#!/bin/bash

chemprop_dir=../../../chemprop  # location of chemprop directory, CHANGE ME

results_dir=results_bde_charges
train_path=../data/bde_charges/train.csv
val_path=../data/bde_charges/val.csv
test_path=../data/bde_charges/test.csv
train_constraints_path=../data/bde_charges/train_constraints.csv
val_constraints_path=../data/bde_charges/val_constraints.csv
test_constraints_path=../data/bde_charges/test_constraints.csv

#Hyperparameter optimization
python $chemprop_dir/hyperparameter_optimization.py \
--dataset_type regression \
--data_path $train_path \
--separate_val_path $val_path \
--separate_test_path $val_path \
--constraints_path $train_constraints_path \
--separate_val_constraints_path $val_constraints_path \
--separate_test_constraints_path $val_constraints_path \
--num_iters 30 \
--epochs 50 \
--aggregation norm \
--search_parameter_keywords depth ffn_num_layers  hidden_size ffn_hidden_size dropout \
--config_save_path $results_dir/config.json \
--hyperopt_checkpoint_dir $results_dir \
--log_dir $results_dir \
--adding_h \
--is_atom_bond_targets \
--no_shared_atom_bond_ffn \
--no_adding_bond_types

#Training with optimized hyperparameters
python $chemprop_dir/train.py \
--dataset_type regression \
--data_path $train_path \
--separate_val_path $val_path \
--separate_test_path $test_path \
--constraints_path $train_constraints_path \
--separate_val_constraints_path $val_constraints_path \
--separate_test_constraints_path $test_constraints_path \
--epochs 50 \
--aggregation norm \
--config_path $results_dir/config.json \
--save_dir $results_dir \
--adding_h \
--is_atom_bond_targets \
--no_shared_atom_bond_ffn \
--no_adding_bond_types \
--ensemble_size 5 \
--save_preds \
--extra_metrics mae \
--show_individual_scores