adding sokoban

Author: forestagostinelli

train.sh

@@ -59,6 +59,7 @@ python search_methods/astar.py --states data/puzzle48/test/data_0.pkl --model sa
 ###### See solution results
 python scripts/compare_solutions.py --soln1 results/puzzle48/results.pkl --soln2 results/puzzle48/results.pkl
 
+
 ### Lights Out 7x7
 ###### Train cost-to-go function
 python ctg_approx/avi.py --env lightsout7 --states_per_update 500000 --batch_size 1000 --nnet_name lightsout7 --max_itrs 1000000 --loss_thresh 1.0 --back_max 50 --max_update_steps 200 --update_method astar --num_update_procs 30 --num_test 1000
@@ -69,6 +70,7 @@ python search_methods/astar.py --states data/lightsout7/test/data_0.pkl --model
 ###### See solution results
 python scripts/compare_solutions.py --soln1 results/lightsout7/results.pkl --soln2 results/lightsout7/results.pkl
 
+
 ### Sokoban
 python ctg_approx/avi.py --env sokoban --states_per_update 5000000 --batch_size 1000 --nnet_name sokoban --max_itrs 1000000 --loss_thresh 1.0 --back_max 1000 --max_update_steps 50 --update_method gbfs --num_update_procs 30 --num_test 1000