LION/config/chair_prior_cfg.yml

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2023-02-20 03:55:59 +00:00
bash_name: ../exp/tmp/2022_0416_1418_42.sh
clipforge:
clip_model: ViT-B/32
enable: 0
feat_dim: 512
cmt: l2e-4GlobalP2048D04
comet_key: ''
data:
batch_size: 10
batch_size_test: 10
cates: chair
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: 0416/chair/afc967h_train_l2e-4GlobalP2048D04_vae_adainB20l1E3W8
has_shapelatent: 1
hash: afc967h
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/0416/chair/afc967h_train_l2e-4GlobalP2048D04_vae_adainB20l1E3W8
log_name: ../exp/0416/chair/afc967h_train_l2e-4GlobalP2048D04_vae_adainB20l1E3W8
model_config: default
ngpu: 8
num_ref: 0
num_val_samples: 24
save_dir: ../exp/0416/chair/afc967h_train_l2e-4GlobalP2048D04_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: 0.4
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/0310/chair/78ea16h_hvae_kl0.5N32H1Anneall1_sumWlrInitScale_vae_adainB32l1E3W4/checkpoints/epoch_7999_iters_287999.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: 100
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