atom_types;['*', 'H', 'Li', 'B', 'C', 'N', 'O', 'F', 'Na', 'Si', 'P', 'S', 'Cl', 'K', 'Ca', 'Co', 'Zn', 'Ge', 'As', 'Se', 'Br', 'Cd', 'Sn', 'Te', 'I', 'Pb'] batch_size;100 big_negative;-1000000.0 big_positive;1000000.0 block_size;1000 bondtype_to_int;{rdkit.Chem.rdchem.BondType.SINGLE: 0, rdkit.Chem.rdchem.BondType.DOUBLE: 1, rdkit.Chem.rdchem.BondType.TRIPLE: 2} chirality;['None', 'R', 'S'] dataset_dir;/app/data/Polyinfo/ dim_edges;[166, 166, 3] dim_f_add;[166, 26, 3, 3] dim_f_add_p0;38844 dim_f_add_p1;234 dim_f_conn;[166, 3] dim_f_conn_p0;498 dim_f_conn_p1;3 dim_f_term;1 dim_nodes;[166, 29] enn_depth;4 enn_dropout_p;0.0 enn_hidden_dim;250 epochs;100 formal_charge;[-1, 0, 1] gather_att_depth;4 gather_att_dropout_p;0.0 gather_att_hidden_dim;250 gather_emb_depth;4 gather_emb_dropout_p;0.0 gather_emb_hidden_dim;250 gather_width;100 generation_epoch;100 group_size;1000 hidden_node_features;100 ignore_H;True imp_H;[0, 1, 2, 3] init_lr;0.0001 int_to_bondtype;{0: rdkit.Chem.rdchem.BondType.SINGLE, 1: rdkit.Chem.rdchem.BondType.DOUBLE, 2: rdkit.Chem.rdchem.BondType.TRIPLE} job_dir;/app/output_Polyinfo/Polyinfo_tr/job_0/ job_type;generate lr_ramp_up_minibatches;500 lrdf;0.9999 lrdi;100 max_n_nodes;166 max_rel_lr;10 message_passes;3 message_size;100 min_rel_lr;0.05 mlp1_depth;4 mlp1_dropout_p;0.0 mlp1_hidden_dim;500 mlp2_depth;4 mlp2_dropout_p;0.0 mlp2_hidden_dim;500 model;GGNN n_atom_types;26 n_chirality;0 n_edge_features;3 n_formal_charge;3 n_imp_H;0 n_node_features;29 n_samples;10000000 n_workers;2 ramp_up_lr;False restart;False sample_every;10 tensorboard_dir;/app/output_Polyinfo/tensorboard/Polyinfo_tr/job_0/ test_set;/app/data/Polyinfo/test.smi training_set;/app/data/Polyinfo/train.smi use_aromatic_bonds;False use_canon;True use_chirality;False use_explicit_H;False validation_set;/app/data/Polyinfo/valid.smi weight_decay;0.0 weights_initialization;uniform