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5 changes: 4 additions & 1 deletion comfy/ldm/cosmos/predict2.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,7 @@

import comfy.patcher_extension
from comfy.ldm.modules.attention import optimized_attention
import comfy.ldm.common_dit

def apply_rotary_pos_emb(
t: torch.Tensor,
Expand Down Expand Up @@ -835,6 +836,8 @@ def _forward(
padding_mask: Optional[torch.Tensor] = None,
**kwargs,
):
orig_shape = list(x.shape)
x = comfy.ldm.common_dit.pad_to_patch_size(x, (self.patch_temporal, self.patch_spatial, self.patch_spatial))
x_B_C_T_H_W = x
timesteps_B_T = timesteps
crossattn_emb = context
Expand Down Expand Up @@ -882,5 +885,5 @@ def _forward(
)

x_B_T_H_W_O = self.final_layer(x_B_T_H_W_D, t_embedding_B_T_D, adaln_lora_B_T_3D=adaln_lora_B_T_3D)
x_B_C_Tt_Hp_Wp = self.unpatchify(x_B_T_H_W_O)
x_B_C_Tt_Hp_Wp = self.unpatchify(x_B_T_H_W_O)[:, :, :orig_shape[-3], :orig_shape[-2], :orig_shape[-1]]
return x_B_C_Tt_Hp_Wp