Phr00t

/

WAN2.2-14B-Rapid-AllInOne

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After several attemps I only get these warnings:
......
lora key not loaded: diffusion_model.blocks.22.cross_attn.k_img.diff_b
lora key not loaded: diffusion_model.blocks.22.cross_attn.k_img.lora_down.weight
lora key not loaded: diffusion_model.blocks.22.cross_attn.k_img.lora_up.weight
lora key not loaded: diffusion_model.blocks.22.cross_attn.norm_k_img.diff
lora key not loaded: diffusion_model.blocks.22.cross_attn.v_img.diff_b
lora key not loaded: diffusion_model.blocks.22.cross_attn.v_img.lora_down.weight
lora key not loaded: diffusion_model.blocks.22.cross_attn.v_img.lora_up.weight
lora key not loaded: diffusion_model.blocks.23.cross_attn.k_img.diff_b
lora key not loaded: diffusion_model.blocks.23.cross_attn.k_img.lora_down.weight
lora key not loaded: diffusion_model.blocks.23.cross_attn.k_img.lora_up.weight
lora key not loaded: diffusion_model.blocks.23.cross_attn.norm_k_img.diff
......
Usually it happens when the lora type is not compatible with the model, and is not making any visible effect.
Then I started to overclock the Loras and I only get artifacts and distortions.

Following instructions like:
WAN 2.1 LORA compatibility is generally still good, along with "low noise" WAN 2.2 LORA compatibility (do not use "high noise" LORAs). You might need to adjust LORA strengths (up or down) to get results you want, though.

I also tried with High noise just for fun and it was even worse.

I used Lightx2v and Pusa different ranks just for testing different combinations.
Same with Samplers and schedulers to get better Result
My Results:

First to Last Frame: fast, good animation, worked great!!
First Frame to Video (Img2Vid): it worked good but almost no motion. (This is why I was trying with Loras).
Text 2 Video: Pretty much the same motion issue.

Here's the last workflow I tried with, maybe I'm missing something, or I could not find the right combination, or not the right Loras for it.

{
"id": "4179b86b-86d2-4066-9cde-882c0bca031d",
"revision": 0,
"last_node_id": 92,
"last_link_id": 175,
"nodes": [
{
"id": 31,
"type": "ModelSamplingAuraFlow",
"pos": [
8827.935297187672,
-56.439439289579624
],
"size": [
210,
58
],
"flags": {
"collapsed": false
},
"order": 8,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 33
}
],
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
27
]
}
],
"title": "Flow Shift",
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.52",
"Node name for S&R": "ModelSamplingAuraFlow",
"enableTabs": false,
"tabWidth": 65,
"tabXOffset": 10,
"hasSecondTab": false,
"secondTabText": "Send Back",
"secondTabOffset": 80,
"secondTabWidth": 65
},
"widgets_values": [
3
]
},
{
"id": 20,
"type": "VAEDecode",
"pos": [
10130.070056380693,
-88.23874138763998
],
"size": [
140,
46
],
"flags": {},
"order": 18,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 21
},
{
"name": "vae",
"type": "VAE",
"link": 22
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
23
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.59",
"Node name for S&R": "VAEDecode"
},
"widgets_values": []
},
{
"id": 19,
"type": "VAELoader",
"pos": [
9306.416055517697,
-164.21517218405396
],
"size": [
270,
58
],
"flags": {},
"order": 0,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "VAE",
"type": "VAE",
"links": [
22
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.31",
"Node name for S&R": "VAELoader"
},
"widgets_values": [
"ae.safetensors"
]
},
{
"id": 26,
"type": "CLIPTextEncode",
"pos": [
9187.03120330612,
339.8526411224358
],
"size": [
382.2189354033708,
110.10007000137375
],
"flags": {
"collapsed": false
},
"order": 12,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 26
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"slot_index": 0,
"links": [
31
]
}
],
"title": "CLIP Text Encode (Negative Prompt)",
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.59",
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"artifacts, crossed eyes, extra limbs, subtitles, subs, lowres, bad hands, nonsense text, gibberish, scrawl, hieroglyphs, error, missing fingers, extra digit, oversaturated, overprocessed, bad perspective, distorted proportions, watermark"
],
"color": "#322",
"bgcolor": "#533"
},
{
"id": 21,
"type": "easy cleanGpuUsed",
"pos": [
10337.951394946711,
-88.80026656784528
],
"size": [
157.3892578125,
26
],
"flags": {},
"order": 19,
"mode": 0,
"inputs": [
{
"name": "anything",
"type": "",
"link": 23
}
],
"outputs": [
{
"name": "output",
"type": "",
"links": [
125,
152
]
}
],
"properties": {
"cnr_id": "comfyui-easy-use",
"ver": "1.3.3",
"Node name for S&R": "easy cleanGpuUsed"
},
"widgets_values": []
},
{
"id": 23,
"type": "T5TokenizerOptions",
"pos": [
8821.444527465186,
196.20964738702295
],
"size": [
270,
82
],
"flags": {},
"order": 7,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 24
}
],
"outputs": [
{
"name": "CLIP",
"type": "CLIP",
"links": [
26,
28
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "T5TokenizerOptions"
},
"widgets_values": [
1,
0
]
},
{
"id": 22,
"type": "CLIPLoader",
"pos": [
8261.165173151881,
195.50405978579678
],
"size": [
492.36305721177905,
110.85352330328465
],
"flags": {},
"order": 1,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "CLIP",
"type": "CLIP",
"links": [
24
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "CLIPLoader"
},
"widgets_values": [
"t5xxl_fp16.safetensors",
"chroma",
"default"
]
},
{
"id": 27,
"type": "UNETLoader",
"pos": [
8301.29564903692,
-71.95902689647951
],
"size": [
464.63409423828125,
124.52682495117188
],
"flags": {},
"order": 2,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
33
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.31",
"Node name for S&R": "UNETLoader"
},
"widgets_values": [
"chroma\chroma_2k.safetensors",
"default"
]
},
{
"id": 28,
"type": "LoraLoaderModelOnly",
"pos": [
9123.101729322298,
-53.83165508720881
],
"size": [
461.7709093523654,
95.30087123761177
],
"flags": {},
"order": 14,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 27
}
],
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
29
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "LoraLoaderModelOnly"
},
"widgets_values": [
"chroma\Chroma1-Flash_LoRA_rank64.safetensors",
1.1
]
},
{
"id": 75,
"type": "WanVideoVACEStartToEndFrame",
"pos": [
10874.10368056155,
-978.27929371487
],
"size": [
329.9634765625,
190
],
"flags": {},
"order": 21,
"mode": 0,
"inputs": [
{
"name": "start_image",
"shape": 7,
"type": "IMAGE",
"link": 152
},
{
"name": "end_image",
"shape": 7,
"type": "IMAGE",
"link": null
},
{
"name": "control_images",
"shape": 7,
"type": "IMAGE",
"link": null
},
{
"name": "inpaint_mask",
"shape": 7,
"type": "MASK",
"link": null
},
{
"name": "num_frames",
"type": "INT",
"widget": {
"name": "num_frames"
},
"link": 135
}
],
"outputs": [
{
"name": "images",
"type": "IMAGE",
"links": [
145
]
},
{
"name": "masks",
"type": "MASK",
"links": [
146
]
}
],
"properties": {
"cnr_id": "comfyui-wanvideowrapper",
"ver": "1.3.6",
"Node name for S&R": "WanVideoVACEStartToEndFrame"
},
"widgets_values": [
33,
0.5,
0,
-1
]
},
{
"id": 76,
"type": "VAEDecode",
"pos": [
12046.766594377403,
-642.1395161839881
],
"size": [
140,
46
],
"flags": {},
"order": 24,
"mode": 0,
"inputs": [
{
"name": "samples",
"type": "LATENT",
"link": 136
},
{
"name": "vae",
"type": "VAE",
"link": 137
}
],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"links": [
151
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "VAEDecode"
},
"widgets_values": []
},
{
"id": 79,
"type": "WanVaceToVideo",
"pos": [
11398.71950939303,
-840.4244045001474
],
"size": [
270,
254
],
"flags": {},
"order": 22,
"mode": 0,
"inputs": [
{
"name": "positive",
"type": "CONDITIONING",
"link": 142
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 143
},
{
"name": "vae",
"type": "VAE",
"link": 144
},
{
"name": "control_video",
"shape": 7,
"type": "IMAGE",
"link": 145
},
{
"name": "control_masks",
"shape": 7,
"type": "MASK",
"link": 146
},
{
"name": "reference_image",
"shape": 7,
"type": "IMAGE",
"link": null
},
{
"name": "width",
"type": "INT",
"widget": {
"name": "width"
},
"link": 153
},
{
"name": "height",
"type": "INT",
"widget": {
"name": "height"
},
"link": 154
},
{
"name": "length",
"type": "INT",
"widget": {
"name": "length"
},
"link": 147
}
],
"outputs": [
{
"name": "positive",
"type": "CONDITIONING",
"links": [
139
]
},
{
"name": "negative",
"type": "CONDITIONING",
"links": [
140
]
},
{
"name": "latent",
"type": "LATENT",
"links": [
141
]
},
{
"name": "trim_latent",
"type": "INT",
"links": null
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "WanVaceToVideo"
},
"widgets_values": [
496,
720,
89,
1,
1
]
},
{
"id": 84,
"type": "easy int",
"pos": [
10430.785113810181,
-702.5396136584537
],
"size": [
270,
58
],
"flags": {},
"order": 3,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "int",
"type": "INT",
"links": [
135,
147
]
}
],
"title": "length",
"properties": {
"cnr_id": "comfyui-easy-use",
"ver": "1.3.3",
"Node name for S&R": "easy int"
},
"widgets_values": [
33
]
},
{
"id": 51,
"type": "GetImageSize",
"pos": [
11142.89194628934,
-107.92996729777457
],
"size": [
140,
124.00000000000011
],
"flags": {},
"order": 20,
"mode": 0,
"inputs": [
{
"name": "image",
"type": "IMAGE",
"link": 125
}
],
"outputs": [
{
"name": "width",
"type": "INT",
"links": [
153
]
},
{
"name": "height",
"type": "INT",
"links": [
154
]
},
{
"name": "batch_size",
"type": "INT",
"links": null
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.51",
"Node name for S&R": "GetImageSize"
},
"widgets_values": []
},
{
"id": 82,
"type": "CLIPTextEncode",
"pos": [
10937.319596114025,
-424.9232623179154
],
"size": [
390.7703857421875,
88
],
"flags": {},
"order": 11,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 149
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
143
]
}
],
"title": "Negative (leave blank)",
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"artifacts, bright colors, overexposed, static, blurred details, subtitles, style, artwork, painting, picture, still, overall gray, worst quality, low quality, JPEG compression residue, ugly, incomplete, extra fingers, poorly drawn hands, poorly drawn faces, deformed, disfigured, malformed limbs, fused fingers, still picture, cluttered background, walking backwards"
]
},
{
"id": 29,
"type": "CLIPTextEncode",
"pos": [
9176.63966240377,
92.60312240420379
],
"size": [
400,
200
],
"flags": {},
"order": 13,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 28
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
30
]
}
],
"title": "Positive Prompt",
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.31",
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"1girl jasmine, arabian dancing girl, slender figure, sheer see_through skimpy red sexy clothes, black hair braided, big eyes, pretty girl with long hair, thick lips, adult, henna art on hand, showing lots of skin, light_skinned jasmine, See_through top revealing the opaquely visible breasts, nipple_chain is adorned over_the_top, blouse piercing nipple_chain, puffy red poking nipples are exposed slightly, perfectly round teardrop breasts, petite hourglass body, thick thighs, ornamental dancing dressing and clothes, heavy jewelry, large earrings, midriff waistchain, seductive poses, Arabian harem setting, soft lightning, magical environment, glowing, neon,"
]
},
{
"id": 81,
"type": "CLIPTextEncode",
"pos": [
10934.308720118126,
-564.0817961574717
],
"size": [
390.7703857421875,
88
],
"flags": {},
"order": 10,
"mode": 0,
"inputs": [
{
"name": "clip",
"type": "CLIP",
"link": 148
}
],
"outputs": [
{
"name": "CONDITIONING",
"type": "CONDITIONING",
"links": [
142
]
}
],
"title": "Positive Input",
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "CLIPTextEncode"
},
"widgets_values": [
"arabian dancing girl in a sexy way"
]
},
{
"id": 25,
"type": "EmptyLatentImage",
"pos": [
9298.991775338336,
499.4584287001413
],
"size": [
270,
106
],
"flags": {},
"order": 4,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
32
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "EmptyLatentImage"
},
"widgets_values": [
1152,
896,
1
]
},
{
"id": 86,
"type": "VHS_VideoCombine",
"pos": [
12248.359921412417,
-1040.1798082747846
],
"size": [
341.33612060546875,
597.9280938042534
],
"flags": {},
"order": 25,
"mode": 0,
"inputs": [
{
"name": "images",
"type": "IMAGE",
"link": 151
},
{
"name": "audio",
"shape": 7,
"type": "AUDIO",
"link": null
},
{
"name": "meta_batch",
"shape": 7,
"type": "VHS_BatchManager",
"link": null
},
{
"name": "vae",
"shape": 7,
"type": "VAE",
"link": null
}
],
"outputs": [
{
"name": "Filenames",
"type": "VHS_FILENAMES",
"links": null
}
],
"properties": {
"cnr_id": "comfyui-videohelpersuite",
"ver": "1.7.7",
"Node name for S&R": "VHS_VideoCombine"
},
"widgets_values": {
"frame_rate": 8,
"loop_count": 0,
"filename_prefix": "illu_video",
"format": "video/webm",
"pix_fmt": "yuv420p",
"crf": 0,
"save_metadata": false,
"trim_to_audio": false,
"pingpong": false,
"save_output": false,
"videopreview": {
"hidden": false,
"paused": false,
"params": {
"filename": "illu_video_00038.webm",
"subfolder": "",
"type": "temp",
"format": "video/webm",
"frame_rate": 8,
"workflow": "illu_video_00038.png",
"fullpath": "D:\forge\ComfyUI\ComfyUI\temp\illu_video_00038.webm"
}
}
}
},
{
"id": 30,
"type": "KSampler",
"pos": [
9807.488814893672,
-92.76001449986353
],
"size": [
270,
474
],
"flags": {},
"order": 16,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 29
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 30
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 31
},
{
"name": "latent_image",
"type": "LATENT",
"link": 32
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
21
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.59",
"Node name for S&R": "KSampler"
},
"widgets_values": [
68541351385437,
"fixed",
10,
1.2,
"euler_ancestral",
"sgm_uniform",
1
]
},
{
"id": 90,
"type": "Note",
"pos": [
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-1017.5169289407085
],
"size": [
621.6048545893991,
213.21179071189192
],
"flags": {},
"order": 5,
"mode": 0,
"inputs": [],
"outputs": [],
"properties": {},
"widgets_values": [
"rapido pero casi no movimiento \n\nrevisar despues cuales loras so buenos"
],
"color": "#432",
"bgcolor": "#653"
},
{
"id": 77,
"type": "CheckpointLoaderSimple",
"pos": [
9588.450202412148,
-489.62286721178714
],
"size": [
407.78472900390625,
109.86669158935547
],
"flags": {},
"order": 6,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "MODEL",
"type": "MODEL",
"links": [
174
]
},
{
"name": "CLIP",
"type": "CLIP",
"links": [
148,
149
]
},
{
"name": "VAE",
"type": "VAE",
"links": [
137,
144
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "CheckpointLoaderSimple"
},
"widgets_values": [
"wan2.2-rapid-mega-aio-nsfw-v7.safetensors"
]
},
{
"id": 78,
"type": "KSampler",
"pos": [
11743.591068328074,
-656.466618260346
],
"size": [
270,
262
],
"flags": {},
"order": 23,
"mode": 0,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 173
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 139
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 140
},
{
"name": "latent_image",
"type": "LATENT",
"link": 141
}
],
"outputs": [
{
"name": "LATENT",
"type": "LATENT",
"links": [
136
]
}
],
"properties": {
"cnr_id": "comfy-core",
"ver": "0.3.62",
"Node name for S&R": "KSampler"
},
"widgets_values": [
192054346835137,
"fixed",
4,
1,
"euler",
"sgm_uniform",
1
]
},
{
"id": 85,
"type": "ModelSamplingSD3",
"pos": [
10452.588721999688,
-248.4911867201168
],
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