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920fd91 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 | import torch
import torch.nn as nn
from .wan_video_dit import sinusoidal_embedding_1d
class WanMotionControllerModel(torch.nn.Module):
def __init__(self, freq_dim=256, dim=1536):
super().__init__()
self.freq_dim = freq_dim
self.linear = nn.Sequential(
nn.Linear(freq_dim, dim),
nn.SiLU(),
nn.Linear(dim, dim),
nn.SiLU(),
nn.Linear(dim, dim * 6),
)
def forward(self, motion_bucket_id):
emb = sinusoidal_embedding_1d(self.freq_dim, motion_bucket_id * 10)
emb = self.linear(emb)
return emb
def init(self):
state_dict = self.linear[-1].state_dict()
state_dict = {i: state_dict[i] * 0 for i in state_dict}
self.linear[-1].load_state_dict(state_dict)
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