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name: vqvae_bottom | |
use_tb_logger: true | |
set_CUDA_VISIBLE_DEVICES: ~ | |
gpu_ids: [3] | |
# dataset configs | |
batch_size: 4 | |
num_workers: 4 | |
train_img_dir: ./datasets/train_images | |
test_img_dir: ./datasets/test_images | |
segm_dir: ./datasets/segm | |
pose_dir: ./datasets/densepose | |
train_ann_file: ./datasets/texture_ann/train | |
val_ann_file: ./datasets/texture_ann/val | |
test_ann_file: ./datasets/texture_ann/test | |
downsample_factor: 2 | |
model_type: HierarchyVQSpatialTextureAwareModel | |
# network configs | |
embed_dim: 256 | |
n_embed: 1024 | |
codebook_spatial_size: 2 | |
# bottom level vqvae | |
bot_n_embed: 512 | |
bot_double_z: false | |
bot_z_channels: 256 | |
bot_resolution: 512 | |
bot_in_channels: 3 | |
bot_out_ch: 3 | |
bot_ch: 128 | |
bot_ch_mult: [1, 1, 2, 4] | |
bot_num_res_blocks: 2 | |
bot_attn_resolutions: [64] | |
bot_dropout: 0.0 | |
# top level vqgan | |
top_double_z: false | |
top_z_channels: 256 | |
top_resolution: 512 | |
top_in_channels: 3 | |
top_out_ch: 3 | |
top_ch: 128 | |
top_ch_mult: [1, 1, 2, 2, 4] | |
top_num_res_blocks: 2 | |
top_attn_resolutions: [32] | |
top_dropout: 0.0 | |
top_vae_path: ./pretrained_models/vqvae_top.pth | |
fix_decoder: false | |
disc_layers: 3 | |
disc_weight_max: 1 | |
disc_start_step: 1 | |
n_channels: 3 | |
ndf: 64 | |
nf: 128 | |
perceptual_weight: 1.0 | |
num_segm_classes: 24 | |
# training configs | |
val_freq: 5 | |
print_freq: 100 | |
weight_decay: 0 | |
manual_seed: 2021 | |
num_epochs: 1000 | |
lr: !!float 1.0e-04 | |
lr_decay: step | |
gamma: 1.0 | |
step: 50 | |