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

ML-PersonalWork - Big assignment PersonalWork in Machine Learning, 2021 autumn BUAA.

2 Dec 16, 2022

Python implementation of MULTIseq barcode alignment using fuzzy string matching and GMM barcode assignment

Python implementation of MULTIseq barcode alignment using fuzzy string matching and GMM barcode assignment.

2 Feb 11, 2022

Reinforcement-learning - Repository of the class assignment questions for the course on reinforcement learning

DSE 314/614: Reinforcement Learning This repository containing reinforcement lea

4 Apr 15, 2022

Torch-mutable-modules - Use in-place and assignment operations on PyTorch module parameters with support for autograd

Torch Mutable Modules Use in-place and assignment operations on PyTorch module p

7 Jun 6, 2022

Job Assignment System by Real-time Emotion Detection

Emotion-Detection Job Assignment System by Real-time Emotion Detection Emotion is the essential role of facial expression and it could provide a lot o

1 Feb 8, 2022

[ECCVW2020] Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DiMP)

Feel free to visit my homepage Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DIMP) [ECCVW2020 paper] Presentation

35 Oct 26, 2022

Synthesizing Long-Term 3D Human Motion and Interaction in 3D in CVPR2021

Long-term-Motion-in-3D-Scenes This is an implementation of the CVPR'21 paper "Synthesizing Long-Term 3D Human Motion and Interaction in 3D". Please ch

76 Dec 13, 2022

This is 2nd term discrete maths project done by UCU students that uses backtracking to solve various problems.

Backtracking Project Sponsors This is a project made by UCU students: Olha Liuba - crossword solver implementation Hanna Yershova - sudoku solver impl

4 Oct 17, 2021

LONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION

Query Selector Here you can find code and data loaders for the paper https://arxiv.org/pdf/2107.08687v1.pdf . Query Selector is a novel approach to sp

62 Dec 17, 2022

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

You might also like...

ML-PersonalWork - Big assignment PersonalWork in Machine Learning, 2021 autumn BUAA.

Python implementation of MULTIseq barcode alignment using fuzzy string matching and GMM barcode assignment

Reinforcement-learning - Repository of the class assignment questions for the course on reinforcement learning

Torch-mutable-modules - Use in-place and assignment operations on PyTorch module parameters with support for autograd

Job Assignment System by Real-time Emotion Detection

[ECCVW2020] Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DiMP)

Synthesizing Long-Term 3D Human Motion and Interaction in 3D in CVPR2021

This is 2nd term discrete maths project done by UCU students that uses backtracking to solve various problems.

LONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION

Releases(v1.0.1)

v1.0.1(Oct 13, 2021)

v1.0.0(Oct 13, 2021)

Owner

Quang Minh

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Selene is a Python library and command line interface for training deep neural networks from biological sequence data such as genomes.

PPLNN is a Primitive Library for Neural Network is a high-performance deep-learning inference engine for efficient AI inferencing

This is the official implementation of our proposed SwinMR

Learning 3D Part Assembly from a Single Image

Bringing Computer Vision and Flutter together , to build an awesome app !!

Face Depixelizer based on "PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models" repository.

Portfolio analytics for quants, written in Python

Image-Adaptive YOLO for Object Detection in Adverse Weather Conditions

Fully Convlutional Neural Networks for state-of-the-art time series classification

The code of paper 'Learning to Aggregate and Personalize 3D Face from In-the-Wild Photo Collection'

TensorFlow tutorials and best practices.

Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation

Official PyTorch implementation of Learning Intra-Batch Connections for Deep Metric Learning (ICML 2021) published at International Conference on Machine Learning

Implementation of Geometric Vector Perceptron, a simple circuit for 3d rotation equivariance for learning over large biomolecules, in Pytorch. Idea proposed and accepted at ICLR 2021

Riemannian Geometry for Molecular Surface Approximation (RGMolSA)

NumQMBasic - A mini-course offered to Undergrad physics students

A fast Evolution Strategy implementation in Python

New AidForBlind - Various Libraries used like OpenCV and other mentioned in Requirements.txt

CountDown to New Year and shoot fireworks