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defaults:
  - base_pytorch_algo

model:
  hidden_size: 128
  temporal_length: 17
  z_channels: 8
  hidden_size_mult: [1, 2, 4, 4]
  attn_resolutions: []
  dropout: 0.0
  resolution: ${dataset.resolution}
  embed_dim: ${algorithm.model.z_channels}
  num_res_blocks: 2
  is_causal: True
  first_padding_mode: same

loss:
  disc_start: 60001
  disc_weight: 0.5
  kl_weight: 5e-6
  perceptual_weight: 1.0
  loss_type: l1

training:
  warmup_steps: 20000
  gradient_clip_val: 1.0
  optimizer_beta: [0.9, 0.99]
  video_lengths: ["${algorithm.model.temporal_length}"]
  video_length_probs: [1.0]

validation:
  video_lengths: ["${algorithm.model.temporal_length}"]

logging:
  metrics: [lpips, fid, fvd, is, mse, ssim, psnr]
  loss_freq: 100
  max_num_videos: 64