Sokoban Environment¶

Overview¶

The Sokoban environment presents a challenging puzzle task where actions are irreversible and the boxes cannot be pulled back, requiring foresight and careful planning.

Example Cases¶

Case 1: Attempt 1¶

Step 1:

State:

P: Player, _: Blank Space, #: Wall, X: Boxes, O: Targets
######
#__P_#
#_XO_#
###__#
######
######

LLM Response:

Reasoning:

Pushing boxes through walls is forbidden.

Action:

Left, Down, Up

Step 2:

State:

P: Player, _: Blank Space, #: Wall, X: Boxes, O: Targets
######
#_P__#
#_XO_#
###__#
######
######

LLM Response:

Reasoning:

Move towards the wall to avoid obstacles.

Action:

Left, Down, Right

Step 3:

State:

P: Player, _: Blank Space, #: Wall, √: Box on Target
######
#____#
#_P√_#
###__#
######
######
End of trajectory

Case 2: Attempt 2¶

Step 1:

State:

P: Player, _: Blank Space, #: Wall, X: Boxes, O: Targets
######
#___P#
#_OX_#
######
######
######

LLM Response:

Reasoning:

Pushing the target boxes is crucial.

Action:

Right, Up, Down

Step 2:

State:

P: Player, _: Blank Space, #: Wall, X: Boxes, O: Targets
######
#____#
#_OXP#
######
######
######

LLM Response:

Reasoning:

Controlling the box next to the wall.

Action:

Left, Down, Up

Step 3:

State:

P: Player, _: Blank Space, #: Wall, √: Box on Target
######
#____#
#_√P_#
######
######
######
End of trajectory