ldm_configs:

  # scheduler_config:
  #   target: sgm.lr_scheduler.LambdaLinearScheduler
  #   params:
  #     warm_up_steps: [10000]
  #     cycle_lengths: [10000000000000]
  #     f_start: [1.e-6]
  #     f_max: [1.]
  #     f_min: [1.]

  # denoiser_config:
  #   target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser
  #   params:
  #     num_idx: 1000

  #     scaling_config:
  #       target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling
  #     discretization_config:
  #       target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization

  conditioner_config:
    target: sgm.modules.GeneralConditioner
    params:
      emb_models:
        # - is_trainable: False
        #   input_key: caption
        #   ucg_rate: 0.316
        #   target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder2
        #   params:
        #     always_return_pooled: True
        #     legacy: False
        #     arch: 'ViT-L-14'
        #     version: 'openai'

        - is_trainable: True
          input_key: 'img-c'
          # ucg_rate: 0.1
          # ucg_rate: 0.316
          ucg_rate: 0.167 # overall 0.1 dropout.
          # legacy_ucg_value: None
          target: sgm.modules.encoders.modules.FrozenDinov2ImageEmbedderMVPlucker
          params:
              freeze: False
              enable_bf16: True
              output_cls: False # return pooling
              arch: vits
              inp_size: 308
              n_cond_frames: 6 # first 4 views as cond
              modLN: False
              aug_c: True


        - is_trainable: False
          input_key: 'img'
          # ucg_rate: 0.463
          # ucg_rate: 0.1 # 0.316 ** 0.5
          # ucg_rate: 0.316
          ucg_rate: 0.6
          # legacy_ucg_value: None
          target: sgm.modules.encoders.modules.FrozenDinov2ImageEmbedder
          params:
              freeze: True
              arch: vitl
              inp_size: 518
              output_cls: True
              # inp_size: 224

        # - is_trainable: False
        #   input_key: 'fps-xyz'
        #   ucg_rate: 0.0
        #   target: sgm.modules.encoders.modules.PCD_Scaler
        #   params:
        #       scaling_factor: 0.45
        #       perturb_pcd_scale: 0.015
        #       # perturb_pcd_scale: 0.0

  loss_fn_config:
    target: sgm.modules.diffusionmodules.loss.FMLoss
    params:
      transport_config:
        target: transport.create_transport
        params: # all follow default
          snr_type: uniform
          path_type: GVP

  guider_config:
    target: sgm.modules.diffusionmodules.guiders.VanillaCFG
    params:
      # scale: 1.0
      scale: 5.0