body-pose-animation/modules/angle_sum.py
2021-02-17 13:18:15 +01:00

27 lines
619 B
Python

import torch
import torch.nn as nn
import numpy as np
class AngleSumLoss(nn.Module):
def __init__(
self,
device=torch.device('cpu'),
dtype=torch.float32,
weight=1,
# directions=[-1, 1, 1, 1],
# weight=1
):
super(AngleSumLoss, self).__init__()
self.has_parameters = False
self.register_buffer(
"weight",
torch.tensor(weight).to(device=device, dtype=dtype)
)
def forward(self, pose, joints, points, keypoints, raw_output):
# get relevant angles
return pose.pow(2).sum() * self.weight