接询问他本人。",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    },
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "你可以去rag库查一查"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "根据工具返回的文本信息，赵永顺今天上午10点5分醒来后，吃了**两个酱肉包**。\n\n之后他进行了rag开发测试，并计划下午剪辑照片、召开讨论和分享会。",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    },
+    {
+      "user": {
+        "content": [
+          {
+            "type": "text",
+            "text": "那他的系统架构是什么样的呢"
+          }
+        ]
+      },
+      "assistant": {
+        "text": "根据这张截图，赵永顺的系统架构是一个名为 **`chatbot_agent`** 的编排系统，其核心是一个多模态智能体，主要包含以下几个部分：\n\n1.  **用户层 (User Layer)**\n    *   **Gradio 桌面 UI**: 提供桌面应用程序的交互界面。\n    *   **FastAPI Web 静态前端**: 提供基于Web的交互界面。\n    *   这两个前端都作为用户入口，与核心的 `chatbot_agent` 进行交互。\n\n2.  **chatbot_agent 编排 (Orchestration)**\n    这是系统的核心处理逻辑，具体流程如下：\n    *   **用户输入**: 接收来自 `MultimodalTextbox` 或 `Chatbot` 的消息。\n    *   **消息记录**: 通过 `add_message` 将用户消息写入对话记录。\n    *   **代理执行 (`execute_agent`)**: 这是核心逻辑处理单元。\n        *   **图片处理**: 首先判断输入中是否包含图片。\n            *   **有图片**: 调用 `describe_images` (基于 Qwen-VL 多模态模型) 生成图片描述 (`image_description`)。\n            *   **无图片**: 直接使用纯文本输入。\n        *   **输入组合**: 将图片描述（如果有）和用户查询 (`query`) 组合成纯文本 (`chain_input_from_image_and_query`)。\n        *   **文件处理**: 用户上传的文件会被复制到 `history/multi_inputs/(session_id)/` 目录下。\n        *   **上下文组合**: 将图片路径、图片描述和用户查询组合成最终的输入 (`chain_input`)。\n    *   **历史会话管理**:\n        *   **读取历史**: 从 SQLite 数据库中读取会话历史 (`summarize_history`)。\n        *   **摘要与截断**: 如果消息数量超过8条，系统会将旧消息生成一个对话摘要，并只保留最近的8条消息 (`chat_history`)。\n        *   **构建完整上下文**: 将系统提示词 (包含助手人设和摘要占位符) 和对话历史 (`chat_history`) 组合在一起 (`assign`)。\n        *   **绑定历史**: 使用 `RunnableWithMessageHistory` 将构建好的上下文与历史会话绑定，并准备将新的交互写回数据库。\n\n3.  **模型与外部 (Model & External)**\n    *   系统通过一个 **ChatOpenAI 兼容客户端** 与外部的 **Qwen35 网关** (以 OpenAI API 风格) 进行交互，调用大语言模型。\n\n4.  **持久化 (Persistence)**\n    *   **SQLite**: 用于存储 `chat_history.db` 和 `message_store`。\n    *   **ui_messages.json**: 存储会话清单。\n    *   **multi_inputs 附件目录**: 存储用户上传的文件。\n\n**总结来说**，这是一个结构清晰的智能体应用架构，它通过LangChain进行编排，能够处理多模态输入（文本和图片），智能地管理长对话历史（通过摘要和截断），并持久化存储所有会话和附件信息，最终通过API调用外部的大模型来生成回复。",
+        "output_type": "text",
+        "autoplay": false,
+        "audio_duration_seconds": null,
+        "audio_relpath": null
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/src/agent/llm.py b/src/agent/llm.py
index 800cac0..3ea43b8 100644
--- a/src/agent/llm.py
+++ b/src/agent/llm.py
@@ -9,20 +9,16 @@ from typing import Any, List, Dict, Optional
 from pydantic import Field
 import re, json
 from datetime import datetime as dt
-
 import requests
+
 from langchain_core.messages import HumanMessage, AIMessage, BaseMessage, SystemMessage  
 from langchain_core.outputs import ChatResult, ChatGeneration
 from langchain_openai import ChatOpenAI
 
 from agent.utils.image_utils import image_bytes_to_openai_image_url_part
 from agent.utils.env_utils import LLM_API_KEY, LLM_BASE_URL, LLM_MODEL, LLM_TIMEOUT, TTS_BASE_URL, ASR_BASE_URL
-from agent.utils.agent_utils import assistant_text
-from agent.utils.image_utils import (
-    image_path_to_openai_image_url_part,
-    image_bytes_to_openai_image_url_part,
-    IMAGE_FILE_EXTENSIONS,
-)
+from agent.utils.agent_utils import assistant_text, Documents_process
+from agent.utils.image_utils import image_path_to_openai_image_url_part, image_bytes_to_openai_image_url_part, IMAGE_FILE_EXTENSIONS
 from agent.memory.system_prompt import VISION_SYSTEM_PROMPT
 
 class ChatQwen(ChatOpenAI):
@@ -186,10 +182,26 @@ class ChatQwen(ChatOpenAI):
                             file_path = part.get("path") or (part.get("file") or {}).get("path")
                             if isinstance(file_path, str) and os.path.isfile(file_path):
                                 ext = os.path.splitext(file_path)[1].lower()
+                                normalized_path = file_path.replace("\\", "/")
                                 if ext in IMAGE_FILE_EXTENSIONS:
                                     new_content.append(self._process_image_content({"type": "image_url", "image_url": {"url": file_path}}))
                                 else:
-                                    new_content.append({"type": "text", "text": f"[用户上传了附件文件: {os.path.basename(file_path)}]"})
+                                    try:
+                                        file_text, file_images = Documents_process.process(file_path)
+                                        new_content.append({"type": "text", "text": f"用户上传了一个名为\"{normalized_path}\"的文件。"})
+                                        if file_text.strip():
+                                            new_content.append({
+                                                "type": "text",
+                                                "text": f"以下是文件 {normalized_path} 的内容：\n{file_text.strip()}"
+                                            })
+                                        for image_bytes in file_images or []:
+                                            image_part = image_bytes_to_openai_image_url_part(image_bytes)
+                                            if image_part is not None:
+                                                new_content.append(image_part)
+                                        if not file_text.strip() and not file_images:
+                                            new_content.append({"type": "text", "text": f"[用户上传了附件文件: {normalized_path}]"})
+                                    except Exception as e:
+                                        new_content.append({"type": "text", "text": f"[附件处理失败: {normalized_path}: {e}]"})
                         else:
                             text = assistant_text(part)
                             if text:
@@ -365,8 +377,7 @@ class ChatQwen(ChatOpenAI):
         result = self.invoke(messages)
         return result.content
 
-
-Qwen36_35B_A3B_FP8_LLM = ChatQwen()
+llm = ChatQwen()
 
 if __name__ == "__main__":
     import sys
@@ -382,7 +393,7 @@ if __name__ == "__main__":
     print("=" * 50)
     print("测试1: 纯图片识别（无文本）")
     print("=" * 50)
-    result1 = Qwen36_35B_A3B_FP8_LLM.invoke([
+    result1 = llm.invoke([
         HumanMessage(content=[{"type": "image_url", "image_url": {"url": TEST_IMAGE_PATH}}])
     ])
     print(f"返回类型: {type(result1)}")
@@ -393,7 +404,7 @@ if __name__ == "__main__":
     print("\n" + "=" * 50)
     print("测试2: 图文混合输入")
     print("=" * 50)
-    result2 = Qwen36_35B_A3B_FP8_LLM.invoke([
+    result2 = llm.invoke([
         HumanMessage(content=[
             {"type": "image_url", "image_url": {"url": TEST_IMAGE_PATH}},
             {"type": "text", "text": "这张图片里有什么？请详细描述"}
diff --git a/src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/data_level0.bin b/src/agent/memory/chroma_rag_db/93b83aa9-b3da-41a4-b34c-90fcd21bda19/data_level0.bin
new file mode 100644
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HcmV?d00001

diff --git a/src/agent/tools/__init__.py b/src/agent/tools/__init__.py
index e36bd43..d4f507b 100644
--- a/src/agent/tools/__init__.py
+++ b/src/agent/tools/__init__.py
@@ -24,9 +24,10 @@ from .tool_rag import RAGTool
 _all_tools = [
     Websearchclass(),
     DateQueryClass(),
-    ScreenCaptureDescribeClass(),
+    ScreenCapture(),
     BrowserControlClass(),
     RAGTool(), 
+    DirectoryListing(),
 ]
 
 def get_tools():
diff --git a/src/agent/tools/__pycache__/__init__.cpython-312.pyc b/src/agent/tools/__pycache__/__init__.cpython-312.pyc
index e3861756e25327652e78b45af553fadcc3781a32..a6bb0833a9e73366a68904a785fe693c6d681a44 100644
GIT binary patch
delta 196
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diff --git a/src/agent/tools/__pycache__/tool.cpython-312.pyc b/src/agent/tools/__pycache__/tool.cpython-312.pyc
index 8d69275e8f756ee209f3a493273919fe9b3fa09f..a3b68b7213e52ef43d2f6a7bdd7469c084f3237d 100644
GIT binary patch
delta 7634
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diff --git a/src/agent/tools/tool.py b/src/agent/tools/tool.py
index ff2e9f5..2eb4114 100644
--- a/src/agent/tools/tool.py
+++ b/src/agent/tools/tool.py
@@ -1,16 +1,19 @@
 from __future__ import annotations
 
+import os
 import io
-from typing import Optional, Literal
+from typing import Optional, Literal, Tuple
 import sys
 import time
 import webbrowser
 import pyautogui
+import asyncio
+from pathlib import Path
 
 from langchain.tools import BaseTool
 from pydantic import BaseModel, Field, create_model
 
-from agent.llm import Qwen36_35B_A3B_FP8_LLM
+from agent.llm import llm
 from utils.env_utils import BROWSER_MAP
 
 
@@ -56,8 +59,8 @@ class DateQueryClass(BaseTool):
         return self._run()
 
 
-class ScreenCaptureDescribeClass(BaseTool):
-    """截取当前屏幕并用与对话上传图片相同的视觉链路解析为文字，供 Agent 推理。"""
+class ScreenCapture(BaseTool):
+    """截取当前屏幕，生成文字描述并同时提供原始截图供模型直接查看。"""
 
     args_schema: type[BaseModel] = create_model(
         "ScreenCaptureInput",
@@ -69,44 +72,42 @@ class ScreenCaptureDescribeClass(BaseTool):
             ),
         ),
     )
-    name: str = "screen_capture_describe"
+    name: str = "screen_capture"
     description: str = (
-        "截取当前主屏幕画面，并用视觉模型转为文字描述。"
+        "截取当前主屏幕画面。除了返回文字描述外，也会提供原始截图给模型进行视觉分析。"
         "注意：这个工具仅用于获取当前屏幕的实时画面，其余任何情况严禁调用。"
     )
+    response_format: Literal["content", "content_and_artifact"] = "content_and_artifact"
 
-    def _run(self, focus_query: Optional[str] = None) -> str:
-        # 1. 确保 pyautogui 可用
-        try:
-            import pyautogui
-        except ImportError as e:
-            return (
-                f"未安装 pyautogui，无法截屏: {e}。"
-                "请在项目环境中执行: pip install pyautogui"
-            )
-
-        # 2. 截屏并转为 PNG 字节流
+    def _run(self, focus_query: Optional[str] = None) -> Tuple[str, dict]:
+        # 1. 截屏
         try:
             pil_img = pyautogui.screenshot()
             buf = io.BytesIO()
             pil_img.save(buf, format="PNG")
             raw_png = buf.getvalue()
         except Exception as e:
-            return f"截屏失败: {e}"
+            return f"截屏失败: {e}", {}
 
-        # 3. 构建描述指令
         query = (focus_query or "").strip()
-        
-        # 4. 调用与对话图片上传完全相同的视觉模型进行描述
-        try:
-            # Qwen36_35B_A3B_FP8_LLM 为全局 ChatQwen 实例，已在模块中定义
-            text = Qwen36_35B_A3B_FP8_LLM.describe_image_bytes(raw_png, prompt=query)
-        except Exception as e:
-            return f"屏幕图像视觉解析失败: {e}"
 
-        if not (text or "").strip():
-            return "（已截屏，但模型未返回有效描述。）"
-        return f"【当前屏幕视觉描述】\n{text.strip()}"
+        if query:  # focus_query 存在且非空
+            # 生成视觉描述，返回文字内容，不返回图片字节
+            try:
+                description = llm.describe_image_bytes(raw_png, prompt=query)
+            except Exception as e:
+                description = f"屏幕图像视觉解析失败: {e}"
+            if not description.strip():
+                description = "（未返回有效描述）"
+            content_text = f"【当前屏幕视觉描述】\n{description.strip()}"
+            return content_text, {}
+        else:  
+            # 不生成描述，直接返回图片字节
+            artifact = {"image_bytes": raw_png}
+            return "", artifact
+
+    async def _arun(self, focus_query: Optional[str] = None) -> Tuple[str, dict]:
+        return await asyncio.to_thread(self._run, focus_query)
 
 class BrowserControlClass(BaseTool):
     """统一浏览器控制工具：支持打开/关闭浏览器、刷新/关闭标签页、打开指定 URL"""
@@ -133,21 +134,19 @@ class BrowserControlClass(BaseTool):
         "- action='open', url='current': 刷新当前标签页\n"
         "- action='open', url='https://...': 在新标签页打开指定 URL\n"
         "- action='close', url=None: 关闭整个浏览器窗口\n"
-        "- action='close', url='current': 关闭当前标签页\n"
-        "- action='close', url='https://...': 关闭当前活动标签页"
+        "- action='close', url='任意非空字符(例如current)': 关闭当前标签页\n"
+        "操作完成后会返回当前屏幕截图，帮助判断操作是否成功。"
         "仅用于进行浏览器操作时调用，其余任何情况严禁调用。"
     )
+    response_format: Literal["content", "content_and_artifact"] = "content_and_artifact"
 
-    # ---------- 辅助方法 ----------
+    # ---------- 辅助方法（与原版相同，无改动） ----------
     def _get_browser_info(self, browser_name: Optional[str]):
-        """获取浏览器控制器和窗口标题关键字"""
         if browser_name is None:
             return webbrowser.get(), None
-
         name_lower = browser_name.lower().strip()
         if name_lower not in BROWSER_MAP:
             raise ValueError(f"不支持的浏览器: {browser_name}，支持: {', '.join(BROWSER_MAP.keys())}")
-
         reg_name, title_keyword = BROWSER_MAP[name_lower]
         try:
             controller = webbrowser.get(reg_name)
@@ -156,7 +155,6 @@ class BrowserControlClass(BaseTool):
         return controller, title_keyword
 
     def _activate_window(self, title_keyword: str) -> bool:
-        """激活浏览器窗口（仅 Windows）"""
         if sys.platform != "win32":
             return False
         try:
@@ -173,24 +171,18 @@ class BrowserControlClass(BaseTool):
         return False
 
     def _send_keys(self, *keys):
-        """发送快捷键，根据平台调整"""
         pyautogui.hotkey(*keys)
 
-    # ---------- 核心操作 ----------
-    def _open_action(self, url: Optional[str], browser: Optional[str]):
-        """执行打开类操作"""
+    # ---------- 核心操作（返回操作结果描述） ----------
+    def _open_action(self, url: Optional[str], browser: Optional[str]) -> str:
         controller, title_keyword = self._get_browser_info(browser)
-
         if url is None:
-            # 仅打开浏览器首页（激活或启动）
             controller.open("about:blank")
             if title_keyword:
                 self._activate_window(title_keyword)
             browser_info = f" (使用 {browser})" if browser else ""
             return f"已打开浏览器首页{browser_info}"
-
         elif url.lower() == "current":
-            # 刷新当前页
             if title_keyword:
                 if not self._activate_window(title_keyword):
                     return f"未找到 {browser or '默认'} 浏览器窗口，无法刷新"
@@ -200,20 +192,15 @@ class BrowserControlClass(BaseTool):
             else:
                 self._send_keys("f5")
             return "已刷新当前标签页"
-
         else:
-            # 打开指定 URL
             controller.open(url)
             if title_keyword:
                 self._activate_window(title_keyword)
             return f"已尝试打开 URL: {url}"
 
-    def _close_action(self, url: Optional[str], browser: Optional[str]):
-        """执行关闭类操作"""
+    def _close_action(self, url: Optional[str], browser: Optional[str]) -> str:
         _, title_keyword = self._get_browser_info(browser)
-
         if url is None:
-            # 关闭整个浏览器
             if title_keyword:
                 if not self._activate_window(title_keyword):
                     return f"未找到 {browser or '默认'} 浏览器窗口，无法关闭"
@@ -223,9 +210,7 @@ class BrowserControlClass(BaseTool):
             else:
                 self._send_keys("alt", "f4")
             return "已尝试关闭浏览器窗口"
-
-        elif url.lower() == "current":
-            # 关闭当前标签页
+        else:
             if title_keyword:
                 if not self._activate_window(title_keyword):
                     return f"未找到 {browser or '默认'} 浏览器窗口，无法关闭标签页"
@@ -236,16 +221,82 @@ class BrowserControlClass(BaseTool):
                 self._send_keys("ctrl", "w")
             return "已尝试关闭当前标签页"
 
-    def _run(self, action: str = "open", url: Optional[str] = None, browser: Optional[str] = None) -> str:
+    # ---------- 同步主逻辑，返回 (描述, artifact) ----------
+    def _run(self, action: str = "open", url: Optional[str] = None, browser: Optional[str] = None) -> Tuple[str, dict]:
         try:
             if action == "open":
-                return self._open_action(url, browser)
+                msg = self._open_action(url, browser)
             elif action == "close":
-                return self._close_action(url, browser)
+                msg = self._close_action(url, browser)
             else:
-                return f"不支持的操作类型: {action}"
+                msg = f"不支持的操作类型: {action}"
         except Exception as e:
-            return f"执行浏览器操作时出错: {e}"
+            msg = f"执行浏览器操作时出错: {e}"
+
+        # 无论操作是否成功，都尝试截屏
+        try:
+            pil_img = pyautogui.screenshot()
+            buf = io.BytesIO()
+            pil_img.save(buf, format="PNG")
+            raw_png = buf.getvalue()
+            return msg, {"image_bytes": raw_png}
+        except Exception as e:
+            return f"{msg}\n(截屏失败: {e})", {}
+
+    # ---------- 异步入口 ----------
+    async def _arun(self, action: str = "open", url: Optional[str] = None, browser: Optional[str] = None) -> Tuple[str, dict]:
+        return await asyncio.to_thread(self._run, action, url, browser)
+
+class DirectoryListing(BaseTool):
+    """列出指定目录下的文件和文件夹，帮助 Agent 了解本地文件结构。"""
+
+    args_schema: type[BaseModel] = create_model(
+        "DirectoryListingInput",
+        path=(
+            Optional[str],
+            Field(
+                default=None,
+                description="要查看的目录路径，默认为当前工作目录。"
+            ),
+        ),
+        show_hidden=(
+            bool,
+            Field(
+                default=False,
+                description="是否显示隐藏文件（以点开头的文件/文件夹），默认不显示。"
+            ),
+        ),
+    )
+    name: str = "directory_listing"
+    description: str = (
+        "列出指定目录下的所有文件和子目录。可用于探索文件系统、查找文件位置。"
+        "仅当需要获取目录内容或确认文件结构时调用，其余情况严禁调用。"
+    )
+
+    def _run(self, path: Optional[str] = None, show_hidden: bool = False) -> str:
+        try:
+            target = Path(path).resolve() if path else Path.cwd()
+            if not target.exists():
+                return f"路径不存在: {target}"
+            if not target.is_dir():
+                return f"路径不是目录: {target}"
+
+            items = []
+            with os.scandir(target) as entries:
+                for entry in entries:
+                    if not show_hidden and entry.name.startswith('.'):
+                        continue
+                    item_type = "DIR" if entry.is_dir() else "FILE"
+                    items.append(f"[{item_type}] {entry.name}")
+
+            if not items:
+                return f"目录 {target} 为空"
+            return f"目录 {target} 的内容:\n" + "\n".join(sorted(items))
+        except Exception as e:
+            return f"列出目录时出错: {str(e)}"
+
+    async def _arun(self, path: Optional[str] = None, show_hidden: bool = False) -> str:
+        return await asyncio.to_thread(self._run, path, show_hidden)
 
 if __name__ == "__main__":
     # 这里可以进行一些简单的测试，例如创建工具实例并调用方法
diff --git a/src/agent/tools/tool_rag.py b/src/agent/tools/tool_rag.py
index dce1e2a..a395a31 100644
--- a/src/agent/tools/tool_rag.py
+++ b/src/agent/tools/tool_rag.py
@@ -1,11 +1,12 @@
 # agent/tools/tool_rag.py
 from __future__ import annotations
 
+import asyncio
+import re
 import hashlib
-import json
 import os
 from datetime import datetime
-from typing import List, Optional, Literal, Union
+from typing import List, Optional, Literal, Union, Tuple
 
 import chromadb
 import requests
@@ -14,24 +15,113 @@ from pydantic import BaseModel, Field, create_model
 from langchain_text_splitters import RecursiveCharacterTextSplitter
 
 from utils.env_utils import RAG_BASE_URL, RAG_CHUNK_SIZE, RAG_CHUNK_OVERLAP
+from utils.agent_utils import Documents_process
+from ..llm import llm
 
-# Chroma 持久化路径：agent/memory/chroma_rag_db
+# ---------- 前置函数----------
+ENDING_PUNCTUATION = set(".!?。！？…\"'”’）;:；：…")
+
+
+def has_ending_punctuation(text: str) -> bool:
+    stripped = text.rstrip()
+    if not stripped:
+        return True
+    return stripped[-1] in ENDING_PUNCTUATION
+
+
+def pre_process(text_content: str, list_image_byte: List[bytes]) -> Tuple[str, List[bytes]]:
+    lines = text_content.split('\n')
+    new_lines = []
+    i = 0
+    while i < len(lines):
+        line = lines[i]
+        stripped = line.strip()
+        # 情形1：当前行是 <image>...</image>
+        if stripped.startswith('<image>') and stripped.endswith('</image>'):
+            if i + 1 < len(lines):
+                next_line = lines[i + 1]
+                next_stripped = next_line.strip()
+                # 如果下一行不是 <image> 且没有结束标点，合并
+                if (next_stripped and
+                        not has_ending_punctuation(next_stripped) and
+                        not next_stripped.startswith('<image>')):
+                    merged = f'<image>{next_stripped}</image>'
+                    new_lines.append(merged)
+                    i += 2
+                    continue
+            new_lines.append(line)
+            i += 1
+        # 情形2：当前行是普通文本，没有结束标点
+        elif (stripped and
+              not has_ending_punctuation(stripped) and
+              not stripped.startswith('<image>')):
+            if i + 1 < len(lines):
+                next_line = lines[i + 1]
+                next_stripped = next_line.strip()
+                # 如果下一行是 <image>...</image>，合并
+                if next_stripped.startswith('<image>') and next_stripped.endswith('</image>'):
+                    merged = f'<image>{stripped}</image>'
+                    new_lines.append(merged)
+                    i += 2
+                    continue
+            new_lines.append(line)
+            i += 1
+        else:
+            new_lines.append(line)
+            i += 1
+
+    merged_text = '\n'.join(new_lines)
+
+    # 替换 <image> 内容：插入图片描述
+    pattern = re.compile(r'<image>(.*?)</image>', re.DOTALL)
+    matches = list(pattern.finditer(merged_text))
+    result_parts = []
+    last_end = 0
+    for idx, match in enumerate(matches):
+        result_parts.append(merged_text[last_end:match.start()])
+        inner = match.group(1).strip()
+        if idx < len(list_image_byte):
+            try:
+                description = llm.describe_image_bytes(
+                    list_image_byte[idx],
+                    prompt="""你是一名专业的图像理解助手,现在需要你为即将加入向量库的图片做文字分析以便于用户更迅速、更高效、较准确地查询到此图片。
+                            首先请用客观、准确的中文描述用户提供的图片，覆盖主要物体、场景、人物动作、界面元素、图表数据与清晰可读的文字；
+                            涉及到你认识的具体品牌、时间、地点、人物、影视剧、物品等特定内容时请直接命名说明；看不清的内容请如实说明，不要臆测。
+                            其次请为此图片设想出3到5个可能会问及的客观问题,放在末尾处。"""
+                )
+            except Exception:
+                description = "图片描述生成失败"
+        else:
+            description = ""
+        if inner:
+            new_inner = f"{inner}\n{description}" if description else inner
+        else:
+            new_inner = description
+        result_parts.append(f"<image>{new_inner}</image>")
+        last_end = match.end()
+    result_parts.append(merged_text[last_end:])
+    final_text = ''.join(result_parts)
+    return final_text, list_image_byte
+
+
+# ---------- 存储路径、客户端 ----------
 CHROMA_PERSIST_DIR = os.path.join(os.path.dirname(__file__), '..', 'memory', 'chroma_rag_db')
+# 统一的图片存储目录
+IMAGE_STORE_DIR = os.path.join(CHROMA_PERSIST_DIR, "images")
 
-# 全局 Chroma 客户端和统一集合
 _chroma_client = None
 _global_collection = None
-
 GLOBAL_COLLECTION_NAME = "rag_global"
 
+
 def get_chroma_client():
     global _chroma_client
     if _chroma_client is None:
         _chroma_client = chromadb.PersistentClient(path=CHROMA_PERSIST_DIR)
     return _chroma_client
 
+
 def get_global_collection():
-    """获取或创建全局知识库 Collection"""
     global _global_collection
     if _global_collection is None:
         client = get_chroma_client()
@@ -46,11 +136,8 @@ def get_global_collection():
             )
     return _global_collection
 
-# ---------- Embedding 接口封装 ----------
+
 def embed_texts(queries: List[str], documents: List[str] = None) -> tuple:
-    """
-    调用 /embed，返回 (query_embeddings, doc_embeddings)
-    """
     payload = {
         "task_description": "Given a web search query, retrieve relevant passages that answer the query",
         "queries": queries,
@@ -64,8 +151,8 @@ def embed_texts(queries: List[str], documents: List[str] = None) -> tuple:
     except Exception as e:
         raise RuntimeError(f"Embedding 请求失败: {e}")
 
+
 def rerank_documents(query: str, documents: List[str]) -> List[float]:
-    """调用 /rerank，返回排序后的分数列表"""
     payload = {
         "task_description": "Given a web search query, retrieve relevant passages that answer the query",
         "query": query,
@@ -78,93 +165,49 @@ def rerank_documents(query: str, documents: List[str]) -> List[float]:
     except Exception as e:
         raise RuntimeError(f"Reranker 请求失败: {e}")
 
-# ---------- 文本分块 ----------
-def split_into_chunks(text: str) -> List[str]:
-    splitter = RecursiveCharacterTextSplitter(
-        chunk_size=RAG_CHUNK_SIZE,
-        chunk_overlap=RAG_CHUNK_OVERLAP,
-        separators=["\n\n", "\n", " ", ""]
-    )
-    return splitter.split_text(text)
-
-# ---------- 文件解析 ----------
-def parse_file_to_chunks(file_path: str) -> List[dict]:
-    """
-    解析文件，返回每个 chunk 的字典，包含：
-    - content: 文本内容
-    - source: 详细来源描述
-    """
-    ext = os.path.splitext(file_path)[1].lower()
-    chunks = []
-
-    if ext == ".txt" or ext == ".md":
-        with open(file_path, "r", encoding="utf-8") as f:
-            text = f.read()
-        texts = split_into_chunks(text)
-        for i, t in enumerate(texts):
-            chunks.append({
-                "content": t,
-                "source": f"{os.path.basename(file_path)} (chunk {i+1}/{len(texts)})"
-            })
-
-    elif ext == ".json":
-        with open(file_path, "r", encoding="utf-8") as f:
-            data = json.load(f)
-        text = json.dumps(data, ensure_ascii=False, indent=2)
-        texts = split_into_chunks(text)
-        for i, t in enumerate(texts):
-            chunks.append({
-                "content": t,
-                "source": f"{os.path.basename(file_path)} (JSON, chunk {i+1}/{len(texts)})"
-            })
-
-    elif ext == ".csv":
-        import pandas as pd
-        df = pd.read_csv(file_path)
-        text = df.to_string(index=False)
-        texts = split_into_chunks(text)
-        for i, t in enumerate(texts):
-            chunks.append({
-                "content": t,
-                "source": f"{os.path.basename(file_path)} (CSV, chunk {i+1}/{len(texts)})"
-            })
-
-    elif ext == ".docx":
-        from docx import Document
-        doc = Document(file_path)
-        full_text = "\n".join([p.text for p in doc.paragraphs])
-        texts = split_into_chunks(full_text)
-        for i, t in enumerate(texts):
-            chunks.append({
-                "content": t,
-                "source": f"{os.path.basename(file_path)} (DOCX, chunk {i+1}/{len(texts)})"
-            })
-
-    elif ext == ".pdf":
-        import pdfplumber
-        with pdfplumber.open(file_path) as pdf:
-            for page_num, page in enumerate(pdf.pages, start=1):
-                page_text = page.extract_text() or ""
-                if page_text.strip():
-                    page_chunks = split_into_chunks(page_text)
-                    for i, t in enumerate(page_chunks):
-                        chunks.append({
-                            "content": t,
-                            "source": f"{os.path.basename(file_path)} (Page {page_num}, chunk {i+1})"
-                        })
 
+def split_into_chunks(input_data) -> List[dict]:
+    if isinstance(input_data, str):
+        text = input_data
+        image_bytes_list = []
+    elif isinstance(input_data, tuple) and len(input_data) == 2:
+        text, image_bytes_list = input_data
     else:
-        raise ValueError(f"不支持的文件格式: {ext}")
+        text = ""
+        image_bytes_list = []
 
-    return chunks
+    pattern = re.compile(r'(<image>[\s\S]*?</image>|<table>[\s\S]*?</table>)')
+    parts = pattern.split(text)
+    all_chunks = []
+    image_index = 0
+    for part in parts:
+        if not part:
+            continue
+        if (part.startswith('<image>') and part.endswith('</image>')) or \
+                (part.startswith('<table>') and part.endswith('</table>')):
+            chunk_info = {"content": part, "is_protected": True}
+            if part.startswith('<image>') and image_index < len(image_bytes_list):
+                chunk_info["image_bytes"] = image_bytes_list[image_index]
+                image_index += 1
+            all_chunks.append(chunk_info)
+        else:
+            splitter = RecursiveCharacterTextSplitter(
+                chunk_size=RAG_CHUNK_SIZE,
+                chunk_overlap=RAG_CHUNK_OVERLAP,
+                separators=["\n\n", "\n", "。", "！", "？", "；", "，", ".", "!", "?", ";", ",", " ", ""]
+            )
+            split_parts = splitter.split_text(part)
+            all_chunks.extend([{"content": p, "is_protected": False} for p in split_parts])
+    return all_chunks
 
-# ---------- RAG 工具本体 ----------
+
+# ---------- RAGTool ----------
 class RAGTool(BaseTool):
     name: str = "rag_tool"
     description: str = (
-        "通用知识库工具，支持增删查操作。\n"
+        "个人知识库管理工具，支持增删查及列出所有来源操作。\n"
         "参数说明：\n"
-        "- action_type: 操作类型，必填。可选：'query'(查询), 'add_document'(添加文档), 'clear'(清除)。\n"
+        "- action_type: 操作类型，必填。可选：'query'(查询), 'add_document'(添加文档), 'clear'(清除), 'list_sources'(列出所有来源)。\n"
         "- content: 查询内容(用于query) 或 直接文本内容(用于add_document，与source二选一)。\n"
         "- source: 文件路径(用于add_document，与content二选一)。\n"
         "- filter: 过滤条件(用于query或clear)。\n"
@@ -172,24 +215,29 @@ class RAGTool(BaseTool):
         "- 查询：action_type='query', content='用户问题'\n"
         "- 添加文本：action_type='add_document', content='知识文本'\n"
         "- 添加文件：action_type='add_document', source='/path/to/file.pdf'\n"
-        "- 清除：action_type='clear', filter='某个来源'"
+        "- 清除：action_type='clear', filter='某个来源'\n"
+        "- 列出所有来源：action_type='list_sources'"
     )
 
     args_schema: type[BaseModel] = create_model(
         "RAGInput",
-        action_type=(Literal["query", "add_document", "clear"], Field(..., description="操作类型")),
+        action_type=(Literal["query", "add_document", "clear", "list_sources"], Field(..., description="操作类型")),
         content=(Optional[str], Field(None, description="查询内容或直接添加的文本内容")),
-        source=(Optional[str], Field(None, description="文件路径，用于添加文档")),
+        source=(Optional[Union[str, List[str]]], Field(None, description="文件路径（字符串或列表），用于添加文档")),
         filter=(Optional[Union[str, List[str]]], Field(None, description="过滤条件，用于查询或清除"))
     )
 
+    # ========== 关键改动：声明返回内容和 artifact ==========
+    response_format: Literal["content", "content_and_artifact"] = "content_and_artifact"
+
     def _run(
         self,
         action_type: str,
         content: Optional[str] = None,
-        source: Optional[str] = None,
+        source: Optional[Union[str, List[str]]] = None,
         filter: Optional[Union[str, List[str]]] = None
-    ) -> str:
+    ) -> Tuple[str, Union[dict, list]]:
+        """统一返回 (text, artifact) 元组"""
         try:
             if action_type == "query":
                 return self._handle_query(content, filter)
@@ -197,27 +245,47 @@ class RAGTool(BaseTool):
                 return self._handle_add(content, source)
             elif action_type == "clear":
                 return self._handle_clear(filter)
+            elif action_type == "list_sources":
+                return self._handle_list_sources()
             else:
-                return f"未知操作: {action_type}"
+                return f"未知操作: {action_type}", {}
         except Exception as e:
-            return f"RAG 工具执行出错: {str(e)}"
+            return f"RAG 工具执行出错: {str(e)}", {}
 
-    # ---------- 查询 ----------
-    def _handle_query(self, query: str, filter: Optional[Union[str, List[str]]]) -> str:
+    async def _arun(self, **kwargs) -> Tuple[str, Union[dict, list]]:
+        return await asyncio.to_thread(self._run, **kwargs)
+
+    def _get_batch_chunks(self, coll, batch_id: str) -> dict:
+        res = coll.get(where={"batch_id": batch_id})
+        batch_chunks = {}
+        if res and res["metadatas"] and res["documents"]:
+            for meta, doc in zip(res["metadatas"], res["documents"]):
+                chunk_idx = meta.get("chunk_index")
+                if chunk_idx is not None:
+                    batch_chunks[chunk_idx] = {
+                        "content": doc,
+                        "is_image": meta.get("is_image", False),
+                        "is_table": meta.get("is_table", False),
+                        "is_protected": meta.get("is_protected", False),
+                        "image_path": meta.get("image_path", "")
+                    }
+        return batch_chunks
+
+    # ---------- 查询（返回 artifact）----------
+    def _handle_query(self, query: str, filter: Optional[Union[str, List[str]]]) -> Tuple[str, list]:
         if not query:
-            return "查询内容不能为空。"
+            return "查询内容不能为空。", []
 
         # 1. 获取查询向量
         q_embs, _ = embed_texts(queries=[query])
         query_vector = q_embs[0]
 
-        # 2. 从全局 Collection 中检索
+        # 2. 检索
         coll = get_global_collection()
         where = None
         if filter:
             if isinstance(filter, str):
                 where = {"source": {"$contains": filter}}
-            # 列表暂简化为只支持单个字符串，但保留接口
             elif isinstance(filter, list) and len(filter) > 0:
                 where = {"source": {"$contains": filter[0]}}
 
@@ -228,7 +296,7 @@ class RAGTool(BaseTool):
         )
 
         if not res["ids"] or not res["ids"][0]:
-            return "未在知识库中找到相关内容。"
+            return "未在知识库中找到相关内容。", []
 
         ids = res["ids"][0]
         docs = res["documents"][0]
@@ -243,7 +311,7 @@ class RAGTool(BaseTool):
 
         unique_results = all_results[:10]
 
-        # 3. Reranker 精排
+        # 3. Reranker
         docs_for_rerank = [r["document"] for r in unique_results]
         scores = rerank_documents(query, docs_for_rerank)
 
@@ -254,93 +322,240 @@ class RAGTool(BaseTool):
         )[:3]
 
         if not sorted_items:
-            return "Reranker 未返回有效结果。"
+            return "Reranker 未返回有效结果。", []
 
         outputs = []
+        all_image_bytes = []  # 收集图片字节
+
         for item, score in sorted_items:
             meta = item["metadata"]
-            source_info = meta.get("source", "未知来源")
-            outputs.append(f"【来源：{source_info}（相关度 {score:.3f}）】\n{item['document']}")
+            is_image = meta.get("is_image", False)
+            is_table = meta.get("is_table", False)
+            batch_id = meta.get("batch_id")
+            chunk_index = meta.get("chunk_index")
 
-        return "\n\n".join(outputs)
+            batch_chunks = self._get_batch_chunks(coll, batch_id) if batch_id else {}
+
+            # 拼接上下文（前、当前、后）
+            context_parts = []
+            for idx_offset in [-1, 0, 1]:
+                current_idx = chunk_index + idx_offset
+                if current_idx in batch_chunks:
+                    chunk = batch_chunks[current_idx]
+                    context_parts.append(chunk["content"])
+                    # 如果是图片块，从文件读取字节
+                    if chunk["is_image"] and chunk.get("image_path"):
+                        img_path = chunk["image_path"]
+                        if os.path.isfile(img_path):
+                            try:
+                                with open(img_path, "rb") as f:
+                                    all_image_bytes.append(f.read())
+                            except Exception:
+                                pass
+
+            context_text = "\n\n".join(context_parts)
+
+            # 格式化文本输出
+            if is_image:
+                outputs.append(
+                    f"【图片数据 - 来源：{meta.get('source', '未知来源')}（相关度 {score:.3f}）】\n[图片数据已获取]")
+            elif is_table:
+                outputs.append(
+                    f"【表格数据 - 来源：{meta.get('source', '未知来源')}（相关度 {score:.3f}）】\n{context_text}")
+            else:
+                outputs.append(
+                    f"【文本数据 - 来源：{meta.get('source', '未知来源')}（相关度 {score:.3f}）】\n{context_text}")
+
+        final_text = "\n\n".join(outputs)
+
+        # 去重图片字节，并按每个图片单独打包成一个 dict，放入 artifact 列表
+        unique_image_bytes = list(dict.fromkeys(all_image_bytes))  # 保持顺序去重
+        artifact = [{"image_bytes": img_bytes} for img_bytes in unique_image_bytes]
+
+        return final_text, artifact
 
     # ---------- 添加文档 ----------
-    def _handle_add(self, content: Optional[str], source: Optional[str]) -> str:
+    def _handle_add(self, content: Optional[str], source: Optional[Union[str, List[str]]]) -> Tuple[str, dict]:
         if not content and not source:
-            return "必须提供 content 或 source。"
+            return "必须提供 content 或 source。", {}
         if content and source:
-            return "content 和 source 只能提供一个。"
+            return "content 和 source 只能提供一个。", {}
 
-        # 1. 准备 chunks 列表
-        chunks_meta = []  # 元素为 (text, source_desc)
+        # 统一 batch_id，整个添加操作共享
         timestamp = datetime.now().isoformat()
+        batch_id = hashlib.md5(timestamp.encode()).hexdigest()
 
+        # 收集所有文档的 chunk 信息
+        all_chunks_meta = []  # (text, src_desc, is_protected, image_path)
+        file_errors = []
+
+        # 处理直接文本输入
         if content:
-            texts = split_into_chunks(content)
-            chunks_meta = [(t, "直接输入") for t in texts]
+            processed_text, processed_images = pre_process(content, [])
+            chunk_infos = split_into_chunks((processed_text, processed_images))
+            base_dir = IMAGE_STORE_DIR
+            base_name = f"direct_{batch_id[:8]}"
+            source_desc_prefix = "直接输入"
+
+            image_idx = 0
+            for idx, chunk_info in enumerate(chunk_infos):
+                text = chunk_info["content"]
+                img_bytes = chunk_info.get("image_bytes")
+                is_protected = chunk_info.get("is_protected", False)
+                src_desc = f"{source_desc_prefix} (chunk {idx + 1}/{len(chunk_infos)})"
+
+                image_path = ""
+                if text.startswith('<image>') and text.endswith('</image>') and img_bytes is not None:
+                    os.makedirs(base_dir, exist_ok=True)
+                    image_path = os.path.join(base_dir, f"{base_name}_image{image_idx}.jpg")
+                    try:
+                        with open(image_path, "wb") as f:
+                            f.write(img_bytes)
+                    except Exception as e:
+                        return f"图片保存失败: {e}", {}
+                    image_idx += 1
+
+                all_chunks_meta.append((text, src_desc, is_protected, image_path))
+
+        # 处理文件输入（字符串或列表）
         elif source:
-            if not os.path.isfile(source):
-                return f"文件不存在: {source}"
-            chunks_meta = [(c["content"], c["source"]) for c in parse_file_to_chunks(source)]
+            # 统一为列表处理
+            source_files = [source] if isinstance(source, str) else source
+            for file_path in source_files:
+                if not os.path.isfile(file_path):
+                    file_errors.append(f"文件不存在: {file_path}")
+                    continue
 
-        if not chunks_meta:
-            return "文档内容为空，未添加任何条目。"
+                try:
+                    raw_text, image_list = Documents_process.process(file_path)
+                except Exception as e:
+                    file_errors.append(f"处理文件失败 {file_path}: {e}")
+                    continue
 
-        # 2. 批量获取文档向量
-        doc_texts = [cm[0] for cm in chunks_meta]
+                processed_text, processed_images = pre_process(raw_text, image_list)
+                chunk_infos = split_into_chunks((processed_text, processed_images))
+                if not chunk_infos:
+                    file_errors.append(f"文件内容为空: {file_path}")
+                    continue
+
+                base_dir = os.path.dirname(file_path)
+                base_name = os.path.splitext(os.path.basename(file_path))[0]
+                source_desc_prefix = os.path.basename(file_path)
+
+                image_idx = 0
+                for idx, chunk_info in enumerate(chunk_infos):
+                    text = chunk_info["content"]
+                    img_bytes = chunk_info.get("image_bytes")
+                    is_protected = chunk_info.get("is_protected", False)
+                    src_desc = f"{source_desc_prefix} (chunk {idx + 1}/{len(chunk_infos)})"
+
+                    image_path = ""
+                    if text.startswith('<image>') and text.endswith('</image>') and img_bytes is not None:
+                        os.makedirs(IMAGE_STORE_DIR, exist_ok=True)
+                        image_path = os.path.join(IMAGE_STORE_DIR, f"{base_name}_image{image_idx}.jpg")
+                        try:
+                            with open(image_path, "wb") as f:
+                                f.write(img_bytes)
+                        except Exception as e:
+                            file_errors.append(f"图片保存失败 ({file_path}): {e}")
+                            # 即便图片保存失败，文本块仍可入库，继续执行
+                        image_idx += 1
+
+                    all_chunks_meta.append((text, src_desc, is_protected, image_path))
+
+        if not all_chunks_meta:
+            error_msg = "没有可用内容添加到知识库。"
+            if file_errors:
+                error_msg += " 错误详情: " + "; ".join(file_errors)
+            return error_msg, {}
+
+        # 统一写入 Chroma：分配连续 chunk_index
+        total_chunks = len(all_chunks_meta)
+        doc_texts = [m[0] for m in all_chunks_meta]
         _, doc_embs = embed_texts(queries=["dummy"], documents=doc_texts)
 
-        # 3. 写入全局 Collection
         coll = get_global_collection()
-        ids = []
-        embeddings = []
-        metadatas = []
-        documents = []
+        ids, embeddings, metadatas, documents = [], [], [], []
 
-        for idx, (text, src_desc) in enumerate(chunks_meta):
-            uid = hashlib.md5(f"{timestamp}_{text[:80]}".encode()).hexdigest()
+        for idx, (text, src_desc, is_protected, image_path) in enumerate(all_chunks_meta):
+            uid = hashlib.md5(f"{timestamp}_{text[:80]}_{idx}".encode()).hexdigest()
             ids.append(uid)
             embeddings.append(doc_embs[idx])
-            metadatas.append({
+
+            metadata = {
                 "source": src_desc,
                 "timestamp": timestamp,
-            })
+                "batch_id": batch_id,
+                "chunk_index": idx,  # 全局连续索引
+                "total_chunks": total_chunks,
+                "is_image": text.startswith('<image>') and text.endswith('</image>'),
+                "is_table": text.startswith('<table>') and text.endswith('</table>'),
+                "is_protected": is_protected
+            }
+            if image_path:
+                metadata["image_path"] = image_path
+
+            metadatas.append(metadata)
             documents.append(text)
 
-        coll.add(
-            ids=ids,
-            embeddings=embeddings,
-            metadatas=metadatas,
-            documents=documents
-        )
+        coll.add(ids=ids, embeddings=embeddings, metadatas=metadatas, documents=documents)
 
-        return f"成功添加 {len(ids)} 条知识块到全局知识库。"
+        result_msg = f"成功添加 {total_chunks} 条知识块到全局知识库。"
+        if file_errors:
+            result_msg += " 部分文件处理出错: " + "; ".join(file_errors)
+
+        return result_msg, {}
 
     # ---------- 清除 ----------
-    def _handle_clear(self, filter: Optional[Union[str, List[str]]]) -> str:
+    def _handle_clear(self, filter: Optional[Union[str, List[str]]]) -> Tuple[str, dict]:
         if not filter:
-            return "清除操作必须提供 filter 条件。"
+            return "清除操作必须提供 filter 条件。", {}
 
         coll = get_global_collection()
         where = None
         if isinstance(filter, str):
             where = {"source": {"$contains": filter}}
         elif isinstance(filter, list) and len(filter) > 0:
-            # 简化为使用第一个条件
             where = {"source": {"$contains": filter[0]}}
 
         if not where:
-            return "无法构建有效的过滤条件。"
+            return "无法构建有效的过滤条件。", {}
 
         try:
             res = coll.get(where=where)
             if res["ids"]:
+                # 清理关联的图片文件
+                for meta in res.get("metadatas", []):
+                    img_path = meta.get("image_path", "")
+                    if img_path and os.path.isfile(img_path):
+                        try:
+                            os.remove(img_path)
+                        except Exception:
+                            pass
                 coll.delete(ids=res["ids"])
-                return f"已从全局知识库中删除 {len(res['ids'])} 条记录。"
+                return f"已从全局知识库中删除 {len(res['ids'])} 条记录。", {}
             else:
-                return "未找到匹配的记录。"
+                return "未找到匹配的记录。", {}
         except Exception as e:
-            return f"清除时出错: {e}"
+            return f"清除时出错: {e}", {}
 
-    async def _arun(self, **kwargs):
-        return self._run(**kwargs)
\ No newline at end of file
+    # ---------- 列出所有来源 ----------
+    def _handle_list_sources(self) -> Tuple[str, dict]:
+        """获取知识库中所有不重复的 source 信息"""
+        coll = get_global_collection()
+        try:
+            all_data = coll.get()  # 获取全部文档的元数据
+        except Exception as e:
+            return f"获取知识库数据失败: {e}", {}
+
+        if not all_data or not all_data["metadatas"]:
+            return "知识库中暂无数据。", {}
+
+        sources = set()
+        for meta in all_data["metadatas"]:
+            src = meta.get("source", "未知来源")
+            sources.add(src)
+
+        sorted_sources = sorted(sources)
+        text = "知识库中的来源列表：\n" + "\n".join(f"- {s}" for s in sorted_sources)
+        return text, {}
\ No newline at end of file
diff --git a/src/agent/utils/__pycache__/agent_utils.cpython-312.pyc b/src/agent/utils/__pycache__/agent_utils.cpython-312.pyc
index cb781617bf50262e77c3746b8f3f13120c67dc9b..74782b59c2d508f400ae94dc00c6bea6b5db3a1d 100644
GIT binary patch
delta 13980
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diff --git a/src/agent/utils/__pycache__/image_utils.cpython-312.pyc b/src/agent/utils/__pycache__/image_utils.cpython-312.pyc
index 46cf7dc0a763338f82ee2164e729a79686a08426..00adb6489f52051e2a82fa292bd1d3787a207413 100644
GIT binary patch
delta 20
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delta 20
acmbPXI>VIvG%qg~0}vRj<J`#ID+K^HE(G5I

diff --git a/src/agent/utils/agent_utils.py b/src/agent/utils/agent_utils.py
index e9b4ee1..995fc64 100644
--- a/src/agent/utils/agent_utils.py
+++ b/src/agent/utils/agent_utils.py
@@ -4,6 +4,8 @@ import os
 import shutil
 import sqlite3
 from typing import List, Tuple, Any
+import pathlib
+import mimetypes
 
 from langchain_community.chat_message_histories import SQLChatMessageHistory
 from langchain_core.messages import BaseMessage, SystemMessage, HumanMessage
@@ -16,6 +18,17 @@ from agent.utils.env_utils import (
     HARD_COMPRESS_RATE,
     CURRENT_TURNS,
 )
+from agent.utils.image_utils import IMAGE_FILE_EXTENSIONS
+
+# 扩展名到内部类型标签的映射
+DOC_EXT_MAP = {
+    ".txt": "plain_text", ".json": "plain_text", ".md": "plain_text",".cpp": "plain_text",
+    ".c": "plain_text", ".py": "plain_text", ".m": "plain_text", ".java": "plain_text",
+    ".docx": "docx",
+    ".pdf": "pdf",
+    ".csv": "tabular",
+    ".xlsx": "tabular",
+}
 
 # ---------- 目录与数据库路径 ----------
 _AGENT_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
@@ -117,12 +130,6 @@ def _count_turns(messages: List[BaseMessage]) -> int:
             i += 1
     return turns
 
-def _last_turn_end_index(messages: List[BaseMessage]) -> int:
-    for i in range(len(messages) - 1, -1, -1):
-        if messages[i].type in ("ai", "assistant"):
-            return i
-    return -1
-
 # ---------- 压缩函数 ----------
 def _lightweight_compress(llm, messages_to_compress: List[BaseMessage]) -> str:
     """轻量压缩：保留关键事实、实体、决策，删除冗余"""
@@ -281,3 +288,271 @@ def assistant_text(value) -> str:
             return str(value).strip()
     return str(value).strip()
 
+
+class Documents_process:
+    """文件分类与内容提取工具集"""
+
+    @staticmethod
+    def doc_classify(file_path: str) -> str:
+        """
+        根据扩展名和 MIME 类型返回内部处理类型标签。
+        可能的返回值：'plain_text'、'docx'、'pdf'、'image'、'tabular'。
+        """
+        ext = pathlib.Path(file_path).suffix.lower()
+        # 先检查文档映射表
+        if ext in DOC_EXT_MAP:
+            return DOC_EXT_MAP[ext]
+
+        # 再检查是否为图片
+        if ext in IMAGE_FILE_EXTENSIONS:
+            return "image"
+        
+        # 最后使用 MIME 类型判断
+        mime, _ = mimetypes.guess_type(file_path)
+        if mime:
+            if mime.startswith("text/"):
+                return "plain_text"
+            if mime.startswith("image/"):
+                return "image"
+
+        raise ValueError(f"不支持的文件类型: {file_path}")
+
+    # ---------- 各类文件的具体处理方法 ----------
+    @staticmethod
+    def process_plain_text(file_path: str) -> tuple[str, list]:
+        with open(file_path, "r", encoding="utf-8") as f:
+            return f.read(), []
+
+    @staticmethod
+    def process_docx(file_path: str) -> tuple[str, list]:
+        """按文档顺序提取文本、图片和表格，并将短标题与图表合并。"""
+        try:
+            from docx import Document
+            from docx.oxml.ns import qn
+            from docx.opc.constants import RELATIONSHIP_TYPE as RT
+        except ImportError:
+            raise ImportError("需要安装 python-docx: pip install python-docx")
+
+        doc = Document(file_path)
+        content_parts = []
+        image_bytes_list = []
+        image_counter = 0
+
+        # ---------- 辅助函数：按文档顺序迭代段落和表格 ----------
+        def iter_block_items(parent):
+            """生成文档中的段落和表格，保持原始顺序"""
+            from docx.oxml.ns import qn as ns_qn
+            if hasattr(parent, 'element'):
+                parent_elm = parent.element.body
+            else:
+                parent_elm = parent
+
+            # 建立元素到段落的映射，便于 O(1) 查找
+            para_map = {p._element: p for p in doc.paragraphs}
+            # 表格同样建立映射
+            table_map = {t._element: t for t in doc.tables}
+
+            for child in parent_elm.iterchildren():
+                if child.tag == ns_qn('w:p'):
+                    para = para_map.get(child)
+                    if para is not None:
+                        yield para
+                elif child.tag == ns_qn('w:tbl'):
+                    table = table_map.get(child)
+                    if table is not None:
+                        yield table
+
+        def extract_image_from_run(run, para):
+            """从 run 中提取图片，返回 <image>N</image> 字符串和图片二进制列表"""
+            nonlocal image_counter
+            drawings = run._element.findall('.//' + qn('w:drawing'))
+            imgs = []
+            for drawing in drawings:
+                blips = drawing.findall('.//' + qn('a:blip'))
+                for blip in blips:
+                    embed = blip.get(qn('r:embed'))
+                    if embed:
+                        image_counter += 1
+                        related_part = para.part.related_parts[embed]
+                        image_bytes_list.append(related_part.blob)
+                        imgs.append(f"<image>{image_counter}</image>")
+            return imgs
+
+        pending_title = ""   # 缓存可能存在的图表短标题
+
+        for item in iter_block_items(doc):
+            if hasattr(item, 'text'):   # 段落
+                para = item
+                para_parts = []
+                # 提取图片
+                for run in para.runs:
+                    para_parts.extend(extract_image_from_run(run, para))
+                # 提取文字
+                text = para.text.strip()
+                if text:
+                    para_parts.insert(0, text)
+                para_str = "".join(para_parts)
+
+                if not para_str:
+                    continue
+
+                # 判断是否是短标题（如“表1 一个表格”、“图1 一张图片”）
+                if len(text) < 30 and (text.startswith("表") or text.startswith("图") or text.startswith("Table") or text.startswith("Fig")):
+                    # 暂存为候选标题，等待后续表格/图片
+                    pending_title = para_str
+                    continue
+
+                # 普通段落：先输出可能遗留的标题（没有后续图表匹配的），再输出本段
+                if pending_title:
+                    content_parts.append(pending_title + "\n")
+                    pending_title = ""
+                content_parts.append(para_str + "\n")
+
+            else:   # 表格
+                table = item
+                table_str_parts = [f"===== Table ??? =====\n"]  # 标题稍后合并
+                for row in table.rows:
+                    row_data = [cell.text.strip() for cell in row.cells]
+                    table_str_parts.append("| " + " | ".join(row_data) + " |\n")
+                table_content = "".join(table_str_parts)
+
+                # 如果有暂存标题，合并到一起
+                if pending_title:
+                    # 替换表格占位标题
+                    final_table = f"<table>{pending_title}\n{table_content[table_content.index('\n')+1:]}</table>"
+                    content_parts.append(final_table + "\n")
+                    pending_title = ""
+                else:
+                    # 没有标题，保留原始表格内容
+                    content_parts.append(f"<table>{table_content}</table>\n")
+
+        # 文件末尾的遗留标题
+        if pending_title:
+            content_parts.append(pending_title + "\n")
+
+        return "".join(content_parts), image_bytes_list
+
+    @staticmethod
+    def process_pdf(file_path: str) -> tuple[str, list]:
+        try:
+            from pypdf import PdfReader 
+        except ImportError:
+            raise ImportError("需要安装 pypdf:pip install pypdf")
+        
+        reader = PdfReader(file_path)
+        text_parts = []
+        image_bytes_list = []
+        image_counter = 0  # 全局图片计数器
+
+        for page in reader.pages:
+            page_content = []
+            # 提取文字
+            page_text = page.extract_text()
+            if page_text:
+                page_content.append(page_text)
+
+            # 提取图片，并在文本中追加占位符
+            for _ in page.images:
+                image_counter += 1
+                page_content.append(f"<image>{image_counter}</image>")
+
+            # 收集图片二进制数据
+            for image_file_object in page.images:
+                image_bytes_list.append(image_file_object.data)
+
+            # 合并当前页的内容
+            if page_content:
+                text_parts.append("".join(page_content))
+
+        return "\n".join(text_parts), image_bytes_list
+
+    @staticmethod
+    def process_tabular(file_path: str) -> tuple[str, list]:
+        """
+        处理 CSV 和 Excel(.xlsx) 文件。
+        将所有 sheet 的内容转化为 <table>SheetName\n内容</table> 格式的字符串。
+        图片列表固定为空。
+        """
+        try:
+            import csv
+            from openpyxl import load_workbook
+        except ImportError:
+            raise ImportError("需要安装 csv和openpyxl:pip install csv openpyxl")
+
+        result_parts = []
+        ext = pathlib.Path(file_path).suffix.lower()
+
+        if ext == '.csv':
+            # CSV 只有一个“sheet”
+            with open(file_path, 'r', encoding='utf-8-sig', newline='') as f:
+                reader = csv.reader(f)
+                rows = list(reader)
+            table_str = '\n'.join([' | '.join(row) for row in rows])
+            result_parts.append(f"<table>Sheet1\n{table_str}</table>")
+
+        elif ext == '.xlsx':
+            wb = load_workbook(file_path, read_only=True, data_only=True)
+            for sheet_name in wb.sheetnames:
+                ws = wb[sheet_name]
+                rows = []
+                for row in ws.iter_rows(values_only=True):
+                    rows.append(' | '.join([str(cell) if cell is not None else '' for cell in row]))
+                table_str = '\n'.join(rows)
+                result_parts.append(f"<table>{sheet_name}\n{table_str}</table>")
+            wb.close()
+        else:
+            raise ValueError(f"Unsupported tabular file extension: {ext}")
+
+        return "\n".join(result_parts), []
+
+    @staticmethod
+    def process_image(file_path: str) -> tuple[str, list]:
+        with open(file_path, "rb") as f:
+            return "", [f.read()]
+
+    # ---------- 统一处理入口 ----------
+    @staticmethod
+    def process(file_path: str) -> tuple[str, list]:
+        file_type = Documents_process.doc_classify(file_path)
+
+        if file_type == "plain_text":
+            return Documents_process.process_plain_text(file_path)
+        elif file_type == "docx":
+            return Documents_process.process_docx(file_path)
+        elif file_type == "pdf":
+            return Documents_process.process_pdf(file_path)
+        elif file_type == "image":
+            return Documents_process.process_image(file_path)
+        elif file_type == "tabular":
+            return Documents_process.process_tabular(file_path)
+        else:
+            raise ValueError(f"未处理的文件类型: {file_type}")
+
+if __name__ == "__main__":
+    docx_path = r"C:\Users\86166\Desktop\Agent_Learning_minor\信息科学与工程学院-赵永顺-《兼爱》——墨翟一生的“白月光”.docx"
+    pdf_path = r"C:\Users\86166\Desktop\Agent_Learning_minor\信息科学与工程学院-赵永顺-《兼爱》——墨翟一生的“白月光”.pdf"
+    xlsx_path = r"C:\Users\86166\Desktop\Agent_Learning_minor\电科二班2025德育评价.xlsx"
+    py_path = r"C:\Users\86166\Desktop\Agent_Learning_minor\speech_server.py"
+    
+    output_path = "test_results.txt"
+    with open(output_path, "w", encoding="utf-8") as f:
+        test_files = [
+            ("py", py_path),
+            ("docx", docx_path),
+            ("xlsx", xlsx_path),
+            ("pdf", pdf_path),
+        ]
+        for label, path in test_files:
+            f.write(f"\n===== 测试 {label} 文件：{path} =====\n")
+            try:
+                text, images = Documents_process.process(path)
+                f.write(f"提取文本长度：{len(text)}\n")
+                f.write(f"提取图片数量：{len(images)}\n")
+                f.write("文本预览：\n")
+                f.write(text)
+            except Exception as e:
+                f.write(f"❌ 处理失败: {e}\n")
+    print(f"测试结果已写入 {output_path}")
+
+
+    
\ No newline at end of file
diff --git a/src/web/__pycache__/server.cpython-312.pyc b/src/web/__pycache__/server.cpython-312.pyc
index 6fd3311645e8c15bcaa0f8a6673bf8d1eb5ba189..9592cae6e1a4dc2c39d59ee04ed1d5b163b5885e 100644
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BCC>l=

literal 0
HcmV?d00001

diff --git a/src/web/app.css b/src/web/app.css
index c6a04e5..d6250d3 100644
--- a/src/web/app.css
+++ b/src/web/app.css
@@ -964,6 +964,59 @@ body {
   min-height: 0;
 }
 
+.file-btn {
+  position: relative;
+}
+
+.file-btn--icon-only {
+  width: 2.1rem;
+  min-width: 2.1rem;
+  height: 2.1rem;
+  padding: 0;
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  border-radius: 999px;
+}
+
+.file-btn-icon {
+  width: 0.9rem;
+  height: 0.9rem;
+  display: block;
+}
+
+.document-badge {
+  display: inline-flex;
+  align-items: center;
+  gap: 0.45rem;
+  max-width: 100%;
+  margin: 0.3rem 0;
+  padding: 0.1rem 0;
+  border: none;
+  background: transparent;
+  box-shadow: none;
+}
+
+.document-badge--user {
+  margin-left: auto;
+}
+
+.document-badge-icon {
+  width: 0.95rem;
+  height: 0.95rem;
+  flex-shrink: 0;
+  border: none;
+  margin: 0;
+}
+
+.document-badge-name {
+  min-width: 0;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  font-size: 0.88rem;
+}
+
 .chip {
   font-size: 0.75rem;
   padding: 0.22rem 0.5rem;
diff --git a/src/web/app.js b/src/web/app.js
index 060e9cf..a17e553 100644
--- a/src/web/app.js
+++ b/src/web/app.js
@@ -5,8 +5,7 @@
   const chatMessages = $("chatMessages");
   const chatPlaceholder = $("chatPlaceholder");
   const textInput = $("textInput");
-  const imageInput = $("imageInput");
-  const audioInput = $("audioInput");
+  const fileInput = $("fileInput");
   const micBtn = $("micBtn");
   const autoInputCheck = $("autoInputCheck");
   const attachmentPreview = $("attachmentPreview");
@@ -17,7 +16,6 @@
   const collapseBtn = $("collapseBtn");
   const expandBtn = $("expandBtn");
   const expandRail = $("expandRail");
-  const sidebar = $("sidebar");
   const appRoot = $("app");
   const mainPanel = $("mainPanel");
   const headerToggleBtn = $("headerToggleBtn");
@@ -39,10 +37,7 @@
   /** @type {string[]} */
   let sessions = [];
   /** @type {File[]} */
-  let pendingImages = [];
-  /** @type {File | null} */
-  let pendingAudio = null;
-  let sidebarCollapsed = false;
+  let pendingFiles = [];
   let sending = false;
   let mediaRecorder = null;
   let recorderStream = null;
@@ -128,21 +123,32 @@
       .replace(/"/g, "&quot;");
   }
 
-  function buildOptimisticUserContent(text, imageBlobUrls, audioPart) {
+  function buildOptimisticUserContent(text, fileParts) {
     const parts = [];
-    (imageBlobUrls || []).forEach((url) => {
-      parts.push({ type: "image", url });
+    (fileParts || []).forEach((filePart) => {
+      if (filePart && filePart.kind === "image" && filePart.url) {
+        parts.push({ type: "image", url: filePart.url, name: filePart.name || "图片" });
+      } else if (filePart && filePart.kind === "audio" && filePart.url) {
+        parts.push({ type: "audio", url: filePart.url, name: filePart.name || "音频" });
+      } else if (filePart && filePart.name) {
+        parts.push({ type: "file", name: filePart.name });
+      }
     });
     const t = (text || "").trim();
     if (t) parts.push({ type: "text", text: t });
-    if (audioPart && audioPart.url) {
-      parts.push({ type: "audio", url: audioPart.url, name: audioPart.name || "音频" });
-    }
     if (parts.length === 0) return null;
     if (parts.length === 1 && parts[0].type === "text") return parts[0].text;
     return parts;
   }
 
+  function inferUploadKind(file) {
+    const name = String(file?.name || "").toLowerCase();
+    const type = String(file?.type || "").toLowerCase();
+    if (type.startsWith("image/") || /\.(png|jpe?g|gif|webp|bmp|svg)$/.test(name)) return "image";
+    if (type.startsWith("audio/") || /\.(wav|mp3|m4a|flac|ogg|webm)$/.test(name)) return "audio";
+    return "file";
+  }
+
   function getTextFromContent(content) {
     if (typeof content === "string") return content;
     if (!Array.isArray(content)) return "";
@@ -295,7 +301,7 @@
 
     audioContext = new (window.AudioContext || window.webkitAudioContext)();
     
-    if (audioContext.state === 'suspended') {
+    if (audioContext.state === "suspended") {
       await audioContext.resume();
     }
     
@@ -406,7 +412,7 @@
       recorder.addEventListener("stop", () => {
         try {
           const blob = new Blob(recordedChunks, { type: recordingMimeType || recorder.mimeType || "audio/webm" });
-          pendingAudio = buildRecordedAudioFile(blob, recordingMimeType || recorder.mimeType);
+          pendingFiles = pendingFiles.concat(buildRecordedAudioFile(blob, recordingMimeType || recorder.mimeType));
           renderAttachmentChips();
           resolve();
         } catch (err) {
@@ -627,10 +633,6 @@
     return wrap;
   }
 
-  function parseAssistantContent(full) {
-    return renderMarkdownToFragment(full);
-  }
-
   function fillAssistantBubbleImmediate(bubble, text) {
     const t = text == null ? "" : String(text);
     bubble.classList.add("msg-bubble--rich", "markdown-body");
@@ -895,6 +897,24 @@
     return wrap;
   }
 
+  function renderDocumentBadge(part, options = {}) {
+    const wrap = document.createElement("div");
+    wrap.className = "document-badge" + (options.role === "user" ? " document-badge--user" : "");
+
+    const icon = document.createElement("img");
+    icon.className = "document-badge-icon";
+    icon.src = "/image/文档.svg";
+    icon.alt = "文档";
+
+    const name = document.createElement("span");
+    name.className = "document-badge-name";
+    name.textContent = part.name || "附件";
+
+    wrap.appendChild(icon);
+    wrap.appendChild(name);
+    return wrap;
+  }
+
   function renderContentPart(part, options = {}) {
     if (typeof part === "string") {
       const div = document.createElement("div");
@@ -923,13 +943,8 @@
     if (part.type === "audio" && part.url) {
       return renderAudioBubble(part, options);
     }
-    if (part.type === "file" && part.url) {
-      const a = document.createElement("a");
-      a.href = part.url;
-      a.textContent = part.name || "附件";
-      a.target = "_blank";
-      a.rel = "noopener";
-      return a;
+    if (part.type === "file") {
+      return renderDocumentBadge(part, options);
     }
     const div = document.createElement("div");
     div.className = "msg-text";
@@ -994,27 +1009,16 @@
 
   function renderAttachmentChips() {
     attachmentPreview.innerHTML = "";
-    pendingImages.forEach((f, i) => {
+    pendingFiles.forEach((f, i) => {
       const chip = document.createElement("span");
       chip.className = "chip";
       chip.innerHTML = `${escapeHtml(f.name)} <button type="button" aria-label="移除">×</button>`;
       chip.querySelector("button").addEventListener("click", () => {
-        pendingImages = pendingImages.filter((_, j) => j !== i);
+        pendingFiles = pendingFiles.filter((_, j) => j !== i);
         renderAttachmentChips();
       });
       attachmentPreview.appendChild(chip);
     });
-    if (pendingAudio) {
-      const chip = document.createElement("span");
-      chip.className = "chip";
-      chip.innerHTML = `${escapeHtml(pendingAudio.name)} <button type="button" aria-label="移除">×</button>`;
-      chip.querySelector("button").addEventListener("click", () => {
-        pendingAudio = null;
-        audioInput.value = "";
-        renderAttachmentChips();
-      });
-      attachmentPreview.appendChild(chip);
-    }
   }
 
   async function bootstrap() {
@@ -1039,10 +1043,8 @@
     const data = await api("/api/sessions/new", { method: "POST" });
     sessionId = data.sessionId;
     sessions = data.sessions || [];
-    pendingImages = [];
-    pendingAudio = null;
-    imageInput.value = "";
-    audioInput.value = "";
+    pendingFiles = [];
+    fileInput.value = "";
     renderSessions();
     renderAttachmentChips();
     renderMessages(data.messages);
@@ -1058,10 +1060,8 @@
     const data = await api("/api/sessions/delete", { method: "POST", body: fd });
     sessionId = data.sessionId;
     sessions = (data.sessions || []).filter((id) => id !== deletingSessionId);
-    pendingImages = [];
-    pendingAudio = null;
-    imageInput.value = "";
-    audioInput.value = "";
+    pendingFiles = [];
+    fileInput.value = "";
     renderAttachmentChips();
     renderSessions();
     renderMessages(data.messages || []);
@@ -1079,46 +1079,40 @@
   async function sendChat() {
     if (!sessionId || sending) return;
     const trimmed = textInput.value.trim();
-    if (!trimmed && pendingImages.length === 0 && !pendingAudio) return;
+    if (!trimmed && pendingFiles.length === 0) return;
     sending = true;
     sendBtn.disabled = true;
 
     const savedTextRaw = textInput.value;
-    const savedImages = pendingImages.slice();
-    const savedAudio = pendingAudio;
+    const savedFiles = pendingFiles.slice();
     const priorMessages = JSON.parse(JSON.stringify(lastRenderedMessages));
     const blobUrls = [];
-    const hadOptimisticMedia = savedImages.length > 0 || !!savedAudio;
+    const hadOptimisticMedia = savedFiles.length > 0;
 
     if (hadOptimisticMedia) {
-      const imageBlobUrls = savedImages.map((f) => {
-        const u = URL.createObjectURL(f);
-        blobUrls.push(u);
-        return u;
+      const fileParts = savedFiles.map((f) => {
+        const kind = inferUploadKind(f);
+        if (kind === "image" || kind === "audio") {
+          const u = URL.createObjectURL(f);
+          blobUrls.push(u);
+          return { kind, url: u, name: f.name };
+        }
+        return { kind, name: f.name };
       });
-      let audioPart = null;
-      if (savedAudio) {
-        const u = URL.createObjectURL(savedAudio);
-        blobUrls.push(u);
-        audioPart = { url: u, name: savedAudio.name };
-      }
-      const optimisticContent = buildOptimisticUserContent(trimmed, imageBlobUrls, audioPart);
+      const optimisticContent = buildOptimisticUserContent(trimmed, fileParts);
       if (optimisticContent != null) {
         renderMessages([...priorMessages, { role: "user", content: optimisticContent }]);
       }
       textInput.value = "";
-      pendingImages = [];
-      pendingAudio = null;
-      imageInput.value = "";
-      audioInput.value = "";
+      pendingFiles = [];
+      fileInput.value = "";
       renderAttachmentChips();
     }
 
     const fd = new FormData();
     fd.append("session_id", sessionId);
     fd.append("text", trimmed);
-    savedImages.forEach((f) => fd.append("images", f, f.name));
-    if (savedAudio) fd.append("audio", savedAudio, savedAudio.name);
+    savedFiles.forEach((f) => fd.append("files", f, f.name));
     let typingEl = null;
     try {
       const startData = await api("/api/chat/start", { method: "POST", body: fd });
@@ -1127,10 +1121,8 @@
       sessions = startData.sessions || [];
       if (!hadOptimisticMedia) {
         textInput.value = "";
-        pendingImages = [];
-        pendingAudio = null;
-        imageInput.value = "";
-        audioInput.value = "";
+        pendingFiles = [];
+        fileInput.value = "";
         renderAttachmentChips();
       }
       renderSessions();
@@ -1164,8 +1156,7 @@
       revokeBlobUrlStack(blobUrls);
       if (hadOptimisticMedia) {
         textInput.value = savedTextRaw;
-        pendingImages = savedImages.slice();
-        pendingAudio = savedAudio;
+        pendingFiles = savedFiles.slice();
         renderAttachmentChips();
         renderMessages(priorMessages);
       }
@@ -1177,18 +1168,10 @@
     }
   }
 
-  imageInput.addEventListener("change", () => {
-    const files = Array.from(imageInput.files || []);
-    pendingImages = pendingImages.concat(files);
-    imageInput.value = "";
-    renderAttachmentChips();
-    textInput.focus();
-  });
-
-  audioInput.addEventListener("change", () => {
-    const f = audioInput.files && audioInput.files[0];
-    pendingAudio = f || null;
-    audioInput.value = "";
+  fileInput.addEventListener("change", () => {
+    const files = Array.from(fileInput.files || []);
+    pendingFiles = pendingFiles.concat(files);
+    fileInput.value = "";
     renderAttachmentChips();
     textInput.focus();
   });
diff --git a/src/web/image/文档.svg b/src/web/image/文档.svg
new file mode 100644
index 0000000..2b4e61c
--- /dev/null
+++ b/src/web/image/文档.svg
@@ -0,0 +1 @@
+<?xml version="1.0" standalone="no"?><!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg t="1779772912422" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="9482" xmlns:xlink="http://www.w3.org/1999/xlink" width="50" height="50"><path d="M646.4512 762.5728c0-46.848 37.9904-84.8384 84.8384-84.8384h125.9008V247.7568c0-73.6256-59.648-133.2736-133.2736-133.2736H300.9024c-73.6256 0-133.2736 59.6992-133.2736 133.2736v528.0256c0 73.6256 59.648 133.2736 133.2736 133.2736h326.6048c6.5536 0 12.9536-1.2288 18.8928-3.6352v-142.848z" fill="#1296db" p-id="9483" data-spm-anchor-id="a313x.search_index.0.i6.739f3a81Zu935j" class="selected"></path><path d="M872.5504 247.7568c0-81.9712-66.6624-148.6336-148.6336-148.6336H300.9024c-81.9712 0-148.6336 66.6624-148.6336 148.6336v528.0256c0 81.9712 66.6624 148.6336 148.6336 148.6336h326.6048c12.6464 0 24.832-3.5328 35.3792-10.1376 0.7168-0.4608 1.3824-0.9728 2.048-1.4336 0.9728-0.6656 1.9968-1.3312 2.9184-2.048 1.6384-1.2288 3.2256-2.56 4.7616-3.9424l166.1952-152.4224c21.4528-19.6608 33.7408-47.616 33.7408-76.6976V247.7568zM300.9024 893.696c-65.024 0-117.9136-52.8896-117.9136-117.9136V247.7568c0-65.024 52.8896-117.9136 117.9136-117.9136h423.0144c65.024 0 117.9136 52.8896 117.9136 117.9136v414.6176h-122.6752c-48.5376 0-88.064 39.5264-88.064 88.064v143.104c-1.1776 0.1024-2.3552 0.2048-3.5328 0.2048h-326.656z m536.9344-192.3584c-0.5632 1.5872-1.1264 3.1744-1.792 4.7616l-0.768 1.8432c-0.8704 1.9456-1.8432 3.8912-2.9184 5.7856l-0.1536 0.3072c-1.1264 1.9456-2.3552 3.84-3.6352 5.7344-0.4096 0.5632-0.8192 1.0752-1.1776 1.6384-0.9728 1.3312-2.048 2.6624-3.1232 3.9424-0.4608 0.512-0.9216 1.0752-1.3824 1.5872-1.4848 1.6384-3.0208 3.2256-4.608 4.7104l-0.2048 0.2048-156.2624 143.36v-124.7232c0-31.5904 25.7024-57.344 57.344-57.344h121.0368c-0.4608 2.2016-1.0752 4.3008-1.6896 6.4512-0.2048 0.512-0.4608 1.1264-0.6656 1.7408z" fill="#424242" p-id="9484"></path><path d="M692.6848 333.9776H326.2464c-8.4992 0-15.36-6.8608-15.36-15.36s6.8608-15.36 15.36-15.36h366.4384c8.4992 0 15.36 6.8608 15.36 15.36s-6.8608 15.36-15.36 15.36zM692.6848 530.0224H326.2464c-8.4992 0-15.36-6.8608-15.36-15.36s6.8608-15.36 15.36-15.36h366.4384c8.4992 0 15.36 6.8608 15.36 15.36s-6.8608 15.36-15.36 15.36zM470.4256 728.32H326.2464c-8.4992 0-15.36-6.8608-15.36-15.36s6.8608-15.36 15.36-15.36h144.1792c8.4992 0 15.36 6.8608 15.36 15.36s-6.8608 15.36-15.36 15.36z" fill="#FFFFFF" p-id="9485"></path></svg>
\ No newline at end of file
diff --git a/src/web/image/附件.svg b/src/web/image/附件.svg
new file mode 100644
index 0000000..17b8ef1
--- /dev/null
+++ b/src/web/image/附件.svg
@@ -0,0 +1 @@
+<?xml version="1.0" standalone="no"?><!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd"><svg t="1779772764267" class="icon" viewBox="0 0 1024 1024" version="1.1" xmlns="http://www.w3.org/2000/svg" p-id="1660" width="80" height="80" xmlns:xlink="http://www.w3.org/1999/xlink"><path d="M556.8512 251.648a32 32 0 1 1-45.2608-45.2608l76.544-76.544a88.32 88.32 0 0 1 124.928 0L886.784 303.616a88.32 88.32 0 0 1 0 124.928l-463.36 463.36a88.32 88.32 0 0 1-124.928 0l-173.7728-173.7728a88.32 88.32 0 0 1 0-124.928l225.792-225.792a88.32 88.32 0 0 1 124.928 0l47.104 47.104a88.32 88.32 0 0 1 0 124.8768l-110.5408 110.4896a32 32 0 0 1-45.2608-45.2608l110.4896-110.4896a24.32 24.32 0 0 0 0-34.4064l-47.0528-47.0528a24.32 24.32 0 0 0-34.4064 0l-225.792 225.792a24.32 24.32 0 0 0 0 34.4064l173.7728 173.824a24.32 24.32 0 0 0 34.4064 0l463.36-463.4112a24.32 24.32 0 0 0 0-34.4064L667.8016 175.104a24.32 24.32 0 0 0-34.3552 0l-76.544 76.544z" fill="#2c2c2c" p-id="1661"></path></svg>
\ No newline at end of file
diff --git a/src/web/index.html b/src/web/index.html
index 9a8d649..cd18cf1 100644
--- a/src/web/index.html
+++ b/src/web/index.html
@@ -81,7 +81,7 @@
         <section class="chat-shell">
           <div class="chat-placeholder" id="chatPlaceholder">
             <h3>开始对话</h3>
-            <p>输入文字，或上传<strong>图片</strong> / <strong>音频</strong> 后点击发送。</p>
+            <p>输入文字，或上传<strong>附件</strong> 后点击发送。</p>
             <p class="muted">支持用户音频输入、助手文本/语音/双模输出、会话本地媒体持久化。</p>
           </div>
           <div class="chat-messages" id="chatMessages" hidden></div>
@@ -101,13 +101,9 @@
                 </button>
               </div>
               <div class="mm-actions">
-                <label class="btn btn-ghost file-btn">
-                  图片
-                  <input type="file" id="imageInput" accept="image/png,image/jpeg,image/jpg,image/gif,image/webp,image/bmp,.png,.jpg,.jpeg,.gif,.webp,.bmp" multiple hidden />
-                </label>
-                <label class="btn btn-ghost file-btn">
-                  音频
-                  <input type="file" id="audioInput" accept="audio/*,.wav,.mp3,.m4a,.flac,.ogg" hidden />
+                <label class="btn btn-ghost file-btn file-btn--icon-only" title="上传附件" aria-label="上传附件">
+                  <img src="/image/附件.svg" alt="" aria-hidden="true" class="file-btn-icon" />
+                  <input type="file" id="fileInput" multiple hidden />
                 </label>
                 <label class="output-mode-label" for="outputModeSelect">输出模式</label>
                 <select id="outputModeSelect" class="output-mode-select" aria-label="Agent 输出模式">
diff --git a/src/web/server.py b/src/web/server.py
index 3227878..2584549 100644
--- a/src/web/server.py
+++ b/src/web/server.py
@@ -32,6 +32,16 @@ _WEB_DIR = Path(__file__).resolve().parent
 _IMAGE_DIR = _WEB_DIR / "image"
 
 _AUDIO_EXT = frozenset({".wav", ".mp3", ".m4a", ".flac", ".ogg", ".webm"})
+_IMAGE_EXT = frozenset(IMAGE_FILE_EXTENSIONS)
+
+
+def _infer_upload_kind(fp: str) -> str | None:
+    ext = os.path.splitext(fp)[1].lower()
+    if ext in _IMAGE_EXT:
+        return "image"
+    if ext in _AUDIO_EXT:
+        return "audio"
+    return "file"
 
 
 def _data_url_for_file(fp: str) -> str | None:
@@ -82,6 +92,7 @@ def _serialize_content(content: Any, *, meta: dict[str, Any] | None = None, role
             parts.append({"type": "text", "text": piece.get("text") or ""})
             continue
         fp = piece.get("path") or (piece.get("file") or {}).get("path")
+        display_name = piece.get("name")
         if piece.get("type") == "image_url":
             fp = fp or (piece.get("image_url") or {}).get("url")
         if piece.get("type") == "audio":
@@ -93,19 +104,19 @@ def _serialize_content(content: Any, *, meta: dict[str, Any] | None = None, role
             continue
         ext = os.path.splitext(fp)[1].lower()
         if ext in IMAGE_FILE_EXTENSIONS:
-            parts.append({"type": "image", "url": data_url, "path": fp, "name": os.path.basename(fp)})
+            parts.append({"type": "image", "url": data_url, "path": fp, "name": display_name or os.path.basename(fp)})
         elif ext in _AUDIO_EXT:
             audio_meta = meta.get("audio") if isinstance(meta.get("audio"), dict) else {}
             parts.append({
                 "type": "audio",
                 "url": data_url,
                 "path": fp,
-                "name": os.path.basename(fp),
+                "name": display_name or os.path.basename(fp),
                 "autoplay": bool(meta.get("autoplay") or audio_meta.get("autoplay")) if role == "assistant" else False,
                 "duration_seconds": audio_meta.get("duration_seconds"),
             })
         else:
-            parts.append({"type": "file", "url": data_url, "path": fp, "name": os.path.basename(fp)})
+            parts.append({"type": "file", "url": data_url, "path": fp, "name": display_name or os.path.basename(fp)})
     return parts
 
 
@@ -235,12 +246,14 @@ def api_delete_session(session_id: str = Form(...)) -> dict[str, Any]:
 
 def _materialize_uploads_to_temp(
     images: list[UploadFile] | None,
+    files: list[UploadFile] | None,
     audio: UploadFile | None,
     text: str,
 ) -> tuple[dict[str, Any], str]:
     """将上传文件落盘到临时目录，返回 ``(query_dict, tmp_root)``；调用方须在 finally 中删除 ``tmp_root``。"""
     tmp_root = tempfile.mkdtemp(prefix="web_mm_")
     file_paths: list[str] = []
+    file_names: list[str] = []
     for uf in images or []:
         if uf is None or not uf.filename:
             continue
@@ -249,6 +262,17 @@ def _materialize_uploads_to_temp(
         with open(dest, "wb") as f:
             shutil.copyfileobj(uf.file, f)
         file_paths.append(dest)
+        file_names.append(uf.filename)
+
+    for uf in files or []:
+        if uf is None or not uf.filename:
+            continue
+        ext = Path(uf.filename).suffix or ""
+        dest = os.path.join(tmp_root, f"{uuid.uuid4().hex}{ext}")
+        with open(dest, "wb") as f:
+            shutil.copyfileobj(uf.file, f)
+        file_paths.append(dest)
+        file_names.append(uf.filename)
 
     if audio is not None and audio.filename:
         ext = Path(audio.filename).suffix or ".bin"
@@ -256,8 +280,9 @@ def _materialize_uploads_to_temp(
         with open(dest, "wb") as f:
             shutil.copyfileobj(audio.file, f)
         file_paths.append(dest)
+        file_names.append(audio.filename)
 
-    query = {"text": (text or "").strip(), "files": file_paths}
+    query = {"text": (text or "").strip(), "files": file_paths, "file_names": file_names}
     return query, tmp_root
 
 
@@ -309,6 +334,7 @@ async def api_chat_start(
     session_id: str = Form(...),
     text: str = Form(""),
     images: list[UploadFile] | None = File(None),
+    files: list[UploadFile] | None = File(None),
     audio: UploadFile | None = File(None),
 ) -> dict[str, Any]:
     """
@@ -318,7 +344,7 @@ async def api_chat_start(
     if not session_id:
         raise HTTPException(status_code=400, detail="缺少 session_id")
 
-    query, tmp_root = _materialize_uploads_to_temp(images, audio, text)
+    query, tmp_root = _materialize_uploads_to_temp(images, files, audio, text)
     try:
         return _chat_start_core(session_id, query)
     finally:
@@ -341,6 +367,7 @@ async def api_chat(
     session_id: str = Form(...),
     text: str = Form(""),
     images: list[UploadFile] | None = File(None),
+    files: list[UploadFile] | None = File(None),
     audio: UploadFile | None = File(None),
     output_type: str = Form("text"),
 ) -> dict[str, Any]:
@@ -350,7 +377,7 @@ async def api_chat(
     if not session_id:
         raise HTTPException(status_code=400, detail="缺少 session_id")
 
-    query, tmp_root = _materialize_uploads_to_temp(images, audio, text)
+    query, tmp_root = _materialize_uploads_to_temp(images, files, audio, text)
     try:
         _chat_start_core(session_id, query)
         return _chat_complete_core(session_id, output_type=output_type)
diff --git a/src/web/ui_session.py b/src/web/ui_session.py
index d99e41b..e18d021 100644
--- a/src/web/ui_session.py
+++ b/src/web/ui_session.py
@@ -8,7 +8,6 @@ import json
 import os
 import shutil
 import sqlite3
-import uuid
 from datetime import datetime
 
 from agent.utils.agent_utils import (
@@ -105,16 +104,18 @@ def _load_ui_messages_from_db(session_id: str) -> list:
 def _build_user_chat_content(query) -> str | list | None:
     """根据上传文件扩展名直接生成多模态 content（与 LLM 输入格式一致）"""
     parts: list = []
-    for filepath in query.get("files", []) or []:
+    file_names = query.get("file_names") or []
+    for idx, filepath in enumerate(query.get("files", []) or []):
         if not filepath:
             continue
+        original_name = file_names[idx] if idx < len(file_names) else os.path.basename(filepath)
         ext = os.path.splitext(filepath)[1].lower()
         if ext in IMAGE_FILE_EXTENSIONS:
-            parts.append({"type": "image_url", "image_url": {"url": filepath}})
+            parts.append({"type": "image_url", "image_url": {"url": filepath}, "name": original_name})
         elif ext in _AUDIO_EXTENSIONS:
-            parts.append({"type": "audio", "audio_path": filepath})
+            parts.append({"type": "audio", "audio_path": filepath, "name": original_name})
         else:
-            parts.append({"path": filepath})
+            parts.append({"path": filepath, "name": original_name})
     text = (query.get("text") or "").strip()
     if text:
         parts.append({"type": "text", "text": text})
@@ -125,6 +126,38 @@ def _build_user_chat_content(query) -> str | list | None:
     return parts
 
 
+def _sanitize_filename_stem(name: str) -> str:
+    stem = os.path.splitext(name or "")[0].strip()
+    if not stem:
+        return "file"
+    sanitized = []
+    for ch in stem:
+        if ch in '<>:"/\\|?*':
+            sanitized.append("_")
+        else:
+            sanitized.append(ch)
+    stem = "".join(sanitized).rstrip(" .")
+    return stem or "file"
+
+
+def _next_session_copy_name(dest_dir: str, session_id: str, original_name: str, ext: str) -> str:
+    ext = ext or ""
+    base_name = _sanitize_filename_stem(original_name)
+    prefix = f"{base_name}_{session_id}_"
+    max_index = 0
+    try:
+        for entry in os.listdir(dest_dir):
+            stem, _existing_ext = os.path.splitext(entry)
+            if not stem.startswith(prefix):
+                continue
+            suffix = stem[len(prefix):]
+            if suffix.isdigit():
+                max_index = max(max_index, int(suffix))
+    except OSError:
+        pass
+    return f"{base_name}_{session_id}_{max_index + 1}{ext}"
+
+
 def rewrite_user_message_files_to_session_dir(user_msg: dict, session_id: str) -> None:
     dest_dir = session_dir(session_id)
     os.makedirs(dest_dir, exist_ok=True)
@@ -153,10 +186,14 @@ def rewrite_user_message_files_to_session_dir(user_msg: dict, session_id: str) -
             new_list.append(piece)
             continue
         ext = os.path.splitext(src)[1] or ""
-        dest = os.path.join(dest_dir, f"{uuid.uuid4().hex}{ext}")
+        original_name = piece.get("name") or os.path.basename(src)
+        dest_name = _next_session_copy_name(dest_dir, session_id, original_name, ext)
+        dest = os.path.join(dest_dir, dest_name)
         shutil.copy2(src, dest)
         new_piece = dict(piece)
         new_piece["path"] = dest
+        if piece.get("name"):
+            new_piece["name"] = piece["name"]
         if piece.get("type") == "image_url":
             new_piece["image_url"] = {"url": dest}
         if piece.get("type") == "audio":
@@ -197,7 +234,11 @@ def _serialize_user_msg_for_manifest(user_msg: dict) -> dict:
                     part_type = "audio"
                 else:
                     part_type = "file"
-                content_list.append({"type": part_type, "relpath": rel.replace("\\", "/")})
+                content_list.append({
+                    "type": part_type,
+                    "relpath": rel.replace("\\", "/"),
+                    "name": piece.get("name") or os.path.basename(fp),
+                })
     # 不再写入 image_description 字段
     return {"content": content_list}
 
@@ -221,6 +262,7 @@ def _manifest_user_entry_to_content(user_entry: dict) -> str | list:
                 parts_out.append({"type": "text", "text": t})
             continue
         rel = (p.get("relpath") or "").replace("/", os.sep)
+        display_name = p.get("name") or (os.path.basename(rel) if rel else "附件")
         abs_p = os.path.normpath(os.path.join(root_norm, rel))
         try:
             under = os.path.commonpath([abs_p, root_norm]) == root_norm
@@ -234,19 +276,19 @@ def _manifest_user_entry_to_content(user_entry: dict) -> str | list:
         if part_type == "image_url":
             had_image_parts = True
             if os.path.isfile(abs_p):
-                parts_out.append({"type": "image_url", "image_url": {"url": abs_p}, "path": abs_p})
+                parts_out.append({"type": "image_url", "image_url": {"url": abs_p}, "path": abs_p, "name": display_name})
             else:
                 any_image_missing = True
         elif part_type == "audio":
             if os.path.isfile(abs_p):
-                parts_out.append({"type": "audio", "audio_path": abs_p, "path": abs_p})
+                parts_out.append({"type": "audio", "audio_path": abs_p, "path": abs_p, "name": display_name})
             else:
-                parts_out.append({"type": "text", "text": f"[语音已丢失: {os.path.basename(rel) or rel}]"})
+                parts_out.append({"type": "text", "text": f"[语音已丢失: {display_name}]"})
         elif part_type == "file":
             if os.path.isfile(abs_p):
-                parts_out.append({"path": abs_p})
+                parts_out.append({"path": abs_p, "name": display_name})
             else:
-                parts_out.append({"type": "text", "text": f"[附件已丢失: {os.path.basename(rel) or rel}]"})
+                parts_out.append({"type": "text", "text": f"[附件已丢失: {display_name}]"})
 
     # 不再处理 image_description（新格式中没有）
     if had_image_parts and any_image_missing: