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Update test_wanx_tia2mv_obj_back.py

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smthemex
2026-03-26 20:37:12 +08:00
committed by GitHub
parent 0212c3234b
commit 9bcd748817
1 changed files with 111 additions and 107 deletions
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test_wanx_tia2mv_obj_back.py
+111 -107
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@@ -21,119 +21,123 @@ from .wan.configs import WAN_CONFIGS
from .utils.img_utils import process_images_final,resize_images,resize_short_side
from .model_loader_utils import covert_obj_img,clear_comfyui_cache
mean = torch.tensor(
[
-0.2289,
-0.0052,
-0.1323,
-0.2339,
-0.2799,
0.0174,
0.1838,
0.1557,
-0.1382,
0.0542,
0.2813,
0.0891,
0.1570,
-0.0098,
0.0375,
-0.1825,
-0.2246,
-0.1207,
-0.0698,
0.5109,
0.2665,
-0.2108,
-0.2158,
0.2502,
-0.2055,
-0.0322,
0.1109,
0.1567,
-0.0729,
0.0899,
-0.2799,
-0.1230,
-0.0313,
-0.1649,
0.0117,
0.0723,
-0.2839,
-0.2083,
-0.0520,
0.3748,
0.0152,
0.1957,
0.1433,
-0.2944,
0.3573,
-0.0548,
-0.1681,
-0.0667,
],
device=torch.device('cuda'),
)
std = torch.tensor(
[
0.4765,
1.0364,
0.4514,
1.1677,
0.5313,
0.4990,
0.4818,
0.5013,
0.8158,
1.0344,
0.5894,
1.0901,
0.6885,
0.6165,
0.8454,
0.4978,
0.5759,
0.3523,
0.7135,
0.6804,
0.5833,
1.4146,
0.8986,
0.5659,
0.7069,
0.5338,
0.4889,
0.4917,
0.4069,
0.4999,
0.6866,
0.4093,
0.5709,
0.6065,
0.6415,
0.4944,
0.5726,
1.2042,
0.5458,
1.6887,
0.3971,
1.0600,
0.3943,
0.5537,
0.5444,
0.4089,
0.7468,
0.7744,
],
device=torch.device('cuda'),
)
wanvae_scale = [mean, 1.0 / std]
def get_mu_scale():
mean_InteractAvatar = torch.tensor(
[
-0.2289,
-0.0052,
-0.1323,
-0.2339,
-0.2799,
0.0174,
0.1838,
0.1557,
-0.1382,
0.0542,
0.2813,
0.0891,
0.1570,
-0.0098,
0.0375,
-0.1825,
-0.2246,
-0.1207,
-0.0698,
0.5109,
0.2665,
-0.2108,
-0.2158,
0.2502,
-0.2055,
-0.0322,
0.1109,
0.1567,
-0.0729,
0.0899,
-0.2799,
-0.1230,
-0.0313,
-0.1649,
0.0117,
0.0723,
-0.2839,
-0.2083,
-0.0520,
0.3748,
0.0152,
0.1957,
0.1433,
-0.2944,
0.3573,
-0.0548,
-0.1681,
-0.0667,
],
device=torch.device('cuda'),
)
std_InteractAvatar = torch.tensor(
[
0.4765,
1.0364,
0.4514,
1.1677,
0.5313,
0.4990,
0.4818,
0.5013,
0.8158,
1.0344,
0.5894,
1.0901,
0.6885,
0.6165,
0.8454,
0.4978,
0.5759,
0.3523,
0.7135,
0.6804,
0.5833,
1.4146,
0.8986,
0.5659,
0.7069,
0.5338,
0.4889,
0.4917,
0.4069,
0.4999,
0.6866,
0.4093,
0.5709,
0.6065,
0.6415,
0.4944,
0.5726,
1.2042,
0.5458,
1.6887,
0.3971,
1.0600,
0.3943,
0.5537,
0.5444,
0.4089,
0.7468,
0.7744,
],
device=torch.device('cuda'),
)
wanvae_scale = [mean_InteractAvatar, 1.0 / std_InteractAvatar]
return wanvae_scale
def get_mu_scale(mu):
wanvae_scale = get_mu_scale()
mu = (mu - wanvae_scale[0].view(1, 48, 1, 1, 1).to(mu.device,mu.dtype)) * wanvae_scale[1].view(
1, 48, 1, 1, 1).to(mu.device,mu.dtype)
return mu
def get_z_scale(z):
wanvae_scale=get_mu_scale()
z = z / wanvae_scale[1].view(1, 48, 1, 1, 1).to(z.device,z.dtype) + wanvae_scale[0].view(
1, 48, 1, 1, 1).to(z.device,z.dtype)
return z