<module 'datetime' from '/usr/local/lib/python3.8/datetime.py'>
first_experiment
dataset:synthetic
path_data:./data/synthetic/4/atomic/soft/8
description:first_experiment
expdir:./experiments/synthetic/4/soft/8/softilcm
dim_x:4
num_actions:None
num_objects:None
select_actions:None
nature_seed:8
intervention_set:atomic
intervention_type:soft
dim_z:4
num_components:3
nature_mode:random
nature_edges:None
nature_manifold_thickness:1e-09
nature_causal_effects:bimodal
samples_train:100000
samples_val:10000
samples_test:10000
nature_observation_noise:None
model:softilcm
noise_model:additive
dim:64
linear:False
bbox:False
scm:mlp
scm_adjacency_matrix:none
scm_manifold_thickness:0.01
scm_hidden_units:64
scm_hidden_layers:2
scm_homoskedastic:False
scm_min_std:0.2
scm_init:broad
var_diminish:1.0
encoder:mlp
encoder_hidden_layers:2
encoder_hidden_units:64
encoder_fix_std:False
encoder_std:0.01
encoder_min_std:0.001
decoder_hidden_layers:2
decoder_hidden_units:64
decoder_fix_std:False
decoder_std:0.1
decoder_min_std:0.001
averaging_strategy:stochastic
amin:0.0
mask:False
intervention_encoder:learnable_heuristic
intervention_encoder_hidden_layers:2
intervention_encoder_hidden_units:64
graph_sampling_initial_unfreeze_epoch:0
graph_sampling_mode:deterministic
graph_sampling_temperature:1.0
graph_sampling_samples:1
graph_sampling_final_freeze_epoch:1000
graph_sampling_final_mode:deterministic
graph_sampling_final_temperature:1.0
graph_sampling_final_samples:1
lr_schedule:cosine
lr:0.0003
lr_schedule_minimal:1e-08
lr_schedule_increase_period_by_factor:1
lr_schedule_restart_every_epochs:30
lr_schedule_step_every_epochs:0
lr_schedule_step_gamma:0.1
manifold_thickness_schedule:constant
manifold_thickness_schedule_initial:0.01
manifold_thickness_schedule_final:0.01
manifold_thickness_schedule_initial_constant_epochs:5
manifold_thickness_schedule_decay_epochs:45
beta_schedule:constant_linear_constant
beta_schedule_initial:0.0
beta_schedule_final:1.0
beta_schedule_initial_constant_epochs:0
beta_schedule_decay_epochs:10
increase_intervention_beta:1.0
z_regularization_schedule:constant_linear_constant
z_regularization_schedule_initial:0.01
z_regularization_schedule_final:0.0
z_regularization_schedule_initial_constant_epochs:10
z_regularization_schedule_decay_epochs:10
edge_regularization_schedule:constant
edge_regularization_schedule_initial:0.0
edge_regularization_schedule_final:0.0
edge_regularization_schedule_initial_constant_epochs:0
edge_regularization_schedule_decay_epochs:0
cyclicity_regularization_schedule:constant
cyclicity_regularization_schedule_initial:0.0
cyclicity_regularization_schedule_final:0.0
cyclicity_regularization_schedule_initial_constant_epochs:0
cyclicity_regularization_schedule_decay_epochs:0
consistency_regularization_schedule:constant
consistency_regularization_schedule_initial:0.01
consistency_regularization_schedule_final:0.01
consistency_regularization_schedule_initial_constant_epochs:0
consistency_regularization_schedule_decay_epochs:0
inverse_consistency_regularization_schedule:constant
inverse_consistency_regularization_schedule_initial:0.0
inverse_consistency_regularization_schedule_final:0.0
inverse_consistency_regularization_schedule_initial_constant_epochs:0
inverse_consistency_regularization_schedule_decay_epochs:0
intervention_entropy_regularization_schedule:constant
intervention_entropy_regularization_schedule_initial:0.0
intervention_entropy_regularization_schedule_final:0.0
intervention_entropy_regularization_schedule_initial_constant_epochs:0
intervention_entropy_regularization_schedule_decay_epochs:0
intervention_encoder_offset_schedule:constant_exponential_constant
intervention_encoder_offset_schedule_initial:0.0
intervention_encoder_offset_schedule_final:0.0
intervention_encoder_offset_schedule_initial_constant_epochs:0
intervention_encoder_offset_schedule_decay_epochs:0
epochs:100
start_epoch:0
pretrain_epochs:0
model_interventions_after_epoch:0
fix_topological_order_epoch:None
model_noise_after_epoch:0
freeze_encoder_epoch:1000
deterministic_intervention_encoder_after_epoch:None
pretrain_beta:0.001
full_likelihood:False
adversarial:False
likelihood_reduction:sum
clip_grad_norm:10.0
early_stopping_var:loss
eval_full_likelihood:False
eval_likelihood_reduction:sum
eval_graph_sampling:deterministic
eval_graph_sampling_temperature:1.0
eval_graph_sampling_samples:1
enco_lambda:0.01
iwae_samples:10
eval_beta:1.0
val_every_epoch:10
seed:4901
ood:noun
translation:0.0
train_size:5000
num_samples:1
num_workers:8
batch_size:64
gpu:0
distributed:False
finetune:False
ckpt:None
critic_state:0.0
sparse:0.0
print_freq:10
