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Solving the Classical Blocksworld AI Problem using A* Search

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Blocksworld-AI

Solving the Classical Blocksworld AI Problem using A* Search

File: blocksworld_project.py

Execution Procedure - To Run file:

Linux: 'python blocksworld_project.py ' This command is to be used when the python file is accessible in the current working directory. Else, the path needs to be provided and executed as below: ‘python <file_location/>blocksworld_project.py '

Enthought Canopy/Idle Environments: ‘%run blocksworld_project.py If the python file is not in the current Python Working Directory, then the complete path must be provided and then executed as below: ‘%run <file_location/>blocksworld_project.py ’

Example Program Trace 1: %run "C:/Users/abm11/Personal/Tamu_MS/Courses/Sem_3/AI/Projects/blocksworld_project.py" 5 3

The Initial State is: 1 | ['C', 'E'] 2 | ['D', 'A'] 3 | ['B']

Iteration no.= 1 Queue = 0 Depth = 0 Iteration no.= 2 Queue = 5 Depth = 1 Iteration no.= 3 Queue = 8 Depth = 2 Iteration no.= 4 Queue = 9 Depth = 3 Iteration no.= 5 Queue = 12 Depth = 4 Iteration no.= 6 Queue = 15 Depth = 5 Iteration no.= 7 Queue = 18 Depth = 6 Iteration no.= 8 Queue = 19 Depth = 7 Iteration no.= 9 Queue = 22 Depth = 8 Iteration no.= 10 Queue = 25 Depth = 9 Iteration no.= 11 Queue = 26 Depth = 10

Goal State reached: Success !!

The total number of iterations are:11

The frontier size is:26 Total execution time = 0.00800013542175 s.

Goal State reached at a depth of 10

Initial State: 1 | ['C', 'E'] 2 | ['D', 'A'] 3 | ['B']

Sequence of moves according to obtained search path is:

Next Move: 1 | ['C'] 2 | ['D', 'A'] 3 | ['B', 'E']

Next Move: 1 | [] 2 | ['D', 'A'] 3 | ['B', 'E', 'C']

Next Move: 1 | ['A'] 2 | ['D'] 3 | ['B', 'E', 'C']

Next Move: 1 | ['A'] 2 | ['D', 'C'] 3 | ['B', 'E']

Next Move: 1 | ['A'] 2 | ['D', 'C', 'E'] 3 | ['B']

Next Move: 1 | ['A', 'B'] 2 | ['D', 'C', 'E'] 3 | []

Next Move: 1 | ['A', 'B'] 2 | ['D', 'C'] 3 | ['E']

Next Move: 1 | ['A', 'B', 'C'] 2 | ['D'] 3 | ['E']

Next Move: 1 | ['A', 'B', 'C', 'D'] 2 | [] 3 | ['E']

Next Move: 1 | ['A', 'B', 'C', 'D', 'E'] 2 | [] 3 | []

Example Trace 2: %run "C:/Users/abm11/Personal/Tamu_MS/Courses/Sem_3/AI/Projects/blocksworld_project.py" 6 3

The Initial State is: 1 | ['C', 'A'] 2 | ['B', 'E'] 3 | ['F', 'D']

Iteration no.= 1 Queue = 0 Depth = 0 Iteration no.= 2 Queue = 5 Depth = 1 Iteration no.= 3 Queue = 8 Depth = 1 Iteration no.= 4 Queue = 11 Depth = 1 Iteration no.= 5 Queue = 14 Depth = 1 Iteration no.= 6 Queue = 17 Depth = 2 Iteration no.= 7 Queue = 18 Depth = 3 Iteration no.= 8 Queue = 21 Depth = 4 Iteration no.= 9 Queue = 23 Depth = 5 Iteration no.= 10 Queue = 26 Depth = 6 Iteration no.= 11 Queue = 27 Depth = 7 Iteration no.= 12 Queue = 30 Depth = 8 Iteration no.= 13 Queue = 33 Depth = 9 Iteration no.= 14 Queue = 36 Depth = 10 Iteration no.= 15 Queue = 37 Depth = 11

Goal State reached: Success !!

The total number of iterations are:15

The frontier size is:37 Total execution time = 0.0090000629425 s.

Goal State reached at a depth of 11

Initial State: 1 | ['C', 'A'] 2 | ['B', 'E'] 3 | ['F', 'D']

Sequence of moves according to obtained search path is:

Next Move: 1 | ['C'] 2 | ['B', 'E'] 3 | ['F', 'D', 'A']

Next Move: 1 | [] 2 | ['B', 'E', 'C'] 3 | ['F', 'D', 'A']

Next Move: 1 | ['A'] 2 | ['B', 'E', 'C'] 3 | ['F', 'D']

Next Move: 1 | ['A'] 2 | ['B', 'E'] 3 | ['F', 'D', 'C']

Next Move: 1 | ['A'] 2 | ['B'] 3 | ['F', 'D', 'C', 'E']

Next Move: 1 | ['A', 'B'] 2 | [] 3 | ['F', 'D', 'C', 'E']

Next Move: 1 | ['A', 'B'] 2 | ['E'] 3 | ['F', 'D', 'C']

Next Move: 1 | ['A', 'B', 'C'] 2 | ['E'] 3 | ['F', 'D']

Next Move: 1 | ['A', 'B', 'C', 'D'] 2 | ['E'] 3 | ['F']

Next Move: 1 | ['A', 'B', 'C', 'D', 'E'] 2 | [] 3 | ['F']

Next Move: 1 | ['A', 'B', 'C', 'D', 'E', 'F'] 2 | [] 3 | []

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