configs/visconet_v1.yaml

model:
  target: visconet.visconet.ViscoNetLDM
  params:
    linear_start: 0.00085
    linear_end: 0.0120
    num_timesteps_cond: 1
    log_every_t: 200
    timesteps: 1000
    first_stage_key: "jpg"
    cond_stage_key: "txt"
    control_key: "hint"
    control_crossattn_key: "styles"
    mask_key: "human_mask"
    image_size: 64
    channels: 4
    cond_stage_trainable: false
    conditioning_key: crossattn
    monitor: val/loss_simple_ema
    scale_factor: 0.18215
    use_ema: False
    only_mid_control: False

    scheduler_config:
      target: torch.optim.lr_scheduler.ReduceLROnPlateau
      monitor: val/loss_simple_ema
      params:
        mode: min
        factor: 0.5
        patience: 3
        cooldown: 0
        min_lr: 0.00001
        threshold: 0.001
        verbose: True    

    control_cond_config:
      target: visconet.modules.ProjectLocalStyle
      params:
        pool_size: 9
        local_emb_size: 257
        bias: True
       #target: visconet.modules.ClipImageEncoder

    control_stage_config:
      target: cldm.cldm.ControlNet
      params:
        use_checkpoint: True
        image_size: 32 # unused
        in_channels: 4
        hint_channels: 3
        model_channels: 320
        attention_resolutions: [ 4, 2, 1 ]
        num_res_blocks: 2
        channel_mult: [ 1, 2, 4, 4 ]
        num_head_channels: 64 # need to fix for flash-attn
        use_spatial_transformer: True
        use_linear_in_transformer: True
        transformer_depth: 1
        context_dim: 1024
        legacy: False

    unet_config:
      target: cldm.cldm.ControlledUnetModel
      params:
        use_checkpoint: True
        image_size: 32 # unused
        in_channels: 4
        out_channels: 4
        model_channels: 320
        attention_resolutions: [ 4, 2, 1 ]
        num_res_blocks: 2
        channel_mult: [ 1, 2, 4, 4 ]
        num_head_channels: 64 # need to fix for flash-attn
        use_spatial_transformer: True
        use_linear_in_transformer: True
        transformer_depth: 1
        context_dim: 1024
        legacy: False

    first_stage_config:
      target: ldm.models.autoencoder.AutoencoderKL
      params:
        embed_dim: 4
        monitor: val/rec_loss
        ddconfig:
          #attn_type: "vanilla-xformers"
          double_z: true
          z_channels: 4
          resolution: 256
          in_channels: 3
          out_ch: 3
          ch: 128
          ch_mult:
          - 1
          - 2
          - 4
          - 4
          num_res_blocks: 2
          attn_resolutions: []
          dropout: 0.0
        lossconfig:
          target: torch.nn.Identity

    cond_stage_config:
      target: ldm.modules.encoders.modules.FrozenOpenCLIPEmbedder
      params:
        freeze: True
        layer: "penultimate"

  style_embedding_config:
    target: scripts.image_emb_hidden.ClipImageEncoder

dataset:
  train:
    target: visconet.deepfashion.DeepFashionDataset
    params:
      image_root: "/home/soon/datasets/deepfashion_inshop"
      image_dir: img_512_padded
      pose_dir: openpose_hand_default_512
      style_dir: styles_default
      style_postfix: _hidden
      mask_dir: smpl_256
      data_files: 
         - data/deepfashion/pairs-train-all.csv
         - data/deepfashion/solo-train-all.csv
      map_file: data/deepfashion/deepfashion_map.csv
      style_emb_shape: 
        - 257
        - 1024
      style_names:
        - face
        - hair
        - headwear
        - top
        - outer
        - bottom
        - shoes
        - accesories     
  val:
    target: visconet.deepfashion.DeepFashionDataset
    params:
      image_root: "/home/soon/datasets/deepfashion_inshop"
      image_dir: img_512_padded
      pose_dir: openpose_hand_default_512
      style_dir: styles_default
      style_postfix: _hidden
      mask_dir: smpl_256
      data_files: 
      - data/deepfashion/pairs-test-all.csv
      map_file: data/deepfashion/deepfashion_map.csv
      sample_ratio: 1.0
      style_emb_shape: 
        - 257
        - 1024
      style_names:
        - face
        - hair
        - headwear
        - top
        - outer
        - bottom
        - shoes
        - accesories