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name: sample_from_parsing | |
use_tb_logger: true | |
set_CUDA_VISIBLE_DEVICES: ~ | |
gpu_ids: [3] | |
# dataset configs | |
batch_size: 4 | |
num_workers: 4 | |
test_img_dir: ./datasets/test_images | |
segm_dir: ./datasets/segm | |
pose_dir: ./datasets/densepose | |
test_ann_file: ./datasets/texture_ann/test | |
downsample_factor: 2 | |
model_type: SampleFromParsingModel | |
# network configs | |
embed_dim: 256 | |
n_embed: 1024 | |
codebook_spatial_size: 2 | |
# bottom level vqvae | |
bot_n_embed: 512 | |
bot_codebook_spatial_size: 2 | |
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 | |
bot_vae_path: ./pretrained_models/vqvae_bottom.pth | |
# 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 | |
# unet configs | |
index_pred_encoder_in_channels: 256 | |
index_pred_fc_in_channels: 64 | |
index_pred_fc_in_index: 4 | |
index_pred_fc_channels: 64 | |
index_pred_fc_num_convs: 1 | |
index_pred_fc_concat_input: False | |
index_pred_fc_dropout_ratio: 0.1 | |
index_pred_fc_num_classes: 512 | |
index_pred_fc_align_corners: False | |
pretrained_index_network: ./pretrained_models/index_pred_net.pth | |
# segmentation tokenization | |
segm_double_z: false | |
segm_z_channels: 32 | |
segm_resolution: 512 | |
segm_in_channels: 24 | |
segm_out_ch: 24 | |
segm_ch: 64 | |
segm_ch_mult: [1, 1, 2, 2, 4] | |
segm_num_res_blocks: 1 | |
segm_attn_resolutions: [16] | |
segm_dropout: 0.0 | |
segm_num_segm_classes: 24 | |
segm_n_embed: 1024 | |
segm_embed_dim: 32 | |
segm_token_path: ./pretrained_models/parsing_token.pth | |
# sampler configs | |
codebook_size: 18432 | |
segm_codebook_size: 1024 | |
texture_codebook_size: 18 | |
bert_n_emb: 512 | |
bert_n_layers: 24 | |
bert_n_head: 8 | |
block_size: 512 # 32 x 16 | |
latent_shape: [32, 16] | |
embd_pdrop: 0.0 | |
resid_pdrop: 0.0 | |
attn_pdrop: 0.0 | |
num_head: 18 | |
pretrained_sampler: ./pretrained_models/sampler.pth | |
manual_seed: 2021 | |
sample_steps: 256 | |