bash_name: ./exp/tmp/2022_0407_0300_45.sh clipforge: clip_model: ViT-B/32 enable: 0 feat_dim: 512 cmt: l2e-4GlobalP2048 comet_key: '' data: batch_size: 20 batch_size_test: 10 cates: airplane clip_forge_enable: 0 clip_model: ViT-B/32 cond_on_cat: 0 cond_on_voxel: 0 data_dir: data/ShapeNetCore.v2.PC15k dataset_scale: 1 dataset_type: shapenet15k eval_test_split: 0 input_dim: -1 is_encode_whole_dataset_trainer: 0 nclass: 55 noise_std: 0.1 noise_std_min: -1.0 noise_type: normal normalize_global: true normalize_per_shape: false normalize_range: false normalize_shape_box: false normalize_std_per_axis: false num_workers: 4 random_subsample: 1 recenter_per_shape: false sample_with_replacement: 1 te_max_sample_points: 2048 tr_max_sample_points: 2048 train_drop_last: 1 type: datasets.pointflow_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 sched_mode: linear time_dim: 64 use_bn: false use_global_attn: 0 use_gn: true use_new_timeemb: 0 use_p2_weight: 0 with_se: 0 dpm: train_encoder_only: 0 dpm_ckpt: '' eval: load_other_vae_ckpt: 0 need_denoise: 0 eval_ddim_step: 0 eval_trainnll: 0 exp_name: 0407/airplane/cb8fb3h_train_l2e-4GlobalP2048_vae_adainB20l1E3W8 has_shapelatent: 1 hash: cb8fb3h latent_pts: ada_mlp_init_scale: 0.1 decoder_layer_out_dim: 32 encoder_layer_out_dim: 32 hid: 64 latent_dim_ext: - 64 mask_out_extra_latent: 0 normalization: bn 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 log_dir: ./exp/0407/airplane/cb8fb3h_train_l2e-4GlobalP2048_vae_adainB20l1E3W8 log_name: ./exp/0407/airplane/cb8fb3h_train_l2e-4GlobalP2048_vae_adainB20l1E3W8 model_config: default ngpu: 8 num_ref: 0 num_val_samples: 24 save_dir: ./exp/0407/airplane/cb8fb3h_train_l2e-4GlobalP2048_vae_adainB20l1E3W8 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 ddim_kappa: 1.0 ddim_skip_type: uniform denoising_stddevs: beta diffusion_steps: 1000 drop_inactive_var: 0 dropout: 0.2 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 update_q_ema: false use_adam: true use_adamax: false vae_checkpoint: /mnt2/3dgen/exp/0326/airplane/81210eh_hvae_kl0.5N32H1Anneall1_sumWlrInitScale_vae_adainB32l1E3W4/checkpoints/epoch_7999_iters_175999.pt warmup_epochs: 20 weight_decay: 0.0003 weight_decay_norm_dae: 0.0 weight_decay_norm_vae: 0.0 set_detect_anomaly: 0 shapelatent: decoder_num_points: 2048 decoder_type: models.latent_points_ada.LatentPointDecPVC encoder_type: models.latent_points_ada.PointTransPVC eps_z_global_only: 1 freeze_vae: 0 kl_weight: 0.5 latent_dim: 1 local_emb_agg: mean log_sigma_offset: 6.0 loss0_weight: 1.0 model: models.vae_adain prior_type: normal residual: 1 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: -200 viz_order: - 2 - 0 - 1 voxel2pts: diffusion_steps: - 0 init_weight: '' weight_recont: 1.0