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1.工作流截图
这个方式的优势是对于显存底的用户很友好,这种放大方式是通过最图片进行分块放大,最后在合并成完整的图片
附件:工作流文件(直接将json copy到内ComfyUI,就可以导入)
1.Latent放大工作流
{
"last_node_id": 16,
"last_link_id": 23,
"nodes": [
{
"id": 8,
"type": "VAEDecode",
"pos": [
1235.7215957031258,
577.1878720703122
],
"size": {
"0": 210,
"1": 46
},
"flags": {},
"order": 5,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 7,
"label": "Latent"
},
{
"name": "vae",
"type": "VAE",
"link": 21,
"label": "VAE"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
9
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "VAEDecode"
}
},
{
"id": 10,
"type": "LatentUpscale",
"pos": [
1238,
170
],
"size": {
"0": 315,
"1": 130
},
"flags": {},
"order": 6,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 10,
"label": "Latent"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
14
],
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "LatentUpscale"
},
"widgets_values": [
"nearest-exact",
1152,
1152,
"disabled"
]
},
{
"id": 13,
"type": "VAEDecode",
"pos": [
1961,
125
],
"size": {
"0": 210,
"1": 46
},
"flags": {},
"order": 9,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 15,
"label": "Latent"
},
{
"name": "vae",
"type": "VAE",
"link": 22,
"label": "VAE"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
17
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "VAEDecode"
}
},
{
"id": 6,
"type": "CLIPTextEncode",
"pos": [
374,
171
],
"size": {
"0": 422.84503173828125,
"1": 164.31304931640625
},
"flags": {},
"order": 2,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 19,
"label": "CLIP"
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
4,
12
],
"slot_index": 0,
"label": "条件"
}
],
"properties": {
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"masterpiece HDR victorian portrait painting of woman, blonde hair, mountain nature, blue sky\n"
]
},
{
"id": 7,
"type": "CLIPTextEncode",
"pos": [
377,
381
],
"size": {
"0": 425.27801513671875,
"1": 180.6060791015625
},
"flags": {},
"order": 3,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 20,
"label": "CLIP"
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
6,
13
],
"slot_index": 0,
"label": "条件"
}
],
"properties": {
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"bad hands, text, watermark\n"
]
},
{
"id": 5,
"type": "EmptyLatentImage",
"pos": [
435,
600
],
"size": {
"0": 315,
"1": 106
},
"flags": {},
"order": 0,
"mode": 0,
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
2
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "EmptyLatentImage"
},
"widgets_values": [
768,
768,
1
]
},
{
"id": 11,
"type": "KSampler",
"pos": [
1585,
114
],
"size": {
"0": 315,
"1": 262
},
"flags": {},
"order": 8,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 23,
"slot_index": 0,
"label": "模型"
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 12,
"slot_index": 1,
"label": "正面条件"
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 13,
"slot_index": 2,
"label": "负面条件"
},
{
"name": "latent_image",
"type": "LATENT",
"link": 14,
"slot_index": 3,
"label": "Latent"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
15
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "KSampler"
},
"widgets_values": [
469771404043268,
"randomize",
14,
8,
"dpmpp_2m",
"simple",
0.5
]
},
{
"id": 12,
"type": "SaveImage",
"pos": [
2203,
123
],
"size": {
"0": 407.53717041015625,
"1": 468.13226318359375
},
"flags": {},
"order": 10,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 17,
"label": "图像"
}
],
"properties": {},
"widgets_values": [
"ComfyUI"
]
},
{
"id": 3,
"type": "KSampler",
"pos": [
845,
172
],
"size": {
"0": 315,
"1": 262
},
"flags": {},
"order": 4,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 18,
"label": "模型"
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 4,
"label": "正面条件"
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 6,
"label": "负面条件"
},
{
"name": "latent_image",
"type": "LATENT",
"link": 2,
"label": "Latent"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
7,
10
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "KSampler"
},
"widgets_values": [
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"randomize",
12,
8,
"dpmpp_sde",
"normal",
1
]
},
{
"id": 16,
"type": "CheckpointLoaderSimple",
"pos": [
24,
315
],
"size": {
"0": 315,
"1": 98
},
"flags": {},
"order": 1,
"mode": 0,
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
18,
23
],
"slot_index": 0,
"label": "模型"
},
{
"name": "CLIP",
"type": "CLIP",
"links": [
19,
20
],
"slot_index": 1,
"label": "CLIP"
},
{
"name": "VAE",
"type": "VAE",
"links": [
21,
22
],
"slot_index": 2,
"label": "VAE"
}
],
"properties": {
"Node name for S&R": "CheckpointLoaderSimple"
},
"widgets_values": [
"v2-1_768-ema-pruned.ckpt"
]
},
{
"id": 9,
"type": "SaveImage",
"pos": [
1495.7215957031258,
576.1878720703122
],
"size": {
"0": 232.94032287597656,
"1": 282.4336242675781
},
"flags": {},
"order": 7,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 9,
"label": "图像"
}
],
"properties": {},
"widgets_values": [
"ComfyUI"
]
}
],
"links": [
[
2,
5,
0,
3,
3,
"LATENT"
],
[
4,
6,
0,
3,
1,
"CONDITIONING"
],
[
6,
7,
0,
3,
2,
"CONDITIONING"
],
[
7,
3,
0,
8,
0,
"LATENT"
],
[
9,
8,
0,
9,
0,
"IMAGE"
],
[
10,
3,
0,
10,
0,
"LATENT"
],
[
12,
6,
0,
11,
1,
"CONDITIONING"
],
[
13,
7,
0,
11,
2,
"CONDITIONING"
],
[
14,
10,
0,
11,
3,
"LATENT"
],
[
15,
11,
0,
13,
0,
"LATENT"
],
[
17,
13,
0,
12,
0,
"IMAGE"
],
[
18,
16,
0,
3,
0,
"MODEL"
],
[
19,
16,
1,
6,
0,
"CLIP"
],
[
20,
16,
1,
7,
0,
"CLIP"
],
[
21,
16,
2,
8,
1,
"VAE"
],
[
22,
16,
2,
13,
1,
"VAE"
],
[
23,
16,
0,
11,
0,
"MODEL"
]
],
"groups": [
{
"title": "Txt2Img",
"bounding": [
-1,
30,
1211,
708
],
"color": "#a1309b",
"font_size": 24,
"locked": false
},
{
"title": "Save Intermediate Image",
"bounding": [
1225,
500,
516,
196
],
"color": "#3f789e",
"font_size": 24,
"locked": false
},
{
"title": "Hires Fix",
"bounding": [
1224,
29,
710,
464
],
"color": "#b58b2a",
"font_size": 24,
"locked": false
},
{
"title": "Save Final Image",
"bounding": [
1949,
31,
483,
199
],
"color": "#3f789e",
"font_size": 24,
"locked": false
}
],
"config": {},
"extra": {
"0246.VERSION": [
0,
0,
4
]
},
"version": 0.4
}
2.ESRGAN(传统模型)放大工作流
{
"last_node_id": 25,
"last_link_id": 35,
"nodes": [
{
"id": 8,
"type": "VAEDecode",
"pos": [
1185.5013662109382,
412.0678439941399
],
"size": {
"0": 210,
"1": 46
},
"flags": {},
"order": 6,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 7,
"label": "Latent"
},
{
"name": "vae",
"type": "VAE",
"link": 30,
"label": "VAE"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
9
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "VAEDecode"
}
},
{
"id": 13,
"type": "VAEDecode",
"pos": [
3221.2198632812506,
232.38004726409918
],
"size": {
"0": 210,
"1": 46
},
"flags": {},
"order": 13,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 15,
"label": "Latent"
},
{
"name": "vae",
"type": "VAE",
"link": 33,
"label": "VAE"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
17
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "VAEDecode"
}
},
{
"id": 6,
"type": "CLIPTextEncode",
"pos": [
81.78002990722656,
142.34000025510792
],
"size": {
"0": 422.84503173828125,
"1": 164.31304931640625
},
"flags": {},
"order": 3,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 28,
"label": "CLIP"
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
4,
12
],
"slot_index": 0,
"label": "条件"
}
],
"properties": {
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"masterpiece HDR victorian portrait painting of woman, blonde hair, mountain nature, blue sky\n"
]
},
{
"id": 7,
"type": "CLIPTextEncode",
"pos": [
84.78002990722653,
352.34000025510784
],
"size": {
"0": 425.27801513671875,
"1": 180.6060791015625
},
"flags": {},
"order": 4,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 29,
"label": "CLIP"
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
6,
13
],
"slot_index": 0,
"label": "条件"
}
],
"properties": {
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"bad hands, text, watermark\n"
]
},
{
"id": 5,
"type": "EmptyLatentImage",
"pos": [
142.78002990722652,
571.3400002551081
],
"size": {
"0": 315,
"1": 106
},
"flags": {},
"order": 0,
"mode": 0,
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
2
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "EmptyLatentImage"
},
"widgets_values": [
768,
768,
1
]
},
{
"id": 3,
"type": "KSampler",
"pos": [
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],
"size": {
"0": 315,
"1": 262
},
"flags": {},
"order": 5,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 34,
"label": "模型"
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 4,
"label": "正面条件"
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 6,
"label": "负面条件"
},
{
"name": "latent_image",
"type": "LATENT",
"link": 2,
"label": "Latent"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
7,
20
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "KSampler"
},
"widgets_values": [
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"randomize",
12,
8,
"dpmpp_sde",
"normal",
1
]
},
{
"id": 21,
"type": "VAEDecode",
"pos": [
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],
"size": {
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"1": 46
},
"flags": {},
"order": 7,
"mode": 0,
"inputs": [
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"type": "LATENT",
"link": 20,
"label": "Latent"
},
{
"name": "vae",
"type": "VAE",
"link": 32,
"label": "VAE"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
23
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "VAEDecode"
}
},
{
"id": 20,
"type": "VAEEncode",
"pos": [
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103.0200455284118
],
"size": {
"0": 210,
"1": 46
},
"flags": {},
"order": 11,
"mode": 0,
"inputs": [
{
"name": "pixels",
"type": "IMAGE",
"link": 26,
"label": "图像"
},
{
"name": "vae",
"type": "VAE",
"link": 31,
"label": "VAE"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
18
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "VAEEncode"
}
},
{
"id": 22,
"type": "ImageUpscaleWithModel",
"pos": [
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],
"size": {
"0": 226.8000030517578,
"1": 46
},
"flags": {},
"order": 9,
"mode": 0,
"inputs": [
{
"name": "upscale_model",
"type": "UPSCALE_MODEL",
"link": 24,
"label": "放大模型"
},
{
"name": "image",
"type": "IMAGE",
"link": 23,
"label": "图像"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
27
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "ImageUpscaleWithModel"
}
},
{
"id": 9,
"type": "SaveImage",
"pos": [
1446,
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],
"size": {
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"1": 628.5978393554688
},
"flags": {},
"order": 8,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 9,
"label": "图像"
}
],
"properties": {},
"widgets_values": [
"ComfyUI"
]
},
{
"id": 24,
"type": "ImageScale",
"pos": [
1931,
10
],
"size": {
"0": 315,
"1": 130
},
"flags": {},
"order": 10,
"mode": 0,
"inputs": [
{
"name": "image",
"type": "IMAGE",
"link": 27,
"label": "图像"
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
26
],
"slot_index": 0,
"label": "图像"
}
],
"properties": {
"Node name for S&R": "ImageScale"
},
"widgets_values": [
"bilinear",
1536,
1536,
"disabled"
]
},
{
"id": 12,
"type": "SaveImage",
"pos": [
3463,
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],
"size": {
"0": 868.0108642578125,
"1": 936.9744873046875
},
"flags": {},
"order": 14,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 17,
"label": "图像"
}
],
"properties": {},
"widgets_values": [
"ComfyUI"
]
},
{
"id": 11,
"type": "KSampler",
"pos": [
2811.9580273437523,
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],
"size": {
"0": 315,
"1": 262
},
"flags": {},
"order": 12,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 35,
"slot_index": 0,
"label": "模型"
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 12,
"slot_index": 1,
"label": "正面条件"
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 13,
"slot_index": 2,
"label": "负面条件"
},
{
"name": "latent_image",
"type": "LATENT",
"link": 18,
"slot_index": 3,
"label": "Latent"
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
15
],
"slot_index": 0,
"label": "Latent"
}
],
"properties": {
"Node name for S&R": "KSampler"
},
"widgets_values": [
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"randomize",
14,
8,
"uni_pc_bh2",
"normal",
0.5
]
},
{
"id": 25,
"type": "CheckpointLoaderSimple",
"pos": [
-262,
284
],
"size": {
"0": 315,
"1": 98
},
"flags": {},
"order": 1,
"mode": 0,
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
34,
35
],
"slot_index": 0,
"label": "模型"
},
{
"name": "CLIP",
"type": "CLIP",
"links": [
28,
29
],
"slot_index": 1,
"label": "CLIP"
},
{
"name": "VAE",
"type": "VAE",
"links": [
30,
31,
32,
33
],
"slot_index": 2,
"label": "VAE"
}
],
"properties": {
"Node name for S&R": "CheckpointLoaderSimple"
},
"widgets_values": [
"v2-1_768-ema-pruned.ckpt"
]
},
{
"id": 23,
"type": "UpscaleModelLoader",
"pos": [
1288.0599072265622,
-39.34001342773437
],
"size": {
"0": 315,
"1": 58
},
"flags": {},
"order": 2,
"mode": 0,
"outputs": [
{
"name": "UPSCALE_MODEL",
"type": "UPSCALE_MODEL",
"links": [
24
],
"slot_index": 0,
"label": "放大模型"
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