Introduction to AI assignment 1 HCM University of Technology, term 211

Last update: Dec 12, 2022

Overview

Sokoban Bot

Introduction to AI assignment 1 HCM University of Technology, term 211

Abstract

This is basically a solver for Sokoban game using Breadth-first Search and A* algorithm to search state space for a solution. Example level sets are taken from ksokoban.online, "Mini Cosmos" and "Micro Cosmos" (40 levels each)

Algorithm

(see more in the Sokoban.py code, where I explain the algorithm in details)

Breadth-first Search: We keep generating new state that is a combination of main character's and crates' co-ordinations push it to the queue. Pop it every loop and proceed to generate more state till solution.
A*: Just like above but with a heuristic, the new state is tagged with a cost function to switch to a better branch when possible.
In both function, I use a heuristic for more feasible searching, which is the dead lock detection. So actually, the BFS is not a genuine Blind Search, but we will consider it to be a close one. (For real, blind search took so long that I nearly lose my mind waiting)

Instruction

import Sokoban class from Sokoban.py and call one of the run functions:

Example:

  from Sokkoban import Sokoban
  
  sokoban = Sokoban()

  sokoban.run_all() #run everything, mini, micro, 80 level, both methods
  sokoban.run_all_micro() #run all micro cosmos level (40) with both methods
  sokoban.run_all_mini() #run all mini cosmos level (40) with both methods
  sokoban.run_all_bfs() #run all level (80) with BFS
  sokoban.run_all_astar() #run all level (80) with A*
  sokoban.run_one('astar','micro',1) #run Micro cosmos 1 with A*
  sokoban.run_one('bfs','mini',3) #run Mini cosmos 3 with BFS

Or run the game.exe: (see more instruction on the slide)
Or run the game.py:

  python game.py

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Releases(v1.0.1)

v1.0.1(Oct 13, 2021)

how can I get the exe out though.

nvm, figured it out.
Source code(tar.gz)
Source code(zip)
game.exe(98.11 MB)
v1.0.0(Oct 13, 2021)

Just want to test the Release thing, haven't done so yet hehe
Source code(tar.gz)
Source code(zip)

Introduction to AI assignment 1 HCM University of Technology, term 211

Related tags

Overview

Sokoban Bot

Abstract

Algorithm

Instruction

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Owner

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