bash_name: ../exp/tmp/2022_0423_0250_59.sh
clipforge:
  clip_model: ViT-B/32
  enable: 0
  feat_dim: 512
cls:
  classifier_type: models.classifier.OneLayer
  train_on_eps: 1
cmt: l2e-4
comet_key: ''
data:
  aug_scale: 0.0
  aug_translate:
  - 0.0
  - 0.0
  - 0.0
  augment: 0
  batch_size: 20
  batch_size_test: 10
  cates: all
  clip_forge_enable: 0
  clip_model: ViT-B/32
  cls_data_ratio: 1.0
  data_dir: data/ShapeNetCore.v2.PC15k
  data_path: ''
  dataset_scale: 1
  dataset_type: shapenet15k
  eval_test_split: 0
  input_dim: 3
  is_encode_whole_dataset_trainer: 0
  is_load_pointflow2NS: 0
  load_point_stat: ''
  noise_std: 0.1
  noise_std_min: -1.0
  noise_type: normal
  normalize_global: true
  normalize_per_shape: false
  normalize_shape_box: false
  normalize_std_per_axis: false
  num_workers: 4
  random_subsample: 1
  ratio_c: 1.0
  recenter_per_shape: false
  sample_curvature: 0
  sample_with_replacement: 1
  sub_train_set: 0.0
  te_max_sample_points: 2048
  tr_max_sample_points: 2048
  train_drop_last: 1
  type: datasets.neuralspline_datasets
  voxel_size: 0.1
ddpm:
  add_point_feat: true
  attn:
  - 0
  - 1
  - 0
  - 0
  beta_1: 0.0001
  beta_T: 0.02
  clip_denoised: 0
  ddim_step: 200
  dropout: 0.1
  ema: 1
  input_dim: 3
  loss_type: l1_sum
  loss_type_0: ''
  loss_weight_cdnorm: 1.0
  loss_weight_emd: 1.0
  model_mean_type: eps
  model_var_type: fixedlarge
  ncenter:
  - 1024
  - 256
  - 64
  - 16
  num_layers_classifier: 3
  num_steps: 1000
  p2_gamma: 1.0
  p2_k: 1.0
  pointnet_luo: 0
  pointnet_plus: 1
  pointnet_pp: 3
  pvc:
    mlp_after_pvc: 0
    use_small_model: 0
  sched_mode: linear
  time_dim: 64
  use_bn: false
  use_global_attn: 0
  use_gn: true
  use_new_timeemb: 0
  use_p2_weight: 0
  use_pvc: 0
  with_se: 0
dpm_ckpt: ''
eval:
  load_other_vae_ckpt: 0
  need_denoise: 0
  other_vae_ckpt_path: ../exp/0127/airplane/4b5a46h_hvae_kl4D3bal_c24d2eh_hvae_ddpmB32l1E3W8/checkpoints/epoch_999_iters_11000.pt
eval_trainnll: 0
exp_name: 0423/nsall/e1df8dh_train_l2e-4_vae_adainB20l1E3W8
generate_mode_global: interpolate
generate_mode_local: freeze
has_shapelatent: 1
hash: e1df8dh
latent_pts:
  ada_mlp_init_scale: 0.1
  decoder_layer_out_dim: 32
  decoder_nneighbor: 8
  dgcnn_last_hid: 0
  encoder_layer_out_dim: 32
  encoder_nneighbor: 8
  hid: 64
  knn: 40
  latent_as_pts: 0
  latent_dim_ext:
  - 64
  mask_out_extra_latent: 0
  n5layer: 1
  normalization: bn
  outlier_input: 0
  perturb_input: 0
  perturb_input_scale: 0.05
  pts_sigma_offset: 0.0
  pvd_mse_loss: 1
  skip_weight: 0.01
  style_dim: 128
  style_encoder: models.shapelatent_modules.PointNetPlusEncoder
  style_mlp: ''
  style_prior: models.score_sde.resnet.PriorSEDrop
  use_linear_for_adagn: 0
  weight_kl_feat: 1.0
  weight_kl_glb: 1.0
  weight_kl_pt: 1.0
lns:
  num_input_points: 1000
  num_simulate: 20
  override_config: ''
  split_simulate: train
  wandb_checkpoint: nvidia-toronto/generative_chairs/3m3gc6sz/checkpoint-171.pth
lns_loss_weight: 1.0
log_dir: ../exp/0423/nsall/e1df8dh_train_l2e-4_vae_adainB20l1E3W8
log_name: ../exp/0423/nsall/e1df8dh_train_l2e-4_vae_adainB20l1E3W8
model_config: default
ngpu: 8
normal_pred_checkpoint: ''
normal_predictor_yaml: ''
normals:
  model_type: ''
num_val_samples: 24
pointtransformer:
  blocks:
  - 2
  - 3
  - 4
  - 6
  - 3
save_dir: ../exp/0423/nsall/e1df8dh_train_l2e-4_vae_adainB20l1E3W8
save_sample_seq_and_quit: 0
sde:
  attn_mhead: 0
  attn_mhead_local: -1
  autocast_train: false
  beta_end: 20.0
  beta_start: 0.1
  bound_mlogit: 0
  bound_mlogit_value: -5.42
  condition_add: 1
  condition_cat: 0
  cont_kl_anneal: true
  dae_checkpoint: ''
  dataset: shape
  denoising_stddevs: beta
  diffusion_steps: 1000
  drop_inactive_var: 0
  dropout: 0.3
  ema_decay: 0.9999
  embedding_dim: 128
  embedding_scale: 1.0
  embedding_type: positional
  epochs: 800
  fir: false
  global_prior_ckpt: ''
  grad_clip_max_norm: 0.0
  hier_prior: 0
  hypara_mixing_logit: 0
  init_t: 1.0
  is_continues: 0
  iw_sample_p: ll_iw
  iw_sample_q: reweight_p_samples
  iw_subvp_like_vp_sde: false
  jac_reg_coeff: 0
  jac_reg_freq: 1
  kin_reg_coeff: 0
  kl_anneal_portion_vada: 0.5
  kl_balance_vada: false
  kl_const_coeff_vada: 1.0e-07
  kl_const_portion_vada: 0.0
  kl_max_coeff_vada: 0.5
  learn_mixing_logit: 1
  learning_rate_dae: 0.0002
  learning_rate_dae_local: 0.0003
  learning_rate_min_dae: 0.0002
  learning_rate_min_dae_local: 0.0003
  learning_rate_min_vae: 1.0e-05
  learning_rate_mlogit: -1.0
  learning_rate_vae: 0.0001
  local_prior: same_as_global
  mixed_prediction: false
  mixing_logit_init: -6
  nhead: 4
  num_cell_per_scale_dae: 8
  num_cell_per_scale_dae_local: 0
  num_channels_dae: 2048
  num_latent_scales: 1
  num_preprocess_blocks: 2
  num_scales_dae: 2
  ode_eps: 1.0e-05
  ode_sample: 0
  pool_feat_cat: 0
  pos_embed: none
  prior_model: models.latent_points_ada_localprior.PVCNN2Prior
  progressive: none
  progressive_combine: sum
  progressive_input: none
  regularize_mlogit: 0
  regularize_mlogit_margin: 0.0
  sde_type: vpsde
  share_mlogit: 0
  sigma2_0: 0.0
  sigma2_max: 0.99
  sigma2_min: 0.0001
  time_emb_scales: 1.0
  time_eps: 0.01
  train_dae: 1
  train_ode_solver_tol: 1.0e-05
  train_vae: false
  transformer_norm_type: layer_norm
  transformer_temb2interlayer: 0
  update_q_ema: false
  use_adam: true
  use_adamax: false
  vae_checkpoint: /mnt2/3dgen/exp/0416/nsall/987392h_hvae_kl0.5N32H1Anneall1_sumWlrInitScale_vae_adainB32l1E3W4/checkpoints/snapshot
  warmup_epochs: 20
  weight_decay: 0.0003
  weight_decay_norm_dae: 0.0
  weight_decay_norm_vae: 0.0
set_detect_anomaly: 0
shapelatent:
  add_sub_loss: 1
  add_voxel2z_global: 0
  bp_to_l0: true
  center_local_points: 1
  decoder_num_points: 2048
  decoder_type: models.latent_points_ada.LatentPointDecPVC
  downsample_input_ratio: 1.0
  encoder_type: models.latent_points_ada.PointTransPVC
  encoder_weight_norm: 0
  encoder_weight_std: 0.1
  encoder_weight_uniform: 1
  eps_z_global_only: 1
  extra_centers: []
  freeze_vae: 0
  global_only_epochs: 0
  hvae:
    loss_wrt_ori: 0
  key_point_gen: mlps
  kl_weight: 0.5
  latent_dim: 1
  latent_flow_depth: 14
  latent_flow_hidden_dim: 256
  local_decoder_output_offset: 0
  local_decoder_type: ''
  local_decoder_type_1: ''
  local_emb_agg: mean
  local_enc_input: sim
  local_encoder_ap_ball_radius: 1.0
  local_encoder_ball_radius: 0.8
  local_encoder_condition_z0: ''
  local_encoder_type: ''
  local_encoder_type_1: ''
  local_loss_weight_max: 50
  local_prior_need_coords: 0
  log_sigma_offset: 6.0
  loss0_weight: 1.0
  loss_weight_refiner: 1.0
  model: models.vae_adain
  num_level: 1
  num_neighbors: 0
  num_neighbors_per_level:
  - 64
  prior_type: normal
  prog_dec_gf: 8
  prog_dec_gf_list:
  - 0
  - 0
  prog_dec_ne: 2
  query_center_emd_from_enc: 0
  query_local_feat_dim: 32
  query_local_feat_layer: inter_voxelfeat_0
  query_output_local_from_enc: 0
  refiner_bp: 1
  refiner_type: models.pvcnn2.PVCNN2BaseAPI
  residual: 1
  x0_target_fps: 0
snapshot_min: 30
test_size: 660
trainer:
  anneal_kl: 1
  apply_loss_weight_1_kl: 0
  epochs: 24000
  kl_balance: 0
  kl_free:
  - 0
  - 0
  kl_ratio:
  - 1.0
  - 1.0
  kl_ratio_apply: 0
  loss1_weight_anneal_v: quad
  opt:
    beta1: 0.9
    beta2: 0.99
    ema_decay: 0.9999
    grad_clip: -1.0
    lr: 0.001
    lr_min: 0.0001
    momentum: 0.9
    scheduler: ''
    start_ratio: 0.6
    step_decay: 0.998
    type: adam
    vae_lr_warmup_epochs: 0
    weight_decay: 0.0
  rec_balance: 0
  seed: 1
  sn_reg_vae: 0
  sn_reg_vae_weight: 0.0
  type: trainers.train_2prior
  use_grad_scalar: 0
  use_kl_free: 0
  warmup_epochs: 0
use_checkpoint: 0
vis_latent_point: 1
viz:
  log_freq: -1
  save_freq: 1000
  val_freq: -10000
  vis_sample_ddim_step: 0
  viz_freq: -100
  viz_order:
  - 2
  - 0
  - 1
voxel2pts:
  diffusion_steps:
  - 0
  init_weight: ''
weight_recont: 1.0
with_lns: 0