stable-diffusion 3 体验部署流程(ComfyUI)

环境准备

下载及简介

git clone https://huggingface.co/stabilityai/stable-diffusion-3-medium

SD3 checkpoints:

  1. sd3_medium_incl_clips.safetensors (5.5GB)
  2. sd3_medium_incl_clips_t5xxlfp8.safetensors (10.1GB)
  3. sd3_medium.safetensors (4.3GB)

前两个可以像 ComfyUI 中的任何常规checkpoints一样使用。这两个checkpoints之间的区别在于,第一个仅包含 2 个文本编码器:CLIP-L 和 CLIP-G,第二个包含 3 个:CLIP-L、CLIP-G 和 T5XXL。第三个模型不包含文本编码器,必须单独加载它们才能使用该文件。

模型保存

把如下三个模型放在 ComfyUI/models/checkpoints/ 目录中(可以选择其中一个模型体验)

  • sd3_medium_incl_clips.safetensors
  • sd3_medium_incl_clips_t5xxlfp8.safetensors
  • sd3_medium.safetensors
文本编码器保存

从text_encoders目录下载文本编码器,选择其中的一个文件保存到ComfyUI/models/clip/目录中:

  • clip_g.safetensors
  • clip_l.safetensors
  • t5xxl_fp8_e4m3fn.safetensors
  • t5xxl_fp16.safetensors

ComfyUI 测试体验

打开comfyui 界面 导入脚本并执行:

{
  "last_node_id": 272,
  "last_link_id": 599,
  "nodes": [
    {
      "id": 11,
      "type": "TripleCLIPLoader",
      "pos": [
        -1885,
        -49
      ],
      "size": {
        "0": 315,
        "1": 106
      },
      "flags": {},
      "order": 0,
      "mode": 0,
      "outputs": [
        {
          "name": "CLIP",
          "type": "CLIP",
          "links": [
            5,
            94
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "TripleCLIPLoader"
      },
      "widgets_values": [
        "clip_g.safetensors",
        "clip_l.safetensors",
        "t5xxl_fp8_e4m3fn.safetensors"
      ]
    },
    {
      "id": 71,
      "type": "CLIPTextEncode",
      "pos": [
        -1869.2871546875003,
        560.071803930664
      ],
      "size": {
        "0": 380.4615783691406,
        "1": 102.07693481445312
      },
      "flags": {},
      "order": 6,
      "mode": 0,
      "inputs": [
        {
          "name": "clip",
          "type": "CLIP",
          "link": 94
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            93,
            580
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "title": "CLIP Text Encode (Negative Prompt)",
      "properties": {
        "Node name for S&R": "CLIPTextEncode"
      },
      "widgets_values": [
        "bad quality, poor quality, doll, disfigured, jpg, toy, bad anatomy, missing limbs, missing fingers, 3d, cgi"
      ],
      "color": "#322",
      "bgcolor": "#533"
    },
    {
      "id": 68,
      "type": "ConditioningSetTimestepRange",
      "pos": [
        -1010,
        167
      ],
      "size": {
        "0": 317.4000244140625,
        "1": 82
      },
      "flags": {},
      "order": 10,
      "mode": 0,
      "inputs": [
        {
          "name": "conditioning",
          "type": "CONDITIONING",
          "link": 90
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            91
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "ConditioningSetTimestepRange"
      },
      "widgets_values": [
        0.1,
        1
      ]
    },
    {
      "id": 70,
      "type": "ConditioningSetTimestepRange",
      "pos": [
        -1006,
        314
      ],
      "size": {
        "0": 317.4000244140625,
        "1": 82
      },
      "flags": {},
      "order": 8,
      "mode": 0,
      "inputs": [
        {
          "name": "conditioning",
          "type": "CONDITIONING",
          "link": 93,
          "slot_index": 0
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            92
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "ConditioningSetTimestepRange"
      },
      "widgets_values": [
        0,
        0.1
      ]
    },
    {
      "id": 67,
      "type": "ConditioningZeroOut",
      "pos": [
        -1370,
        337
      ],
      "size": {
        "0": 211.60000610351562,
        "1": 26
      },
      "flags": {},
      "order": 9,
      "mode": 0,
      "inputs": [
        {
          "name": "conditioning",
          "type": "CONDITIONING",
          "link": 580
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            90
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "ConditioningZeroOut"
      }
    },
    {
      "id": 266,
      "type": "Note",
      "pos": [
        -2352,
        576
      ],
      "size": {
        "0": 308.061279296875,
        "1": 102.86902618408203
      },
      "flags": {},
      "order": 1,
      "mode": 0,
      "properties": {
        "text": ""
      },
      "widgets_values": [
        "Resolution should be around 1 megapixel and width/height must be multiple of 64"
      ],
      "color": "#432",
      "bgcolor": "#653"
    },
    {
      "id": 13,
      "type": "ModelSamplingSD3",
      "pos": [
        -974,
        -220
      ],
      "size": {
        "0": 315,
        "1": 58
      },
      "flags": {
        "collapsed": false
      },
      "order": 7,
      "mode": 0,
      "inputs": [
        {
          "name": "model",
          "type": "MODEL",
          "link": 565
        }
      ],
      "outputs": [
        {
          "name": "MODEL",
          "type": "MODEL",
          "links": [
            591
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "ModelSamplingSD3"
      },
      "widgets_values": [
        3
      ]
    },
    {
      "id": 69,
      "type": "ConditioningCombine",
      "pos": [
        -662,
        165
      ],
      "size": {
        "0": 228.39999389648438,
        "1": 46
      },
      "flags": {},
      "order": 11,
      "mode": 0,
      "inputs": [
        {
          "name": "conditioning_1",
          "type": "CONDITIONING",
          "link": 91
        },
        {
          "name": "conditioning_2",
          "type": "CONDITIONING",
          "link": 92
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            592
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "ConditioningCombine"
      }
    },
    {
      "id": 233,
      "type": "PreviewImage",
      "pos": [
        535.1143750722272,
        -147.92548481673106
      ],
      "size": {
        "0": 604.7489624023438,
        "1": 592.15576171875
      },
      "flags": {},
      "order": 14,
      "mode": 0,
      "inputs": [
        {
          "name": "images",
          "type": "IMAGE",
          "link": 599
        }
      ],
      "properties": {
        "Node name for S&R": "PreviewImage"
      }
    },
    {
      "id": 231,
      "type": "VAEDecode",
      "pos": [
        141,
        -177
      ],
      "size": {
        "0": 210,
        "1": 46
      },
      "flags": {},
      "order": 13,
      "mode": 0,
      "inputs": [
        {
          "name": "samples",
          "type": "LATENT",
          "link": 596
        },
        {
          "name": "vae",
          "type": "VAE",
          "link": 557
        }
      ],
      "outputs": [
        {
          "name": "IMAGE",
          "type": "IMAGE",
          "links": [
            599
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "VAEDecode"
      }
    },
    {
      "id": 252,
      "type": "CheckpointLoaderSimple",
      "pos": [
        -2314,
        -203
      ],
      "size": {
        "0": 746.7357788085938,
        "1": 98
      },
      "flags": {},
      "order": 2,
      "mode": 0,
      "outputs": [
        {
          "name": "MODEL",
          "type": "MODEL",
          "links": [
            565
          ],
          "shape": 3,
          "slot_index": 0
        },
        {
          "name": "CLIP",
          "type": "CLIP",
          "links": [],
          "shape": 3,
          "slot_index": 1
        },
        {
          "name": "VAE",
          "type": "VAE",
          "links": [
            557
          ],
          "shape": 3,
          "slot_index": 2
        }
      ],
      "properties": {
        "Node name for S&R": "CheckpointLoaderSimple"
      },
      "widgets_values": [
        "sdv3/2b_1024/sd3_medium.safetensors"
      ]
    },
    {
      "id": 271,
      "type": "KSampler",
      "pos": [
        -269,
        -179
      ],
      "size": {
        "0": 315,
        "1": 446
      },
      "flags": {},
      "order": 12,
      "mode": 0,
      "inputs": [
        {
          "name": "model",
          "type": "MODEL",
          "link": 591
        },
        {
          "name": "positive",
          "type": "CONDITIONING",
          "link": 595
        },
        {
          "name": "negative",
          "type": "CONDITIONING",
          "link": 592
        },
        {
          "name": "latent_image",
          "type": "LATENT",
          "link": 593
        },
        {
          "name": "seed",
          "type": "INT",
          "link": 597,
          "widget": {
            "name": "seed"
          },
          "slot_index": 4
        }
      ],
      "outputs": [
        {
          "name": "LATENT",
          "type": "LATENT",
          "links": [
            596
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "KSampler"
      },
      "widgets_values": [
        945512652412924,
        "fixed",
        28,
        4.5,
        "dpmpp_2m",
        "sgm_uniform",
        1
      ]
    },
    {
      "id": 135,
      "type": "EmptySD3LatentImage",
      "pos": [
        -2352,
        438
      ],
      "size": {
        "0": 315,
        "1": 106
      },
      "flags": {},
      "order": 3,
      "mode": 0,
      "inputs": [],
      "outputs": [
        {
          "name": "LATENT",
          "type": "LATENT",
          "links": [
            593
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "EmptySD3LatentImage"
      },
      "widgets_values": [
        1024,
        1024,
        1
      ]
    },
    {
      "id": 6,
      "type": "CLIPTextEncode",
      "pos": [
        -1876.2871546875003,
        284.0718039306641
      ],
      "size": {
        "0": 389.06927490234375,
        "1": 207.84902954101562
      },
      "flags": {},
      "order": 5,
      "mode": 0,
      "inputs": [
        {
          "name": "clip",
          "type": "CLIP",
          "link": 5
        }
      ],
      "outputs": [
        {
          "name": "CONDITIONING",
          "type": "CONDITIONING",
          "links": [
            595
          ],
          "shape": 3,
          "slot_index": 0
        }
      ],
      "properties": {
        "Node name for S&R": "CLIPTextEncode"
      },
      "widgets_values": [
        "a female character with long, flowing hair that appears to be made of ethereal, swirling patterns resembling the Northern Lights or Aurora Borealis. The background is dominated by deep blues and purples, creating a mysterious and dramatic atmosphere. The character's face is serene, with pale skin and striking features. She wears a dark-colored outfit with subtle patterns. The overall style of the artwork is reminiscent of fantasy or supernatural genres"
      ],
      "color": "#232",
      "bgcolor": "#353"
    },
    {
      "id": 272,
      "type": "PrimitiveNode",
      "pos": [
        -2342,
        278
      ],
      "size": {
        "0": 210,
        "1": 82
      },
      "flags": {},
      "order": 4,
      "mode": 0,
      "outputs": [
        {
          "name": "INT",
          "type": "INT",
          "links": [
            597
          ],
          "slot_index": 0,
          "widget": {
            "name": "seed"
          }
        }
      ],
      "title": "Seed",
      "properties": {
        "Run widget replace on values": false
      },
      "widgets_values": [
        945512652412924,
        "fixed"
      ]
    }
  ],
  "links": [
    [
      5,
      11,
      0,
      6,
      0,
      "CLIP"
    ],
    [
      90,
      67,
      0,
      68,
      0,
      "CONDITIONING"
    ],
    [
      91,
      68,
      0,
      69,
      0,
      "CONDITIONING"
    ],
    [
      92,
      70,
      0,
      69,
      1,
      "CONDITIONING"
    ],
    [
      93,
      71,
      0,
      70,
      0,
      "CONDITIONING"
    ],
    [
      94,
      11,
      0,
      71,
      0,
      "CLIP"
    ],
    [
      557,
      252,
      2,
      231,
      1,
      "VAE"
    ],
    [
      565,
      252,
      0,
      13,
      0,
      "MODEL"
    ],
    [
      580,
      71,
      0,
      67,
      0,
      "CONDITIONING"
    ],
    [
      591,
      13,
      0,
      271,
      0,
      "MODEL"
    ],
    [
      592,
      69,
      0,
      271,
      2,
      "CONDITIONING"
    ],
    [
      593,
      135,
      0,
      271,
      3,
      "LATENT"
    ],
    [
      595,
      6,
      0,
      271,
      1,
      "CONDITIONING"
    ],
    [
      596,
      271,
      0,
      231,
      0,
      "LATENT"
    ],
    [
      597,
      272,
      0,
      271,
      4,
      "INT"
    ],
    [
      599,
      231,
      0,
      233,
      0,
      "IMAGE"
    ]
  ],
  "groups": [
    {
      "title": "Load Models",
      "bounding": [
        -2410,
        -339,
        969,
        488
      ],
      "color": "#3f789e",
      "font_size": 24
    },
    {
      "title": "Input",
      "bounding": [
        -2409,
        181,
        972,
        523
      ],
      "color": "#3f789e",
      "font_size": 24
    },
    {
      "title": "Output",
      "bounding": [
        464,
        -273,
        741,
        814
      ],
      "color": "#3f789e",
      "font_size": 24
    }
  ],
  "config": {},
  "extra": {},
  "version": 0.4
}

测试结果展示






【Qinghub Studio 】更适合开发人员的低代码开源开发平台
QingHub企业级应用统一部署
QingHub企业级应用开发管理
QingHub演示
https://qingplus.cn

相关推荐
农夫山泉2号1 小时前
【个人开源】——从零开始在高通手机上部署sd(一)
stable diffusion·智能手机·sd·高通·qnn
AIGC安琪15 小时前
【Stable Diffusion】SD迎来动画革命,AnimateDiff快速出图
人工智能·网络协议·tcp/ip·stable diffusion·aigc
Allen-Steven3 天前
《Stable Diffusion绘画完全指南:从入门到精通的Prompt设计艺术》-配套代码示例
人工智能·pytorch·深度学习·stable diffusion·prompt·checkpoint
普通网友3 天前
自动化办公更简单了!新版python-office,有哪些更新?
运维·人工智能·python·stable diffusion·数据挖掘·自动化·midjourney
燃灯工作室4 天前
扩散模型中的马尔可夫链设计演进:从DDPM到Stable Diffusion全解析
stable diffusion
灵魂画师向阳5 天前
万字长文破解 AI 图片生成算法-Stable diffusion
人工智能·算法·计算机视觉·ai作画·stable diffusion·美女
普通网友6 天前
文生图与图生图两款AI工具Midjourney(MJ)和Stable Diffusion(SD)对比
数据库·人工智能·stable diffusion·音视频·midjourney·媒体
AlbertS6 天前
Ubuntu20.04部署stable-diffusion-webui环境小记
python·ai·stable diffusion·nvidia·venv
Allen-Steven8 天前
《Stable Diffusion绘画完全指南:从入门到精通的Prompt设计艺术》 第三章
人工智能·stable diffusion·prompt
zhonguncle8 天前
如何正确安装Stable Diffusion Web UI以及对应的xFormers
stable diffusion·xformers