【本地化部署Stable Diffusion WebUI（MACOS安装）】

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文章目录

• 前言
• 一、Stable Diffusion WebUI适配三类芯片
• 二、安装
• • 1.安装git、conda等
  • 2.选定目录及下载Github远程仓库文件
  • 3.创建conda虚拟环境
  • 4.安装依赖
  • • pip速度慢需添加国内pip源
    • 5.运行
    • 6.问题处理
    • • 缺openai模块等
      • • • 手动git clone
          • 类似的v1-5-pruned-emaonly.safetensors模型获取失败
          • RuntimeError: "LayerNormKernelImpl" not implemented for 'Half'等
          • 正常运行sdw的的话会自动访问http://127.0.0.1:7860/
          • • 命令行显示类似如下：
            • 浏览器显示如下：
            • 绘图时报错
            • • 很显然是绘图时需要访问huggingface.co下载模块
              • • 修改webu.sh
                • 绘图时会有如下显示：
                • 绘图结束显示
                • 总结

                  ---

                  前言

                  随着人工智能的不断发展，AI绘图热兴起，我也想加入到AI绘图大潮中。

                  ---

                  一、Stable Diffusion WebUI适配三类芯片

                  此模型支持三类GPU芯片

                  1. NVidia (recommended)
                  2. AMD GPUs.
                  3. Intel CPUs, Intel GPUs (bothintegrated and discrete) （我的mac属于此情况）

                  二、安装

                  说明：期间需要访问外网，自行实现巧妙上网

                  1.安装git、conda等

                  brew install cmake protobuf rust python@3.10 git wget miniconda

                  2.选定目录及下载Github远程仓库文件

                  mkdir SDWcd SDWgit clone git@github.com:openvinotoolkit/stable-diffusion-webui.git

                  3.创建conda虚拟环境

                  创建虚拟环境

                  conda env create -p /Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/automatic -f /Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/environment-wsl2.yaml

                  最后创建完成后显示如下：

                  # To activate this environment, use     #                                       #     $ conda activate /Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/automatic   #                                       # To deactivate an active environment, use                                             #                                       #     $ conda deactivate

                  激活环境

                  conda activate /Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/automatic

                  4.安装依赖

                  cd stable-diffusion-webuipip install -r requirements.txt

                  pip速度慢需添加国内pip源

                  cd ~mkdir .pipcd .piptouch pip.conf在pip.conf文件中，添加以下内容：[global]index-url = https://pypi.doubanio.com/simple/trusted-host = pypi.doubanio.com

                  5.运行

                  还有未安装的依赖在此步骤执行中会一次安装，当然有报错需要一次解决。

                  英特尔CPU+GPU的场景执行前环境要生效如下内容：

                  export PYTORCH_TRACING_MODE=TORCHFXexport COMMANDLINE_ARGS="--skip-torch-cuda-test --precision full --no-half" ./webui.sh

                  6.问题处理

                  运行./webui.sh会有很多报错

                  缺openai模块等

                  OSError: Can't load tokenizer for 'openai/clip-vit-large-patch14'. If you were trying to load it from 'https://huggingface.co/models', make sure you don't have a local directory with the same name. Otherwise, make sure 'openai/clip-vit-large-patch14' is the correct path to a directory containing all relevant files for a CLIPTokenizer tokenizer.

                  手动git clone

                  可直接git clone

                  可以指定git代理实现

                  #指定git代理git config --global https.proxy socks5://127.0.0.1:1088或git config --global https.proxy https://127.0.0.1:1088#取消git代理git config --global --unset https.proxy

                  例如：git clone https://huggingface.co/openai/clip-vit-large-patch14或git clone git@hf.co:openai/clip-vit-large-patch14

                  类似的v1-5-pruned-emaonly.safetensors模型获取失败

                  https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.safetensors

                  此文件较大有4G多，建议通过从源网站下载到云盘，再从云盘下载到本地，然后让入目标文件夹如：stable-diffusion-uebul/models/Stable-diffusion/

                  RuntimeError: “LayerNormKernelImpl” not implemented for 'Half’等

                  RuntimeError: "LayerNormKernelImpl" not implemented for 'Half'/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/torch/nn/functional.py", line 2515, in layer_normRuntimeError: "addmm_impl_cpu_" not implemented for 'Half'/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/torch/nn/modules/linear.py", line 114, in forward

                  那么执行时添加如下参数：

                  ./webui.sh --precision full --no-half 

                  正常运行sdw的的话会自动访问http://127.0.0.1:7860/

                  命令行显示类似如下：

                  浏览器显示如下：

                  注意选择支持intel GPU的script，OpenVINO™ Acceleration Script

                  绘图时报错

                  类似如下报错

                  报错显示如下：

                  OSError: We couldn't connect to 'https://huggingface.co' to load this file, couldn't find it in the cached files and it looks like CompVis/stable-diffusion-safety-checker is not the path to a directory containing a file named config.json. Checkout your internet connection or see how to run the library in offline mode at 'https://huggingface.co/docs/transformers/installation#offline-mode'.

                  以及

                     Traceback (most recent call last):      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connection.py", line 198, in _new_conn        sock = connection.create_connection(      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/util/connection.py", line 85, in create_connection        raise err      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/util/connection.py", line 73, in create_connection        sock.connect(sa)    TimeoutError: timed out    The above exception was the direct cause of the following exception:    Traceback (most recent call last):      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connectionpool.py", line 793, in urlopen        response = self._make_request(      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connectionpool.py", line 491, in _make_request        raise new_e      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connectionpool.py", line 467, in _make_request        self._validate_conn(conn)      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connectionpool.py", line 1099, in _validate_conn        conn.connect()      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connection.py", line 616, in connect        self.sock = sock = self._new_conn()      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connection.py", line 207, in _new_conn        raise ConnectTimeoutError(    urllib3.exceptions.ConnectTimeoutError: (, 'Connection to huggingface.co timed out. (connect timeout=10)')    The above exception was the direct cause of the following exception:    Traceback (most recent call last):      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/requests/adapters.py", line 486, in send        resp = conn.urlopen(      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/connectionpool.py", line 847, in urlopen        retries = retries.increment(      File "/Users/zhaoyao/Downloads/SDW/stable-diffusion-webui/venv/lib/python3.10/site-packages/urllib3/util/retry.py", line 515, in increment        raise MaxRetryError(_pool, url, reason) from reason  # type: ignore[arg-type]    urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='huggingface.co', port=443): Max retries exceeded with url: /CompVis/stable-diffusion-safety-checker/resolve/main/config.json (Caused by ConnectTimeoutError(, 'Connection to huggingface.co timed out. (connect timeout=10)'))

                  很显然是绘图时需要访问huggingface.co下载模块

                  考虑直接添加代理的方式，因为不可能每次画图每次需要下载模块的时候每次手动下载

                  修改webu.sh

                  在此文件while [[ “$KEEP_GOING” -eq “1” ]]; 上一行添加一行如下内容：

                  export HF_ENDPOINT=https://hf-mirror.com

                  绘图时会有如下显示：

                  绘图结束显示

                  ---

                  总结

                  参考于https://github.com/openvinotoolkit/stable-diffusion-webui

                  https://openai.wiki/stable-diffusion-webui-localization.html。