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added progress to encode + upscale

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pythongosssss 2023-05-02 19:18:07 +01:00
parent c8c9926eeb
commit 06ad35b493
2 changed files with 16 additions and 4 deletions
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12
comfy/sd.py
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@ -491,9 +491,15 @@ class VAE:
model_management.unload_model()
self.first_stage_model = self.first_stage_model.to(self.device)
pixel_samples = pixel_samples.movedim(-1,1).to(self.device)
samples = utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x, tile_y, overlap, upscale_amount = (1/8), out_channels=4)
samples += utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x * 2, tile_y // 2, overlap, upscale_amount = (1/8), out_channels=4)
samples += utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x // 2, tile_y * 2, overlap, upscale_amount = (1/8), out_channels=4)
it_1 = -(pixel_samples.shape[2] // -(tile_y * 2 - overlap)) * -(pixel_samples.shape[3] // -(tile_x // 2 - overlap))
it_2 = -(pixel_samples.shape[2] // -(tile_y // 2 - overlap)) * -(pixel_samples.shape[3] // -(tile_x * 2 - overlap))
it_3 = -(pixel_samples.shape[2] // -(tile_y - overlap)) * -(pixel_samples.shape[3] // -(tile_x - overlap))
pbar = tqdm(total=(it_1 + it_2 + it_3))
samples = utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x, tile_y, overlap, upscale_amount = (1/8), out_channels=4, pbar=pbar)
samples += utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x * 2, tile_y // 2, overlap, upscale_amount = (1/8), out_channels=4, pbar=pbar)
samples += utils.tiled_scale(pixel_samples, lambda a: self.first_stage_model.encode(2. * a - 1.).sample() * self.scale_factor, tile_x // 2, tile_y * 2, overlap, upscale_amount = (1/8), out_channels=4, pbar=pbar)
samples /= 3.0
self.first_stage_model = self.first_stage_model.cpu()
samples = samples.cpu()

8
comfy_extras/nodes_upscale_model.py
View File

@ -4,6 +4,7 @@ from comfy import model_management
import torch
import comfy.utils
import folder_paths
from tqdm.auto import tqdm
class UpscaleModelLoader:
@classmethod
@ -37,7 +38,12 @@ class ImageUpscaleWithModel:
device = model_management.get_torch_device()
upscale_model.to(device)
in_img = image.movedim(-1,-3).to(device)
s = comfy.utils.tiled_scale(in_img, lambda a: upscale_model(a), tile_x=128 + 64, tile_y=128 + 64, overlap = 8, upscale_amount=upscale_model.scale)
tile = 128 + 64
overlap = 8
its = -(in_img.shape[2] // -(tile - overlap)) * -(in_img.shape[3] // -(tile - overlap))
pbar = tqdm(total=its)
s = comfy.utils.tiled_scale(in_img, lambda a: upscale_model(a), tile_x=tile, tile_y=tile, overlap=overlap, upscale_amount=upscale_model.scale, pbar=pbar)
upscale_model.cpu()
s = torch.clamp(s.movedim(-3,-1), min=0, max=1.0)
return (s,)