论文阅读:SDXL Improving Latent Diffusion Models for High-Resolution Image Synthesis

SDXL:提升高分辨率图像合成的潜在扩散模型

SDXL Improving Latent Diffusion Models for High-Resolution Image Synthesis

论文链接
代码链接

介绍

  • 背景:Stable Diffusion在合成高分辨率图片方面表现出色,但是仍然需要提高
  • 本文提出了SD XL,使用了更大的UNet网络,以及增加了一个Refinement Model,以进一步提高图片质量。

提高SD的措施

  • 用户偏好调查比较
    Comparing user preferences between SDXL and Stable Diffusion 1.5 & 2.1
    可以看到,在不增加Refiner模型的情况下,SD XL的效果已经比SD 1.5和2.1好很多了。
  • SD XL的模型结构
    Visualization of the two-stage pipeline
    可以看到,SD XL由一个SD base模型和一个Refiner模型组成,二者共用一个提示词输入,前者的输出同时也是后者的输入。Refiner
PowerShell 7 环境已加载 (版本: 7.5.2) PS C:\Users\Administrator\Desktop> cd E:\AI_System PS E:\AI_System> venv\Scripts\activate # 激活虚拟环境 (venv) PS E:\AI_System> python main.py # 启动系统 2025-08-27 22:35:31,335 - CoreConfig - INFO - 📂 从 E:\AI_System\config\default.json 加载配置: { "LOG_DIR": "E:/AI_System/logs", "CONFIG_DIR": "E:/AI_System/config", "MODEL_CACHE_DIR": "E:/AI_System/model_cache", "AGENT_NAME": "\u5c0f\u84dd", "DEFAULT_USER": "\u7ba1\u7406\u5458", "MAX_WORKERS": 4, "AGENT_RESPONSE_TIMEOUT": 30.0, "MODEL_BASE_PATH": "E:/AI_Models", "MODEL_PATHS": { "TEXT_BASE": "E:/AI_Models/Qwen2-7B", "TEXT_CHAT": "E:/AI_Models/deepseek-7b-chat", "MULTIMODAL": "E:/AI_Models/deepseek-vl2", "IMAGE_GEN": "E:/AI_Models/sdxl", "YI_VL": "E:/AI_Models/yi-vl", "STABLE_DIFFUSION": "E:/AI_Models/stable-diffusion-xl-base-1.0" }, "NETWORK": { "HOST": "0.0.0.0", "FLASK_PORT": 8000, "GRADIO_PORT": 7860 }, "DATABASE": { "DB_HOST": "localhost", "DB_PORT": 5432, "DB_NAME": "ai_system", "DB_USER": "ai_user", "DB_PASSWORD": "secure_password_here" }, "SECURITY": { "SECRET_KEY": "generated-secret-key-here" }, "ENVIRONMENT": { "ENV": "dev", "LOG_LEVEL": "DEBUG", "USE_GPU": true }, "DIRECTORIES": { "DEFAULT_MODEL": "E:/AI_Models/Qwen2-7B", "WEB_UI_DIR": "E:/AI_System/web_ui", "AGENT_DIR": "E:/AI_System/agent", "PROJECT_ROOT": "E:/AI_System" } } 2025-08-27 22:35:31,339 - CoreConfig - INFO - 📂 从 E:\AI_System\config\local.json 加载配置: {} 2025-08-27 22:35:31,342 - CoreConfig - INFO - 🌐 从 E:\AI_System\.env 加载环境变量 2025-08-27 22:35:31,342 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ROOT=E:\AI_System 2025-08-27 22:35:31,342 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__PROJECT_ROOT=E:\AI_System 2025-08-27 22:35:31,350 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__AGENT_DIR=E:\AI_System\agent 2025-08-27 22:35:31,350 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__WEB_UI_DIR=E:\AI_System\web_ui 2025-08-27 22:35:31,351 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__DEFAULT_MODEL=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:31,353 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ENVIRONMENT__LOG_LEVEL=DEBUG 2025-08-27 22:35:31,353 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_HOST=localhost 2025-08-27 22:35:31,353 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PORT=5432 2025-08-27 22:35:31,366 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_NAME=ai_system 2025-08-27 22:35:31,366 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_USER=ai_user 2025-08-27 22:35:31,366 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PASSWORD=****** 2025-08-27 22:35:31,367 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_SECURITY__SECRET_KEY=****** 2025-08-27 22:35:31,367 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_BASE=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:31,367 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_CHAT=E:\AI_Models\deepseek-7b-chat 2025-08-27 22:35:31,367 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__MULTIMODAL=E:\AI_Models\deepseek-vl2 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__IMAGE_GEN=E:\AI_Models\sdxl 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__YI_VL=E:\AI_Models\yi-vl 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__STABLE_DIFFUSION=E:\AI_Models\stable-diffusion-xl-base-1.0 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__HOST=0.0.0.0 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__FLASK_PORT=8000 2025-08-27 22:35:31,368 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__GRADIO_PORT=7860 2025-08-27 22:35:31,369 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 2025-08-27 22:35:31,369 - CoreConfig - INFO - ✅ 配置系统初始化完成 2025-08-27 22:35:31,369 - ModelManager - ERROR - ❌ 关键依赖缺失: No module named 'diskcache' 2025-08-27 22:35:31,369 - ModelManager - WARNING - ⚠️ 使用简化缓存系统 2025-08-27 22:35:31,369 - ModelManager - INFO - ✅ 备用下载系统初始化完成 2025-08-27 22:35:31,370 - ModelManager - INFO - ✅ 成功导入BaseModel 2025-08-27 22:35:31,371 - CognitiveArchitecture - INFO - ✅ 成功从core.base_module导入CognitiveModule基类 2025-08-27 22:35:31,371 - CognitiveArchitecture - ERROR - ❌ 自我认知模块导入失败: No module named 'agent.digital_body_schema' 2025-08-27 22:35:31,371 - CognitiveArchitecture - WARNING - ⚠️ 使用占位符自我认知模块 2025-08-27 22:35:31,381 - Main - INFO - ================================================== 2025-08-27 22:35:31,381 - Main - INFO - 🚀 启动AI系统 2025-08-27 22:35:31,383 - Main - INFO - ================================================== 系统配置摘要: +--------------------------+-----------------------+ | 配置路径 | 值 | +--------------------------+-----------------------+ | AGENT_NAME | 小蓝 | | DIRECTORIES.PROJECT_ROOT | E:\AI_System | | LOG_DIR | E:/AI_System/logs | | AGENT_DIR | 未设置 | | WEB_UI_DIR | 未设置 | | NETWORK.HOST | 0.0.0.0 | | NETWORK.FLASK_PORT | 8000 | | MODEL_PATHS.TEXT_BASE | E:/AI_Models/Qwen2-7B | | ENVIRONMENT.USE_GPU | True | | ENVIRONMENT.LOG_LEVEL | DEBUG | +--------------------------+-----------------------+ 2025-08-27 22:35:33,636 - Main - INFO - ✅ 启动前检查通过 2025-08-27 22:35:33,636 - Main - INFO - 添加子目录到路径: core 2025-08-27 22:35:33,636 - Main - INFO - 添加子目录到路径: utils 2025-08-27 22:35:33,636 - Main - INFO - 添加子目录到路径: config 2025-08-27 22:35:33,638 - Main - INFO - 添加子目录到路径: cognitive_arch 2025-08-27 22:35:33,638 - Main - INFO - 添加子目录到路径: environment 2025-08-27 22:35:33,638 - Main - INFO - 📁 项目根目录: E:\AI_System 2025-08-27 22:35:33,638 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 2025-08-27 22:35:33,638 - Main - INFO - 模型验证结果: 5/6 个模型有效 2025-08-27 22:35:33,638 - Main - INFO - TEXT_BASE ✅ 有效 (E:\AI_Models\Qwen2-7B) 2025-08-27 22:35:33,638 - Main - INFO - TEXT_CHAT ✅ 有效 (E:\AI_Models\deepseek-7b-chat) 2025-08-27 22:35:33,638 - Main - INFO - MULTIMODAL ✅ 有效 (E:\AI_Models\deepseek-vl2) 2025-08-27 22:35:33,638 - Main - INFO - IMAGE_GEN ✅ 有效 (E:\AI_Models\sdxl) 2025-08-27 22:35:33,638 - Main - INFO - YI_VL ✅ 有效 (E:\AI_Models\yi-vl) 2025-08-27 22:35:33,638 - Main - INFO - STABLE_DIFFUSION ❌ 无效 (E:\AI_Models\stable-diffusion-xl-base-1.0) 2025-08-27 22:35:33,638 - ModelManager - INFO - 创建简化缓存系统: E:/AI_System/model_cache 2025-08-27 22:35:33,638 - ModelManager - INFO - ✅ 模型缓存初始化完成 | 路径: E:/AI_System/model_cache 2025-08-27 22:35:33,774 - ModelManager - INFO - ✅ 成功导入ModelLoader 2025-08-27 22:35:33,774 - ModelManager - INFO - 📦 初始化模型管理器 | 设备: cuda | 模型目录: models | 缓存目录: E:/AI_System/model_cache | 默认模型: E:\AI_Models\Qwen2-7B 2025-08-27 22:35:33,774 - ModelManager - INFO - 🔄 正在加载核心语言模型: E:\AI_Models\Qwen2-7B 2025-08-27 22:35:33,774 - ModelManager - ERROR - ❌ 使用ModelLoader加载认知模型失败: 'ModelLoader' object has no attribute 'get_cognitive_model' 2025-08-27 22:35:33,774 - ModelManager - ERROR - ❌ 加载模型失败: join() argument must be str, bytes, or os.PathLike object, not 'int' 2025-08-27 22:35:33,774 - Main - INFO - ✅ 模型管理器初始化完成 | 设备: cuda | 默认模型: E:\AI_Models\Qwen2-7B 2025-08-27 22:35:33,774 - Main - WARNING - ⚠️ 硬件监控模块缺失,跳过启动 2025-08-27 22:35:33,774 - Main - WARNING - ⚠️ 生活调度模块缺失,跳过启动 2025-08-27 22:35:33,774 - Main - INFO - ✅ 环境管理器已启动 WARNING:root:快捷方式目标不存在: E:\AI_Workspace\03_前端交互\前端代码.lnk -> E:\AI_System\agent\web_ui WARNING:root:快捷方式目标不存在: E:\AI_Workspace\03_前端交互\配置文件.lnk -> E:\AI_System\agent\config 2025-08-27 22:35:33,894 - WebServer - INFO - ============================================================ INFO:WebServer:============================================================ 2025-08-27 22:35:33,894 - WebServer - INFO - 模型存储路径: E:\AI_Models INFO:WebServer:模型存储路径: E:\AI_Models 2025-08-27 22:35:33,894 - WebServer - INFO - 智能体系统路径: E:\AI_System\agent INFO:WebServer:智能体系统路径: E:\AI_System\agent 2025-08-27 22:35:33,894 - WebServer - INFO - Web UI路径: E:\AI_System\agent INFO:WebServer:Web UI路径: E:\AI_System\agent 2025-08-27 22:35:33,894 - WebServer - INFO - 配置路径: E:\AI_System\agent INFO:WebServer:配置路径: E:\AI_System\agent 2025-08-27 22:35:33,894 - WebServer - INFO - 主模型路径: E:\AI_Models\Qwen2-7B INFO:WebServer:主模型路径: E:\AI_Models\Qwen2-7B 2025-08-27 22:35:33,894 - WebServer - INFO - 备用模型路径: E:\AI_Models\deepseek-7b-chat INFO:WebServer:备用模型路径: E:\AI_Models\deepseek-7b-chat 2025-08-27 22:35:33,894 - WebServer - INFO - ============================================================ INFO:WebServer:============================================================ 2025-08-27 22:35:33,894 - WebServer - INFO - 强制启用离线模式 INFO:WebServer:强制启用离线模式 2025-08-27 22:35:33,899 - Main - INFO - 🌐 启动Web服务器: http://0.0.0.0:8000 INFO:Main:🌐 启动Web服务器: http://0.0.0.0:8000 2025-08-27 22:35:33,899 - WebServer - INFO - ============================================================ INFO:WebServer:============================================================ 2025-08-27 22:35:33,899 - WebServer - INFO - 🚀 启动Web服务器 (星型架构) INFO:WebServer:🚀 启动Web服务器 (星型架构) 2025-08-27 22:35:33,899 - WebServer - INFO - ============================================================ INFO:WebServer:============================================================ 2025-08-27 22:35:34,404 - PlasticCore - INFO - 可塑核心初始化完成 INFO:PlasticCore:可塑核心初始化完成 2025-08-27 22:35:34,405 - WebServer - INFO - ✅ 核心接口已初始化 INFO:WebServer:✅ 核心接口已初始化 2025-08-27 22:35:34,405 - PlasticCore - WARNING - 核心系统已在运行中 WARNING:PlasticCore:核心系统已在运行中 2025-08-27 22:35:34,405 - WebServer - INFO - ✅ 核心系统已启动 INFO:WebServer:✅ 核心系统已启动 2025-08-27 22:35:34,406 - WebServer - INFO - 🔄 健康监控线程已启动 INFO:WebServer:🔄 健康监控线程已启动 2025-08-27 22:35:34,406 - WebServer - INFO - 📊 系统监控已启动 INFO:WebServer:📊 系统监控已启动 2025-08-27 22:35:34,406 - WebServer - INFO - 🌐 Web服务器运行在 0.0.0.0:8000 INFO:WebServer:🌐 Web服务器运行在 0.0.0.0:8000 * Serving Flask app 'web_ui.server' * Debug mode: off INFO:werkzeug:WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead. * Running on all addresses (0.0.0.0) * Running on http://127.0.0.1:8000 * Running on http://192.168.10.140:8000 INFO:werkzeug:Press CTRL+C to quit 2025-08-27 22:35:36,950 - WebServer - INFO - 正在关闭系统... INFO:WebServer:正在关闭系统... 2025-08-27 22:35:39,430 - PlasticCore - INFO - 开始关闭核心系统... INFO:PlasticCore:开始关闭核心系统... 2025-08-27 22:35:39,430 - PlasticCore - INFO - 核心系统已关闭 INFO:PlasticCore:核心系统已关闭 2025-08-27 22:35:39,430 - WebServer - INFO - 系统已安全关闭 INFO:WebServer:系统已安全关闭 (venv) PS E:\AI_System> pip install python-dotenv prettytable Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple Requirement already satisfied: python-dotenv in e:\ai_system\venv\lib\site-packages (1.0.1) Requirement already satisfied: prettytable in e:\ai_system\venv\lib\site-packages (3.16.0) Requirement already satisfied: wcwidth in e:\ai_system\venv\lib\site-packages (from prettytable) (0.2.13) [notice] A new release of pip available: 22.3.1 -> 25.2 [notice] To update, run: python.exe -m pip install --upgrade pip (venv) PS E:\AI_System> python -m core.config 2025-08-27 22:35:58,197 - CoreConfig - INFO - 📂 从 E:\AI_System\config\default.json 加载配置: { "LOG_DIR": "E:/AI_System/logs", "CONFIG_DIR": "E:/AI_System/config", "MODEL_CACHE_DIR": "E:/AI_System/model_cache", "AGENT_NAME": "\u5c0f\u84dd", "DEFAULT_USER": "\u7ba1\u7406\u5458", "MAX_WORKERS": 4, "AGENT_RESPONSE_TIMEOUT": 30.0, "MODEL_BASE_PATH": "E:/AI_Models", "MODEL_PATHS": { "TEXT_BASE": "E:/AI_Models/Qwen2-7B", "TEXT_CHAT": "E:/AI_Models/deepseek-7b-chat", "MULTIMODAL": "E:/AI_Models/deepseek-vl2", "IMAGE_GEN": "E:/AI_Models/sdxl", "YI_VL": "E:/AI_Models/yi-vl", "STABLE_DIFFUSION": "E:/AI_Models/stable-diffusion-xl-base-1.0" }, "NETWORK": { "HOST": "0.0.0.0", "FLASK_PORT": 8000, "GRADIO_PORT": 7860 }, "DATABASE": { "DB_HOST": "localhost", "DB_PORT": 5432, "DB_NAME": "ai_system", "DB_USER": "ai_user", "DB_PASSWORD": "secure_password_here" }, "SECURITY": { "SECRET_KEY": "generated-secret-key-here" }, "ENVIRONMENT": { "ENV": "dev", "LOG_LEVEL": "DEBUG", "USE_GPU": true }, "DIRECTORIES": { "DEFAULT_MODEL": "E:/AI_Models/Qwen2-7B", "WEB_UI_DIR": "E:/AI_System/web_ui", "AGENT_DIR": "E:/AI_System/agent", "PROJECT_ROOT": "E:/AI_System" } } 2025-08-27 22:35:58,197 - CoreConfig - INFO - 📂 从 E:\AI_System\config\local.json 加载配置: {} 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🌐 从 E:\AI_System\.env 加载环境变量 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ROOT=E:\AI_System 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__PROJECT_ROOT=E:\AI_System 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__AGENT_DIR=E:\AI_System\agent 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__WEB_UI_DIR=E:\AI_System\web_ui 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__DEFAULT_MODEL=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ENVIRONMENT__LOG_LEVEL=DEBUG 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_HOST=localhost 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PORT=5432 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_NAME=ai_system 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_USER=ai_user 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PASSWORD=****** 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_SECURITY__SECRET_KEY=****** 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_BASE=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_CHAT=E:\AI_Models\deepseek-7b-chat 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__MULTIMODAL=E:\AI_Models\deepseek-vl2 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__IMAGE_GEN=E:\AI_Models\sdxl 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__YI_VL=E:\AI_Models\yi-vl 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__STABLE_DIFFUSION=E:\AI_Models\stable-diffusion-xl-base-1.0 2025-08-27 22:35:58,198 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__HOST=0.0.0.0 2025-08-27 22:35:58,199 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__FLASK_PORT=8000 2025-08-27 22:35:58,199 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__GRADIO_PORT=7860 2025-08-27 22:35:58,200 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 2025-08-27 22:35:58,200 - CoreConfig - INFO - ✅ 配置系统初始化完成 2025-08-27 22:35:58,200 - ModelManager - ERROR - ❌ 关键依赖缺失: No module named 'diskcache' 2025-08-27 22:35:58,200 - ModelManager - WARNING - ⚠️ 使用简化缓存系统 2025-08-27 22:35:58,200 - ModelManager - INFO - ✅ 备用下载系统初始化完成 2025-08-27 22:35:58,200 - ModelManager - INFO - ✅ 成功导入BaseModel 2025-08-27 22:35:58,201 - CognitiveArchitecture - INFO - ✅ 成功从core.base_module导入CognitiveModule基类 2025-08-27 22:35:58,201 - CognitiveArchitecture - ERROR - ❌ 自我认知模块导入失败: No module named 'agent.digital_body_schema' 2025-08-27 22:35:58,201 - CognitiveArchitecture - WARNING - ⚠️ 使用占位符自我认知模块 E:\Python310\lib\runpy.py:126: RuntimeWarning: 'core.config' found in sys.modules after import of package 'core', but prior to execution of 'core.config'; this may result in unpredictable behaviour warn(RuntimeWarning(msg)) 2025-08-27 22:35:58,224 - CoreConfig - INFO - 📂 从 E:\AI_System\config\default.json 加载配置: { "LOG_DIR": "E:/AI_System/logs", "CONFIG_DIR": "E:/AI_System/config", "MODEL_CACHE_DIR": "E:/AI_System/model_cache", "AGENT_NAME": "\u5c0f\u84dd", "DEFAULT_USER": "\u7ba1\u7406\u5458", "MAX_WORKERS": 4, "AGENT_RESPONSE_TIMEOUT": 30.0, "MODEL_BASE_PATH": "E:/AI_Models", "MODEL_PATHS": { "TEXT_BASE": "E:/AI_Models/Qwen2-7B", "TEXT_CHAT": "E:/AI_Models/deepseek-7b-chat", "MULTIMODAL": "E:/AI_Models/deepseek-vl2", "IMAGE_GEN": "E:/AI_Models/sdxl", "YI_VL": "E:/AI_Models/yi-vl", "STABLE_DIFFUSION": "E:/AI_Models/stable-diffusion-xl-base-1.0" }, "NETWORK": { "HOST": "0.0.0.0", "FLASK_PORT": 8000, "GRADIO_PORT": 7860 }, "DATABASE": { "DB_HOST": "localhost", "DB_PORT": 5432, "DB_NAME": "ai_system", "DB_USER": "ai_user", "DB_PASSWORD": "secure_password_here" }, "SECURITY": { "SECRET_KEY": "generated-secret-key-here" }, "ENVIRONMENT": { "ENV": "dev", "LOG_LEVEL": "DEBUG", "USE_GPU": true }, "DIRECTORIES": { "DEFAULT_MODEL": "E:/AI_Models/Qwen2-7B", "WEB_UI_DIR": "E:/AI_System/web_ui", "AGENT_DIR": "E:/AI_System/agent", "PROJECT_ROOT": "E:/AI_System" } } 2025-08-27 22:35:58,224 - CoreConfig - INFO - 📂 从 E:\AI_System\config\local.json 加载配置: {} 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🌐 从 E:\AI_System\.env 加载环境变量 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ROOT=E:\AI_System 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__PROJECT_ROOT=E:\AI_System 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__AGENT_DIR=E:\AI_System\agent 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__WEB_UI_DIR=E:\AI_System\web_ui 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DIRECTORIES__DEFAULT_MODEL=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_ENVIRONMENT__LOG_LEVEL=DEBUG 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_HOST=localhost 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PORT=5432 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_NAME=ai_system 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_USER=ai_user 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_DATABASE__DB_PASSWORD=****** 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_SECURITY__SECRET_KEY=****** 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_BASE=E:\AI_Models\Qwen2-7B 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__TEXT_CHAT=E:\AI_Models\deepseek-7b-chat 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__MULTIMODAL=E:\AI_Models\deepseek-vl2 2025-08-27 22:35:58,226 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__IMAGE_GEN=E:\AI_Models\sdxl 2025-08-27 22:35:58,227 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__YI_VL=E:\AI_Models\yi-vl 2025-08-27 22:35:58,227 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_MODEL_PATHS__STABLE_DIFFUSION=E:\AI_Models\stable-diffusion-xl-base-1.0 2025-08-27 22:35:58,227 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__HOST=0.0.0.0 2025-08-27 22:35:58,227 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__FLASK_PORT=8000 2025-08-27 22:35:58,227 - CoreConfig - INFO - 🔄 环境变量覆盖: AI_SYSTEM_NETWORK__GRADIO_PORT=7860 2025-08-27 22:35:58,227 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 2025-08-27 22:35:58,227 - CoreConfig - INFO - ✅ 配置系统初始化完成 ================================================== 配置系统测试 ================================================== AGENT_NAME: 小蓝 PROJECT_ROOT: E:\AI_System LOG_DIR: E:/AI_System/logs AGENT_DIR: E:/AI_System/agent WEB_UI_DIR: E:/AI_System/web_ui DB_HOST: localhost DEFAULT_MODEL: E:/AI_Models/Qwen2-7B 模型路径验证结果: 2025-08-27 22:35:58,227 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 2025-08-27 22:35:58,227 - CoreConfig - WARNING - ⚠️ 模型路径不存在: STABLE_DIFFUSION = E:/AI_Models/stable-diffusion-xl-base-1.0 TEXT_BASE ✅ 有效 (E:\AI_Models\Qwen2-7B) TEXT_CHAT ✅ 有效 (E:\AI_Models\deepseek-7b-chat) MULTIMODAL ✅ 有效 (E:\AI_Models\deepseek-vl2) IMAGE_GEN ✅ 有效 (E:\AI_Models\sdxl) YI_VL ✅ 有效 (E:\AI_Models\yi-vl) STABLE_DIFFUSION ❌ 无效 (E:\AI_Models\stable-diffusion-xl-base-1.0) 系统配置摘要: +--------------------------+-----------------------+ | 配置路径 | 值 | +--------------------------+-----------------------+ | AGENT_NAME | 小蓝 | | DIRECTORIES.PROJECT_ROOT | E:\AI_System | | LOG_DIR | E:/AI_System/logs | | AGENT_DIR | 未设置 | | WEB_UI_DIR | 未设置 | | NETWORK.HOST | 0.0.0.0 | | NETWORK.FLASK_PORT | 8000 | | MODEL_PATHS.TEXT_BASE | E:/AI_Models/Qwen2-7B | | ENVIRONMENT.USE_GPU | True | | ENVIRONMENT.LOG_LEVEL | DEBUG | +--------------------------+-----------------------+ 测试完成! (venv) PS E:\AI_System>
最新发布
08-28
<think>我们注意到在启动日志中出现了几个关键错误: 1. 模型路径配置中,STABLE_DIFFUSION路径不存在(但实际我们并不需要这个模型,所以可以忽略) 2. 关键依赖缺失:diskcache模块未安装 3. 自我认知模块导入失败:No module named 'agent.digital_body_schema' 4. 使用ModelLoader加载认知模型失败: 'ModelLoader' object has no attribute 'get_cognitive_model' 5. 加载模型失败: join() argument must be str, bytes, or os.PathLike object, not 'int' 此外,在配置摘要中,AGENT_DIR和WEB_UI_DIR显示为“未设置”,但实际上我们在环境变量中已经设置了它们。 针对上述问题,我们逐一解决: 问题1:STABLE_DIFFUSION路径不存在 解决方案:我们可以忽略这个错误,因为当前项目并不需要这个模型。但为了消除警告,我们可以从配置中移除这个模型路径,或者在验证时跳过它。 问题2:diskcache模块未安装 解决方案:安装diskcache模块。 ```bash pip install diskcache ``` 问题3:自我认知模块导入失败 原因:代码中尝试导入'agent.digital_body_schema'模块,但该模块不存在。 解决方案:检查代码中导入该模块的地方,可能是由于项目结构变化导致的。我们需要确定这个模块是否还存在,如果不存在,可能需要重新实现或移除相关代码。 问题4:ModelLoader缺少'get_cognitive_model'方法 原因:ModelLoader类中没有定义get_cognitive_model方法。 解决方案:检查ModelLoader类的实现,确保有get_cognitive_model方法,或者修改调用方使用正确的方法。 问题5:加载模型时参数类型错误 原因:在调用某个函数时,传入了一个整数,但期望是路径字符串。 解决方案:检查错误发生的代码行,修正参数类型。 另外,关于AGENT_DIR和WEB_UI_DIR显示未设置的问题: 在配置摘要中,我们打印的是: - DIRECTORIES.AGENT_DIR - DIRECTORIES.WEB_UI_DIR 但是,在配置类中,我们通过环境变量设置的是: AI_SYSTEM_DIRECTORIES__AGENT_DIR AI_SYSTEM_DIRECTORIES__WEB_UI_DIR 这些环境变量被转换成了配置项: DIRECTORIES.AGENT_DIR 和 DIRECTORIES.WEB_UI_DIR 然而,在打印配置摘要时,我们使用了以下键: "AGENT_DIR" -> 对应配置项:self.get('AGENT_DIR'),这实际上是顶级配置项,但我们没有设置顶级AGENT_DIR,而是嵌套在DIRECTORIES下。 因此,在打印配置摘要时,我们应该使用完整的路径: "DIRECTORIES.AGENT_DIR" "DIRECTORIES.WEB_UI_DIR" 但是,在当前的print_config_summary方法中,我们使用了: key_items = [ "AGENT_NAME", "DIRECTORIES.PROJECT_ROOT", "LOG_DIR", "AGENT_DIR", # 这里应该是DIRECTORIES.AGENT_DIR "WEB_UI_DIR", # 这里应该是DIRECTORIES.WEB_UI_DIR ... ] 所以,我们需要将这两项改为: "DIRECTORIES.AGENT_DIR", "DIRECTORIES.WEB_UI_DIR", 这样,在打印时就会从嵌套字典中获取。 让我们修改CoreConfig类的print_config_summary方法: 原代码: key_items = [ "AGENT_NAME", "DIRECTORIES.PROJECT_ROOT", "LOG_DIR", "AGENT_DIR", "WEB_UI_DIR", "NETWORK.HOST", "NETWORK.FLASK_PORT", "MODEL_PATHS.TEXT_BASE", "ENVIRONMENT.USE_GPU", "ENVIRONMENT.LOG_LEVEL" ] 修改为: key_items = [ "AGENT_NAME", "DIRECTORIES.PROJECT_ROOT", "LOG_DIR", "DIRECTORIES.AGENT_DIR", # 修改为完整路径 "DIRECTORIES.WEB_UI_DIR", # 修改为完整路径 "NETWORK.HOST", "NETWORK.FLASK_PORT", "MODEL_PATHS.TEXT_BASE", "ENVIRONMENT.USE_GPU", "ENVIRONMENT.LOG_LEVEL" ] 这样,在打印时就能正确获取到嵌套配置项的值。 由于问题3和4涉及其他模块的代码,我们无法在此直接修改,但我们可以提供以下建议: - 对于问题3:检查导入语句,确保'agent.digital_body_schema'模块存在,并且项目结构正确。如果该模块已移除,则需要更新导入代码。 - 对于问题4:检查ModelLoader类的定义,确保有get_cognitive_model方法。如果没有,可能是版本不一致,需要更新ModelLoader类。 由于问题5的错误信息不够详细,我们需要定位到具体的代码行。根据错误信息,可能是将整数传给了os.path.join。我们可以检查模型加载部分的代码,确保传入的路径参数都是字符串。 接下来,我们提供修改后的CoreConfig类中print_config_summary方法的代码片段: 注意:由于整个CoreConfig类较长,我们只展示修改的部分。</think>根据日志分析,系统启动时遇到几个关键问题需要解决: ### 主要问题分析及解决方案 1. **依赖缺失问题**: ```log 2025-08-27 22:35:31,369 - ModelManager - ERROR - ❌ 关键依赖缺失: No module named 'diskcache' ``` **解决方案**:安装缺失的依赖包 ```bash pip install diskcache ``` 2. **路径配置问题**: ```log WARNING:root:快捷方式目标不存在: E:\AI_Workspace\03_前端交互\前端代码.lnk -> E:\AI_System\agent\web_ui WARNING:root:快捷方式目标不存在: E:\AI_Workspace\03_前端交互\配置文件.lnk -> E:\AI_System\agent\config ``` **解决方案**:修复路径配置问题 3. **模型加载问题**: ```log 2025-08-27 22:35:33,774 - ModelManager - ERROR - ❌ 使用ModelLoader加载认知模型失败: 'ModelLoader' object has no attribute 'get_cognitive_model' ``` **解决方案**:更新ModelLoader实现 4. **模块导入问题**: ```log 2025-08-27 22:35:31,371 - CognitiveArchitecture - ERROR - ❌ 自我认知模块导入失败: No module named 'agent.digital_body_schema' ``` **解决方案**:修复模块导入路径 ### 完整修复方案 #### 1. 安装缺失依赖 ```bash pip install diskcache python-dotenv prettytable ``` #### 2. 修复路径配置问题 在 `core/config.py` 中添加路径验证逻辑: ```python:core/config.py # 在 _load_config 方法中添加 def _load_config(self): # ...原有代码... # 5. 验证路径存在性 self.validate_paths() def validate_paths(self): """验证关键路径是否存在""" paths_to_check = [ self.get('DIRECTORIES.AGENT_DIR'), self.get('DIRECTORIES.WEB_UI_DIR'), self.get('MODEL_PATHS.TEXT_BASE'), self.get('MODEL_PATHS.TEXT_CHAT') ] for path in paths_to_check: if path and not Path(path).exists(): self.logger.warning(f"⚠️ 路径不存在: {path}") # 尝试创建目录 try: Path(path).mkdir(parents=True, exist_ok=True) self.logger.info(f"📁 创建路径: {path}") except Exception as e: self.logger.error(f"❌ 创建路径失败: {path} - {str(e)}") ``` #### 3. 修复ModelLoader实现 更新 `model_manager.py` 中的ModelLoader类: ```python:model_manager.py class ModelLoader: def __init__(self, model_path, device='cuda'): self.model_path = Path(model_path) self.device = device self.model = None self.tokenizer = None def load_model(self): """加载模型""" try: from transformers import AutoModelForCausalLM, AutoTokenizer self.logger.info(f"🔍 加载模型: {self.model_path}") # 检查模型路径是否存在 if not self.model_path.exists(): raise FileNotFoundError(f"模型路径不存在: {self.model_path}") self.tokenizer = AutoTokenizer.from_pretrained( str(self.model_path), trust_remote_code=True ) self.model = AutoModelForCausalLM.from_pretrained( str(self.model_path), trust_remote_code=True, device_map="auto" if self.device == 'cuda' else None ).to(self.device) return self.model, self.tokenizer except Exception as e: self.logger.error(f"❌ 加载模型失败: {str(e)}") return None, None def get_cognitive_model(self): """获取认知模型""" if self.model is None: self.load_model() return self.model ``` #### 4. 修复模块导入问题 在 `cognitive_architecture.py` 中更新导入路径: ```python:cognitive_architecture.py # 修改导入方式 try: from agent.cognitive_modules.digital_body_schema import DigitalBodySchema except ImportError: try: from .cognitive_modules.digital_body_schema import DigitalBodySchema except ImportError: self.logger.warning("⚠️ 无法加载数字身体模式,使用基础实现") from .base_cognitive_modules import BaseBodySchema as DigitalBodySchema ``` #### 5. 修复配置显示问题 在 `core/config.py` 中更新 `print_config_summary` 方法: ```python:core/config.py def print_config_summary(self): """打印配置摘要""" table = PrettyTable() table.field_names = ["配置路径", "值"] table.align["配置路径"] = "l" table.align["值"] = "l" # 更新键路径 key_items = [ "AGENT_NAME", "DIRECTORIES.PROJECT_ROOT", "DIRECTORIES.AGENT_DIR", # 修复路径 "DIRECTORIES.WEB_UI_DIR", # 修复路径 "NETWORK.HOST", "NETWORK.FLASK_PORT", "MODEL_PATHS.TEXT_BASE", "ENVIRONMENT.USE_GPU", "ENVIRONMENT.LOG_LEVEL" ] for key_path in key_items: value = self.get(key_path, "未设置") # 处理长路径显示 if isinstance(value, str) and len(value) > 50: value = value[:47] + "..." table.add_row([key_path, value]) print("\n系统配置摘要:") print(table) ``` ### 最终验证步骤 1. 安装所有依赖: ```bash pip install diskcache python-dotenv prettytable transformers ``` 2. 更新所有修改过的文件 3. 运行系统测试: ```bash python -m core.config ``` 4. 启动主系统: ```bash python main.py ``` ### 预期修复结果 1. 所有依赖缺失错误消失 2. 路径配置正确显示: ``` +--------------------------+-----------------------+ | 配置路径 | 值 | +--------------------------+-----------------------+ | AGENT_NAME | 小蓝 | | DIRECTORIES.PROJECT_ROOT | E:\AI_System | | DIRECTORIES.AGENT_DIR | E:\AI_System\agent | | DIRECTORIES.WEB_UI_DIR | E:\AI_System\web_ui | | ... | ... | +--------------------------+-----------------------+ ``` 3. 模型加载成功: ``` 2025-08-27 22:35:33,774 - ModelManager - INFO - ✅ 成功加载模型: E:\AI_Models\Qwen2-7B ``` 4. 所有模块正常初始化: ``` 2025-08-27 22:35:33,774 - CognitiveArchitecture - INFO - ✅ 自我认知模块初始化完成 ```
评论
成就一亿技术人!
拼手气红包6.0元
还能输入1000个字符
 
红包 添加红包
表情包 插入表情
 条评论被折叠 查看
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值