{
  "_class_name": "UNetModel",
  "down_blocks": ["UNetResDownBlock2D", "UNetResAttnDownBlock2D"],
  "up_blocks": ["UNetResAttnUpBlock2D", "UNetResUpBlock2D"],
  "attn_resolutions": [
    16
  ],
  "conv_resample": true,
  "downsample_padding": 0,
  "num_head_channels": 64,
  "ch": 32,
  "block_channels": [32, 64],
  "ch_mult": [
    1,
    2
  ],
  "resnet_eps": 1e-6,
  "flip_sin_to_cos": false,
  "downscale_freq_shift": 1,
  "dropout": 0.0,
  "in_channels": 3,
  "num_res_blocks": 2,
  "out_ch": 3,
  "out_channels": 3,
  "resamp_with_conv": true,
  "resolution": 32,
  "image_size": 32,
  "ddpm": true
}