Detailer (SEGS/pipe)¶
Documentation¶
- Class name:
DetailerForEachPipe - Category:
ImpactPack/Detailer - Output node:
False
This node is designed to iterate over a collection of data, applying a detailed analysis or transformation to each element. It focuses on enhancing or extracting specific details from each item in the collection, tailored to the requirements of the Impact Pack framework.
Input types¶
Required¶
image- unknown
- Comfy dtype:
IMAGE - Python dtype:
unknown
segs- unknown
- Comfy dtype:
SEGS - Python dtype:
unknown
guide_size- unknown
- Comfy dtype:
FLOAT - Python dtype:
unknown
guide_size_for- unknown
- Comfy dtype:
BOOLEAN - Python dtype:
unknown
max_size- unknown
- Comfy dtype:
FLOAT - Python dtype:
unknown
seed- unknown
- Comfy dtype:
INT - Python dtype:
unknown
steps- unknown
- Comfy dtype:
INT - Python dtype:
unknown
cfg- unknown
- Comfy dtype:
FLOAT - Python dtype:
unknown
sampler_name- unknown
- Comfy dtype:
COMBO[STRING] - Python dtype:
unknown
scheduler- unknown
- Comfy dtype:
COMBO[STRING] - Python dtype:
unknown
denoise- unknown
- Comfy dtype:
FLOAT - Python dtype:
unknown
feather- unknown
- Comfy dtype:
INT - Python dtype:
unknown
noise_mask- unknown
- Comfy dtype:
BOOLEAN - Python dtype:
unknown
force_inpaint- unknown
- Comfy dtype:
BOOLEAN - Python dtype:
unknown
basic_pipe- unknown
- Comfy dtype:
BASIC_PIPE - Python dtype:
unknown
wildcard- Provides additional, dynamic context or parameters that can be used to customize the processing of each item in the collection. This flexibility allows for more tailored and nuanced detail extraction or enhancement.
- Comfy dtype:
STRING - Python dtype:
str
refiner_ratio- unknown
- Comfy dtype:
FLOAT - Python dtype:
unknown
cycle- unknown
- Comfy dtype:
INT - Python dtype:
unknown
Optional¶
detailer_hook- unknown
- Comfy dtype:
DETAILER_HOOK - Python dtype:
unknown
refiner_basic_pipe_opt- unknown
- Comfy dtype:
BASIC_PIPE - Python dtype:
unknown
inpaint_model- unknown
- Comfy dtype:
BOOLEAN - Python dtype:
unknown
noise_mask_feather- unknown
- Comfy dtype:
INT - Python dtype:
unknown
Output types¶
image- Comfy dtype:
IMAGE - unknown
- Python dtype:
unknown
- Comfy dtype:
segs- Comfy dtype:
SEGS - unknown
- Python dtype:
unknown
- Comfy dtype:
basic_pipe- Comfy dtype:
BASIC_PIPE - unknown
- Python dtype:
unknown
- Comfy dtype:
cnet_images- Comfy dtype:
IMAGE - unknown
- Python dtype:
unknown
- Comfy dtype:
Usage tips¶
- Infra type:
CPU - Common nodes: unknown
Source code¶
class DetailerForEachPipe:
@classmethod
def INPUT_TYPES(s):
return {"required": {
"image": ("IMAGE", ),
"segs": ("SEGS", ),
"guide_size": ("FLOAT", {"default": 384, "min": 64, "max": nodes.MAX_RESOLUTION, "step": 8}),
"guide_size_for": ("BOOLEAN", {"default": True, "label_on": "bbox", "label_off": "crop_region"}),
"max_size": ("FLOAT", {"default": 1024, "min": 64, "max": nodes.MAX_RESOLUTION, "step": 8}),
"seed": ("INT", {"default": 0, "min": 0, "max": 0xffffffffffffffff}),
"steps": ("INT", {"default": 20, "min": 1, "max": 10000}),
"cfg": ("FLOAT", {"default": 8.0, "min": 0.0, "max": 100.0}),
"sampler_name": (comfy.samplers.KSampler.SAMPLERS,),
"scheduler": (core.SCHEDULERS,),
"denoise": ("FLOAT", {"default": 0.5, "min": 0.0001, "max": 1.0, "step": 0.01}),
"feather": ("INT", {"default": 5, "min": 0, "max": 100, "step": 1}),
"noise_mask": ("BOOLEAN", {"default": True, "label_on": "enabled", "label_off": "disabled"}),
"force_inpaint": ("BOOLEAN", {"default": True, "label_on": "enabled", "label_off": "disabled"}),
"basic_pipe": ("BASIC_PIPE", ),
"wildcard": ("STRING", {"multiline": True, "dynamicPrompts": False}),
"refiner_ratio": ("FLOAT", {"default": 0.2, "min": 0.0, "max": 1.0}),
"cycle": ("INT", {"default": 1, "min": 1, "max": 10, "step": 1}),
},
"optional": {
"detailer_hook": ("DETAILER_HOOK",),
"refiner_basic_pipe_opt": ("BASIC_PIPE",),
"inpaint_model": ("BOOLEAN", {"default": False, "label_on": "enabled", "label_off": "disabled"}),
"noise_mask_feather": ("INT", {"default": 20, "min": 0, "max": 100, "step": 1}),
}
}
RETURN_TYPES = ("IMAGE", "SEGS", "BASIC_PIPE", "IMAGE")
RETURN_NAMES = ("image", "segs", "basic_pipe", "cnet_images")
OUTPUT_IS_LIST = (False, False, False, True)
FUNCTION = "doit"
CATEGORY = "ImpactPack/Detailer"
def doit(self, image, segs, guide_size, guide_size_for, max_size, seed, steps, cfg, sampler_name, scheduler,
denoise, feather, noise_mask, force_inpaint, basic_pipe, wildcard,
refiner_ratio=None, detailer_hook=None, refiner_basic_pipe_opt=None,
cycle=1, inpaint_model=False, noise_mask_feather=0):
if len(image) > 1:
raise Exception('[Impact Pack] ERROR: DetailerForEach does not allow image batches.\nPlease refer to https://github.com/ltdrdata/ComfyUI-extension-tutorials/blob/Main/ComfyUI-Impact-Pack/tutorial/batching-detailer.md for more information.')
model, clip, vae, positive, negative = basic_pipe
if refiner_basic_pipe_opt is None:
refiner_model, refiner_clip, refiner_positive, refiner_negative = None, None, None, None
else:
refiner_model, refiner_clip, _, refiner_positive, refiner_negative = refiner_basic_pipe_opt
enhanced_img, cropped, cropped_enhanced, cropped_enhanced_alpha, cnet_pil_list, new_segs = \
DetailerForEach.do_detail(image, segs, model, clip, vae, guide_size, guide_size_for, max_size, seed, steps, cfg,
sampler_name, scheduler, positive, negative, denoise, feather, noise_mask,
force_inpaint, wildcard, detailer_hook,
refiner_ratio=refiner_ratio, refiner_model=refiner_model,
refiner_clip=refiner_clip, refiner_positive=refiner_positive, refiner_negative=refiner_negative,
cycle=cycle, inpaint_model=inpaint_model, noise_mask_feather=noise_mask_feather)
# set fallback image
if len(cnet_pil_list) == 0:
cnet_pil_list = [empty_pil_tensor()]
return (enhanced_img, new_segs, basic_pipe, cnet_pil_list)