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b#Wl+EaJSis(DN-Wz#f{)TPp=UO9K82rGI#e literal 0 HcmV?d00001 diff --git a/school/cpsc466/week-6/sdp-wip.tex b/school/cpsc466/week-6/sdp-wip.tex new file mode 100644 index 0000000..1f6a623 --- /dev/null +++ b/school/cpsc466/week-6/sdp-wip.tex @@ -0,0 +1,30 @@ +\documentclass[12pt]{article} +\usepackage[a4paper, total={7in, 10in}]{geometry} + +\usepackage{graphicx} +\usepackage{abstract} +\usepackage{hyperref} +\usepackage{listings} +\usepackage{amssymb} +\usepackage{fancyhdr} +\usepackage{adjustbox} + + +\begin{document} + +\section{Project Organization / Structure} + \subsection{Process Model} + This project utilizes an iterative development and deployment using SCRUM methodologies. + \begin{table}[!hbt] + \centering + \begin{tabular}{|l|l|l|l|l|} + \hline + \textbf{Crash Avoidance System} & Planned Completion Date & Placed Under Change Control & Deliverable to Customer? & People Who Must Sign Off \\ \hline + Develop Crash Avoidance System (CAS) & December 31st, 2021 & No & & Project Manager Engineering Lead, Documentation Lead \\ \hline + Develop In-Flight Test of \\Crash Avoidance System (IFTCAS) & December 31st, 2022 & No & & Project Manager Engineering Lead, Documentation Lead \\ \hline + Incorporate Test Results and \\Associated Design Changes \\into Final System & December 31st, 2023 & No & & Project Manager Engineering Lead, Documentation Lead, Customer Approval \\ \hline + TBD & TBD & TBD & TBD & TBD \\ \hline + \end{tabular} + \end{table} + +\end{document} \ No newline at end of file diff --git a/school/cpsc481/project1/.gitignore b/school/cpsc481/project1/.gitignore new file mode 100644 index 0000000..b6e4761 --- /dev/null +++ b/school/cpsc481/project1/.gitignore @@ -0,0 +1,129 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ diff --git a/school/cpsc481/project1/LICENSE b/school/cpsc481/project1/LICENSE new file mode 100644 index 0000000..407d5a9 --- /dev/null +++ b/school/cpsc481/project1/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2021 Jared Dyreson + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/school/cpsc481/project1/README.md b/school/cpsc481/project1/README.md new file mode 100644 index 0000000..138c017 --- /dev/null +++ b/school/cpsc481/project1/README.md @@ -0,0 +1,2 @@ +# pacman-ai +A Pacman maze solving project for CS 481 diff --git a/school/cpsc481/project1/commit-credit.txt b/school/cpsc481/project1/commit-credit.txt new file mode 100644 index 0000000..8d01dcd --- /dev/null +++ b/school/cpsc481/project1/commit-credit.txt @@ -0,0 +1 @@ +https://github.com/JaredDyreson/pacman-ai/tree/82c7c34645774fa4ac86170e79805490e0ead724 \ No newline at end of file diff --git a/school/cpsc481/project1/src/VERSION b/school/cpsc481/project1/src/VERSION new file mode 100644 index 0000000..6af849e --- /dev/null +++ b/school/cpsc481/project1/src/VERSION @@ -0,0 +1 @@ +v1.002 diff --git a/school/cpsc481/project1/src/algorithms/backtracking/main.py b/school/cpsc481/project1/src/algorithms/backtracking/main.py new file mode 100644 index 0000000..0a99037 --- /dev/null +++ b/school/cpsc481/project1/src/algorithms/backtracking/main.py @@ -0,0 +1,88 @@ +""" +Example implementation of backtracking search in Python +""" + +class node: + def __init__(self, label: str): + if(not isinstance(label, str)): + raise ValueError + self.label = label + + def __hash__(self): + return hash(self.label) + +graph = { + "A": ["B", "C"], + "B": ["D", "E"], + "C": ["X", "Y"], + "D": [], + "E": [], + "X": [], + "Y": [] +} + +children = ["A", "B", "C", "D"] +d = ["A"] +s = ["B"] +nsl = ["C"] + +def l_difference(*args): + if not(all([isinstance(i, list) for i in args])): + raise ValueError + + container = [] + for element in args: + subcontainer = [i for i in element if i not in container] + container.extend(subcontainer) + return container + +def l_union(a: list, b: list): + # TODO : DUPLICATE CODE + + # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order + # find the union of two lists <- probably should use in Funnel + + if(not isinstance(a, list) or + not isinstance(b, list)): + raise ValueError('two lists please') + return [x for x in a if x not in b] + +def backtracking(starting: str, GD: list) -> list: + if(not isinstance(starting, str) or + not isinstance(GD, list)): + raise ValueError + + state_list, new_state_list = [starting], [starting] + dead_ends = [] + current_state = starting + if(current_state in GD): + return state_list + + children = graph[current_state] + if(not children) + +# open_nodes = ["A"] + +# state_list = open_nodes +# new_state_list = open_nodes +# dead_ends = [] +# current_state = "A" +# goal_states = ["X"] + +while(state_list): + # current_state = state_list.pop() + print(current_state) + if(current_state in goal_states): + print(f'[complete] {state_list}') # should be return + children = graph[current_state] + if(not children): + while(state_list and current_state == state_list[0]): + dead_ends.append(current_state) + state_list.pop() + new_state_list.pop() + current_state = new_state_list[0] + state_list.append(current_state) + else: + new_state_list.extend(children) + current_state = new_state_list[0] + state_list.append(current_state) diff --git a/school/cpsc481/project1/src/algorithms/bfs/main.py b/school/cpsc481/project1/src/algorithms/bfs/main.py new file mode 100644 index 0000000..9d6e7ae --- /dev/null +++ b/school/cpsc481/project1/src/algorithms/bfs/main.py @@ -0,0 +1,61 @@ +""" +Example implementation of BFS in Python +""" + +import unittest + +graph = { + "A": ["B", "C"], + "B": ["D", "E"], + "C": ["X", "Y"], + "D": [], + "E": [], + "X": [], + "Y": [] +} + +def l_union(a: list, b: list): + # TODO : DUPLICATE CODE + + # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order + # find the union of two lists <- probably should use in Funnel + + if(not isinstance(a, list) or + not isinstance(b, list)): + raise ValueError('two lists please') + return [x for x in a if x not in b] + + +def bfs(G: dict, S: list, GD: list) -> bool: # -> (TYPE BEING RETURNED) + # type enforcement + if(not isinstance(S, list) or # open nodes + not isinstance(GD, list) or # acceptance states + not isinstance(G, dict)): # graph in question + raise ValueError + + X = None + open_nodes = S + goal_states = GD + closed = [] + + while(open_nodes): + X = open_nodes.pop() + if(X in goal_states): + return True + + children = l_union(graph[X], open_nodes) + open_nodes.extend(children) # append the contents of the lookup while removing duplicates from both containers + closed.append(X) + + return False + +class TestBFS(unittest.TestCase): + def test_bfs_valid_dest(self): + S, GD = ["A"], ["X"] + self.assertTrue(bfs(graph, S, GD)) + def test_bfs_invalid_dest(self): + S, GD = ["A"], ["Z"] + self.assertFalse(bfs(graph, S, GD)) + +if __name__ == '__main__': + unittest.main() diff --git a/school/cpsc481/project1/src/algorithms/dfs/main.py b/school/cpsc481/project1/src/algorithms/dfs/main.py new file mode 100644 index 0000000..9ef18ee --- /dev/null +++ b/school/cpsc481/project1/src/algorithms/dfs/main.py @@ -0,0 +1,60 @@ +""" +Example implementation of DFS in Python + +Components include: + +X <- stores current state +open <- all nodes that we are allowed to push onto the stack +closed <- can no longer travel to + +Please refer to L02, part 2 at 12:45 for further details +""" + +graph = { + "A": ["B", "C"], + "B": ["D", "E"], + "C": ["X", "Y"], + "D": [], + "E": [], + "X": [], + "Y": [] +} + +def l_union(a: list, b: list): + # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order + # find the union of two lists <- probably should use in Funnel + + if(not isinstance(a, list) or + not isinstance(b, list)): + raise ValueError('two lists please') + return [x for x in a if x not in b] + +# parameters have their desired types +def dfs(G: dict, S: list, GD: list) -> bool: # -> (TYPE BEING RETURNED) + # type enforcement + if(not isinstance(S, list) or + not isinstance(GD, list) or + not isinstance(G, dict)): + raise ValueError + + X = None + open_nodes = S # renaming + goal_nodes = GD # renaming + closed = [] + + while(open_nodes): # while len(open_nodes) > 0, python is cool + X = open_nodes.pop() + if(X in goal_nodes): + return True + children = l_union(graph[X], open_nodes) + open_nodes[:0] = children # prepend the contents of the lookup while removing duplicates from both containers + closed.append(X) # current node exhausted + + return False + +resultant = dfs(graph, ["A"], ["X"]) + +if(resultant): + print("[INFO] We found a result") +else: + print("[ERROR] We could not find a result") diff --git a/school/cpsc481/project1/src/autograder.py b/school/cpsc481/project1/src/autograder.py new file mode 100644 index 0000000..21f7d3b --- /dev/null +++ b/school/cpsc481/project1/src/autograder.py @@ -0,0 +1,358 @@ +# autograder.py +# ------------- +# Licensing Information: You are free to use or extend these projects for +# educational purposes provided that (1) you do not distribute or publish +# solutions, (2) you retain this notice, and (3) you provide clear +# attribution to UC Berkeley, including a link to http://ai.berkeley.edu. +# +# Attribution Information: The Pacman AI projects were developed at UC Berkeley. +# The core projects and autograders were primarily created by John DeNero +# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# Student side autograding was added by Brad Miller, Nick Hay, and +# Pieter Abbeel (pabbeel@cs.berkeley.edu). + + +# imports from python standard library +import grading +import imp +import optparse +import os +import re +import sys +import projectParams +import random +random.seed(0) +try: + from pacman import GameState +except: + pass + +# register arguments and set default values +def readCommand(argv): + parser = optparse.OptionParser(description = 'Run public tests on student code') + parser.set_defaults(generateSolutions=False, edxOutput=False, gsOutput=False, muteOutput=False, printTestCase=False, noGraphics=False) + parser.add_option('--test-directory', + dest = 'testRoot', + default = 'test_cases', + help = 'Root test directory which contains subdirectories corresponding to each question') + parser.add_option('--student-code', + dest = 'studentCode', + default = projectParams.STUDENT_CODE_DEFAULT, + help = 'comma separated list of student code files') + parser.add_option('--code-directory', + dest = 'codeRoot', + default = "", + help = 'Root directory containing the student and testClass code') + parser.add_option('--test-case-code', + dest = 'testCaseCode', + default = projectParams.PROJECT_TEST_CLASSES, + help = 'class containing testClass classes for this project') + parser.add_option('--generate-solutions', + dest = 'generateSolutions', + action = 'store_true', + help = 'Write solutions generated to .solution file') + parser.add_option('--edx-output', + dest = 'edxOutput', + action = 'store_true', + help = 'Generate edX output files') + parser.add_option('--gradescope-output', + dest = 'gsOutput', + action = 'store_true', + help = 'Generate GradeScope output files') + parser.add_option('--mute', + dest = 'muteOutput', + action = 'store_true', + help = 'Mute output from executing tests') + parser.add_option('--print-tests', '-p', + dest = 'printTestCase', + action = 'store_true', + help = 'Print each test case before running them.') + parser.add_option('--test', '-t', + dest = 'runTest', + default = None, + help = 'Run one particular test. Relative to test root.') + parser.add_option('--question', '-q', + dest = 'gradeQuestion', + default = None, + help = 'Grade one particular question.') + parser.add_option('--no-graphics', + dest = 'noGraphics', + action = 'store_true', + help = 'No graphics display for pacman games.') + (options, args) = parser.parse_args(argv) + return options + + +# confirm we should author solution files +def confirmGenerate(): + print('WARNING: this action will overwrite any solution files.') + print('Are you sure you want to proceed? (yes/no)') + while True: + ans = sys.stdin.readline().strip() + if ans == 'yes': + break + elif ans == 'no': + sys.exit(0) + else: + print('please answer either "yes" or "no"') + + +# TODO: Fix this so that it tracebacks work correctly +# Looking at source of the traceback module, presuming it works +# the same as the intepreters, it uses co_filename. This is, +# however, a readonly attribute. +def setModuleName(module, filename): + functionType = type(confirmGenerate) + classType = type(optparse.Option) + + for i in dir(module): + o = getattr(module, i) + if hasattr(o, '__file__'): continue + + if type(o) == functionType: + setattr(o, '__file__', filename) + elif type(o) == classType: + setattr(o, '__file__', filename) + # TODO: assign member __file__'s? + #print(i, type(o)) + + +#from cStringIO import StringIO + +def loadModuleString(moduleSource): + # Below broken, imp doesn't believe its being passed a file: + # ValueError: load_module arg#2 should be a file or None + # + #f = StringIO(moduleCodeDict[k]) + #tmp = imp.load_module(k, f, k, (".py", "r", imp.PY_SOURCE)) + tmp = imp.new_module(k) + exec(moduleCodeDict[k] in tmp.__dict__) + setModuleName(tmp, k) + return tmp + +import py_compile + +def loadModuleFile(moduleName, filePath): + with open(filePath, 'r') as f: + return imp.load_module(moduleName, f, "%s.py" % moduleName, (".py", "r", imp.PY_SOURCE)) + + +def readFile(path, root=""): + "Read file from disk at specified path and return as string" + with open(os.path.join(root, path), 'r') as handle: + return handle.read() + + +####################################################################### +# Error Hint Map +####################################################################### + +# TODO: use these +ERROR_HINT_MAP = { + 'q1': { + "": """ + We noticed that your project threw an IndexError on q1. + While many things may cause this, it may have been from + assuming a certain number of successors from a state space + or assuming a certain number of actions available from a given + state. Try making your code more general (no hardcoded indices) + and submit again! + """ + }, + 'q3': { + "": """ + We noticed that your project threw an AttributeError on q3. + While many things may cause this, it may have been from assuming + a certain size or structure to the state space. For example, if you have + a line of code assuming that the state is (x, y) and we run your code + on a state space with (x, y, z), this error could be thrown. Try + making your code more general and submit again! + + """ + } +} + +import pprint + +def splitStrings(d): + d2 = dict(d) + for k in d: + if k[0:2] == "__": + del d2[k] + continue + if d2[k].find("\n") >= 0: + d2[k] = d2[k].split("\n") + return d2 + + +def printTest(testDict, solutionDict): + pp = pprint.PrettyPrinter(indent=4) + print("Test case:") + for line in testDict["__raw_lines__"]: + print(" |", line) + print("Solution:") + for line in solutionDict["__raw_lines__"]: + print(" |", line) + + +def runTest(testName, moduleDict, printTestCase=False, display=None): + import testParser + import testClasses + for module in moduleDict: + setattr(sys.modules[__name__], module, moduleDict[module]) + + testDict = testParser.TestParser(testName + ".test").parse() + solutionDict = testParser.TestParser(testName + ".solution").parse() + test_out_file = os.path.join('%s.test_output' % testName) + testDict['test_out_file'] = test_out_file + testClass = getattr(projectTestClasses, testDict['class']) + + questionClass = getattr(testClasses, 'Question') + question = questionClass({'max_points': 0}, display) + testCase = testClass(question, testDict) + + if printTestCase: + printTest(testDict, solutionDict) + + # This is a fragile hack to create a stub grades object + grades = grading.Grades(projectParams.PROJECT_NAME, [(None,0)]) + testCase.execute(grades, moduleDict, solutionDict) + + +# returns all the tests you need to run in order to run question +def getDepends(testParser, testRoot, question): + allDeps = [question] + questionDict = testParser.TestParser(os.path.join(testRoot, question, 'CONFIG')).parse() + if 'depends' in questionDict: + depends = questionDict['depends'].split() + for d in depends: + # run dependencies first + allDeps = getDepends(testParser, testRoot, d) + allDeps + return allDeps + +# get list of questions to grade +def getTestSubdirs(testParser, testRoot, questionToGrade): + problemDict = testParser.TestParser(os.path.join(testRoot, 'CONFIG')).parse() + if questionToGrade != None: + questions = getDepends(testParser, testRoot, questionToGrade) + if len(questions) > 1: + print('Note: due to dependencies, the following tests will be run: %s' % ' '.join(questions)) + return questions + if 'order' in problemDict: + return problemDict['order'].split() + return sorted(os.listdir(testRoot)) + + +# evaluate student code +def evaluate(generateSolutions, testRoot, moduleDict, exceptionMap=ERROR_HINT_MAP, + edxOutput=False, muteOutput=False, gsOutput=False, + printTestCase=False, questionToGrade=None, display=None): + # imports of testbench code. note that the testClasses import must follow + # the import of student code due to dependencies + import testParser + import testClasses + for module in moduleDict: + setattr(sys.modules[__name__], module, moduleDict[module]) + + questions = [] + questionDicts = {} + test_subdirs = getTestSubdirs(testParser, testRoot, questionToGrade) + for q in test_subdirs: + subdir_path = os.path.join(testRoot, q) + if not os.path.isdir(subdir_path) or q[0] == '.': + continue + + # create a question object + questionDict = testParser.TestParser(os.path.join(subdir_path, 'CONFIG')).parse() + questionClass = getattr(testClasses, questionDict['class']) + question = questionClass(questionDict, display) + questionDicts[q] = questionDict + + # load test cases into question + tests = filter(lambda t: re.match('[^#~.].*\.test\Z', t), os.listdir(subdir_path)) + tests = map(lambda t: re.match('(.*)\.test\Z', t).group(1), tests) + for t in sorted(tests): + test_file = os.path.join(subdir_path, '%s.test' % t) + solution_file = os.path.join(subdir_path, '%s.solution' % t) + test_out_file = os.path.join(subdir_path, '%s.test_output' % t) + testDict = testParser.TestParser(test_file).parse() + if testDict.get("disabled", "false").lower() == "true": + continue + testDict['test_out_file'] = test_out_file + testClass = getattr(projectTestClasses, testDict['class']) + testCase = testClass(question, testDict) + def makefun(testCase, solution_file): + if generateSolutions: + # write solution file to disk + return lambda grades: testCase.writeSolution(moduleDict, solution_file) + else: + # read in solution dictionary and pass as an argument + testDict = testParser.TestParser(test_file).parse() + solutionDict = testParser.TestParser(solution_file).parse() + if printTestCase: + return lambda grades: printTest(testDict, solutionDict) or testCase.execute(grades, moduleDict, solutionDict) + else: + return lambda grades: testCase.execute(grades, moduleDict, solutionDict) + question.addTestCase(testCase, makefun(testCase, solution_file)) + + # Note extra function is necessary for scoping reasons + def makefun(question): + return lambda grades: question.execute(grades) + setattr(sys.modules[__name__], q, makefun(question)) + questions.append((q, question.getMaxPoints())) + + grades = grading.Grades(projectParams.PROJECT_NAME, questions, + gsOutput=gsOutput, edxOutput=edxOutput, muteOutput=muteOutput) + if questionToGrade == None: + for q in questionDicts: + for prereq in questionDicts[q].get('depends', '').split(): + grades.addPrereq(q, prereq) + + grades.grade(sys.modules[__name__], bonusPic = projectParams.BONUS_PIC) + return grades.points + + + +def getDisplay(graphicsByDefault, options=None): + graphics = graphicsByDefault + if options is not None and options.noGraphics: + graphics = False + if graphics: + try: + import graphicsDisplay + return graphicsDisplay.PacmanGraphics(1, frameTime=.05) + except ImportError: + pass + import textDisplay + return textDisplay.NullGraphics() + + + + +if __name__ == '__main__': + options = readCommand(sys.argv) + if options.generateSolutions: + confirmGenerate() + codePaths = options.studentCode.split(',') + # moduleCodeDict = {} + # for cp in codePaths: + # moduleName = re.match('.*?([^/]*)\.py', cp).group(1) + # moduleCodeDict[moduleName] = readFile(cp, root=options.codeRoot) + # moduleCodeDict['projectTestClasses'] = readFile(options.testCaseCode, root=options.codeRoot) + # moduleDict = loadModuleDict(moduleCodeDict) + + moduleDict = {} + for cp in codePaths: + moduleName = re.match('.*?([^/]*)\.py', cp).group(1) + moduleDict[moduleName] = loadModuleFile(moduleName, os.path.join(options.codeRoot, cp)) + moduleName = re.match('.*?([^/]*)\.py', options.testCaseCode).group(1) + moduleDict['projectTestClasses'] = loadModuleFile(moduleName, os.path.join(options.codeRoot, options.testCaseCode)) + + + if options.runTest != None: + runTest(options.runTest, moduleDict, printTestCase=options.printTestCase, display=getDisplay(True, options)) + else: + evaluate(options.generateSolutions, options.testRoot, moduleDict, + gsOutput=options.gsOutput, + edxOutput=options.edxOutput, muteOutput=options.muteOutput, printTestCase=options.printTestCase, + questionToGrade=options.gradeQuestion, display=getDisplay(options.gradeQuestion!=None, options)) diff --git a/school/cpsc481/project1/src/commands.txt b/school/cpsc481/project1/src/commands.txt new file mode 100644 index 0000000..21683ac --- /dev/null +++ b/school/cpsc481/project1/src/commands.txt @@ -0,0 +1,21 @@ +python pacman.py +python pacman.py --layout testMaze --pacman GoWestAgent +python pacman.py --layout tinyMaze --pacman GoWestAgent +python pacman.py -h +python pacman.py -l tinyMaze -p SearchAgent -a fn=tinyMazeSearch +python pacman.py -l tinyMaze -p SearchAgent +python pacman.py -l mediumMaze -p SearchAgent +python pacman.py -l bigMaze -z .5 -p SearchAgent +python pacman.py -l mediumMaze -p SearchAgent -a fn=bfs +python pacman.py -l bigMaze -p SearchAgent -a fn=bfs -z .5 +python eightpuzzle.py +python pacman.py -l mediumMaze -p SearchAgent -a fn=ucs +python pacman.py -l mediumDottedMaze -p StayEastSearchAgent +python pacman.py -l mediumScaryMaze -p StayWestSearchAgent +python pacman.py -l bigMaze -z .5 -p SearchAgent -a fn=astar,heuristic=manhattanHeuristic +python pacman.py -l tinyCorners -p SearchAgent -a fn=bfs,prob=CornersProblem +python pacman.py -l mediumCorners -p SearchAgent -a fn=bfs,prob=CornersProblem +python pacman.py -l mediumCorners -p AStarCornersAgent -z 0.5 +python pacman.py -l testSearch -p AStarFoodSearchAgent +python pacman.py -l trickySearch -p AStarFoodSearchAgent +python pacman.py -l bigSearch -p ClosestDotSearchAgent -z .5 diff --git a/school/cpsc481/project1/src/eightpuzzle.py b/school/cpsc481/project1/src/eightpuzzle.py new file mode 100644 index 0000000..bb8ea6f --- /dev/null +++ b/school/cpsc481/project1/src/eightpuzzle.py @@ -0,0 +1,281 @@ +# eightpuzzle.py +# -------------- +# Licensing Information: You are free to use or extend these projects for +# educational purposes provided that (1) you do not distribute or publish +# solutions, (2) you retain this notice, and (3) you provide clear +# attribution to UC Berkeley, including a link to http://ai.berkeley.edu. +# +# Attribution Information: The Pacman AI projects were developed at UC Berkeley. +# The core projects and autograders were primarily created by John DeNero +# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# Student side autograding was added by Brad Miller, Nick Hay, and +# Pieter Abbeel (pabbeel@cs.berkeley.edu). + + +import search +import random + +# Module Classes + +class EightPuzzleState: + """ + The Eight Puzzle is described in the course textbook on + page 64. + + This class defines the mechanics of the puzzle itself. The + task of recasting this puzzle as a search problem is left to + the EightPuzzleSearchProblem class. + """ + + def __init__( self, numbers ): + """ + Constructs a new eight puzzle from an ordering of numbers. + + numbers: a list of integers from 0 to 8 representing an + instance of the eight puzzle. 0 represents the blank + space. Thus, the list + + [1, 0, 2, 3, 4, 5, 6, 7, 8] + + represents the eight puzzle: + ------------- + | 1 | | 2 | + ------------- + | 3 | 4 | 5 | + ------------- + | 6 | 7 | 8 | + ------------ + + The configuration of the puzzle is stored in a 2-dimensional + list (a list of lists) 'cells'. + """ + self.cells = [] + numbers = numbers[:] # Make a copy so as not to cause side-effects. + numbers.reverse() + for row in range( 3 ): + self.cells.append( [] ) + for col in range( 3 ): + self.cells[row].append( numbers.pop() ) + if self.cells[row][col] == 0: + self.blankLocation = row, col + + def isGoal( self ): + """ + Checks to see if the puzzle is in its goal state. + + ------------- + | | 1 | 2 | + ------------- + | 3 | 4 | 5 | + ------------- + | 6 | 7 | 8 | + ------------- + + >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]).isGoal() + True + + >>> EightPuzzleState([1, 0, 2, 3, 4, 5, 6, 7, 8]).isGoal() + False + """ + current = 0 + for row in range( 3 ): + for col in range( 3 ): + if current != self.cells[row][col]: + return False + current += 1 + return True + + def legalMoves( self ): + """ + Returns a list of legal moves from the current state. + + Moves consist of moving the blank space up, down, left or right. + These are encoded as 'up', 'down', 'left' and 'right' respectively. + + >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]).legalMoves() + ['down', 'right'] + """ + moves = [] + row, col = self.blankLocation + if(row != 0): + moves.append('up') + if(row != 2): + moves.append('down') + if(col != 0): + moves.append('left') + if(col != 2): + moves.append('right') + return moves + + def result(self, move): + """ + Returns a new eightPuzzle with the current state and blankLocation + updated based on the provided move. + + The move should be a string drawn from a list returned by legalMoves. + Illegal moves will raise an exception, which may be an array bounds + exception. + + NOTE: This function *does not* change the current object. Instead, + it returns a new object. + """ + row, col = self.blankLocation + if(move == 'up'): + newrow = row - 1 + newcol = col + elif(move == 'down'): + newrow = row + 1 + newcol = col + elif(move == 'left'): + newrow = row + newcol = col - 1 + elif(move == 'right'): + newrow = row + newcol = col + 1 + else: + raise "Illegal Move" + + # Create a copy of the current eightPuzzle + newPuzzle = EightPuzzleState([0, 0, 0, 0, 0, 0, 0, 0, 0]) + newPuzzle.cells = [values[:] for values in self.cells] + # And update it to reflect the move + newPuzzle.cells[row][col] = self.cells[newrow][newcol] + newPuzzle.cells[newrow][newcol] = self.cells[row][col] + newPuzzle.blankLocation = newrow, newcol + + return newPuzzle + + # Utilities for comparison and display + def __eq__(self, other): + """ + Overloads '==' such that two eightPuzzles with the same configuration + are equal. + + >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]) == \ + EightPuzzleState([1, 0, 2, 3, 4, 5, 6, 7, 8]).result('left') + True + """ + for row in range( 3 ): + if self.cells[row] != other.cells[row]: + return False + return True + + def __hash__(self): + return hash(str(self.cells)) + + def __getAsciiString(self): + """ + Returns a display string for the maze + """ + lines = [] + horizontalLine = ('-' * (13)) + lines.append(horizontalLine) + for row in self.cells: + rowLine = '|' + for col in row: + if col == 0: + col = ' ' + rowLine = rowLine + ' ' + col.__str__() + ' |' + lines.append(rowLine) + lines.append(horizontalLine) + return '\n'.join(lines) + + def __str__(self): + return self.__getAsciiString() + +# TODO: Implement The methods in this class + +class EightPuzzleSearchProblem(search.SearchProblem): + """ + Implementation of a SearchProblem for the Eight Puzzle domain + + Each state is represented by an instance of an eightPuzzle. + """ + def __init__(self,puzzle): + "Creates a new EightPuzzleSearchProblem which stores search information." + self.puzzle = puzzle + + def getStartState(self): + return puzzle + + def isGoalState(self,state): + return state.isGoal() + + def getSuccessors(self,state): + """ + Returns list of (successor, action, stepCost) pairs where + each succesor is either left, right, up, or down + from the original state and the cost is 1.0 for each + """ + succ = [] + for a in state.legalMoves(): + succ.append((state.result(a), a, 1)) + return succ + + def getCostOfActions(self, actions): + """ + actions: A list of actions to take + + This method returns the total cost of a particular sequence of actions. The sequence must + be composed of legal moves + """ + return len(actions) + +EIGHT_PUZZLE_DATA = [[1, 0, 2, 3, 4, 5, 6, 7, 8], + [1, 7, 8, 2, 3, 4, 5, 6, 0], + [4, 3, 2, 7, 0, 5, 1, 6, 8], + [5, 1, 3, 4, 0, 2, 6, 7, 8], + [1, 2, 5, 7, 6, 8, 0, 4, 3], + [0, 3, 1, 6, 8, 2, 7, 5, 4]] + +def loadEightPuzzle(puzzleNumber): + """ + puzzleNumber: The number of the eight puzzle to load. + + Returns an eight puzzle object generated from one of the + provided puzzles in EIGHT_PUZZLE_DATA. + + puzzleNumber can range from 0 to 5. + + >>> print(loadEightPuzzle(0)) + ------------- + | 1 | | 2 | + ------------- + | 3 | 4 | 5 | + ------------- + | 6 | 7 | 8 | + ------------- + """ + return EightPuzzleState(EIGHT_PUZZLE_DATA[puzzleNumber]) + +def createRandomEightPuzzle(moves=100): + """ + moves: number of random moves to apply + + Creates a random eight puzzle by applying + a series of 'moves' random moves to a solved + puzzle. + """ + puzzle = EightPuzzleState([0,1,2,3,4,5,6,7,8]) + for i in range(moves): + # Execute a random legal move + puzzle = puzzle.result(random.sample(puzzle.legalMoves(), 1)[0]) + return puzzle + +if __name__ == '__main__': + puzzle = createRandomEightPuzzle(25) + print('A random puzzle:') + print(puzzle) + + problem = EightPuzzleSearchProblem(puzzle) + path = search.breadthFirstSearch(problem) + print('BFS found a path of %d moves: %s' % (len(path), str(path))) + curr = puzzle + i = 1 + for a in path: + curr = curr.result(a) + print('After %d move%s: %s' % (i, ("", "s")[i>1], a)) + print(curr) + + input("Press return for the next state...") # wait for key stroke + i += 1 diff --git a/school/cpsc481/project1/src/game.py b/school/cpsc481/project1/src/game.py new file mode 100644 index 0000000..3950f27 --- /dev/null +++ b/school/cpsc481/project1/src/game.py @@ -0,0 +1,729 @@ +# game.py +# ------- +# Licensing Information: You are free to use or extend these projects for +# educational purposes provided that (1) you do not distribute or publish +# solutions, (2) you retain this notice, and (3) you provide clear +# attribution to UC Berkeley, including a link to http://ai.berkeley.edu. +# +# Attribution Information: The Pacman AI projects were developed at UC Berkeley. +# The core projects and autograders were primarily created by John DeNero +# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# Student side autograding was added by Brad Miller, Nick Hay, and +# Pieter Abbeel (pabbeel@cs.berkeley.edu). + + +# game.py +# ------- +# Licensing Information: Please do not distribute or publish solutions to this +# project. You are free to use and extend these projects for educational +# purposes. The Pacman AI projects were developed at UC Berkeley, primarily by +# John DeNero (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# For more info, see http://inst.eecs.berkeley.edu/~cs188/sp09/pacman.html + +from util import * +import time, os +import traceback +import sys + +####################### +# Parts worth reading # +####################### + +class Agent: + """ + An agent must define a getAction method, but may also define the + following methods which will be called if they exist: + + def registerInitialState(self, state): # inspects the starting state + """ + def __init__(self, index=0): + self.index = index + + def getAction(self, state): + """ + The Agent will receive a GameState (from either {pacman, capture, sonar}.py) and + must return an action from Directions.{North, South, East, West, Stop} + """ + raiseNotDefined() + +class Directions: + NORTH = 'North' + SOUTH = 'South' + EAST = 'East' + WEST = 'West' + STOP = 'Stop' + + LEFT = {NORTH: WEST, + SOUTH: EAST, + EAST: NORTH, + WEST: SOUTH, + STOP: STOP} + + RIGHT = dict([(y,x) for x, y in LEFT.items()]) + + REVERSE = {NORTH: SOUTH, + SOUTH: NORTH, + EAST: WEST, + WEST: EAST, + STOP: STOP} + +class Configuration: + """ + A Configuration holds the (x,y) coordinate of a character, along with its + traveling direction. + + The convention for positions, like a graph, is that (0,0) is the lower left corner, x increases + horizontally and y increases vertically. Therefore, north is the direction of increasing y, or (0,1). + """ + + def __init__(self, pos, direction): + self.pos = pos + self.direction = direction + + def getPosition(self): + return (self.pos) + + def getDirection(self): + return self.direction + + def isInteger(self): + x,y = self.pos + return x == int(x) and y == int(y) + + def __eq__(self, other): + if other == None: return False + return (self.pos == other.pos and self.direction == other.direction) + + def __hash__(self): + x = hash(self.pos) + y = hash(self.direction) + return hash(x + 13 * y) + + def __str__(self): + return "(x,y)="+str(self.pos)+", "+str(self.direction) + + def generateSuccessor(self, vector): + """ + Generates a new configuration reached by translating the current + configuration by the action vector. This is a low-level call and does + not attempt to respect the legality of the movement. + + Actions are movement vectors. + """ + x, y= self.pos + dx, dy = vector + direction = Actions.vectorToDirection(vector) + if direction == Directions.STOP: + direction = self.direction # There is no stop direction + return Configuration((x + dx, y+dy), direction) + +class AgentState: + """ + AgentStates hold the state of an agent (configuration, speed, scared, etc). + """ + + def __init__( self, startConfiguration, isPacman ): + self.start = startConfiguration + self.configuration = startConfiguration + self.isPacman = isPacman + self.scaredTimer = 0 + self.numCarrying = 0 + self.numReturned = 0 + + def __str__( self ): + if self.isPacman: + return "Pacman: " + str( self.configuration ) + else: + return "Ghost: " + str( self.configuration ) + + def __eq__( self, other ): + if other == None: + return False + return self.configuration == other.configuration and self.scaredTimer == other.scaredTimer + + def __hash__(self): + return hash(hash(self.configuration) + 13 * hash(self.scaredTimer)) + + def copy( self ): + state = AgentState( self.start, self.isPacman ) + state.configuration = self.configuration + state.scaredTimer = self.scaredTimer + state.numCarrying = self.numCarrying + state.numReturned = self.numReturned + return state + + def getPosition(self): + if self.configuration == None: return None + return self.configuration.getPosition() + + def getDirection(self): + return self.configuration.getDirection() + +class Grid: + """ + A 2-dimensional array of objects backed by a list of lists. Data is accessed + via grid[x][y] where (x,y) are positions on a Pacman map with x horizontal, + y vertical and the origin (0,0) in the bottom left corner. + + The __str__ method constructs an output that is oriented like a pacman board. + """ + def __init__(self, width, height, initialValue=False, bitRepresentation=None): + if initialValue not in [False, True]: raise Exception('Grids can only contain booleans') + self.CELLS_PER_INT = 30 + + self.width = width + self.height = height + self.data = [[initialValue for y in range(height)] for x in range(width)] + if bitRepresentation: + self._unpackBits(bitRepresentation) + + def __getitem__(self, i): + return self.data[i] + + def __setitem__(self, key, item): + self.data[key] = item + + def __str__(self): + out = [[str(self.data[x][y])[0] for x in range(self.width)] for y in range(self.height)] + out.reverse() + return '\n'.join([''.join(x) for x in out]) + + def __eq__(self, other): + if other == None: return False + return self.data == other.data + + def __hash__(self): + # return hash(str(self)) + base = 1 + h = 0 + for l in self.data: + for i in l: + if i: + h += base + base *= 2 + return hash(h) + + def copy(self): + g = Grid(self.width, self.height) + g.data = [x[:] for x in self.data] + return g + + def deepCopy(self): + return self.copy() + + def shallowCopy(self): + g = Grid(self.width, self.height) + g.data = self.data + return g + + def count(self, item =True ): + return sum([x.count(item) for x in self.data]) + + def asList(self, key = True): + list = [] + for x in range(self.width): + for y in range(self.height): + if self[x][y] == key: list.append( (x,y) ) + return list + + def packBits(self): + """ + Returns an efficient int list representation + + (width, height, bitPackedInts...) + """ + bits = [self.width, self.height] + currentInt = 0 + for i in range(self.height * self.width): + bit = self.CELLS_PER_INT - (i % self.CELLS_PER_INT) - 1 + x, y = self._cellIndexToPosition(i) + if self[x][y]: + currentInt += 2 ** bit + if (i + 1) % self.CELLS_PER_INT == 0: + bits.append(currentInt) + currentInt = 0 + bits.append(currentInt) + return tuple(bits) + + def _cellIndexToPosition(self, index): + x = index // self.height + y = index % self.height + return x, y + + def _unpackBits(self, bits): + """ + Fills in data from a bit-level representation + """ + cell = 0 + for packed in bits: + for bit in self._unpackInt(packed, self.CELLS_PER_INT): + if cell == self.width * self.height: break + x, y = self._cellIndexToPosition(cell) + self[x][y] = bit + cell += 1 + + def _unpackInt(self, packed, size): + bools = [] + if packed < 0: raise ValueError("must be a positive integer") + for i in range(size): + n = 2 ** (self.CELLS_PER_INT - i - 1) + if packed >= n: + bools.append(True) + packed -= n + else: + bools.append(False) + return bools + +def reconstituteGrid(bitRep): + if type(bitRep) is not type((1,2)): + return bitRep + width, height = bitRep[:2] + return Grid(width, height, bitRepresentation= bitRep[2:]) + +#################################### +# Parts you shouldn't have to read # +#################################### + +class Actions: + """ + A collection of static methods for manipulating move actions. + """ + # Directions + _directions = {Directions.NORTH: (0, 1), + Directions.SOUTH: (0, -1), + Directions.EAST: (1, 0), + Directions.WEST: (-1, 0), + Directions.STOP: (0, 0)} + + _directionsAsList = _directions.items() + + TOLERANCE = .001 + + def reverseDirection(action): + if action == Directions.NORTH: + return Directions.SOUTH + if action == Directions.SOUTH: + return Directions.NORTH + if action == Directions.EAST: + return Directions.WEST + if action == Directions.WEST: + return Directions.EAST + return action + reverseDirection = staticmethod(reverseDirection) + + def vectorToDirection(vector): + dx, dy = vector + if dy > 0: + return Directions.NORTH + if dy < 0: + return Directions.SOUTH + if dx < 0: + return Directions.WEST + if dx > 0: + return Directions.EAST + return Directions.STOP + vectorToDirection = staticmethod(vectorToDirection) + + def directionToVector(direction, speed = 1.0): + dx, dy = Actions._directions[direction] + return (dx * speed, dy * speed) + directionToVector = staticmethod(directionToVector) + + def getPossibleActions(config, walls): + possible = [] + x, y = config.pos + x_int, y_int = int(x + 0.5), int(y + 0.5) + + # In between grid points, all agents must continue straight + if (abs(x - x_int) + abs(y - y_int) > Actions.TOLERANCE): + return [config.getDirection()] + + for dir, vec in Actions._directionsAsList: + dx, dy = vec + next_y = y_int + dy + next_x = x_int + dx + if not walls[next_x][next_y]: possible.append(dir) + + return possible + + getPossibleActions = staticmethod(getPossibleActions) + + def getLegalNeighbors(position, walls): + x,y = position + x_int, y_int = int(x + 0.5), int(y + 0.5) + neighbors = [] + for dir, vec in Actions._directionsAsList: + dx, dy = vec + next_x = x_int + dx + if next_x < 0 or next_x == walls.width: continue + next_y = y_int + dy + if next_y < 0 or next_y == walls.height: continue + if not walls[next_x][next_y]: neighbors.append((next_x, next_y)) + return neighbors + getLegalNeighbors = staticmethod(getLegalNeighbors) + + def getSuccessor(position, action): + dx, dy = Actions.directionToVector(action) + x, y = position + return (x + dx, y + dy) + getSuccessor = staticmethod(getSuccessor) + +class GameStateData: + """ + + """ + def __init__( self, prevState = None ): + """ + Generates a new data packet by copying information from its predecessor. + """ + if prevState != None: + self.food = prevState.food.shallowCopy() + self.capsules = prevState.capsules[:] + self.agentStates = self.copyAgentStates( prevState.agentStates ) + self.layout = prevState.layout + self._eaten = prevState._eaten + self.score = prevState.score + + self._foodEaten = None + self._foodAdded = None + self._capsuleEaten = None + self._agentMoved = None + self._lose = False + self._win = False + self.scoreChange = 0 + + def deepCopy( self ): + state = GameStateData( self ) + state.food = self.food.deepCopy() + state.layout = self.layout.deepCopy() + state._agentMoved = self._agentMoved + state._foodEaten = self._foodEaten + state._foodAdded = self._foodAdded + state._capsuleEaten = self._capsuleEaten + return state + + def copyAgentStates( self, agentStates ): + copiedStates = [] + for agentState in agentStates: + copiedStates.append( agentState.copy() ) + return copiedStates + + def __eq__( self, other ): + """ + Allows two states to be compared. + """ + if other == None: return False + # TODO Check for type of other + if not self.agentStates == other.agentStates: return False + if not self.food == other.food: return False + if not self.capsules == other.capsules: return False + if not self.score == other.score: return False + return True + + def __hash__( self ): + """ + Allows states to be keys of dictionaries. + """ + for i, state in enumerate( self.agentStates ): + try: + int(hash(state)) + except TypeError as e: + print(e) + #hash(state) + return int((hash(tuple(self.agentStates)) + 13*hash(self.food) + 113* hash(tuple(self.capsules)) + 7 * hash(self.score)) % 1048575 ) + + def __str__( self ): + width, height = self.layout.width, self.layout.height + map = Grid(width, height) + if type(self.food) == type((1,2)): + self.food = reconstituteGrid(self.food) + for x in range(width): + for y in range(height): + food, walls = self.food, self.layout.walls + map[x][y] = self._foodWallStr(food[x][y], walls[x][y]) + + for agentState in self.agentStates: + if agentState == None: continue + if agentState.configuration == None: continue + x,y = [int( i ) for i in nearestPoint( agentState.configuration.pos )] + agent_dir = agentState.configuration.direction + if agentState.isPacman: + map[x][y] = self._pacStr( agent_dir ) + else: + map[x][y] = self._ghostStr( agent_dir ) + + for x, y in self.capsules: + map[x][y] = 'o' + + return str(map) + ("\nScore: %d\n" % self.score) + + def _foodWallStr( self, hasFood, hasWall ): + if hasFood: + return '.' + elif hasWall: + return '%' + else: + return ' ' + + def _pacStr( self, dir ): + if dir == Directions.NORTH: + return 'v' + if dir == Directions.SOUTH: + return '^' + if dir == Directions.WEST: + return '>' + return '<' + + def _ghostStr( self, dir ): + return 'G' + if dir == Directions.NORTH: + return 'M' + if dir == Directions.SOUTH: + return 'W' + if dir == Directions.WEST: + return '3' + return 'E' + + def initialize( self, layout, numGhostAgents ): + """ + Creates an initial game state from a layout array (see layout.py). + """ + self.food = layout.food.copy() + #self.capsules = [] + self.capsules = layout.capsules[:] + self.layout = layout + self.score = 0 + self.scoreChange = 0 + + self.agentStates = [] + numGhosts = 0 + for isPacman, pos in layout.agentPositions: + if not isPacman: + if numGhosts == numGhostAgents: continue # Max ghosts reached already + else: numGhosts += 1 + self.agentStates.append( AgentState( Configuration( pos, Directions.STOP), isPacman) ) + self._eaten = [False for a in self.agentStates] + +try: + import boinc + _BOINC_ENABLED = True +except: + _BOINC_ENABLED = False + +class Game: + """ + The Game manages the control flow, soliciting actions from agents. + """ + + def __init__( self, agents, display, rules, startingIndex=0, muteAgents=False, catchExceptions=False ): + self.agentCrashed = False + self.agents = agents + self.display = display + self.rules = rules + self.startingIndex = startingIndex + self.gameOver = False + self.muteAgents = muteAgents + self.catchExceptions = catchExceptions + self.moveHistory = [] + self.totalAgentTimes = [0 for agent in agents] + self.totalAgentTimeWarnings = [0 for agent in agents] + self.agentTimeout = False + import io + self.agentOutput = [io.StringIO() for agent in agents] + + def getProgress(self): + if self.gameOver: + return 1.0 + else: + return self.rules.getProgress(self) + + def _agentCrash( self, agentIndex, quiet=False): + "Helper method for handling agent crashes" + if not quiet: traceback.print_exc() + self.gameOver = True + self.agentCrashed = True + self.rules.agentCrash(self, agentIndex) + + OLD_STDOUT = None + OLD_STDERR = None + + def mute(self, agentIndex): + if not self.muteAgents: return + global OLD_STDOUT, OLD_STDERR + import io + OLD_STDOUT = sys.stdout + OLD_STDERR = sys.stderr + sys.stdout = self.agentOutput[agentIndex] + sys.stderr = self.agentOutput[agentIndex] + + def unmute(self): + if not self.muteAgents: return + global OLD_STDOUT, OLD_STDERR + # Revert stdout/stderr to originals + sys.stdout = OLD_STDOUT + sys.stderr = OLD_STDERR + + + def run( self ): + """ + Main control loop for game play. + """ + self.display.initialize(self.state.data) + self.numMoves = 0 + + ###self.display.initialize(self.state.makeObservation(1).data) + # inform learning agents of the game start + for i in range(len(self.agents)): + agent = self.agents[i] + if not agent: + self.mute(i) + # this is a null agent, meaning it failed to load + # the other team wins + print("Agent %d failed to load" % i, file=sys.stderr) + self.unmute() + self._agentCrash(i, quiet=True) + return + if ("registerInitialState" in dir(agent)): + self.mute(i) + if self.catchExceptions: + try: + timed_func = TimeoutFunction(agent.registerInitialState, int(self.rules.getMaxStartupTime(i))) + try: + start_time = time.time() + timed_func(self.state.deepCopy()) + time_taken = time.time() - start_time + self.totalAgentTimes[i] += time_taken + except TimeoutFunctionException: + print("Agent %d ran out of time on startup!" % i, file=sys.stderr) + self.unmute() + self.agentTimeout = True + self._agentCrash(i, quiet=True) + return + except Exception as data: + self._agentCrash(i, quiet=False) + self.unmute() + return + else: + agent.registerInitialState(self.state.deepCopy()) + ## TODO: could this exceed the total time + self.unmute() + + agentIndex = self.startingIndex + numAgents = len( self.agents ) + + while not self.gameOver: + # Fetch the next agent + agent = self.agents[agentIndex] + move_time = 0 + skip_action = False + # Generate an observation of the state + if 'observationFunction' in dir( agent ): + self.mute(agentIndex) + if self.catchExceptions: + try: + timed_func = TimeoutFunction(agent.observationFunction, int(self.rules.getMoveTimeout(agentIndex))) + try: + start_time = time.time() + observation = timed_func(self.state.deepCopy()) + except TimeoutFunctionException: + skip_action = True + move_time += time.time() - start_time + self.unmute() + except Exception as data: + self._agentCrash(agentIndex, quiet=False) + self.unmute() + return + else: + observation = agent.observationFunction(self.state.deepCopy()) + self.unmute() + else: + observation = self.state.deepCopy() + + # Solicit an action + action = None + self.mute(agentIndex) + if self.catchExceptions: + try: + timed_func = TimeoutFunction(agent.getAction, int(self.rules.getMoveTimeout(agentIndex)) - int(move_time)) + try: + start_time = time.time() + if skip_action: + raise TimeoutFunctionException() + action = timed_func( observation ) + except TimeoutFunctionException: + print("Agent %d timed out on a single move!" % agentIndex, file=sys.stderr) + self.agentTimeout = True + self._agentCrash(agentIndex, quiet=True) + self.unmute() + return + + move_time += time.time() - start_time + + if move_time > self.rules.getMoveWarningTime(agentIndex): + self.totalAgentTimeWarnings[agentIndex] += 1 + print("Agent %d took too long to make a move! This is warning %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex]), file=sys.stderr) + if self.totalAgentTimeWarnings[agentIndex] > self.rules.getMaxTimeWarnings(agentIndex): + print("Agent %d exceeded the maximum number of warnings: %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex]), file=sys.stderr) + self.agentTimeout = True + self._agentCrash(agentIndex, quiet=True) + self.unmute() + return + + self.totalAgentTimes[agentIndex] += move_time + #print("Agent: %d, time: %f, total: %f" % (agentIndex, move_time, self.totalAgentTimes[agentIndex])) + if self.totalAgentTimes[agentIndex] > self.rules.getMaxTotalTime(agentIndex): + print("Agent %d ran out of time! (time: %1.2f)" % (agentIndex, self.totalAgentTimes[agentIndex]), file=sys.stderr) + self.agentTimeout = True + self._agentCrash(agentIndex, quiet=True) + self.unmute() + return + self.unmute() + except Exception as data: + self._agentCrash(agentIndex) + self.unmute() + return + else: + action = agent.getAction(observation) + self.unmute() + + # Execute the action + self.moveHistory.append( (agentIndex, action) ) + if self.catchExceptions: + try: + self.state = self.state.generateSuccessor( agentIndex, action ) + except Exception as data: + self.mute(agentIndex) + self._agentCrash(agentIndex) + self.unmute() + return + else: + self.state = self.state.generateSuccessor( agentIndex, action ) + + # Change the display + self.display.update( self.state.data ) + ###idx = agentIndex - agentIndex % 2 + 1 + ###self.display.update( self.state.makeObservation(idx).data ) + + # Allow for game specific conditions (winning, losing, etc.) + self.rules.process(self.state, self) + # Track progress + if agentIndex == numAgents + 1: self.numMoves += 1 + # Next agent + agentIndex = ( agentIndex + 1 ) % numAgents + + if _BOINC_ENABLED: + boinc.set_fraction_done(self.getProgress()) + + # inform a learning agent of the game result + for agentIndex, agent in enumerate(self.agents): + if "final" in dir( agent ) : + try: + self.mute(agentIndex) + agent.final( self.state ) + self.unmute() + except Exception as data: + if not self.catchExceptions: raise data + self._agentCrash(agentIndex) + self.unmute() + return + self.display.finish() diff --git a/school/cpsc481/project1/src/ghostAgents.py b/school/cpsc481/project1/src/ghostAgents.py new file mode 100644 index 0000000..c3afe1f --- /dev/null +++ b/school/cpsc481/project1/src/ghostAgents.py @@ -0,0 +1,81 @@ +# ghostAgents.py +# -------------- +# Licensing Information: You are free to use or extend these projects for +# educational purposes provided that (1) you do not distribute or publish +# solutions, (2) you retain this notice, and (3) you provide clear +# attribution to UC Berkeley, including a link to http://ai.berkeley.edu. +# +# Attribution Information: The Pacman AI projects were developed at UC Berkeley. +# The core projects and autograders were primarily created by John DeNero +# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# Student side autograding was added by Brad Miller, Nick Hay, and +# Pieter Abbeel (pabbeel@cs.berkeley.edu). + + +from game import Agent +from game import Actions +from game import Directions +import random +from util import manhattanDistance +import util + +class GhostAgent( Agent ): + def __init__( self, index ): + self.index = index + + def getAction( self, state ): + dist = self.getDistribution(state) + if len(dist) == 0: + return Directions.STOP + else: + return util.chooseFromDistribution( dist ) + + def getDistribution(self, state): + "Returns a Counter encoding a distribution over actions from the provided state." + util.raiseNotDefined() + +class RandomGhost( GhostAgent ): + "A ghost that chooses a legal action uniformly at random." + def getDistribution( self, state ): + dist = util.Counter() + for a in state.getLegalActions( self.index ): dist[a] = 1.0 + dist.normalize() + return dist + +class DirectionalGhost( GhostAgent ): + "A ghost that prefers to rush Pacman, or flee when scared." + def __init__( self, index, prob_attack=0.8, prob_scaredFlee=0.8 ): + self.index = index + self.prob_attack = prob_attack + self.prob_scaredFlee = prob_scaredFlee + + def getDistribution( self, state ): + # Read variables from state + ghostState = state.getGhostState( self.index ) + legalActions = state.getLegalActions( self.index ) + pos = state.getGhostPosition( self.index ) + isScared = ghostState.scaredTimer > 0 + + speed = 1 + if isScared: speed = 0.5 + + actionVectors = [Actions.directionToVector( a, speed ) for a in legalActions] + newPositions = [( pos[0]+a[0], pos[1]+a[1] ) for a in actionVectors] + pacmanPosition = state.getPacmanPosition() + + # Select best actions given the state + distancesToPacman = [manhattanDistance( pos, pacmanPosition ) for pos in newPositions] + if isScared: + bestScore = max( distancesToPacman ) + bestProb = self.prob_scaredFlee + else: + bestScore = min( distancesToPacman ) + bestProb = self.prob_attack + bestActions = [action for action, distance in zip( legalActions, distancesToPacman ) if distance == bestScore] + + # Construct distribution + dist = util.Counter() + for a in bestActions: dist[a] = bestProb / len(bestActions) + for a in legalActions: dist[a] += ( 1-bestProb ) / len(legalActions) + dist.normalize() + return dist diff --git a/school/cpsc481/project1/src/grading.py b/school/cpsc481/project1/src/grading.py new file mode 100644 index 0000000..6384a56 --- /dev/null +++ b/school/cpsc481/project1/src/grading.py @@ -0,0 +1,323 @@ +# grading.py +# ---------- +# Licensing Information: You are free to use or extend these projects for +# educational purposes provided that (1) you do not distribute or publish +# solutions, (2) you retain this notice, and (3) you provide clear +# attribution to UC Berkeley, including a link to http://ai.berkeley.edu. +# +# Attribution Information: The Pacman AI projects were developed at UC Berkeley. +# The core projects and autograders were primarily created by John DeNero +# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu). +# Student side autograding was added by Brad Miller, Nick Hay, and +# Pieter Abbeel (pabbeel@cs.berkeley.edu). + + +"Common code for autograders" + +import cgi +import time +import sys +import json +import traceback +import pdb +from collections import defaultdict +import util + +class Grades: + "A data structure for project grades, along with formatting code to display them" + def __init__(self, projectName, questionsAndMaxesList, + gsOutput=False, edxOutput=False, muteOutput=False): + """ + Defines the grading scheme for a project + projectName: project name + questionsAndMaxesDict: a list of (question name, max points per question) + """ + self.questions = [el[0] for el in questionsAndMaxesList] + self.maxes = dict(questionsAndMaxesList) + self.points = Counter() + self.messages = dict([(q, []) for q in self.questions]) + self.project = projectName + self.start = time.localtime()[1:6] + self.sane = True # Sanity checks + self.currentQuestion = None # Which question we're grading + self.edxOutput = edxOutput + self.gsOutput = gsOutput # GradeScope output + self.mute = muteOutput + self.prereqs = defaultdict(set) + + #print('Autograder transcript for %s' % self.project) + print('Starting on %d-%d at %d:%02d:%02d' % self.start) + + def addPrereq(self, question, prereq): + self.prereqs[question].add(prereq) + + def grade(self, gradingModule, exceptionMap = {}, bonusPic = False): + """ + Grades each question + gradingModule: the module with all the grading functions (pass in with sys.modules[__name__]) + """ + + completedQuestions = set([]) + for q in self.questions: + print('\nQuestion %s' % q) + print('=' * (9 + len(q))) + print + self.currentQuestion = q + + incompleted = self.prereqs[q].difference(completedQuestions) + if len(incompleted) > 0: + prereq = incompleted.pop() + print( +"""*** NOTE: Make sure to complete Question %s before working on Question %s, +*** because Question %s builds upon your answer for Question %s. +""" % (prereq, q, q, prereq)) + continue + + if self.mute: util.mutePrint() + try: + util.TimeoutFunction(getattr(gradingModule, q),1800)(self) # Call the question's function + #TimeoutFunction(getattr(gradingModule, q),1200)(self) # Call the question's function + except Exception as inst: + self.addExceptionMessage(q, inst, traceback) + self.addErrorHints(exceptionMap, inst, q[1]) + except: + self.fail('FAIL: Terminated with a string exception.') + finally: + if self.mute: util.unmutePrint() + + if self.points[q] >= self.maxes[q]: + completedQuestions.add(q) + + print('\n### Question %s: %d/%d ###\n' % (q, self.points[q], self.maxes[q])) + + + print('\nFinished at %d:%02d:%02d' % time.localtime()[3:6]) + print("\nProvisional grades\n==================") + + for q in self.questions: + print('Question %s: %d/%d' % (q, self.points[q], self.maxes[q])) + print('------------------') + print('Total: %d/%d' % (self.points.totalCount(), sum(self.maxes.values()))) + if bonusPic and self.points.totalCount() == 25: + print(""" + + ALL HAIL GRANDPAC. + LONG LIVE THE GHOSTBUSTING KING. + + --- ---- --- + | \ / + \ / | + | + \--/ \--/ + | + | + + | + | + + + | + @@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + \ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + \ / @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + V \ @@@@@@@@@@@@@@@@@@@@@@@@@@@@ + \ / @@@@@@@@@@@@@@@@@@@@@@@@@@ + V @@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@ + /\ @@@@@@@@@@@@@@@@@@@@@@ + / \ @@@@@@@@@@@@@@@@@@@@@@@@@ + /\ / @@@@@@@@@@@@@@@@@@@@@@@@@@@ + / \ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + / @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@@@@@@@@@ + @@@@@@@@@@@@@@@@@@ + +""") + print(""" +Your grades are NOT yet registered. To register your grades, make sure +to follow your instructor's guidelines to receive credit on your project. +""") + + if self.edxOutput: + self.produceOutput() + if self.gsOutput: + self.produceGradeScopeOutput() + + def addExceptionMessage(self, q, inst, traceback): + """ + Method to format the exception message, this is more complicated because + we need to cgi.escape the traceback but wrap the exception in a 
 tag
+    """
+    self.fail('FAIL: Exception raised: %s' % inst)
+    self.addMessage('')
+    for line in traceback.format_exc().split('\n'):
+        self.addMessage(line)
+
+  def addErrorHints(self, exceptionMap, errorInstance, questionNum):
+    typeOf = str(type(errorInstance))
+    questionName = 'q' + questionNum
+    errorHint = ''
+
+    # question specific error hints
+    if exceptionMap.get(questionName):
+      questionMap = exceptionMap.get(questionName)
+      if (questionMap.get(typeOf)):
+        errorHint = questionMap.get(typeOf)
+    # fall back to general error messages if a question specific
+    # one does not exist
+    if (exceptionMap.get(typeOf)):
+      errorHint = exceptionMap.get(typeOf)
+
+    # dont include the HTML if we have no error hint
+    if not errorHint:
+      return ''
+
+    for line in errorHint.split('\n'):
+      self.addMessage(line)
+
+  def produceGradeScopeOutput(self):
+    out_dct = {}
+
+    # total of entire submission
+    total_possible = sum(self.maxes.values())
+    total_score = sum(self.points.values())
+    out_dct['score'] = total_score
+    out_dct['max_score'] = total_possible
+    out_dct['output'] = "Total score (%d / %d)" % (total_score, total_possible)
+
+    # individual tests
+    tests_out = []
+    for name in self.questions:
+      test_out = {}
+      # test name
+      test_out['name'] = name
+      # test score
+      test_out['score'] = self.points[name]
+      test_out['max_score'] = self.maxes[name]
+      # others
+      is_correct = self.points[name] >= self.maxes[name]
+      test_out['output'] = "  Question {num} ({points}/{max}) {correct}".format(
+          num=(name[1] if len(name) == 2 else name),
+          points=test_out['score'],
+          max=test_out['max_score'],
+          correct=('X' if not is_correct else ''),
+      )
+      test_out['tags'] = []
+      tests_out.append(test_out)
+    out_dct['tests'] = tests_out
+
+    # file output
+    with open('gradescope_response.json', 'w') as outfile:
+        json.dump(out_dct, outfile)
+    return
+
+  def produceOutput(self):
+    edxOutput = open('edx_response.html', 'w')
+    edxOutput.write("
")
+
+    # first sum
+    total_possible = sum(self.maxes.values())
+    total_score = sum(self.points.values())
+    checkOrX = ''
+    if (total_score >= total_possible):
+        checkOrX = ''
+    header = """
+        

+            Total score ({total_score} / {total_possible})
+        

+    """.format(total_score = total_score,
+      total_possible = total_possible,
+      checkOrX = checkOrX
+    )
+    edxOutput.write(header)
+
+    for q in self.questions:
+      if len(q) == 2:
+          name = q[1]
+      else:
+          name = q
+      checkOrX = ''
+      if (self.points[q] >= self.maxes[q]):
+        checkOrX = ''
+      #messages = '\n
\n'.join(self.messages[q])
+      messages = "
%s
" % '\n'.join(self.messages[q])
+      output = """
+        

+          

+          

+            Question {q} ({points}/{max}) {checkOrX}
+          

+        

+          {messages}
+        

+        

+      

+      """.format(q = name,
+        max = self.maxes[q],
+        messages = messages,
+        checkOrX = checkOrX,
+        points = self.points[q]
+      )
+      # print("*** output for Question %s " % q[1])
+      # print(output)
+      edxOutput.write(output)
+    edxOutput.write("
")
+    edxOutput.close()
+    edxOutput = open('edx_grade', 'w')
+    edxOutput.write(str(self.points.totalCount()))
+    edxOutput.close()
+
+  def fail(self, message, raw=False):
+    "Sets sanity check bit to false and outputs a message"
+    self.sane = False
+    self.assignZeroCredit()
+    self.addMessage(message, raw)
+
+  def assignZeroCredit(self):
+    self.points[self.currentQuestion] = 0
+
+  def addPoints(self, amt):
+    self.points[self.currentQuestion] += amt
+
+  def deductPoints(self, amt):
+    self.points[self.currentQuestion] -= amt
+
+  def assignFullCredit(self, message="", raw=False):
+    self.points[self.currentQuestion] = self.maxes[self.currentQuestion]
+    if message != "":
+      self.addMessage(message, raw)
+
+  def addMessage(self, message, raw=False):
+    if not raw:
+        # We assume raw messages, formatted for HTML, are printed separately
+        if self.mute: util.unmutePrint()
+        print('*** ' + message)
+        if self.mute: util.mutePrint()
+        message = cgi.escape(message)
+    self.messages[self.currentQuestion].append(message)
+
+  def addMessageToEmail(self, message):
+    print("WARNING**** addMessageToEmail is deprecated %s" % message)
+    for line in message.split('\n'):
+      pass
+      #print('%%% ' + line + ' %%%')
+      #self.messages[self.currentQuestion].append(line)
+
+
+
+
+
+class Counter(dict):
+  """
+  Dict with default 0
+  """
+  def __getitem__(self, idx):
+    try:
+      return dict.__getitem__(self, idx)
+    except KeyError:
+      return 0
+
+  def totalCount(self):
+    """
+    Returns the sum of counts for all keys.
+    """
+    return sum(self.values())
+
diff --git a/school/cpsc481/project1/src/graphicsDisplay.py b/school/cpsc481/project1/src/graphicsDisplay.py
new file mode 100644
index 0000000..bd53e9a
--- /dev/null
+++ b/school/cpsc481/project1/src/graphicsDisplay.py
@@ -0,0 +1,679 @@
+# graphicsDisplay.py
+# ------------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from graphicsUtils import *
+import math, time
+from game import Directions
+
+###########################
+#  GRAPHICS DISPLAY CODE  #
+###########################
+
+# Most code by Dan Klein and John Denero written or rewritten for cs188, UC Berkeley.
+# Some code from a Pacman implementation by LiveWires, and used / modified with permission.
+
+DEFAULT_GRID_SIZE = 30.0
+INFO_PANE_HEIGHT = 35
+BACKGROUND_COLOR = formatColor(0,0,0)
+WALL_COLOR = formatColor(0.0/255.0, 51.0/255.0, 255.0/255.0)
+INFO_PANE_COLOR = formatColor(.4,.4,0)
+SCORE_COLOR = formatColor(.9, .9, .9)
+PACMAN_OUTLINE_WIDTH = 2
+PACMAN_CAPTURE_OUTLINE_WIDTH = 4
+
+GHOST_COLORS = []
+GHOST_COLORS.append(formatColor(.9,0,0)) # Red
+GHOST_COLORS.append(formatColor(0,.3,.9)) # Blue
+GHOST_COLORS.append(formatColor(.98,.41,.07)) # Orange
+GHOST_COLORS.append(formatColor(.1,.75,.7)) # Green
+GHOST_COLORS.append(formatColor(1.0,0.6,0.0)) # Yellow
+GHOST_COLORS.append(formatColor(.4,0.13,0.91)) # Purple
+
+TEAM_COLORS = GHOST_COLORS[:2]
+
+GHOST_SHAPE = [
+    ( 0,    0.3 ),
+    ( 0.25, 0.75 ),
+    ( 0.5,  0.3 ),
+    ( 0.75, 0.75 ),
+    ( 0.75, -0.5 ),
+    ( 0.5,  -0.75 ),
+    (-0.5,  -0.75 ),
+    (-0.75, -0.5 ),
+    (-0.75, 0.75 ),
+    (-0.5,  0.3 ),
+    (-0.25, 0.75 )
+  ]
+GHOST_SIZE = 0.65
+SCARED_COLOR = formatColor(1,1,1)
+
+GHOST_VEC_COLORS = [colorToVector(c) for c in GHOST_COLORS]
+
+PACMAN_COLOR = formatColor(255.0/255.0,255.0/255.0,61.0/255)
+PACMAN_SCALE = 0.5
+#pacman_speed = 0.25
+
+# Food
+FOOD_COLOR = formatColor(1,1,1)
+FOOD_SIZE = 0.1
+
+# Laser
+LASER_COLOR = formatColor(1,0,0)
+LASER_SIZE = 0.02
+
+# Capsule graphics
+CAPSULE_COLOR = formatColor(1,1,1)
+CAPSULE_SIZE = 0.25
+
+# Drawing walls
+WALL_RADIUS = 0.15
+
+class InfoPane:
+    def __init__(self, layout, gridSize):
+        self.gridSize = gridSize
+        self.width = (layout.width) * gridSize
+        self.base = (layout.height + 1) * gridSize
+        self.height = INFO_PANE_HEIGHT
+        self.fontSize = 24
+        self.textColor = PACMAN_COLOR
+        self.drawPane()
+
+    def toScreen(self, pos, y = None):
+        """
+          Translates a point relative from the bottom left of the info pane.
+        """
+        if y == None:
+            x,y = pos
+        else:
+            x = pos
+
+        x = self.gridSize + x # Margin
+        y = self.base + y
+        return x,y
+
+    def drawPane(self):
+        self.scoreText = text( self.toScreen(0, 0  ), self.textColor, "SCORE:    0", "Times", self.fontSize, "bold")
+
+    def initializeGhostDistances(self, distances):
+        self.ghostDistanceText = []
+
+        size = 20
+        if self.width < 240:
+            size = 12
+        if self.width < 160:
+            size = 10
+
+        for i, d in enumerate(distances):
+            t = text( self.toScreen(self.width//2 + self.width//8 * i, 0), GHOST_COLORS[i+1], d, "Times", size, "bold")
+            self.ghostDistanceText.append(t)
+
+    def updateScore(self, score):
+        changeText(self.scoreText, "SCORE: % 4d" % score)
+
+    def setTeam(self, isBlue):
+        text = "RED TEAM"
+        if isBlue: text = "BLUE TEAM"
+        self.teamText = text( self.toScreen(300, 0  ), self.textColor, text, "Times", self.fontSize, "bold")
+
+    def updateGhostDistances(self, distances):
+        if len(distances) == 0: return
+        if 'ghostDistanceText' not in dir(self): self.initializeGhostDistances(distances)
+        else:
+            for i, d in enumerate(distances):
+                changeText(self.ghostDistanceText[i], d)
+
+    def drawGhost(self):
+        pass
+
+    def drawPacman(self):
+        pass
+
+    def drawWarning(self):
+        pass
+
+    def clearIcon(self):
+        pass
+
+    def updateMessage(self, message):
+        pass
+
+    def clearMessage(self):
+        pass
+
+
+class PacmanGraphics:
+    def __init__(self, zoom=1.0, frameTime=0.0, capture=False):
+        self.have_window = 0
+        self.currentGhostImages = {}
+        self.pacmanImage = None
+        self.zoom = zoom
+        self.gridSize = DEFAULT_GRID_SIZE * zoom
+        self.capture = capture
+        self.frameTime = frameTime
+
+    def checkNullDisplay(self):
+        return False
+
+    def initialize(self, state, isBlue = False):
+        self.isBlue = isBlue
+        self.startGraphics(state)
+
+        # self.drawDistributions(state)
+        self.distributionImages = None  # Initialized lazily
+        self.drawStaticObjects(state)
+        self.drawAgentObjects(state)
+
+        # Information
+        self.previousState = state
+
+    def startGraphics(self, state):
+        self.layout = state.layout
+        layout = self.layout
+        self.width = layout.width
+        self.height = layout.height
+        self.make_window(self.width, self.height)
+        self.infoPane = InfoPane(layout, self.gridSize)
+        self.currentState = layout
+
+    def drawDistributions(self, state):
+        walls = state.layout.walls
+        dist = []
+        for x in range(walls.width):
+            distx = []
+            dist.append(distx)
+            for y in range(walls.height):
+                ( screen_x, screen_y ) = self.to_screen( (x, y) )
+                block = square( (screen_x, screen_y),
+                                0.5 * self.gridSize,
+                                color = BACKGROUND_COLOR,
+                                filled = 1, behind=2)
+                distx.append(block)
+        self.distributionImages = dist
+
+    def drawStaticObjects(self, state):
+        layout = self.layout
+        self.drawWalls(layout.walls)
+        self.food = self.drawFood(layout.food)
+        self.capsules = self.drawCapsules(layout.capsules)
+        refresh()
+
+    def drawAgentObjects(self, state):
+        self.agentImages = [] # (agentState, image)
+        for index, agent in enumerate(state.agentStates):
+            if agent.isPacman:
+                image = self.drawPacman(agent, index)
+                self.agentImages.append( (agent, image) )
+            else:
+                image = self.drawGhost(agent, index)
+                self.agentImages.append( (agent, image) )
+        refresh()
+
+    def swapImages(self, agentIndex, newState):
+        """
+          Changes an image from a ghost to a pacman or vis versa (for capture)
+        """
+        prevState, prevImage = self.agentImages[agentIndex]
+        for item in prevImage: remove_from_screen(item)
+        if newState.isPacman:
+            image = self.drawPacman(newState, agentIndex)
+            self.agentImages[agentIndex] = (newState, image )
+        else:
+            image = self.drawGhost(newState, agentIndex)
+            self.agentImages[agentIndex] = (newState, image )
+        refresh()
+
+    def update(self, newState):
+        agentIndex = newState._agentMoved
+        agentState = newState.agentStates[agentIndex]
+
+        if self.agentImages[agentIndex][0].isPacman != agentState.isPacman: self.swapImages(agentIndex, agentState)
+        prevState, prevImage = self.agentImages[agentIndex]
+        if agentState.isPacman:
+            self.animatePacman(agentState, prevState, prevImage)
+        else:
+            self.moveGhost(agentState, agentIndex, prevState, prevImage)
+        self.agentImages[agentIndex] = (agentState, prevImage)
+
+        if newState._foodEaten != None:
+            self.removeFood(newState._foodEaten, self.food)
+        if newState._capsuleEaten != None:
+            self.removeCapsule(newState._capsuleEaten, self.capsules)
+        self.infoPane.updateScore(newState.score)
+        if 'ghostDistances' in dir(newState):
+            self.infoPane.updateGhostDistances(newState.ghostDistances)
+
+    def make_window(self, width, height):
+        grid_width = (width-1) * self.gridSize
+        grid_height = (height-1) * self.gridSize
+        screen_width = 2*self.gridSize + grid_width
+        screen_height = 2*self.gridSize + grid_height + INFO_PANE_HEIGHT
+
+        begin_graphics(screen_width,
+                       screen_height,
+                       BACKGROUND_COLOR,
+                       "CS188 Pacman")
+
+    def drawPacman(self, pacman, index):
+        position = self.getPosition(pacman)
+        screen_point = self.to_screen(position)
+        endpoints = self.getEndpoints(self.getDirection(pacman))
+
+        width = PACMAN_OUTLINE_WIDTH
+        outlineColor = PACMAN_COLOR
+        fillColor = PACMAN_COLOR
+
+        if self.capture:
+            outlineColor = TEAM_COLORS[index % 2]
+            fillColor = GHOST_COLORS[index]
+            width = PACMAN_CAPTURE_OUTLINE_WIDTH
+
+        return [circle(screen_point, PACMAN_SCALE * self.gridSize,
+                       fillColor = fillColor, outlineColor = outlineColor,
+                       endpoints = endpoints,
+                       width = width)]
+
+    def getEndpoints(self, direction, position=(0,0)):
+        x, y = position
+        pos = x - int(x) + y - int(y)
+        width = 30 + 80 * math.sin(math.pi* pos)
+
+        delta = width / 2
+        if (direction == 'West'):
+            endpoints = (180+delta, 180-delta)
+        elif (direction == 'North'):
+            endpoints = (90+delta, 90-delta)
+        elif (direction == 'South'):
+            endpoints = (270+delta, 270-delta)
+        else:
+            endpoints = (0+delta, 0-delta)
+        return endpoints
+
+    def movePacman(self, position, direction, image):
+        screenPosition = self.to_screen(position)
+        endpoints = self.getEndpoints( direction, position )
+        r = PACMAN_SCALE * self.gridSize
+        moveCircle(image[0], screenPosition, r, endpoints)
+        refresh()
+
+    def animatePacman(self, pacman, prevPacman, image):
+        if self.frameTime < 0:
+            print('Press any key to step forward, "q" to play')
+            keys = wait_for_keys()
+            if 'q' in keys:
+                self.frameTime = 0.1
+        if self.frameTime > 0.01 or self.frameTime < 0:
+            start = time.time()
+            fx, fy = self.getPosition(prevPacman)
+            px, py = self.getPosition(pacman)
+            frames = 4.0
+            for i in range(1,int(frames) + 1):
+                pos = px*i/frames + fx*(frames-i)/frames, py*i/frames + fy*(frames-i)/frames
+                self.movePacman(pos, self.getDirection(pacman), image)
+                refresh()
+                sleep(abs(self.frameTime) / frames)
+        else:
+            self.movePacman(self.getPosition(pacman), self.getDirection(pacman), image)
+        refresh()
+
+    def getGhostColor(self, ghost, ghostIndex):
+        if ghost.scaredTimer > 0:
+            return SCARED_COLOR
+        else:
+            return GHOST_COLORS[ghostIndex]
+
+    def drawGhost(self, ghost, agentIndex):
+        pos = self.getPosition(ghost)
+        dir = self.getDirection(ghost)
+        (screen_x, screen_y) = (self.to_screen(pos) )
+        coords = []
+        for (x, y) in GHOST_SHAPE:
+            coords.append((x*self.gridSize*GHOST_SIZE + screen_x, y*self.gridSize*GHOST_SIZE + screen_y))
+
+        colour = self.getGhostColor(ghost, agentIndex)
+        body = polygon(coords, colour, filled = 1)
+        WHITE = formatColor(1.0, 1.0, 1.0)
+        BLACK = formatColor(0.0, 0.0, 0.0)
+
+        dx = 0
+        dy = 0
+        if dir == 'North':
+            dy = -0.2
+        if dir == 'South':
+            dy = 0.2
+        if dir == 'East':
+            dx = 0.2
+        if dir == 'West':
+            dx = -0.2
+        leftEye = circle((screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2, WHITE, WHITE)
+        rightEye = circle((screen_x+self.gridSize*GHOST_SIZE*(0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2, WHITE, WHITE)
+        leftPupil = circle((screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08, BLACK, BLACK)
+        rightPupil = circle((screen_x+self.gridSize*GHOST_SIZE*(0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08, BLACK, BLACK)
+        ghostImageParts = []
+        ghostImageParts.append(body)
+        ghostImageParts.append(leftEye)
+        ghostImageParts.append(rightEye)
+        ghostImageParts.append(leftPupil)
+        ghostImageParts.append(rightPupil)
+
+        return ghostImageParts
+
+    def moveEyes(self, pos, dir, eyes):
+        (screen_x, screen_y) = (self.to_screen(pos) )
+        dx = 0
+        dy = 0
+        if dir == 'North':
+            dy = -0.2
+        if dir == 'South':
+            dy = 0.2
+        if dir == 'East':
+            dx = 0.2
+        if dir == 'West':
+            dx = -0.2
+        moveCircle(eyes[0],(screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2)
+        moveCircle(eyes[1],(screen_x+self.gridSize*GHOST_SIZE*(0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2)
+        moveCircle(eyes[2],(screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08)
+        moveCircle(eyes[3],(screen_x+self.gridSize*GHOST_SIZE*(0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08)
+
+    def moveGhost(self, ghost, ghostIndex, prevGhost, ghostImageParts):
+        old_x, old_y = self.to_screen(self.getPosition(prevGhost))
+        new_x, new_y = self.to_screen(self.getPosition(ghost))
+        delta = new_x - old_x, new_y - old_y
+
+        for ghostImagePart in ghostImageParts:
+            move_by(ghostImagePart, delta)
+        refresh()
+
+        if ghost.scaredTimer > 0:
+            color = SCARED_COLOR
+        else:
+            color = GHOST_COLORS[ghostIndex]
+        edit(ghostImageParts[0], ('fill', color), ('outline', color))
+        self.moveEyes(self.getPosition(ghost), self.getDirection(ghost), ghostImageParts[-4:])
+        refresh()
+
+    def getPosition(self, agentState):
+        if agentState.configuration == None: return (-1000, -1000)
+        return agentState.getPosition()
+
+    def getDirection(self, agentState):
+        if agentState.configuration == None: return Directions.STOP
+        return agentState.configuration.getDirection()
+
+    def finish(self):
+        end_graphics()
+
+    def to_screen(self, point):
+        ( x, y ) = point
+        #y = self.height - y
+        x = (x + 1)*self.gridSize
+        y = (self.height  - y)*self.gridSize
+        return ( x, y )
+
+    # Fixes some TK issue with off-center circles
+    def to_screen2(self, point):
+        ( x, y ) = point
+        #y = self.height - y
+        x = (x + 1)*self.gridSize
+        y = (self.height  - y)*self.gridSize
+        return ( x, y )
+
+    def drawWalls(self, wallMatrix):
+        wallColor = WALL_COLOR
+        for xNum, x in enumerate(wallMatrix):
+            if self.capture and (xNum * 2) < wallMatrix.width: wallColor = TEAM_COLORS[0]
+            if self.capture and (xNum * 2) >= wallMatrix.width: wallColor = TEAM_COLORS[1]
+
+            for yNum, cell in enumerate(x):
+                if cell: # There's a wall here
+                    pos = (xNum, yNum)
+                    screen = self.to_screen(pos)
+                    screen2 = self.to_screen2(pos)
+
+                    # draw each quadrant of the square based on adjacent walls
+                    wIsWall = self.isWall(xNum-1, yNum, wallMatrix)
+                    eIsWall = self.isWall(xNum+1, yNum, wallMatrix)
+                    nIsWall = self.isWall(xNum, yNum+1, wallMatrix)
+                    sIsWall = self.isWall(xNum, yNum-1, wallMatrix)
+                    nwIsWall = self.isWall(xNum-1, yNum+1, wallMatrix)
+                    swIsWall = self.isWall(xNum-1, yNum-1, wallMatrix)
+                    neIsWall = self.isWall(xNum+1, yNum+1, wallMatrix)
+                    seIsWall = self.isWall(xNum+1, yNum-1, wallMatrix)
+
+                    # NE quadrant
+                    if (not nIsWall) and (not eIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (0,91), 'arc')
+                    if (nIsWall) and (not eIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*WALL_RADIUS, 0)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-0.5)-1)), wallColor)
+                    if (not nIsWall) and (eIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                    if (nIsWall) and (eIsWall) and (not neIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*2*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (180,271), 'arc')
+                        line(add(screen, (self.gridSize*2*WALL_RADIUS-1, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS+1)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-0.5))), wallColor)
+
+                    # NW quadrant
+                    if (not nIsWall) and (not wIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (90,181), 'arc')
+                    if (nIsWall) and (not wIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, 0)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-0.5)-1)), wallColor)
+                    if (not nIsWall) and (wIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5)-1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                    if (nIsWall) and (wIsWall) and (not nwIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*(-2)*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (270,361), 'arc')
+                        line(add(screen, (self.gridSize*(-2)*WALL_RADIUS+1, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5), self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS+1)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-0.5))), wallColor)
+
+                    # SE quadrant
+                    if (not sIsWall) and (not eIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (270,361), 'arc')
+                    if (sIsWall) and (not eIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*WALL_RADIUS, 0)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(0.5)+1)), wallColor)
+                    if (not sIsWall) and (eIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                    if (sIsWall) and (eIsWall) and (not seIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*2*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (90,181), 'arc')
+                        line(add(screen, (self.gridSize*2*WALL_RADIUS-1, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS-1)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(0.5))), wallColor)
+
+                    # SW quadrant
+                    if (not sIsWall) and (not wIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (180,271), 'arc')
+                    if (sIsWall) and (not wIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, 0)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(0.5)+1)), wallColor)
+                    if (not sIsWall) and (wIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5)-1, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                    if (sIsWall) and (wIsWall) and (not swIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*(-2)*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (0,91), 'arc')
+                        line(add(screen, (self.gridSize*(-2)*WALL_RADIUS+1, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5), self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS-1)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(0.5))), wallColor)
+
+    def isWall(self, x, y, walls):
+        if x < 0 or y < 0:
+            return False
+        if x >= walls.width or y >= walls.height:
+            return False
+        return walls[x][y]
+
+    def drawFood(self, foodMatrix ):
+        foodImages = []
+        color = FOOD_COLOR
+        for xNum, x in enumerate(foodMatrix):
+            if self.capture and (xNum * 2) <= foodMatrix.width: color = TEAM_COLORS[0]
+            if self.capture and (xNum * 2) > foodMatrix.width: color = TEAM_COLORS[1]
+            imageRow = []
+            foodImages.append(imageRow)
+            for yNum, cell in enumerate(x):
+                if cell: # There's food here
+                    screen = self.to_screen((xNum, yNum ))
+                    dot = circle( screen,
+                                  FOOD_SIZE * self.gridSize,
+                                  outlineColor = color, fillColor = color,
+                                  width = 1)
+                    imageRow.append(dot)
+                else:
+                    imageRow.append(None)
+        return foodImages
+
+    def drawCapsules(self, capsules ):
+        capsuleImages = {}
+        for capsule in capsules:
+            ( screen_x, screen_y ) = self.to_screen(capsule)
+            dot = circle( (screen_x, screen_y),
+                              CAPSULE_SIZE * self.gridSize,
+                              outlineColor = CAPSULE_COLOR,
+                              fillColor = CAPSULE_COLOR,
+                              width = 1)
+            capsuleImages[capsule] = dot
+        return capsuleImages
+
+    def removeFood(self, cell, foodImages ):
+        x, y = cell
+        remove_from_screen(foodImages[x][y])
+
+    def removeCapsule(self, cell, capsuleImages ):
+        x, y = cell
+        remove_from_screen(capsuleImages[(x, y)])
+
+    def drawExpandedCells(self, cells):
+        """
+        Draws an overlay of expanded grid positions for search agents
+        """
+        n = float(len(cells))
+        baseColor = [1.0, 0.0, 0.0]
+        self.clearExpandedCells()
+        self.expandedCells = []
+        for k, cell in enumerate(cells):
+            screenPos = self.to_screen( cell)
+            cellColor = formatColor(*[(n-k) * c * .5 / n + .25 for c in baseColor])
+            block = square(screenPos,
+                     0.5 * self.gridSize,
+                     color = cellColor,
+                     filled = 1, behind=2)
+            self.expandedCells.append(block)
+            if self.frameTime < 0:
+                refresh()
+
+    def clearExpandedCells(self):
+        if 'expandedCells' in dir(self) and len(self.expandedCells) > 0:
+            for cell in self.expandedCells:
+                remove_from_screen(cell)
+
+
+    def updateDistributions(self, distributions):
+        "Draws an agent's belief distributions"
+        # copy all distributions so we don't change their state
+        distributions = map(lambda x: x.copy(), distributions)
+        if self.distributionImages == None:
+            self.drawDistributions(self.previousState)
+        for x in range(len(self.distributionImages)):
+            for y in range(len(self.distributionImages[0])):
+                image = self.distributionImages[x][y]
+                weights = [dist[ (x,y) ] for dist in distributions]
+
+                if sum(weights) != 0:
+                    pass
+                # Fog of war
+                color = [0.0,0.0,0.0]
+                colors = GHOST_VEC_COLORS[1:] # With Pacman
+                if self.capture: colors = GHOST_VEC_COLORS
+                for weight, gcolor in zip(weights, colors):
+                    color = [min(1.0, c + 0.95 * g * weight ** .3) for c,g in zip(color, gcolor)]
+                changeColor(image, formatColor(*color))
+        refresh()
+
+class FirstPersonPacmanGraphics(PacmanGraphics):
+    def __init__(self, zoom = 1.0, showGhosts = True, capture = False, frameTime=0):
+        PacmanGraphics.__init__(self, zoom, frameTime=frameTime)
+        self.showGhosts = showGhosts
+        self.capture = capture
+
+    def initialize(self, state, isBlue = False):
+
+        self.isBlue = isBlue
+        PacmanGraphics.startGraphics(self, state)
+        # Initialize distribution images
+        walls = state.layout.walls
+        dist = []
+        self.layout = state.layout
+
+        # Draw the rest
+        self.distributionImages = None  # initialize lazily
+        self.drawStaticObjects(state)
+        self.drawAgentObjects(state)
+
+        # Information
+        self.previousState = state
+
+    def lookAhead(self, config, state):
+        if config.getDirection() == 'Stop':
+            return
+        else:
+            pass
+            # Draw relevant ghosts
+            allGhosts = state.getGhostStates()
+            visibleGhosts = state.getVisibleGhosts()
+            for i, ghost in enumerate(allGhosts):
+                if ghost in visibleGhosts:
+                    self.drawGhost(ghost, i)
+                else:
+                    self.currentGhostImages[i] = None
+
+    def getGhostColor(self, ghost, ghostIndex):
+        return GHOST_COLORS[ghostIndex]
+
+    def getPosition(self, ghostState):
+        if not self.showGhosts and not ghostState.isPacman and ghostState.getPosition()[1] > 1:
+            return (-1000, -1000)
+        else:
+            return PacmanGraphics.getPosition(self, ghostState)
+
+def add(x, y):
+    return (x[0] + y[0], x[1] + y[1])
+
+
+# Saving graphical output
+# -----------------------
+# Note: to make an animated gif from this postscript output, try the command:
+# convert -delay 7 -loop 1 -compress lzw -layers optimize frame* out.gif
+# convert is part of imagemagick (freeware)
+
+SAVE_POSTSCRIPT = False
+POSTSCRIPT_OUTPUT_DIR = 'frames'
+FRAME_NUMBER = 0
+import os
+
+def saveFrame():
+    "Saves the current graphical output as a postscript file"
+    global SAVE_POSTSCRIPT, FRAME_NUMBER, POSTSCRIPT_OUTPUT_DIR
+    if not SAVE_POSTSCRIPT: return
+    if not os.path.exists(POSTSCRIPT_OUTPUT_DIR): os.mkdir(POSTSCRIPT_OUTPUT_DIR)
+    name = os.path.join(POSTSCRIPT_OUTPUT_DIR, 'frame_%08d.ps' % FRAME_NUMBER)
+    FRAME_NUMBER += 1
+    writePostscript(name) # writes the current canvas
diff --git a/school/cpsc481/project1/src/graphicsUtils.py b/school/cpsc481/project1/src/graphicsUtils.py
new file mode 100644
index 0000000..22e6ae1
--- /dev/null
+++ b/school/cpsc481/project1/src/graphicsUtils.py
@@ -0,0 +1,402 @@
+# graphicsUtils.py
+# ----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import math
+import random
+import string
+import time
+import types
+import tkinter
+import os.path
+
+_Windows = sys.platform == 'win32'  # True if on Win95/98/NT
+
+_root_window = None      # The root window for graphics output
+_canvas = None      # The canvas which holds graphics
+_canvas_xs = None      # Size of canvas object
+_canvas_ys = None
+_canvas_x = None      # Current position on canvas
+_canvas_y = None
+_canvas_col = None      # Current colour (set to black below)
+_canvas_tsize = 12
+_canvas_tserifs = 0
+
+def formatColor(r, g, b):
+    return '#%02x%02x%02x' % (int(r * 255), int(g * 255), int(b * 255))
+
+def colorToVector(color):
+    return list(map(lambda x: int(x, 16) / 256.0, [color[1:3], color[3:5], color[5:7]]))
+
+if _Windows:
+    _canvas_tfonts = ['times new roman', 'lucida console']
+else:
+    _canvas_tfonts = ['times', 'lucidasans-24']
+    pass # XXX need defaults here
+
+def sleep(secs):
+    global _root_window
+    if _root_window == None:
+        time.sleep(secs)
+    else:
+        _root_window.update_idletasks()
+        _root_window.after(int(1000 * secs), _root_window.quit)
+        _root_window.mainloop()
+
+def begin_graphics(width=640, height=480, color=formatColor(0, 0, 0), title=None):
+
+    global _root_window, _canvas, _canvas_x, _canvas_y, _canvas_xs, _canvas_ys, _bg_color
+
+    # Check for duplicate call
+    if _root_window is not None:
+        # Lose the window.
+        _root_window.destroy()
+
+    # Save the canvas size parameters
+    _canvas_xs, _canvas_ys = width - 1, height - 1
+    _canvas_x, _canvas_y = 0, _canvas_ys
+    _bg_color = color
+
+    # Create the root window
+    _root_window = tkinter.Tk()
+    _root_window.protocol('WM_DELETE_WINDOW', _destroy_window)
+    _root_window.title(title or 'Graphics Window')
+    _root_window.resizable(0, 0)
+
+    # Create the canvas object
+    try:
+        _canvas = tkinter.Canvas(_root_window, width=width, height=height)
+        _canvas.pack()
+        draw_background()
+        _canvas.update()
+    except:
+        _root_window = None
+        raise
+
+    # Bind to key-down and key-up events
+    _root_window.bind( "", _keypress )
+    _root_window.bind( "", _keyrelease )
+    _root_window.bind( "", _clear_keys )
+    _root_window.bind( "", _clear_keys )
+    _root_window.bind( "", _leftclick )
+    _root_window.bind( "", _rightclick )
+    _root_window.bind( "", _rightclick )
+    _root_window.bind( "", _ctrl_leftclick)
+    _clear_keys()
+
+_leftclick_loc = None
+_rightclick_loc = None
+_ctrl_leftclick_loc = None
+
+def _leftclick(event):
+    global _leftclick_loc
+    _leftclick_loc = (event.x, event.y)
+
+def _rightclick(event):
+    global _rightclick_loc
+    _rightclick_loc = (event.x, event.y)
+
+def _ctrl_leftclick(event):
+    global _ctrl_leftclick_loc
+    _ctrl_leftclick_loc = (event.x, event.y)
+
+def wait_for_click():
+    while True:
+        global _leftclick_loc
+        global _rightclick_loc
+        global _ctrl_leftclick_loc
+        if _leftclick_loc != None:
+            val = _leftclick_loc
+            _leftclick_loc = None
+            return val, 'left'
+        if _rightclick_loc != None:
+            val = _rightclick_loc
+            _rightclick_loc = None
+            return val, 'right'
+        if _ctrl_leftclick_loc != None:
+            val = _ctrl_leftclick_loc
+            _ctrl_leftclick_loc = None
+            return val, 'ctrl_left'
+        sleep(0.05)
+
+def draw_background():
+    corners = [(0,0), (0, _canvas_ys), (_canvas_xs, _canvas_ys), (_canvas_xs, 0)]
+    polygon(corners, _bg_color, fillColor=_bg_color, filled=True, smoothed=False)
+
+def _destroy_window(event=None):
+    sys.exit(0)
+#    global _root_window
+#    _root_window.destroy()
+#    _root_window = None
+    #print("DESTROY")
+
+def end_graphics():
+    global _root_window, _canvas, _mouse_enabled
+    try:
+        try:
+            sleep(1)
+            if _root_window != None:
+                _root_window.destroy()
+        except SystemExit as e:
+            print('Ending graphics raised an exception:', e)
+    finally:
+        _root_window = None
+        _canvas = None
+        _mouse_enabled = 0
+        _clear_keys()
+
+def clear_screen(background=None):
+    global _canvas_x, _canvas_y
+    _canvas.delete('all')
+    draw_background()
+    _canvas_x, _canvas_y = 0, _canvas_ys
+
+def polygon(coords, outlineColor, fillColor=None, filled=1, smoothed=1, behind=0, width=1):
+    c = []
+    for coord in coords:
+        c.append(coord[0])
+        c.append(coord[1])
+    if fillColor == None: fillColor = outlineColor
+    if filled == 0: fillColor = ""
+    poly = _canvas.create_polygon(c, outline=outlineColor, fill=fillColor, smooth=smoothed, width=width)
+    if behind > 0:
+        _canvas.tag_lower(poly, behind) # Higher should be more visible
+    return poly
+
+def square(pos, r, color, filled=1, behind=0):
+    x, y = pos
+    coords = [(x - r, y - r), (x + r, y - r), (x + r, y + r), (x - r, y + r)]
+    return polygon(coords, color, color, filled, 0, behind=behind)
+
+def circle(pos, r, outlineColor, fillColor=None, endpoints=None, style='pieslice', width=2):
+    x, y = pos
+    x0, x1 = x - r - 1, x + r
+    y0, y1 = y - r - 1, y + r
+    if endpoints == None:
+        e = [0, 359]
+    else:
+        e = list(endpoints)
+    while e[0] > e[1]: e[1] = e[1] + 360
+
+    return _canvas.create_arc(x0, y0, x1, y1, outline=outlineColor, fill=fillColor or outlineColor,
+                              extent=e[1] - e[0], start=e[0], style=style, width=width)
+
+def image(pos, file="../../blueghost.gif"):
+    x, y = pos
+    # img = PhotoImage(file=file)
+    return _canvas.create_image(x, y, image = tkinter.PhotoImage(file=file), anchor = tkinter.NW)
+
+
+def refresh():
+    _canvas.update_idletasks()
+
+def moveCircle(id, pos, r, endpoints=None):
+    global _canvas_x, _canvas_y
+
+    x, y = pos
+#    x0, x1 = x - r, x + r + 1
+#    y0, y1 = y - r, y + r + 1
+    x0, x1 = x - r - 1, x + r
+    y0, y1 = y - r - 1, y + r
+    if endpoints == None:
+        e = [0, 359]
+    else:
+        e = list(endpoints)
+    while e[0] > e[1]: e[1] = e[1] + 360
+
+    if os.path.isfile('flag'):
+        edit(id, ('extent', e[1] - e[0]))
+    else:
+        edit(id, ('start', e[0]), ('extent', e[1] - e[0]))
+    move_to(id, x0, y0)
+
+def edit(id, *args):
+    _canvas.itemconfigure(id, **dict(args))
+
+def text(pos, color, contents, font='Helvetica', size=12, style='normal', anchor="nw"):
+    global _canvas_x, _canvas_y
+    x, y = pos
+    font = (font, str(size), style)
+    return _canvas.create_text(x, y, fill=color, text=contents, font=font, anchor=anchor)
+
+def changeText(id, newText, font=None, size=12, style='normal'):
+    _canvas.itemconfigure(id, text=newText)
+    if font != None:
+        _canvas.itemconfigure(id, font=(font, '-%d' % size, style))
+
+def changeColor(id, newColor):
+    _canvas.itemconfigure(id, fill=newColor)
+
+def line(here, there, color=formatColor(0, 0, 0), width=2):
+    x0, y0 = here[0], here[1]
+    x1, y1 = there[0], there[1]
+    return _canvas.create_line(x0, y0, x1, y1, fill=color, width=width)
+
+##############################################################################
+### Keypress handling ########################################################
+##############################################################################
+
+# We bind to key-down and key-up events.
+
+_keysdown = {}
+_keyswaiting = {}
+# This holds an unprocessed key release.  We delay key releases by up to
+# one call to keys_pressed() to get round a problem with auto repeat.
+_got_release = None
+
+def _keypress(event):
+    global _got_release
+    #remap_arrows(event)
+    _keysdown[event.keysym] = 1
+    _keyswaiting[event.keysym] = 1
+#    print(event.char, event.keycode)
+    _got_release = None
+
+def _keyrelease(event):
+    global _got_release
+    #remap_arrows(event)
+    try:
+        del _keysdown[event.keysym]
+    except:
+        pass
+    _got_release = 1
+
+def remap_arrows(event):
+    # TURN ARROW PRESSES INTO LETTERS (SHOULD BE IN KEYBOARD AGENT)
+    if event.char in ['a', 's', 'd', 'w']:
+        return
+    if event.keycode in [37, 101]: # LEFT ARROW (win / x)
+        event.char = 'a'
+    if event.keycode in [38, 99]: # UP ARROW
+        event.char = 'w'
+    if event.keycode in [39, 102]: # RIGHT ARROW
+        event.char = 'd'
+    if event.keycode in [40, 104]: # DOWN ARROW
+        event.char = 's'
+
+def _clear_keys(event=None):
+    global _keysdown, _got_release, _keyswaiting
+    _keysdown = {}
+    _keyswaiting = {}
+    _got_release = None
+
+def keys_pressed(d_o_e=lambda arg: _root_window.dooneevent(arg),
+                 d_w=tkinter._tkinter.DONT_WAIT):
+    d_o_e(d_w)
+    if _got_release:
+        d_o_e(d_w)
+    return _keysdown.keys()
+
+def keys_waiting():
+    global _keyswaiting
+    keys = _keyswaiting.keys()
+    _keyswaiting = {}
+    return keys
+
+# Block for a list of keys...
+
+def wait_for_keys():
+    keys = []
+    while keys == []:
+        keys = keys_pressed()
+        sleep(0.05)
+    return keys
+
+def remove_from_screen(x,
+                       d_o_e=lambda arg: _root_window.dooneevent(arg),
+                       d_w=tkinter._tkinter.DONT_WAIT):
+    _canvas.delete(x)
+    d_o_e(d_w)
+
+def _adjust_coords(coord_list, x, y):
+    for i in range(0, len(coord_list), 2):
+        coord_list[i] = coord_list[i] + x
+        coord_list[i + 1] = coord_list[i + 1] + y
+    return coord_list
+
+def move_to(object, x, y=None,
+            d_o_e=lambda arg: _root_window.dooneevent(arg),
+            d_w=tkinter._tkinter.DONT_WAIT):
+    if y is None:
+        try: x, y = x
+        except: raise  'incomprehensible coordinates'
+
+    horiz = True
+    newCoords = []
+    current_x, current_y = _canvas.coords(object)[0:2] # first point
+    for coord in  _canvas.coords(object):
+        if horiz:
+            inc = x - current_x
+        else:
+            inc = y - current_y
+        horiz = not horiz
+
+        newCoords.append(coord + inc)
+
+    _canvas.coords(object, *newCoords)
+    d_o_e(d_w)
+
+def move_by(object, x, y=None,
+            d_o_e=lambda arg: _root_window.dooneevent(arg),
+            d_w=tkinter._tkinter.DONT_WAIT, lift=False):
+    if y is None:
+        try: x, y = x
+        except: raise Exception('incomprehensible coordinates')
+
+    horiz = True
+    newCoords = []
+    for coord in  _canvas.coords(object):
+        if horiz:
+            inc = x
+        else:
+            inc = y
+        horiz = not horiz
+
+        newCoords.append(coord + inc)
+
+    _canvas.coords(object, *newCoords)
+    d_o_e(d_w)
+    if lift:
+        _canvas.tag_raise(object)
+
+def writePostscript(filename):
+    "Writes the current canvas to a postscript file."
+    psfile = open(filename, 'w')
+    psfile.write(_canvas.postscript(pageanchor='sw',
+                     y='0.c',
+                     x='0.c'))
+    psfile.close()
+
+ghost_shape = [
+    (0, - 0.5),
+    (0.25, - 0.75),
+    (0.5, - 0.5),
+    (0.75, - 0.75),
+    (0.75, 0.5),
+    (0.5, 0.75),
+    (- 0.5, 0.75),
+    (- 0.75, 0.5),
+    (- 0.75, - 0.75),
+    (- 0.5, - 0.5),
+    (- 0.25, - 0.75)
+  ]
+
+if __name__ == '__main__':
+    begin_graphics()
+    clear_screen()
+    ghost_shape = [(x * 10 + 20, y * 10 + 20) for x, y in ghost_shape]
+    g = polygon(ghost_shape, formatColor(1, 1, 1))
+    move_to(g, (50, 50))
+    circle((150, 150), 20, formatColor(0.7, 0.3, 0.0), endpoints=[15, - 15])
+    sleep(2)
diff --git a/school/cpsc481/project1/src/keyboardAgents.py b/school/cpsc481/project1/src/keyboardAgents.py
new file mode 100644
index 0000000..624021d
--- /dev/null
+++ b/school/cpsc481/project1/src/keyboardAgents.py
@@ -0,0 +1,84 @@
+# keyboardAgents.py
+# -----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from game import Agent
+from game import Directions
+import random
+
+class KeyboardAgent(Agent):
+    """
+    An agent controlled by the keyboard.
+    """
+    # NOTE: Arrow keys also work.
+    WEST_KEY  = 'a'
+    EAST_KEY  = 'd'
+    NORTH_KEY = 'w'
+    SOUTH_KEY = 's'
+    STOP_KEY = 'q'
+
+    def __init__( self, index = 0 ):
+
+        self.lastMove = Directions.STOP
+        self.index = index
+        self.keys = []
+
+    def getAction( self, state):
+        from graphicsUtils import keys_waiting
+        from graphicsUtils import keys_pressed
+        keys = list(keys_waiting()) + list(keys_pressed())
+        if keys != []:
+            self.keys = keys
+
+        legal = state.getLegalActions(self.index)
+        move = self.getMove(legal)
+
+        if move == Directions.STOP:
+            # Try to move in the same direction as before
+            if self.lastMove in legal:
+                move = self.lastMove
+
+        if (self.STOP_KEY in self.keys) and Directions.STOP in legal: move = Directions.STOP
+
+        if move not in legal:
+            move = random.choice(legal)
+
+        self.lastMove = move
+        return move
+
+    def getMove(self, legal):
+        move = Directions.STOP
+        if   (self.WEST_KEY in self.keys or 'Left' in self.keys) and Directions.WEST in legal:  move = Directions.WEST
+        if   (self.EAST_KEY in self.keys or 'Right' in self.keys) and Directions.EAST in legal: move = Directions.EAST
+        if   (self.NORTH_KEY in self.keys or 'Up' in self.keys) and Directions.NORTH in legal:   move = Directions.NORTH
+        if   (self.SOUTH_KEY in self.keys or 'Down' in self.keys) and Directions.SOUTH in legal: move = Directions.SOUTH
+        return move
+
+class KeyboardAgent2(KeyboardAgent):
+    """
+    A second agent controlled by the keyboard.
+    """
+    # NOTE: Arrow keys also work.
+    WEST_KEY  = 'j'
+    EAST_KEY  = "l"
+    NORTH_KEY = 'i'
+    SOUTH_KEY = 'k'
+    STOP_KEY = 'u'
+
+    def getMove(self, legal):
+        move = Directions.STOP
+        if   (self.WEST_KEY in self.keys) and Directions.WEST in legal:  move = Directions.WEST
+        if   (self.EAST_KEY in self.keys) and Directions.EAST in legal: move = Directions.EAST
+        if   (self.NORTH_KEY in self.keys) and Directions.NORTH in legal:   move = Directions.NORTH
+        if   (self.SOUTH_KEY in self.keys) and Directions.SOUTH in legal: move = Directions.SOUTH
+        return move
diff --git a/school/cpsc481/project1/src/layout.py b/school/cpsc481/project1/src/layout.py
new file mode 100644
index 0000000..ebba32a
--- /dev/null
+++ b/school/cpsc481/project1/src/layout.py
@@ -0,0 +1,150 @@
+# layout.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from util import manhattanDistance
+from game import Grid
+import os
+import random
+from functools import reduce
+
+VISIBILITY_MATRIX_CACHE = {}
+
+class Layout:
+    """
+    A Layout manages the static information about the game board.
+    """
+
+    def __init__(self, layoutText):
+        self.width = len(layoutText[0])
+        self.height= len(layoutText)
+        self.walls = Grid(self.width, self.height, False)
+        self.food = Grid(self.width, self.height, False)
+        self.capsules = []
+        self.agentPositions = []
+        self.numGhosts = 0
+        self.processLayoutText(layoutText)
+        self.layoutText = layoutText
+        self.totalFood = len(self.food.asList())
+        # self.initializeVisibilityMatrix()
+
+    def getNumGhosts(self):
+        return self.numGhosts
+
+    def initializeVisibilityMatrix(self):
+        global VISIBILITY_MATRIX_CACHE
+        if reduce(str.__add__, self.layoutText) not in VISIBILITY_MATRIX_CACHE:
+            from game import Directions
+            vecs = [(-0.5,0), (0.5,0),(0,-0.5),(0,0.5)]
+            dirs = [Directions.NORTH, Directions.SOUTH, Directions.WEST, Directions.EAST]
+            vis = Grid(self.width, self.height, {Directions.NORTH:set(), Directions.SOUTH:set(), Directions.EAST:set(), Directions.WEST:set(), Directions.STOP:set()})
+            for x in range(self.width):
+                for y in range(self.height):
+                    if self.walls[x][y] == False:
+                        for vec, direction in zip(vecs, dirs):
+                            dx, dy = vec
+                            nextx, nexty = x + dx, y + dy
+                            while (nextx + nexty) != int(nextx) + int(nexty) or not self.walls[int(nextx)][int(nexty)] :
+                                vis[x][y][direction].add((nextx, nexty))
+                                nextx, nexty = x + dx, y + dy
+            self.visibility = vis
+            VISIBILITY_MATRIX_CACHE[reduce(str.__add__, self.layoutText)] = vis
+        else:
+            self.visibility = VISIBILITY_MATRIX_CACHE[reduce(str.__add__, self.layoutText)]
+
+    def isWall(self, pos):
+        x, col = pos
+        return self.walls[x][col]
+
+    def getRandomLegalPosition(self):
+        x = random.choice(range(self.width))
+        y = random.choice(range(self.height))
+        while self.isWall( (x, y) ):
+            x = random.choice(range(self.width))
+            y = random.choice(range(self.height))
+        return (x,y)
+
+    def getRandomCorner(self):
+        poses = [(1,1), (1, self.height - 2), (self.width - 2, 1), (self.width - 2, self.height - 2)]
+        return random.choice(poses)
+
+    def getFurthestCorner(self, pacPos):
+        poses = [(1,1), (1, self.height - 2), (self.width - 2, 1), (self.width - 2, self.height - 2)]
+        dist, pos = max([(manhattanDistance(p, pacPos), p) for p in poses])
+        return pos
+
+    def isVisibleFrom(self, ghostPos, pacPos, pacDirection):
+        row, col = [int(x) for x in pacPos]
+        return ghostPos in self.visibility[row][col][pacDirection]
+
+    def __str__(self):
+        return "\n".join(self.layoutText)
+
+    def deepCopy(self):
+        return Layout(self.layoutText[:])
+
+    def processLayoutText(self, layoutText):
+        """
+        Coordinates are flipped from the input format to the (x,y) convention here
+
+        The shape of the maze.  Each character
+        represents a different type of object.
+         % - Wall
+         . - Food
+         o - Capsule
+         G - Ghost
+         P - Pacman
+        Other characters are ignored.
+        """
+        maxY = self.height - 1
+        for y in range(self.height):
+            for x in range(self.width):
+                layoutChar = layoutText[maxY - y][x]
+                self.processLayoutChar(x, y, layoutChar)
+        self.agentPositions.sort()
+        self.agentPositions = [ ( i == 0, pos) for i, pos in self.agentPositions]
+
+    def processLayoutChar(self, x, y, layoutChar):
+        if layoutChar == '%':
+            self.walls[x][y] = True
+        elif layoutChar == '.':
+            self.food[x][y] = True
+        elif layoutChar == 'o':
+            self.capsules.append((x, y))
+        elif layoutChar == 'P':
+            self.agentPositions.append( (0, (x, y) ) )
+        elif layoutChar in ['G']:
+            self.agentPositions.append( (1, (x, y) ) )
+            self.numGhosts += 1
+        elif layoutChar in  ['1', '2', '3', '4']:
+            self.agentPositions.append( (int(layoutChar), (x,y)))
+            self.numGhosts += 1
+def getLayout(name, back = 2):
+    if name.endswith('.lay'):
+        layout = tryToLoad('layouts/' + name)
+        if layout == None: layout = tryToLoad(name)
+    else:
+        layout = tryToLoad('layouts/' + name + '.lay')
+        if layout == None: layout = tryToLoad(name + '.lay')
+    if layout == None and back >= 0:
+        curdir = os.path.abspath('.')
+        os.chdir('..')
+        layout = getLayout(name, back -1)
+        os.chdir(curdir)
+    return layout
+
+def tryToLoad(fullname):
+    if(not os.path.exists(fullname)): return None
+    f = open(fullname)
+    try: return Layout([line.strip() for line in f])
+    finally: f.close()
diff --git a/school/cpsc481/project1/src/layouts/bigCorners.lay b/school/cpsc481/project1/src/layouts/bigCorners.lay
new file mode 100644
index 0000000..4d89d7b
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/bigCorners.lay
@@ -0,0 +1,37 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      %                         %.%
+%         %%%%% % %%% %%% %%%%%%% % %
+%       %       % %     %     % %   %
+%%%%% %%%%% %%% % % % %%% %%%%% % %%%
+%   % % % %   % % % %   % %     %   %
+% %%% % % % %%% %%%%% %%% % %%% %%% %
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+%             %       % %   %     % %
+% % %%%%% % %%% % % %%% % %%% %%% % %
+% % %     % % % % %     %   % % % % %
+% % % %%%%%%% % %%%%%%%%% %%% % %%% %
+% % % %     %   %     %     %   %   %
+%%% %%% % %%%%% %%%%% %%% %%% %%%%% %
+%     % %               % %   % % % %
+% % % % %  %  %%% %%% %%% % % % % % %
+% % % % % %%  % % % % %   % % %     %
+% % %%%%%  %  %%% %%% % %%% %%% %%%%%
+%       %  %  % % % % %       % %   %
+% %%% % %  %  %%% %%% %%%%%%%%% % %%%
+%   % %                   %   % %   %
+% %%% %%%%%%%%%%%%%%%%%%%%% % % %%% %
+% %                         %       %
+% % % %%%%% %%% % % % % %%%%%%%%%%%%%
+% % %   %     % % % %       %   % % %
+% % %%% %%% % % % %%%%%%%%% %%% % % %
+% %   % %   % % %P  % %   % % %     %
+% %%% %%% %%% % %%% % % %%%%% % %%%%%
+%       %   %     %       %   % %   %
+%%% % %%%%% %%%%% %%% %%% % %%% % %%%
+% % % % % % % %     % %   % %   % % %
+% % %%% % % % % %%%%%%%%% % % % % % %
+%       %                     %     %
+% %   % %%% %%% %%%%%%% %%% %%% %%% %
+%.%   %       %           %     %  .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/bigMaze.lay b/school/cpsc481/project1/src/layouts/bigMaze.lay
new file mode 100644
index 0000000..e11fade
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/bigMaze.lay
@@ -0,0 +1,37 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%       % % %           %   %     % %
+% %%%%%%% % %%% % %%% %%% %%%%%%% % %
+%       %       % %     %     % %   %
+%%%%% %%%%% %%% % % % %%% %%%%% % %%%
+%   % % % %   % % % %   % %   % %   %
+% %%% % % % %%% %%%%% %%% % %%% %%% %
+%       %     %   %   %     % % %   %
+%%% %%%%%%%%% %%%%%%% %%% %%% % % % %
+%             %       % %   %     % %
+% % %%%%% % %%% % % %%% % %%% %%% % %
+% % %     % % % % %     %   % % % % %
+% % % %%%%%%% % %%%%%%%%% %%% % %%% %
+% % % %     %   %     %     %   %   %
+%%% %%% % %%%%% %%%%% %%% %%% %%%%% %
+%     % % %     % %     % %   % % % %
+% % % % % %%% %%% %%% %%% % % % % % %
+% % % % %                 % % %     %
+%%% %%%%%%% % % %%%%% %%% % %%% %%%%%
+%       % % % %     %   %     % %   %
+%%%%% % % %%%%%%%%% %%%%%%%%%%% % %%%
+%   % %           % %     %   % %   %
+% %%% %%%%% %%%%%%%%% %%%%% % % %%% %
+% %   %      %        %     %       %
+% % % %%%%% %%% % % % % %%%%%%%%%%%%%
+% % %   %     % % % %       %   % % %
+% % %%% %%% % % % %%%%%%%%% %%% % % %
+% %   % %   % % %   % %   % % %     %
+% %%% %%% %%%%% %%% % % %%%%% % %%%%%
+%       %   %     % %     %   % %   %
+%%% % %%%%% %%%%% %%% %%% % %%% % %%%
+% % % % % % % %     % %   % %   % % %
+% % %%% % % % % %%%%%%%%% % % % % % %
+%   %   %   %                 %     %
+% % % % %%% %%% %%%%%%% %%% %%% %%% %
+%.% % %       %   %       %   % %  P%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/bigSafeSearch.lay b/school/cpsc481/project1/src/layouts/bigSafeSearch.lay
new file mode 100644
index 0000000..b5fd414
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/bigSafeSearch.lay
@@ -0,0 +1,8 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.%.........%% G %  o%%%%.....%
+%.%.%%%%%%%.%%%%%% %%%%%%%.%%.%
+%............%...%............%
+%%%%%...%%%..     ..%.%...%.%%%
+%o%%%.%%%%%.%%%%%%%.%%%.%.%%%%%
+%    ..........Po...%...%.   o%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/bigSearch.lay b/school/cpsc481/project1/src/layouts/bigSearch.lay
new file mode 100644
index 0000000..bb59eb8
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/bigSearch.lay
@@ -0,0 +1,15 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.....%.................%.....%
+%.%%%.%.%%%.%%%%%%%.%%%.%.....%
+%.%...%.%......%......%.%.....%
+%...%%%.%.%%%%.%.%%%%...%%%...%
+%%%.%.%.%.%......%..%.%...%.%%%
+%...%.%%%.%.%%% %%%.%.%%%.%...%
+%.%%%.......%     %.......%%%.%
+%...%.%%%%%.%%%%%%%.%.%%%.%...%
+%%%.%...%.%....%....%.%...%.%%%
+%...%%%.%.%%%%.%.%%%%.%.%%%...%
+%.......%......%......%.....%.%
+%.....%.%%%.%%%%%%%.%%%.%.%%%.%
+%.....%........P....%...%.....%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/boxSearch.lay b/school/cpsc481/project1/src/layouts/boxSearch.lay
new file mode 100644
index 0000000..4a113fc
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/boxSearch.lay
@@ -0,0 +1,14 @@
+%%%%%%%%%%%%%%
+%. . . . . % %
+%          % %
+%. . . . . %G%
+%          % %
+%. . . . . % %
+%          % %
+%. . . . . % %
+%     P    %G%
+%. . . . . % %
+%          % %
+%. . . . . % %
+%          % %
+%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/capsuleClassic.lay b/school/cpsc481/project1/src/layouts/capsuleClassic.lay
new file mode 100644
index 0000000..06a5c51
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/capsuleClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%
+%G.       G   ....%
+%.% % %%%%%% %.%%.%
+%.%o% %   o% %.o%.%
+%.%%%.%  %%% %..%.%
+%.....  P    %..%G%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/contestClassic.lay b/school/cpsc481/project1/src/layouts/contestClassic.lay
new file mode 100644
index 0000000..84c8733
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/contestClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%...... G GG%......%
+%.%.%%.%% %%%.%%.%.%
+%.%....% ooo%.%..%.%
+%.%.%%.% %% %.%.%%.%
+%o%......P....%....%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/contoursMaze.lay b/school/cpsc481/project1/src/layouts/contoursMaze.lay
new file mode 100644
index 0000000..a068956
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/contoursMaze.lay
@@ -0,0 +1,11 @@
+%%%%%%%%%%%%%%%%%%%%%
+%                   %
+%                   %
+%                   %
+%                   %
+%         P         %
+%                   %
+%                   %
+%                   %
+%.                  %
+%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/greedySearch.lay b/school/cpsc481/project1/src/layouts/greedySearch.lay
new file mode 100644
index 0000000..4072363
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/greedySearch.lay
@@ -0,0 +1,8 @@
+%%%%%%
+%....%
+% %%.%
+% %%.%
+%.P .%
+%.%%%%
+%....%
+%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/mediumClassic.lay b/school/cpsc481/project1/src/layouts/mediumClassic.lay
new file mode 100644
index 0000000..33c5db8
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumClassic.lay
@@ -0,0 +1,11 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%....%
+%.%%.%.%%%%%%.%.%%.%
+%.%..............%.%
+%.%.%%.%%  %%.%%.%.%
+%......%G  G%......%
+%.%.%%.%%%%%%.%%.%.%
+%.%..............%.%
+%.%%.%.%%%%%%.%.%%.%
+%....%...P....%...o%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/mediumCorners.lay b/school/cpsc481/project1/src/layouts/mediumCorners.lay
new file mode 100644
index 0000000..6a39756
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumCorners.lay
@@ -0,0 +1,14 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      % % %              %.%
+%       % % %%%%%% %%%%%%% % %
+%       %        %     % %   %
+%%%%% %%%%% %%% %% %%%%% % %%%
+%   % % % %   %    %     %   %
+% %%% % % % %%%%%%%% %%% %%% %
+%       %     %%     % % %   %
+%%% % %%%%%%% %%%% %%% % % % %
+% %           %%     %     % %
+% % %%%%% % %%%% % %%% %%% % %
+%   %     %      % %   % %%% %
+%.  %P%%%%%      % %%% %    .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/mediumDottedMaze.lay b/school/cpsc481/project1/src/layouts/mediumDottedMaze.lay
new file mode 100644
index 0000000..103f818
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumDottedMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%% %%% %%%%%%%% %
+% %%   %   %      %%% %%%   %% ... %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % % %    %%     %% %% ... %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%  ... % 
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %% ... %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %  ... %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%% ...... %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/mediumMaze.lay b/school/cpsc481/project1/src/layouts/mediumMaze.lay
new file mode 100644
index 0000000..55c1236
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      % 
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/mediumSafeSearch.lay b/school/cpsc481/project1/src/layouts/mediumSafeSearch.lay
new file mode 100644
index 0000000..e7d6b1c
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumSafeSearch.lay
@@ -0,0 +1,6 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.%     ....%% G %%%%%%   o%%.%
+%.%o%%%%%%%.%%%%%%%     %%%%%.%
+% %%%.%%%%%.%%%%%%%.%%%.%.%%%.%
+%    ..........Po...%.........%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/mediumScaryMaze.lay b/school/cpsc481/project1/src/layouts/mediumScaryMaze.lay
new file mode 100644
index 0000000..65d4c33
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumScaryMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                   P%
+% %%%%%%%%%%%%%%%%%%% %%%  %%%%%%%%  %
+% %%   %   %      %%% %%%    %%GG    %
+% %% % % % % %%%% %%%%%%%%%  %%  %%%%%
+% %% % % % % %    %%GG       %%      %
+% %% % % % % % %%%%%  %%%    %%%%%%  %
+% %% % % %   %    %%  %%%%%%%%%      % 
+% %% % % %%%%%%%% %%         %%  %%%%%
+% %% %   %%       %%%%%%%%%  %%      %
+%    %%% %% %%%%%%%      %%  %%%%%%  %
+%%%%%%      %       %    %%  %%      %
+%      %%%%%% %%   %%    %%  %%  %%%%%
+% %%%%%%      %       %%%%%  %%      %
+%          %%%%       %%%%%  %%%%%%  %
+%%%%%%%%   %                 %%%%%%  %
+%.         %%%%%%%%%%%%%%%%          %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/mediumSearch.lay b/school/cpsc481/project1/src/layouts/mediumSearch.lay
new file mode 100644
index 0000000..2f8af42
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/mediumSearch.lay
@@ -0,0 +1,8 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%............%%%%%............%
+%%%.%...%%%.........%.%...%.%%%
+%...%%%.%.%%%%.%.%%%%%%.%%%...%
+%.%.....%......%......%.....%.%
+%.%%%.%%%%%.%%%%%%%.%%%.%.%%%%%
+%.....%........P....%...%.....%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/minimaxClassic.lay b/school/cpsc481/project1/src/layouts/minimaxClassic.lay
new file mode 100644
index 0000000..a547397
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/minimaxClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%%
+%.P    G% 
+% %.%G%%%  
+%G    %%% 
+%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/oddSearch.lay b/school/cpsc481/project1/src/layouts/oddSearch.lay
new file mode 100644
index 0000000..2ddbc9a
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/oddSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%...%.........%%...%
+%.%.%.%%%%%%%%%%.%.%
+%..................%
+%%%%%%%%.%.%%%%%%%P%
+%%%%%%%%.......    %
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/openClassic.lay b/school/cpsc481/project1/src/layouts/openClassic.lay
new file mode 100644
index 0000000..6760b42
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/openClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%
+%.. P  ....      ....   %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      .... G %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      ....  o%
+%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/openMaze.lay b/school/cpsc481/project1/src/layouts/openMaze.lay
new file mode 100644
index 0000000..5dee689
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/openMaze.lay
@@ -0,0 +1,23 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                  P%
+%            %                      %
+%            %                      %
+%            %                      %
+%            %                      %
+%            %                      %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%%%%%%%%%%%%%%      %%%%%%%%%%%%%%%%%
+%            %                      %
+%            %                      %
+%            %                      %
+%                                   %
+%                                   %
+%                                   %
+%.                                  %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/openSearch.lay b/school/cpsc481/project1/src/layouts/openSearch.lay
new file mode 100644
index 0000000..f02d21d
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/openSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%..................%
+%..................%
+%........P.........%
+%..................%
+%..................%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/originalClassic.lay b/school/cpsc481/project1/src/layouts/originalClassic.lay
new file mode 100644
index 0000000..b2770c5
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/originalClassic.lay
@@ -0,0 +1,27 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o%%%%.%%%%%.%%.%%%%%.%%%%o%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%..........................%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%......%%....%%....%%......%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%  %%%% %.%%%%%%
+%     .  %G  GG  G%  .     %
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o..%%.......  .......%%..o%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%......%%....%%....%%......%
+%.%%%%%%%%%%.%%.%%%%%%%%%%.%
+%.............P............%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/powerClassic.lay b/school/cpsc481/project1/src/layouts/powerClassic.lay
new file mode 100644
index 0000000..3f3d983
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/powerClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%o....o%GGGG%o....o%
+%..%...%%  %%...%..%
+%.%o.%........%.o%.%
+%.o%.%.%%%%%%.%.%o.%
+%........P.........%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/smallClassic.lay b/school/cpsc481/project1/src/layouts/smallClassic.lay
new file mode 100644
index 0000000..ce6c1d9
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/smallClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%......%G  G%......%
+%.%%...%%  %%...%%.%
+%.%o.%........%.o%.%
+%.%%.%.%%%%%%.%.%%.%
+%........P.........%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/smallMaze.lay b/school/cpsc481/project1/src/layouts/smallMaze.lay
new file mode 100644
index 0000000..72d3ffc
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/smallMaze.lay
@@ -0,0 +1,10 @@
+%%%%%%%%%%%%%%%%%%%%%%
+% %%        % %      %
+%    %%%%%% % %%%%%% %
+%%%%%%     P  %      %
+%    % %%%%%% %% %%%%%
+% %%%% %         %   %
+%        %%% %%%   % %
+%%%%%%%%%%    %%%%%% %
+%.         %%        %
+%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/layouts/smallSafeSearch.lay b/school/cpsc481/project1/src/layouts/smallSafeSearch.lay
new file mode 100644
index 0000000..b97feaa
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/smallSafeSearch.lay
@@ -0,0 +1,15 @@
+%%%%%%%%%
+%.. % G %
+%%% %%%%%
+%       %
+%%%%%%% %
+%       %
+% %%%%% %
+%     % %
+%%%%% % %
+%     %o%
+% %%%%%%%
+%      .%
+%%%%%%%.%
+%Po    .%
+%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/smallSearch.lay b/school/cpsc481/project1/src/layouts/smallSearch.lay
new file mode 100644
index 0000000..c2321d4
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/smallSearch.lay
@@ -0,0 +1,5 @@
+%%%%%%%%%%%%%%%%%%%%
+%.           ...P .%
+%.%%.%%.%%.%%.%% %.%
+% %% %.....      %.%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/testClassic.lay b/school/cpsc481/project1/src/layouts/testClassic.lay
new file mode 100644
index 0000000..4b3ffca
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/testClassic.lay
@@ -0,0 +1,10 @@
+%%%%%
+% . %
+%.G.%
+% . %
+%. .%
+%   %
+%  .%
+%   %
+%P .%
+%%%%%
diff --git a/school/cpsc481/project1/src/layouts/testMaze.lay b/school/cpsc481/project1/src/layouts/testMaze.lay
new file mode 100644
index 0000000..4d259a4
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/testMaze.lay
@@ -0,0 +1,3 @@
+%%%%%%%%%%
+%.      P%
+%%%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/testSearch.lay b/school/cpsc481/project1/src/layouts/testSearch.lay
new file mode 100644
index 0000000..25bad23
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/testSearch.lay
@@ -0,0 +1,5 @@
+%%%%%
+%.P %
+%%% %
+%.  %
+%%%%%
diff --git a/school/cpsc481/project1/src/layouts/tinyCorners.lay b/school/cpsc481/project1/src/layouts/tinyCorners.lay
new file mode 100644
index 0000000..526c880
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/tinyCorners.lay
@@ -0,0 +1,8 @@
+%%%%%%%%
+%.    .%
+%   P  %
+% %%%% %
+% %    %
+% % %%%%
+%.%   .%
+%%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/tinyMaze.lay b/school/cpsc481/project1/src/layouts/tinyMaze.lay
new file mode 100644
index 0000000..f7035a5
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/tinyMaze.lay
@@ -0,0 +1,7 @@
+%%%%%%%
+%    P%
+% %%% %
+%  %  %
+%%   %%
+%. %%%%
+%%%%%%%
diff --git a/school/cpsc481/project1/src/layouts/tinySafeSearch.lay b/school/cpsc481/project1/src/layouts/tinySafeSearch.lay
new file mode 100644
index 0000000..fea6860
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/tinySafeSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%
+% G %...%
+%%%%%%% %
+%Po     %
+%.%%.%%.%
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new file mode 100644
index 0000000..c51f4b0
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/tinySearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%
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+%%%%.%% %
+%   P   %
+%.%% %%.%
+%.%.   .%
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diff --git a/school/cpsc481/project1/src/layouts/trappedClassic.lay b/school/cpsc481/project1/src/layouts/trappedClassic.lay
new file mode 100644
index 0000000..289557f
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/trappedClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%
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diff --git a/school/cpsc481/project1/src/layouts/trickyClassic.lay b/school/cpsc481/project1/src/layouts/trickyClassic.lay
new file mode 100644
index 0000000..ffa156c
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/trickyClassic.lay
@@ -0,0 +1,13 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%.%.....%..%.....%.%
+%.%.%%.%%  %%.%%.%.%
+%...... GGGG%.%....%
+%.%....%%%%%%.%..%.%
+%.%....%  oo%.%..%.%
+%.%....% %%%%.%..%.%
+%.%...........%..%.%
+%.%%.%.%%%%%%.%.%%.%
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diff --git a/school/cpsc481/project1/src/layouts/trickySearch.lay b/school/cpsc481/project1/src/layouts/trickySearch.lay
new file mode 100644
index 0000000..4a607e6
--- /dev/null
+++ b/school/cpsc481/project1/src/layouts/trickySearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
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diff --git a/school/cpsc481/project1/src/pacman.py b/school/cpsc481/project1/src/pacman.py
new file mode 100644
index 0000000..0a527c2
--- /dev/null
+++ b/school/cpsc481/project1/src/pacman.py
@@ -0,0 +1,684 @@
+# pacman.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+Pacman.py holds the logic for the classic pacman game along with the main
+code to run a game.  This file is divided into three sections:
+
+  (i)  Your interface to the pacman world:
+          Pacman is a complex environment.  You probably don't want to
+          read through all of the code we wrote to make the game runs
+          correctly.  This section contains the parts of the code
+          that you will need to understand in order to complete the
+          project.  There is also some code in game.py that you should
+          understand.
+
+  (ii)  The hidden secrets of pacman:
+          This section contains all of the logic code that the pacman
+          environment uses to decide who can move where, who dies when
+          things collide, etc.  You shouldn't need to read this section
+          of code, but you can if you want.
+
+  (iii) Framework to start a game:
+          The final section contains the code for reading the command
+          you use to set up the game, then starting up a new game, along with
+          linking in all the external parts (agent functions, graphics).
+          Check this section out to see all the options available to you.
+
+To play your first game, type 'python pacman.py' from the command line.
+The keys are 'a', 's', 'd', and 'w' to move (or arrow keys).  Have fun!
+"""
+from game import GameStateData
+from game import Game
+from game import Directions
+from game import Actions
+from util import nearestPoint
+from util import manhattanDistance
+import util, layout
+import sys, types, time, random, os
+
+###################################################
+# YOUR INTERFACE TO THE PACMAN WORLD: A GameState #
+###################################################
+
+class GameState:
+    """
+    A GameState specifies the full game state, including the food, capsules,
+    agent configurations and score changes.
+
+    GameStates are used by the Game object to capture the actual state of the game and
+    can be used by agents to reason about the game.
+
+    Much of the information in a GameState is stored in a GameStateData object.  We
+    strongly suggest that you access that data via the accessor methods below rather
+    than referring to the GameStateData object directly.
+
+    Note that in classic Pacman, Pacman is always agent 0.
+    """
+
+    ####################################################
+    # Accessor methods: use these to access state data #
+    ####################################################
+
+    # static variable keeps track of which states have had getLegalActions called
+    explored = set()
+    def getAndResetExplored():
+        tmp = GameState.explored.copy()
+        GameState.explored = set()
+        return tmp
+    getAndResetExplored = staticmethod(getAndResetExplored)
+
+    def getLegalActions( self, agentIndex=0 ):
+        """
+        Returns the legal actions for the agent specified.
+        """
+#        GameState.explored.add(self)
+        if self.isWin() or self.isLose(): return []
+
+        if agentIndex == 0:  # Pacman is moving
+            return PacmanRules.getLegalActions( self )
+        else:
+            return GhostRules.getLegalActions( self, agentIndex )
+
+    def generateSuccessor( self, agentIndex, action):
+        """
+        Returns the successor state after the specified agent takes the action.
+        """
+        # Check that successors exist
+        if self.isWin() or self.isLose(): raise Exception('Can\'t generate a successor of a terminal state.')
+
+        # Copy current state
+        state = GameState(self)
+
+        # Let agent's logic deal with its action's effects on the board
+        if agentIndex == 0:  # Pacman is moving
+            state.data._eaten = [False for i in range(state.getNumAgents())]
+            PacmanRules.applyAction( state, action )
+        else:                # A ghost is moving
+            GhostRules.applyAction( state, action, agentIndex )
+
+        # Time passes
+        if agentIndex == 0:
+            state.data.scoreChange += -TIME_PENALTY # Penalty for waiting around
+        else:
+            GhostRules.decrementTimer( state.data.agentStates[agentIndex] )
+
+        # Resolve multi-agent effects
+        GhostRules.checkDeath( state, agentIndex )
+
+        # Book keeping
+        state.data._agentMoved = agentIndex
+        state.data.score += state.data.scoreChange
+        GameState.explored.add(self)
+        GameState.explored.add(state)
+        return state
+
+    def getLegalPacmanActions( self ):
+        return self.getLegalActions( 0 )
+
+    def generatePacmanSuccessor( self, action ):
+        """
+        Generates the successor state after the specified pacman move
+        """
+        return self.generateSuccessor( 0, action )
+
+    def getPacmanState( self ):
+        """
+        Returns an AgentState object for pacman (in game.py)
+
+        state.pos gives the current position
+        state.direction gives the travel vector
+        """
+        return self.data.agentStates[0].copy()
+
+    def getPacmanPosition( self ):
+        return self.data.agentStates[0].getPosition()
+
+    def getGhostStates( self ):
+        return self.data.agentStates[1:]
+
+    def getGhostState( self, agentIndex ):
+        if agentIndex == 0 or agentIndex >= self.getNumAgents():
+            raise Exception("Invalid index passed to getGhostState")
+        return self.data.agentStates[agentIndex]
+
+    def getGhostPosition( self, agentIndex ):
+        if agentIndex == 0:
+            raise Exception("Pacman's index passed to getGhostPosition")
+        return self.data.agentStates[agentIndex].getPosition()
+
+    def getGhostPositions(self):
+        return [s.getPosition() for s in self.getGhostStates()]
+
+    def getNumAgents( self ):
+        return len( self.data.agentStates )
+
+    def getScore( self ):
+        return float(self.data.score)
+
+    def getCapsules(self):
+        """
+        Returns a list of positions (x,y) of the remaining capsules.
+        """
+        return self.data.capsules
+
+    def getNumFood( self ):
+        return self.data.food.count()
+
+    def getFood(self):
+        """
+        Returns a Grid of boolean food indicator variables.
+
+        Grids can be accessed via list notation, so to check
+        if there is food at (x,y), just call
+
+        currentFood = state.getFood()
+        if currentFood[x][y] == True: ...
+        """
+        return self.data.food
+
+    def getWalls(self):
+        """
+        Returns a Grid of boolean wall indicator variables.
+
+        Grids can be accessed via list notation, so to check
+        if there is a wall at (x,y), just call
+
+        walls = state.getWalls()
+        if walls[x][y] == True: ...
+        """
+        return self.data.layout.walls
+
+    def hasFood(self, x, y):
+        return self.data.food[x][y]
+
+    def hasWall(self, x, y):
+        return self.data.layout.walls[x][y]
+
+    def isLose( self ):
+        return self.data._lose
+
+    def isWin( self ):
+        return self.data._win
+
+    #############################################
+    #             Helper methods:               #
+    # You shouldn't need to call these directly #
+    #############################################
+
+    def __init__( self, prevState = None ):
+        """
+        Generates a new state by copying information from its predecessor.
+        """
+        if prevState != None: # Initial state
+            self.data = GameStateData(prevState.data)
+        else:
+            self.data = GameStateData()
+
+    def deepCopy( self ):
+        state = GameState( self )
+        state.data = self.data.deepCopy()
+        return state
+
+    def __eq__( self, other ):
+        """
+        Allows two states to be compared.
+        """
+        return hasattr(other, 'data') and self.data == other.data
+
+    def __hash__( self ):
+        """
+        Allows states to be keys of dictionaries.
+        """
+        return hash( self.data )
+
+    def __str__( self ):
+
+        return str(self.data)
+
+    def initialize( self, layout, numGhostAgents=1000 ):
+        """
+        Creates an initial game state from a layout array (see layout.py).
+        """
+        self.data.initialize(layout, numGhostAgents)
+
+############################################################################
+#                     THE HIDDEN SECRETS OF PACMAN                         #
+#                                                                          #
+# You shouldn't need to look through the code in this section of the file. #
+############################################################################
+
+SCARED_TIME = 40    # Moves ghosts are scared
+COLLISION_TOLERANCE = 0.7 # How close ghosts must be to Pacman to kill
+TIME_PENALTY = 1 # Number of points lost each round
+
+class ClassicGameRules:
+    """
+    These game rules manage the control flow of a game, deciding when
+    and how the game starts and ends.
+    """
+    def __init__(self, timeout=30):
+        self.timeout = timeout
+
+    def newGame( self, layout, pacmanAgent, ghostAgents, display, quiet = False, catchExceptions=False):
+        agents = [pacmanAgent] + ghostAgents[:layout.getNumGhosts()]
+        initState = GameState()
+        initState.initialize( layout, len(ghostAgents) )
+        game = Game(agents, display, self, catchExceptions=catchExceptions)
+        game.state = initState
+        self.initialState = initState.deepCopy()
+        self.quiet = quiet
+        return game
+
+    def process(self, state, game):
+        """
+        Checks to see whether it is time to end the game.
+        """
+        if state.isWin(): self.win(state, game)
+        if state.isLose(): self.lose(state, game)
+
+    def win( self, state, game ):
+        if not self.quiet: print("Pacman emerges victorious! Score: %d" % state.data.score)
+        game.gameOver = True
+
+    def lose( self, state, game ):
+        if not self.quiet: print("Pacman died! Score: %d" % state.data.score)
+        game.gameOver = True
+
+    def getProgress(self, game):
+        return float(game.state.getNumFood()) / self.initialState.getNumFood()
+
+    def agentCrash(self, game, agentIndex):
+        if agentIndex == 0:
+            print("Pacman crashed")
+        else:
+            print("A ghost crashed")
+
+    def getMaxTotalTime(self, agentIndex):
+        return self.timeout
+
+    def getMaxStartupTime(self, agentIndex):
+        return self.timeout
+
+    def getMoveWarningTime(self, agentIndex):
+        return self.timeout
+
+    def getMoveTimeout(self, agentIndex):
+        return self.timeout
+
+    def getMaxTimeWarnings(self, agentIndex):
+        return 0
+
+class PacmanRules:
+    """
+    These functions govern how pacman interacts with his environment under
+    the classic game rules.
+    """
+    PACMAN_SPEED=1
+
+    def getLegalActions( state ):
+        """
+        Returns a list of possible actions.
+        """
+        return Actions.getPossibleActions( state.getPacmanState().configuration, state.data.layout.walls )
+    getLegalActions = staticmethod( getLegalActions )
+
+    def applyAction( state, action ):
+        """
+        Edits the state to reflect the results of the action.
+        """
+        legal = PacmanRules.getLegalActions( state )
+        if action not in legal:
+            raise Exception("Illegal action " + str(action))
+
+        pacmanState = state.data.agentStates[0]
+
+        # Update Configuration
+        vector = Actions.directionToVector( action, PacmanRules.PACMAN_SPEED )
+        pacmanState.configuration = pacmanState.configuration.generateSuccessor( vector )
+
+        # Eat
+        next = pacmanState.configuration.getPosition()
+        nearest = nearestPoint( next )
+        if manhattanDistance( nearest, next ) <= 0.5 :
+            # Remove food
+            PacmanRules.consume( nearest, state )
+    applyAction = staticmethod( applyAction )
+
+    def consume( position, state ):
+        x,y = position
+        # Eat food
+        if state.data.food[x][y]:
+            state.data.scoreChange += 10
+            state.data.food = state.data.food.copy()
+            state.data.food[x][y] = False
+            state.data._foodEaten = position
+            # TODO: cache numFood?
+            numFood = state.getNumFood()
+            if numFood == 0 and not state.data._lose:
+                state.data.scoreChange += 500
+                state.data._win = True
+        # Eat capsule
+        if( position in state.getCapsules() ):
+            state.data.capsules.remove( position )
+            state.data._capsuleEaten = position
+            # Reset all ghosts' scared timers
+            for index in range( 1, len( state.data.agentStates ) ):
+                state.data.agentStates[index].scaredTimer = SCARED_TIME
+    consume = staticmethod( consume )
+
+class GhostRules:
+    """
+    These functions dictate how ghosts interact with their environment.
+    """
+    GHOST_SPEED=1.0
+    def getLegalActions( state, ghostIndex ):
+        """
+        Ghosts cannot stop, and cannot turn around unless they
+        reach a dead end, but can turn 90 degrees at intersections.
+        """
+        conf = state.getGhostState( ghostIndex ).configuration
+        possibleActions = Actions.getPossibleActions( conf, state.data.layout.walls )
+        reverse = Actions.reverseDirection( conf.direction )
+        if Directions.STOP in possibleActions:
+            possibleActions.remove( Directions.STOP )
+        if reverse in possibleActions and len( possibleActions ) > 1:
+            possibleActions.remove( reverse )
+        return possibleActions
+    getLegalActions = staticmethod( getLegalActions )
+
+    def applyAction( state, action, ghostIndex):
+
+        legal = GhostRules.getLegalActions( state, ghostIndex )
+        if action not in legal:
+            raise Exception("Illegal ghost action " + str(action))
+
+        ghostState = state.data.agentStates[ghostIndex]
+        speed = GhostRules.GHOST_SPEED
+        if ghostState.scaredTimer > 0: speed /= 2.0
+        vector = Actions.directionToVector( action, speed )
+        ghostState.configuration = ghostState.configuration.generateSuccessor( vector )
+    applyAction = staticmethod( applyAction )
+
+    def decrementTimer( ghostState):
+        timer = ghostState.scaredTimer
+        if timer == 1:
+            ghostState.configuration.pos = nearestPoint( ghostState.configuration.pos )
+        ghostState.scaredTimer = max( 0, timer - 1 )
+    decrementTimer = staticmethod( decrementTimer )
+
+    def checkDeath( state, agentIndex):
+        pacmanPosition = state.getPacmanPosition()
+        if agentIndex == 0: # Pacman just moved; Anyone can kill him
+            for index in range( 1, len( state.data.agentStates ) ):
+                ghostState = state.data.agentStates[index]
+                ghostPosition = ghostState.configuration.getPosition()
+                if GhostRules.canKill( pacmanPosition, ghostPosition ):
+                    GhostRules.collide( state, ghostState, index )
+        else:
+            ghostState = state.data.agentStates[agentIndex]
+            ghostPosition = ghostState.configuration.getPosition()
+            if GhostRules.canKill( pacmanPosition, ghostPosition ):
+                GhostRules.collide( state, ghostState, agentIndex )
+    checkDeath = staticmethod( checkDeath )
+
+    def collide( state, ghostState, agentIndex):
+        if ghostState.scaredTimer > 0:
+            state.data.scoreChange += 200
+            GhostRules.placeGhost(state, ghostState)
+            ghostState.scaredTimer = 0
+            # Added for first-person
+            state.data._eaten[agentIndex] = True
+        else:
+            if not state.data._win:
+                state.data.scoreChange -= 500
+                state.data._lose = True
+    collide = staticmethod( collide )
+
+    def canKill( pacmanPosition, ghostPosition ):
+        return manhattanDistance( ghostPosition, pacmanPosition ) <= COLLISION_TOLERANCE
+    canKill = staticmethod( canKill )
+
+    def placeGhost(state, ghostState):
+        ghostState.configuration = ghostState.start
+    placeGhost = staticmethod( placeGhost )
+
+#############################
+# FRAMEWORK TO START A GAME #
+#############################
+
+def default(str):
+    return str + ' [Default: %default]'
+
+def parseAgentArgs(str):
+    if str == None: return {}
+    pieces = str.split(',')
+    opts = {}
+    for p in pieces:
+        if '=' in p:
+            key, val = p.split('=')
+        else:
+            key,val = p, 1
+        opts[key] = val
+    return opts
+
+def readCommand( argv ):
+    """
+    Processes the command used to run pacman from the command line.
+    """
+    from optparse import OptionParser
+    usageStr = """
+    USAGE:      python pacman.py 
+    EXAMPLES:   (1) python pacman.py
+                    - starts an interactive game
+                (2) python pacman.py --layout smallClassic --zoom 2
+                OR  python pacman.py -l smallClassic -z 2
+                    - starts an interactive game on a smaller board, zoomed in
+    """
+    parser = OptionParser(usageStr)
+
+    parser.add_option('-n', '--numGames', dest='numGames', type='int',
+                      help=default('the number of GAMES to play'), metavar='GAMES', default=1)
+    parser.add_option('-l', '--layout', dest='layout',
+                      help=default('the LAYOUT_FILE from which to load the map layout'),
+                      metavar='LAYOUT_FILE', default='mediumClassic')
+    parser.add_option('-p', '--pacman', dest='pacman',
+                      help=default('the agent TYPE in the pacmanAgents module to use'),
+                      metavar='TYPE', default='KeyboardAgent')
+    parser.add_option('-t', '--textGraphics', action='store_true', dest='textGraphics',
+                      help='Display output as text only', default=False)
+    parser.add_option('-q', '--quietTextGraphics', action='store_true', dest='quietGraphics',
+                      help='Generate minimal output and no graphics', default=False)
+    parser.add_option('-g', '--ghosts', dest='ghost',
+                      help=default('the ghost agent TYPE in the ghostAgents module to use'),
+                      metavar = 'TYPE', default='RandomGhost')
+    parser.add_option('-k', '--numghosts', type='int', dest='numGhosts',
+                      help=default('The maximum number of ghosts to use'), default=4)
+    parser.add_option('-z', '--zoom', type='float', dest='zoom',
+                      help=default('Zoom the size of the graphics window'), default=1.0)
+    parser.add_option('-f', '--fixRandomSeed', action='store_true', dest='fixRandomSeed',
+                      help='Fixes the random seed to always play the same game', default=False)
+    parser.add_option('-r', '--recordActions', action='store_true', dest='record',
+                      help='Writes game histories to a file (named by the time they were played)', default=False)
+    parser.add_option('--replay', dest='gameToReplay',
+                      help='A recorded game file (pickle) to replay', default=None)
+    parser.add_option('-a','--agentArgs',dest='agentArgs',
+                      help='Comma separated values sent to agent. e.g. "opt1=val1,opt2,opt3=val3"')
+    parser.add_option('-x', '--numTraining', dest='numTraining', type='int',
+                      help=default('How many episodes are training (suppresses output)'), default=0)
+    parser.add_option('--frameTime', dest='frameTime', type='float',
+                      help=default('Time to delay between frames; <0 means keyboard'), default=0.1)
+    parser.add_option('-c', '--catchExceptions', action='store_true', dest='catchExceptions',
+                      help='Turns on exception handling and timeouts during games', default=False)
+    parser.add_option('--timeout', dest='timeout', type='int',
+                      help=default('Maximum length of time an agent can spend computing in a single game'), default=30)
+
+    options, otherjunk = parser.parse_args(argv)
+    if len(otherjunk) != 0:
+        raise Exception('Command line input not understood: ' + str(otherjunk))
+    args = dict()
+
+    # Fix the random seed
+    if options.fixRandomSeed: random.seed('cs188')
+
+    # Choose a layout
+    args['layout'] = layout.getLayout( options.layout )
+    if args['layout'] == None: raise Exception("The layout " + options.layout + " cannot be found")
+
+    # Choose a Pacman agent
+    noKeyboard = options.gameToReplay == None and (options.textGraphics or options.quietGraphics)
+    pacmanType = loadAgent(options.pacman, noKeyboard)
+    agentOpts = parseAgentArgs(options.agentArgs)
+    if options.numTraining > 0:
+        args['numTraining'] = options.numTraining
+        if 'numTraining' not in agentOpts: agentOpts['numTraining'] = options.numTraining
+    pacman = pacmanType(**agentOpts) # Instantiate Pacman with agentArgs
+    args['pacman'] = pacman
+
+    # Don't display training games
+    if 'numTrain' in agentOpts:
+        options.numQuiet = int(agentOpts['numTrain'])
+        options.numIgnore = int(agentOpts['numTrain'])
+
+    # Choose a ghost agent
+    ghostType = loadAgent(options.ghost, noKeyboard)
+    args['ghosts'] = [ghostType( i+1 ) for i in range( options.numGhosts )]
+
+    # Choose a display format
+    if options.quietGraphics:
+        import textDisplay
+        args['display'] = textDisplay.NullGraphics()
+    elif options.textGraphics:
+        import textDisplay
+        textDisplay.SLEEP_TIME = options.frameTime
+        args['display'] = textDisplay.PacmanGraphics()
+    else:
+        import graphicsDisplay
+        args['display'] = graphicsDisplay.PacmanGraphics(options.zoom, frameTime = options.frameTime)
+    args['numGames'] = options.numGames
+    args['record'] = options.record
+    args['catchExceptions'] = options.catchExceptions
+    args['timeout'] = options.timeout
+
+    # Special case: recorded games don't use the runGames method or args structure
+    if options.gameToReplay != None:
+        print('Replaying recorded game %s.' % options.gameToReplay)
+        import pickle
+        f = open(options.gameToReplay, 'rb')
+        try: recorded = pickle.load(f)
+        finally: f.close()
+        recorded['display'] = args['display']
+        replayGame(**recorded)
+        sys.exit(0)
+
+    return args
+
+def loadAgent(pacman, nographics):
+    # Looks through all pythonPath Directories for the right module,
+    pythonPathStr = os.path.expandvars("$PYTHONPATH")
+    if pythonPathStr.find(';') == -1:
+        pythonPathDirs = pythonPathStr.split(':')
+    else:
+        pythonPathDirs = pythonPathStr.split(';')
+    pythonPathDirs.append('.')
+
+    for moduleDir in pythonPathDirs:
+        if not os.path.isdir(moduleDir): continue
+        moduleNames = [f for f in os.listdir(moduleDir) if f.endswith('gents.py')]
+        for modulename in moduleNames:
+            try:
+                module = __import__(modulename[:-3])
+            except ImportError:
+                continue
+            if pacman in dir(module):
+                if nographics and modulename == 'keyboardAgents.py':
+                    raise Exception('Using the keyboard requires graphics (not text display)')
+                return getattr(module, pacman)
+    raise Exception('The agent ' + pacman + ' is not specified in any *Agents.py.')
+
+def replayGame( layout, actions, display ):
+    import pacmanAgents, ghostAgents
+    rules = ClassicGameRules()
+    agents = [pacmanAgents.GreedyAgent()] + [ghostAgents.RandomGhost(i+1) for i in range(layout.getNumGhosts())]
+    game = rules.newGame( layout, agents[0], agents[1:], display )
+    state = game.state
+    display.initialize(state.data)
+
+    for action in actions:
+            # Execute the action
+        state = state.generateSuccessor( *action )
+        # Change the display
+        display.update( state.data )
+        # Allow for game specific conditions (winning, losing, etc.)
+        rules.process(state, game)
+
+    display.finish()
+
+def runGames( layout, pacman, ghosts, display, numGames, record, numTraining = 0, catchExceptions=False, timeout=30 ):
+    import __main__
+    __main__.__dict__['_display'] = display
+
+    rules = ClassicGameRules(timeout)
+    games = []
+
+    for i in range( numGames ):
+        beQuiet = i < numTraining
+        if beQuiet:
+                # Suppress output and graphics
+            import textDisplay
+            gameDisplay = textDisplay.NullGraphics()
+            rules.quiet = True
+        else:
+            gameDisplay = display
+            rules.quiet = False
+        game = rules.newGame( layout, pacman, ghosts, gameDisplay, beQuiet, catchExceptions)
+        game.run()
+        if not beQuiet: games.append(game)
+
+        if record:
+            import time, pickle
+            fname = ('recorded-game-%d' % (i + 1)) +  '-'.join([str(t) for t in time.localtime()[1:6]])
+            f = open(fname, 'wb')
+            components = {'layout': layout, 'actions': game.moveHistory}
+            pickle.dump(components, f)
+            f.close()
+
+    if (numGames-numTraining) > 0:
+        scores = [game.state.getScore() for game in games]
+        wins = [game.state.isWin() for game in games]
+        winRate = wins.count(True)/ float(len(wins))
+        print('Average Score:', sum(scores) / float(len(scores)))
+        print('Scores:       ', ', '.join([str(score) for score in scores]))
+        print('Win Rate:      %d/%d (%.2f)' % (wins.count(True), len(wins), winRate))
+        print('Record:       ', ', '.join([ ['Loss', 'Win'][int(w)] for w in wins]))
+
+    return games
+
+if __name__ == '__main__':
+    """
+    The main function called when pacman.py is run
+    from the command line:
+
+    > python pacman.py
+
+    See the usage string for more details.
+
+    > python pacman.py --help
+    """
+    args = readCommand( sys.argv[1:] ) # Get game components based on input
+    runGames( **args )
+
+    # import cProfile
+    # cProfile.run("runGames( **args )")
+    pass
diff --git a/school/cpsc481/project1/src/pacmanAgents.py b/school/cpsc481/project1/src/pacmanAgents.py
new file mode 100644
index 0000000..ae97634
--- /dev/null
+++ b/school/cpsc481/project1/src/pacmanAgents.py
@@ -0,0 +1,52 @@
+# pacmanAgents.py
+# ---------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from pacman import Directions
+from game import Agent
+import random
+import game
+import util
+
+class LeftTurnAgent(game.Agent):
+    "An agent that turns left at every opportunity"
+
+    def getAction(self, state):
+        legal = state.getLegalPacmanActions()
+        current = state.getPacmanState().configuration.direction
+        if current == Directions.STOP: current = Directions.NORTH
+        left = Directions.LEFT[current]
+        if left in legal: return left
+        if current in legal: return current
+        if Directions.RIGHT[current] in legal: return Directions.RIGHT[current]
+        if Directions.LEFT[left] in legal: return Directions.LEFT[left]
+        return Directions.STOP
+
+class GreedyAgent(Agent):
+    def __init__(self, evalFn="scoreEvaluation"):
+        self.evaluationFunction = util.lookup(evalFn, globals())
+        assert self.evaluationFunction != None
+
+    def getAction(self, state):
+        # Generate candidate actions
+        legal = state.getLegalPacmanActions()
+        if Directions.STOP in legal: legal.remove(Directions.STOP)
+
+        successors = [(state.generateSuccessor(0, action), action) for action in legal]
+        scored = [(self.evaluationFunction(state), action) for state, action in successors]
+        bestScore = max(scored)[0]
+        bestActions = [pair[1] for pair in scored if pair[0] == bestScore]
+        return random.choice(bestActions)
+
+def scoreEvaluation(state):
+    return state.getScore()
diff --git a/school/cpsc481/project1/src/projectParams.py b/school/cpsc481/project1/src/projectParams.py
new file mode 100644
index 0000000..dc3e9d1
--- /dev/null
+++ b/school/cpsc481/project1/src/projectParams.py
@@ -0,0 +1,18 @@
+# projectParams.py
+# ----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+STUDENT_CODE_DEFAULT = 'searchAgents.py,search.py'
+PROJECT_TEST_CLASSES = 'searchTestClasses.py'
+PROJECT_NAME = 'Project 1: Search'
+BONUS_PIC = False
diff --git a/school/cpsc481/project1/src/search.py b/school/cpsc481/project1/src/search.py
new file mode 100644
index 0000000..f6a1fd0
--- /dev/null
+++ b/school/cpsc481/project1/src/search.py
@@ -0,0 +1,164 @@
+# search.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+In search.py, you will implement generic search algorithms which are called by
+Pacman agents (in searchAgents.py).
+"""
+
+import util
+# user made functions
+
+
+class SearchProblem:
+    """
+    This class outlines the structure of a search problem, but doesn't implement
+    any of the methods (in object-oriented terminology: an abstract class).
+
+    You do not need to change anything in this class, ever.
+    """
+
+    def getStartState(self):
+        """
+        Returns the start state for the search problem.
+        """
+        util.raiseNotDefined()
+
+    def isGoalState(self, state):
+        """
+          state: Search state
+
+        Returns True if and only if the state is a valid goal state.
+        """
+        util.raiseNotDefined()
+
+    def getSuccessors(self, state):
+        """
+          state: Search state
+
+        For a given state, this should return a list of triples, (successor,
+        action, stepCost), where 'successor' is a successor to the current
+        state, 'action' is the action required to get there, and 'stepCost' is
+        the incremental cost of expanding to that successor.
+        """
+        util.raiseNotDefined()
+
+    def getCostOfActions(self, actions):
+        """
+         actions: A list of actions to take
+
+        This method returns the total cost of a particular sequence of actions.
+        The sequence must be composed of legal moves.
+        """
+        util.raiseNotDefined()
+
+
+def tinyMazeSearch(problem):
+    """
+    Returns a sequence of moves that solves tinyMaze.  For any other maze, the
+    sequence of moves will be incorrect, so only use this for tinyMaze.
+    """
+    from game import Directions
+    s = Directions.SOUTH
+    w = Directions.WEST
+    return  [s, s, w, s, w, w, s, w]
+
+def baseSearchFunction(problem, data_structure):
+    """
+    Since the implementation of a Depth First Search and Breadth First Search
+    are nearly identical, we can simply switch the date structure based on the
+    order we recieve our nodes; i.e. change the direction we pop, push nodes.
+    """
+    # The path that takes us from the start node to the destination
+    answer_path = [] 
+
+    # Set the open_nodes data structure as either a Stack (DFS) or Queue (BFS)
+    open_nodes = data_structure()
+
+    # Add the starting state and the empty list to our open nodes
+    open_nodes.push((problem.getStartState(), answer_path))
+
+    # Initialize closed nodes to contain nothing
+    closed_nodes = []
+
+    # While there is at least one item in our open_nodes
+    while(not open_nodes.isEmpty()):
+        
+        # Assign current_node and answer_path to an element from one side of the list
+        current_node, answer_path = open_nodes.pop()
+
+        # If our current node isn't closed
+        if(current_node not in closed_nodes):
+            
+            # Add the current node to the set of closed nodes
+            closed_nodes.append(current_node)
+
+            # If we're at the destination
+            if(problem.isGoalState(current_node)):
+                # Return the path we used to get here
+                return answer_path
+
+            # Set successors equal to the children of the current node
+            successors = problem.getSuccessors(current_node)
+
+            # For each successor
+            for state in successors:
+                
+                #Set the node, path equal to the node and path of the state (We're not concerned about the cost)
+                node, path, _ = state
+
+                #If the current node isn't in the set of closed nodes
+                if(node not in closed_nodes):
+                    
+                   # Add the node and path to the set of open nodes
+                   open_nodes.push((node, answer_path + [path]))
+
+    #Return the 'best' answer_path we could find; If we're returning here, we didn't find the destination
+    return answer_path
+
+def depthFirstSearch(problem):
+    """Search the deepest nodes in the search tree first."""
+
+    #Use a stack in order to perform a Depth First Search
+    return baseSearchFunction(problem, util.Stack)
+
+def breadthFirstSearch(problem):
+    """Search the shallowest nodes in the search tree first."""
+
+    #Use a Queue in order to perform a Breadth First Search
+    return baseSearchFunction(problem, util.Queue)
+
+def uniformCostSearch(problem):
+    """Search the node of least total cost first."""
+    "*** YOUR CODE HERE ***"
+    util.raiseNotDefined()
+
+def nullHeuristic(state, problem=None):
+    """
+    A heuristic function estimates the cost from the current state to the nearest
+    goal in the provided SearchProblem.  This heuristic is trivial.
+    """
+    return 0
+
+def aStarSearch(problem, heuristic=nullHeuristic):
+    """Search the node that has the lowest combined cost and heuristic first."""
+    "*** YOUR CODE HERE ***"
+    util.raiseNotDefined()
+
+
+# Abbreviations
+bfs = breadthFirstSearch
+dfs = depthFirstSearch
+astar = aStarSearch
+ucs = uniformCostSearch
diff --git a/school/cpsc481/project1/src/search.token b/school/cpsc481/project1/src/search.token
new file mode 100644
index 0000000..b6c0fe3
--- /dev/null
+++ b/school/cpsc481/project1/src/search.token
@@ -0,0 +1 @@
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
diff --git a/school/cpsc481/project1/src/searchAgents.py b/school/cpsc481/project1/src/searchAgents.py
new file mode 100644
index 0000000..3a91623
--- /dev/null
+++ b/school/cpsc481/project1/src/searchAgents.py
@@ -0,0 +1,542 @@
+# searchAgents.py
+# ---------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+This file contains all of the agents that can be selected to control Pacman.  To
+select an agent, use the '-p' option when running pacman.py.  Arguments can be
+passed to your agent using '-a'.  For example, to load a SearchAgent that uses
+depth first search (dfs), run the following command:
+
+> python pacman.py -p SearchAgent -a fn=depthFirstSearch
+
+Commands to invoke other search strategies can be found in the project
+description.
+
+Please only change the parts of the file you are asked to.  Look for the lines
+that say
+
+"*** YOUR CODE HERE ***"
+
+The parts you fill in start about 3/4 of the way down.  Follow the project
+description for details.
+
+Good luck and happy searching!
+"""
+
+from game import Directions
+from game import Agent
+from game import Actions
+import util
+import time
+import search
+
+class GoWestAgent(Agent):
+    "An agent that goes West until it can't."
+
+    def getAction(self, state):
+        "The agent receives a GameState (defined in pacman.py)."
+        if Directions.WEST in state.getLegalPacmanActions():
+            return Directions.WEST
+        else:
+            return Directions.STOP
+
+#######################################################
+# This portion is written for you, but will only work #
+#       after you fill in parts of search.py          #
+#######################################################
+
+class SearchAgent(Agent):
+    """
+    This very general search agent finds a path using a supplied search
+    algorithm for a supplied search problem, then returns actions to follow that
+    path.
+
+    As a default, this agent runs DFS on a PositionSearchProblem to find
+    location (1,1)
+
+    Options for fn include:
+      depthFirstSearch or dfs
+      breadthFirstSearch or bfs
+
+
+    Note: You should NOT change any code in SearchAgent
+    """
+
+    def __init__(self, fn='depthFirstSearch', prob='PositionSearchProblem', heuristic='nullHeuristic'):
+        # Warning: some advanced Python magic is employed below to find the right functions and problems
+
+        # Get the search function from the name and heuristic
+        if fn not in dir(search):
+            raise AttributeError(fn + ' is not a search function in search.py.')
+        func = getattr(search, fn)
+        if 'heuristic' not in func.__code__.co_varnames:
+            print('[SearchAgent] using function ' + fn)
+            self.searchFunction = func
+        else:
+            if heuristic in globals().keys():
+                heur = globals()[heuristic]
+            elif heuristic in dir(search):
+                heur = getattr(search, heuristic)
+            else:
+                raise AttributeError(heuristic + ' is not a function in searchAgents.py or search.py.')
+            print('[SearchAgent] using function %s and heuristic %s' % (fn, heuristic))
+            # Note: this bit of Python trickery combines the search algorithm and the heuristic
+            self.searchFunction = lambda x: func(x, heuristic=heur)
+
+        # Get the search problem type from the name
+        if prob not in globals().keys() or not prob.endswith('Problem'):
+            raise AttributeError(prob + ' is not a search problem type in SearchAgents.py.')
+        self.searchType = globals()[prob]
+        print('[SearchAgent] using problem type ' + prob)
+
+    def registerInitialState(self, state):
+        """
+        This is the first time that the agent sees the layout of the game
+        board. Here, we choose a path to the goal. In this phase, the agent
+        should compute the path to the goal and store it in a local variable.
+        All of the work is done in this method!
+
+        state: a GameState object (pacman.py)
+        """
+        if self.searchFunction == None: raise Exception("No search function provided for SearchAgent")
+        starttime = time.time()
+        problem = self.searchType(state) # Makes a new search problem
+        self.actions  = self.searchFunction(problem) # Find a path
+        totalCost = problem.getCostOfActions(self.actions)
+        print('Path found with total cost of %d in %.1f seconds' % (totalCost, time.time() - starttime))
+        if '_expanded' in dir(problem): print('Search nodes expanded: %d' % problem._expanded)
+
+    def getAction(self, state):
+        """
+        Returns the next action in the path chosen earlier (in
+        registerInitialState).  Return Directions.STOP if there is no further
+        action to take.
+
+        state: a GameState object (pacman.py)
+        """
+        if 'actionIndex' not in dir(self): self.actionIndex = 0
+        i = self.actionIndex
+        self.actionIndex += 1
+        if i < len(self.actions):
+            return self.actions[i]
+        else:
+            return Directions.STOP
+
+class PositionSearchProblem(search.SearchProblem):
+    """
+    A search problem defines the state space, start state, goal test, successor
+    function and cost function.  This search problem can be used to find paths
+    to a particular point on the pacman board.
+
+    The state space consists of (x,y) positions in a pacman game.
+
+    Note: this search problem is fully specified; you should NOT change it.
+    """
+
+    def __init__(self, gameState, costFn = lambda x: 1, goal=(1,1), start=None, warn=True, visualize=True):
+        """
+        Stores the start and goal.
+
+        gameState: A GameState object (pacman.py)
+        costFn: A function from a search state (tuple) to a non-negative number
+        goal: A position in the gameState
+        """
+        self.walls = gameState.getWalls()
+        self.startState = gameState.getPacmanPosition()
+        if start != None: self.startState = start
+        self.goal = goal
+        self.costFn = costFn
+        self.visualize = visualize
+        if warn and (gameState.getNumFood() != 1 or not gameState.hasFood(*goal)):
+            print('Warning: this does not look like a regular search maze')
+
+        # For display purposes
+        self._visited, self._visitedlist, self._expanded = {}, [], 0 # DO NOT CHANGE
+
+    def getStartState(self):
+        return self.startState
+
+    def isGoalState(self, state):
+        isGoal = state == self.goal
+
+        # For display purposes only
+        if isGoal and self.visualize:
+            self._visitedlist.append(state)
+            import __main__
+            if '_display' in dir(__main__):
+                if 'drawExpandedCells' in dir(__main__._display): #@UndefinedVariable
+                    __main__._display.drawExpandedCells(self._visitedlist) #@UndefinedVariable
+
+        return isGoal
+
+    def getSuccessors(self, state):
+        """
+        Returns successor states, the actions they require, and a cost of 1.
+
+         As noted in search.py:
+             For a given state, this should return a list of triples,
+         (successor, action, stepCost), where 'successor' is a
+         successor to the current state, 'action' is the action
+         required to get there, and 'stepCost' is the incremental
+         cost of expanding to that successor
+        """
+
+        successors = []
+        for action in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            x,y = state
+            dx, dy = Actions.directionToVector(action)
+            nextx, nexty = int(x + dx), int(y + dy)
+            if not self.walls[nextx][nexty]:
+                nextState = (nextx, nexty)
+                cost = self.costFn(nextState)
+                successors.append( ( nextState, action, cost) )
+
+        # Bookkeeping for display purposes
+        self._expanded += 1 # DO NOT CHANGE
+        if state not in self._visited:
+            self._visited[state] = True
+            self._visitedlist.append(state)
+
+        return successors
+
+    def getCostOfActions(self, actions):
+        """
+        Returns the cost of a particular sequence of actions. If those actions
+        include an illegal move, return 999999.
+        """
+        if actions == None: return 999999
+        x,y= self.getStartState()
+        cost = 0
+        for action in actions:
+            # Check figure out the next state and see whether its' legal
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]: return 999999
+            cost += self.costFn((x,y))
+        return cost
+
+class StayEastSearchAgent(SearchAgent):
+    """
+    An agent for position search with a cost function that penalizes being in
+    positions on the West side of the board.
+
+    The cost function for stepping into a position (x,y) is 1/2^x.
+    """
+    def __init__(self):
+        self.searchFunction = search.uniformCostSearch
+        costFn = lambda pos: .5 ** pos[0]
+        self.searchType = lambda state: PositionSearchProblem(state, costFn, (1, 1), None, False)
+
+class StayWestSearchAgent(SearchAgent):
+    """
+    An agent for position search with a cost function that penalizes being in
+    positions on the East side of the board.
+
+    The cost function for stepping into a position (x,y) is 2^x.
+    """
+    def __init__(self):
+        self.searchFunction = search.uniformCostSearch
+        costFn = lambda pos: 2 ** pos[0]
+        self.searchType = lambda state: PositionSearchProblem(state, costFn)
+
+def manhattanHeuristic(position, problem, info={}):
+    "The Manhattan distance heuristic for a PositionSearchProblem"
+    xy1 = position
+    xy2 = problem.goal
+    return abs(xy1[0] - xy2[0]) + abs(xy1[1] - xy2[1])
+
+def euclideanHeuristic(position, problem, info={}):
+    "The Euclidean distance heuristic for a PositionSearchProblem"
+    xy1 = position
+    xy2 = problem.goal
+    return ( (xy1[0] - xy2[0]) ** 2 + (xy1[1] - xy2[1]) ** 2 ) ** 0.5
+
+#####################################################
+# This portion is incomplete.  Time to write code!  #
+#####################################################
+
+class CornersProblem(search.SearchProblem):
+    """
+    This search problem finds paths through all four corners of a layout.
+
+    You must select a suitable state space and successor function
+    """
+
+    def __init__(self, startingGameState):
+        """
+        Stores the walls, pacman's starting position and corners.
+        """
+        self.walls = startingGameState.getWalls()
+        self.startingPosition = startingGameState.getPacmanPosition()
+        top, right = self.walls.height-2, self.walls.width-2
+        self.corners = ((1,1), (1,top), (right, 1), (right, top))
+        for corner in self.corners:
+            if not startingGameState.hasFood(*corner):
+                print('Warning: no food in corner ' + str(corner))
+        self._expanded = 0 # DO NOT CHANGE; Number of search nodes expanded
+        # Please add any code here which you would like to use
+        # in initializing the problem
+        "*** YOUR CODE HERE ***"
+
+    def getStartState(self):
+        """
+        Returns the start state (in your state space, not the full Pacman state
+        space)
+        """
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+    def isGoalState(self, state):
+        """
+        Returns whether this search state is a goal state of the problem.
+        """
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+    def getSuccessors(self, state):
+        """
+        Returns successor states, the actions they require, and a cost of 1.
+
+         As noted in search.py:
+            For a given state, this should return a list of triples, (successor,
+            action, stepCost), where 'successor' is a successor to the current
+            state, 'action' is the action required to get there, and 'stepCost'
+            is the incremental cost of expanding to that successor
+        """
+
+        successors = []
+        for action in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            # Add a successor state to the successor list if the action is legal
+            # Here's a code snippet for figuring out whether a new position hits a wall:
+            #   x,y = currentPosition
+            #   dx, dy = Actions.directionToVector(action)
+            #   nextx, nexty = int(x + dx), int(y + dy)
+            #   hitsWall = self.walls[nextx][nexty]
+
+            "*** YOUR CODE HERE ***"
+
+        self._expanded += 1 # DO NOT CHANGE
+        return successors
+
+    def getCostOfActions(self, actions):
+        """
+        Returns the cost of a particular sequence of actions.  If those actions
+        include an illegal move, return 999999.  This is implemented for you.
+        """
+        if actions == None: return 999999
+        x,y= self.startingPosition
+        for action in actions:
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]: return 999999
+        return len(actions)
+
+
+def cornersHeuristic(state, problem):
+    """
+    A heuristic for the CornersProblem that you defined.
+
+      state:   The current search state
+               (a data structure you chose in your search problem)
+
+      problem: The CornersProblem instance for this layout.
+
+    This function should always return a number that is a lower bound on the
+    shortest path from the state to a goal of the problem; i.e.  it should be
+    admissible (as well as consistent).
+    """
+    corners = problem.corners # These are the corner coordinates
+    walls = problem.walls # These are the walls of the maze, as a Grid (game.py)
+
+    "*** YOUR CODE HERE ***"
+    return 0 # Default to trivial solution
+
+class AStarCornersAgent(SearchAgent):
+    "A SearchAgent for FoodSearchProblem using A* and your foodHeuristic"
+    def __init__(self):
+        self.searchFunction = lambda prob: search.aStarSearch(prob, cornersHeuristic)
+        self.searchType = CornersProblem
+
+class FoodSearchProblem:
+    """
+    A search problem associated with finding the a path that collects all of the
+    food (dots) in a Pacman game.
+
+    A search state in this problem is a tuple ( pacmanPosition, foodGrid ) where
+      pacmanPosition: a tuple (x,y) of integers specifying Pacman's position
+      foodGrid:       a Grid (see game.py) of either True or False, specifying remaining food
+    """
+    def __init__(self, startingGameState):
+        self.start = (startingGameState.getPacmanPosition(), startingGameState.getFood())
+        self.walls = startingGameState.getWalls()
+        self.startingGameState = startingGameState
+        self._expanded = 0 # DO NOT CHANGE
+        self.heuristicInfo = {} # A dictionary for the heuristic to store information
+
+    def getStartState(self):
+        return self.start
+
+    def isGoalState(self, state):
+        return state[1].count() == 0
+
+    def getSuccessors(self, state):
+        "Returns successor states, the actions they require, and a cost of 1."
+        successors = []
+        self._expanded += 1 # DO NOT CHANGE
+        for direction in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            x,y = state[0]
+            dx, dy = Actions.directionToVector(direction)
+            nextx, nexty = int(x + dx), int(y + dy)
+            if not self.walls[nextx][nexty]:
+                nextFood = state[1].copy()
+                nextFood[nextx][nexty] = False
+                successors.append( ( ((nextx, nexty), nextFood), direction, 1) )
+        return successors
+
+    def getCostOfActions(self, actions):
+        """Returns the cost of a particular sequence of actions.  If those actions
+        include an illegal move, return 999999"""
+        x,y= self.getStartState()[0]
+        cost = 0
+        for action in actions:
+            # figure out the next state and see whether it's legal
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]:
+                return 999999
+            cost += 1
+        return cost
+
+class AStarFoodSearchAgent(SearchAgent):
+    "A SearchAgent for FoodSearchProblem using A* and your foodHeuristic"
+    def __init__(self):
+        self.searchFunction = lambda prob: search.aStarSearch(prob, foodHeuristic)
+        self.searchType = FoodSearchProblem
+
+def foodHeuristic(state, problem):
+    """
+    Your heuristic for the FoodSearchProblem goes here.
+
+    This heuristic must be consistent to ensure correctness.  First, try to come
+    up with an admissible heuristic; almost all admissible heuristics will be
+    consistent as well.
+
+    If using A* ever finds a solution that is worse uniform cost search finds,
+    your heuristic is *not* consistent, and probably not admissible!  On the
+    other hand, inadmissible or inconsistent heuristics may find optimal
+    solutions, so be careful.
+
+    The state is a tuple ( pacmanPosition, foodGrid ) where foodGrid is a Grid
+    (see game.py) of either True or False. You can call foodGrid.asList() to get
+    a list of food coordinates instead.
+
+    If you want access to info like walls, capsules, etc., you can query the
+    problem.  For example, problem.walls gives you a Grid of where the walls
+    are.
+
+    If you want to *store* information to be reused in other calls to the
+    heuristic, there is a dictionary called problem.heuristicInfo that you can
+    use. For example, if you only want to count the walls once and store that
+    value, try: problem.heuristicInfo['wallCount'] = problem.walls.count()
+    Subsequent calls to this heuristic can access
+    problem.heuristicInfo['wallCount']
+    """
+    position, foodGrid = state
+    "*** YOUR CODE HERE ***"
+    return 0
+
+class ClosestDotSearchAgent(SearchAgent):
+    "Search for all food using a sequence of searches"
+    def registerInitialState(self, state):
+        self.actions = []
+        currentState = state
+        while(currentState.getFood().count() > 0):
+            nextPathSegment = self.findPathToClosestDot(currentState) # The missing piece
+            self.actions += nextPathSegment
+            for action in nextPathSegment:
+                legal = currentState.getLegalActions()
+                if action not in legal:
+                    t = (str(action), str(currentState))
+                    raise Exception('findPathToClosestDot returned an illegal move: %s!\n%s' % t)
+                currentState = currentState.generateSuccessor(0, action)
+        self.actionIndex = 0
+        print('Path found with cost %d.' % len(self.actions))
+
+    def findPathToClosestDot(self, gameState):
+        """
+        Returns a path (a list of actions) to the closest dot, starting from
+        gameState.
+        """
+        # Here are some useful elements of the startState
+        startPosition = gameState.getPacmanPosition()
+        food = gameState.getFood()
+        walls = gameState.getWalls()
+        problem = AnyFoodSearchProblem(gameState)
+
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+class AnyFoodSearchProblem(PositionSearchProblem):
+    """
+    A search problem for finding a path to any food.
+
+    This search problem is just like the PositionSearchProblem, but has a
+    different goal test, which you need to fill in below.  The state space and
+    successor function do not need to be changed.
+
+    The class definition above, AnyFoodSearchProblem(PositionSearchProblem),
+    inherits the methods of the PositionSearchProblem.
+
+    You can use this search problem to help you fill in the findPathToClosestDot
+    method.
+    """
+
+    def __init__(self, gameState):
+        "Stores information from the gameState.  You don't need to change this."
+        # Store the food for later reference
+        self.food = gameState.getFood()
+
+        # Store info for the PositionSearchProblem (no need to change this)
+        self.walls = gameState.getWalls()
+        self.startState = gameState.getPacmanPosition()
+        self.costFn = lambda x: 1
+        self._visited, self._visitedlist, self._expanded = {}, [], 0 # DO NOT CHANGE
+
+    def isGoalState(self, state):
+        """
+        The state is Pacman's position. Fill this in with a goal test that will
+        complete the problem definition.
+        """
+        x,y = state
+
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+def mazeDistance(point1, point2, gameState):
+    """
+    Returns the maze distance between any two points, using the search functions
+    you have already built. The gameState can be any game state -- Pacman's
+    position in that state is ignored.
+
+    Example usage: mazeDistance( (2,4), (5,6), gameState)
+
+    This might be a useful helper function for your ApproximateSearchAgent.
+    """
+    x1, y1 = point1
+    x2, y2 = point2
+    walls = gameState.getWalls()
+    assert not walls[x1][y1], 'point1 is a wall: ' + str(point1)
+    assert not walls[x2][y2], 'point2 is a wall: ' + str(point2)
+    prob = PositionSearchProblem(gameState, start=point1, goal=point2, warn=False, visualize=False)
+    return len(search.bfs(prob))
diff --git a/school/cpsc481/project1/src/searchTestClasses.py b/school/cpsc481/project1/src/searchTestClasses.py
new file mode 100644
index 0000000..f2a01af
--- /dev/null
+++ b/school/cpsc481/project1/src/searchTestClasses.py
@@ -0,0 +1,823 @@
+# searchTestClasses.py
+# --------------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import re
+import testClasses
+import textwrap
+
+# import project specific code
+import layout
+import pacman
+from search import SearchProblem
+
+# helper function for printing solutions in solution files
+def wrap_solution(solution):
+    if type(solution) == type([]):
+        return '\n'.join(textwrap.wrap(' '.join(solution)))
+    else:
+        return str(solution)
+
+
+
+
+def followAction(state, action, problem):
+  for successor1, action1, cost1 in problem.getSuccessors(state):
+    if action == action1: return successor1
+  return None
+
+def followPath(path, problem):
+  state = problem.getStartState()
+  states = [state]
+  for action in path:
+    state = followAction(state, action, problem)
+    states.append(state)
+  return states
+
+def checkSolution(problem, path):
+  state = problem.getStartState()
+  for action in path:
+    state = followAction(state, action, problem)
+  return problem.isGoalState(state)
+
+# Search problem on a plain graph
+class GraphSearch(SearchProblem):
+
+    # Read in the state graph; define start/end states, edges and costs
+    def __init__(self, graph_text):
+        self.expanded_states = []
+        lines = graph_text.split('\n')
+        r = re.match('start_state:(.*)', lines[0])
+        if r == None:
+            print("Broken graph:")
+            print('"""%s"""' % graph_text)
+            raise Exception("GraphSearch graph specification start_state not found or incorrect on line 0")
+        self.start_state = r.group(1).strip()
+        r = re.match('goal_states:(.*)', lines[1])
+        if r == None:
+            print("Broken graph:")
+            print('"""%s"""' % graph_text)
+            raise Exception("GraphSearch graph specification goal_states not found or incorrect on line 1")
+        goals = r.group(1).split()
+        self.goals = [str.strip(g) for g in goals]
+        self.successors = {}
+        all_states = set()
+        self.orderedSuccessorTuples = []
+        for l in lines[2:]:
+            if len(l.split()) == 3:
+                start, action, next_state = l.split()
+                cost = 1
+            elif len(l.split()) == 4:
+                start, action, next_state, cost = l.split()
+            else:
+                print("Broken graph:")
+                print('"""%s"""' % graph_text)
+                raise Exception("Invalid line in GraphSearch graph specification on line:" + l)
+            cost = float(cost)
+            self.orderedSuccessorTuples.append((start, action, next_state, cost))
+            all_states.add(start)
+            all_states.add(next_state)
+            if start not in self.successors:
+                self.successors[start] = []
+            self.successors[start].append((next_state, action, cost))
+        for s in all_states:
+            if s not in self.successors:
+                self.successors[s] = []
+
+    # Get start state
+    def getStartState(self):
+        return self.start_state
+
+    # Check if a state is a goal state
+    def isGoalState(self, state):
+        return state in self.goals
+
+    # Get all successors of a state
+    def getSuccessors(self, state):
+        self.expanded_states.append(state)
+        return list(self.successors[state])
+
+    # Calculate total cost of a sequence of actions
+    def getCostOfActions(self, actions):
+        total_cost = 0
+        state = self.start_state
+        for a in actions:
+            successors = self.successors[state]
+            match = False
+            for (next_state, action, cost) in successors:
+                if a == action:
+                    state = next_state
+                    total_cost += cost
+                    match = True
+            if not match:
+                print('invalid action sequence')
+                sys.exit(1)
+        return total_cost
+
+    # Return a list of all states on which 'getSuccessors' was called
+    def getExpandedStates(self):
+        return self.expanded_states
+
+    def __str__(self):
+        print(self.successors)
+        edges = ["%s %s %s %s" % t for t in self.orderedSuccessorTuples]
+        return \
+"""start_state: %s
+goal_states: %s
+%s""" % (self.start_state, " ".join(self.goals), "\n".join(edges))
+
+
+
+def parseHeuristic(heuristicText):
+    heuristic = {}
+    for line in heuristicText.split('\n'):
+        tokens = line.split()
+        if len(tokens) != 2:
+            print("Broken heuristic:")
+            print('"""%s"""' % heuristicText)
+            raise Exception("GraphSearch heuristic specification broken at tokens:" + str(tokens))
+        state, h = tokens
+        heuristic[state] = float(h)
+
+    def graphHeuristic(state, problem=None):
+        if state in heuristic:
+            return heuristic[state]
+        else:
+            import pprint
+            pp = pprint.PrettyPrinter(indent=4)
+            print("Heuristic:")
+            pp.pprint(heuristic)
+            raise Exception("Graph heuristic called with invalid state: " + str(state))
+
+    return graphHeuristic
+
+
+class GraphSearchTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(GraphSearchTest, self).__init__(question, testDict)
+        self.graph_text = testDict['graph']
+        self.alg = testDict['algorithm']
+        self.diagram = testDict['diagram']
+        self.exactExpansionOrder = testDict.get('exactExpansionOrder', 'True').lower() == "true"
+        if 'heuristic' in testDict:
+            self.heuristic = parseHeuristic(testDict['heuristic'])
+        else:
+            self.heuristic = None
+
+    # Note that the return type of this function is a tripple:
+    # (solution, expanded states, error message)
+    def getSolInfo(self, search):
+        alg = getattr(search, self.alg)
+        problem = GraphSearch(self.graph_text)
+        if self.heuristic != None:
+            solution = alg(problem, self.heuristic)
+        else:
+            solution = alg(problem)
+
+        if type(solution) != type([]):
+            return None, None, 'The result of %s must be a list. (Instead, it is %s)' % (self.alg, type(solution))
+
+        return solution, problem.getExpandedStates(), None
+
+    # Run student code.  If an error message is returned, print error and return false.
+    # If a good solution is returned, printn the solution and return true; otherwise,
+    # print both the correct and student's solution and return false.
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_solution = [str.split(solutionDict['solution']), str.split(solutionDict['rev_solution'])]
+        gold_expanded_states = [str.split(solutionDict['expanded_states']), str.split(solutionDict['rev_expanded_states'])]
+
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\t%s' % error)
+            return False
+
+        if solution in gold_solution and (not self.exactExpansionOrder or expanded_states in gold_expanded_states):
+            grades.addMessage('PASS: %s' % self.path)
+            grades.addMessage('\tsolution:\t\t%s' % solution)
+            grades.addMessage('\texpanded_states:\t%s' % expanded_states)
+            return True
+        else:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tgraph:')
+            for line in self.diagram.split('\n'):
+                grades.addMessage('\t    %s' % (line,))
+            grades.addMessage('\tstudent solution:\t\t%s' % solution)
+            grades.addMessage('\tstudent expanded_states:\t%s' % expanded_states)
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution:\t\t%s' % gold_solution[0])
+            grades.addMessage('\tcorrect expanded_states:\t%s' % gold_expanded_states[0])
+            grades.addMessage('\tcorrect rev_solution:\t\t%s' % gold_solution[1])
+            grades.addMessage('\tcorrect rev_expanded_states:\t%s' % gold_expanded_states[1])
+            return False
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# This solution is designed to support both right-to-left\n')
+        handle.write('# and left-to-right implementations.\n')
+
+        # write forward solution
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('solution: "%s"\n' % ' '.join(solution))
+        handle.write('expanded_states: "%s"\n' % ' '.join(expanded_states))
+
+        # reverse and write backwards solution
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('rev_solution: "%s"\n' % ' '.join(solution))
+        handle.write('rev_expanded_states: "%s"\n' % ' '.join(expanded_states))
+
+        # clean up
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        handle.close()
+        return True
+
+
+
+class PacmanSearchTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(PacmanSearchTest, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+        self.alg = testDict['algorithm']
+        self.layoutName = testDict['layoutName']
+
+        # TODO: sensible to have defaults like this?
+        self.leewayFactor = float(testDict.get('leewayFactor', '1'))
+        self.costFn = eval(testDict.get('costFn', 'None'))
+        self.searchProblemClassName = testDict.get('searchProblemClass', 'PositionSearchProblem')
+        self.heuristicName = testDict.get('heuristic', None)
+
+
+    def getSolInfo(self, search, searchAgents):
+        alg = getattr(search, self.alg)
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problemOptions = {}
+        if self.costFn != None:
+            problemOptions['costFn'] = self.costFn
+        problem = problemClass(start_state, **problemOptions)
+        heuristic = getattr(searchAgents, self.heuristicName) if self.heuristicName != None else None
+
+        if heuristic != None:
+            solution = alg(problem, heuristic)
+        else:
+            solution = alg(problem)
+
+        if type(solution) != type([]):
+            return None, None, 'The result of %s must be a list. (Instead, it is %s)' % (self.alg, type(solution))
+
+        from game import Directions
+        dirs = Directions.LEFT.keys()
+        if [el in dirs for el in solution].count(False) != 0:
+            return None, None, 'Output of %s must be a list of actions from game.Directions' % self.alg
+
+        expanded = problem._expanded
+        return solution, expanded, None
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_solution = [str.split(solutionDict['solution']), str.split(solutionDict['rev_solution'])]
+        gold_expanded = max(int(solutionDict['expanded_nodes']), int(solutionDict['rev_expanded_nodes']))
+
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('%s' % error)
+            return False
+
+        # FIXME: do we want to standardize test output format?
+
+        if solution not in gold_solution:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Solution not correct.')
+            grades.addMessage('\tstudent solution length: %s' % len(solution))
+            grades.addMessage('\tstudent solution:\n%s' % wrap_solution(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length: %s' % len(gold_solution[0]))
+            grades.addMessage('\tcorrect (reversed) solution length: %s' % len(gold_solution[1]))
+            grades.addMessage('\tcorrect solution:\n%s' % wrap_solution(gold_solution[0]))
+            grades.addMessage('\tcorrect (reversed) solution:\n%s' % wrap_solution(gold_solution[1]))
+            return False
+
+        if expanded > self.leewayFactor * gold_expanded and expanded > gold_expanded + 1:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Too many node expanded; are you expanding nodes twice?')
+            grades.addMessage('\tstudent nodes expanded: %s' % expanded)
+            grades.addMessage('')
+            grades.addMessage('\tcorrect nodes expanded: %s (leewayFactor %s)' % (gold_expanded, self.leewayFactor))
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length: %s' % len(solution))
+        grades.addMessage('\tnodes expanded:\t\t%s' % expanded)
+        return True
+
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# This solution is designed to support both right-to-left\n')
+        handle.write('# and left-to-right implementations.\n')
+        handle.write('# Number of nodes expanded must be with a factor of %s of the numbers below.\n' % self.leewayFactor)
+
+        # write forward solution
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('solution: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('expanded_nodes: "%s"\n' % expanded)
+
+        # write backward solution
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('rev_solution: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('rev_expanded_nodes: "%s"\n' % expanded)
+
+        # clean up
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        handle.close()
+        return True
+
+
+from game import Actions
+def getStatesFromPath(start, path):
+    "Returns the list of states visited along the path"
+    vis = [start]
+    curr = start
+    for a in path:
+        x,y = curr
+        dx, dy = Actions.directionToVector(a)
+        curr = (int(x + dx), int(y + dy))
+        vis.append(curr)
+    return vis
+
+class CornerProblemTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerProblemTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+
+    def solution(self, search, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(gameState)
+        path = search.bfs(problem)
+
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        visited = getStatesFromPath(gameState.getPacmanPosition(), path)
+        top, right = gameState.getWalls().height-2, gameState.getWalls().width-2
+        missedCorners = [p for p in ((1,1), (1,top), (right, 1), (right, top)) if p not in visited]
+
+        return path, missedCorners
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_length = int(solutionDict['solution_length'])
+        solution, missedCorners = self.solution(search, searchAgents)
+
+        if type(solution) != type([]):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('The result must be a list. (Instead, it is %s)' % type(solution))
+            return False
+
+        if len(missedCorners) != 0:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Corners missed: %s' % missedCorners)
+            return False
+
+        if len(solution) != gold_length:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Optimal solution not found.')
+            grades.addMessage('\tstudent solution length:\n%s' % len(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length:\n%s' % gold_length)
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length:\t\t%s' % len(solution))
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName)
+        print(self.layoutText)
+
+        path, _ = self.solution(search, searchAgents)
+        length = len(path)
+        print("Problem solved")
+
+        handle.write('solution_length: "%s"\n' % length)
+        handle.close()
+
+
+
+
+# template = """class: "HeuristicTest"
+#
+# heuristic: "foodHeuristic"
+# searchProblemClass: "FoodSearchProblem"
+# layoutName: "Test %s"
+# layout: \"\"\"
+# %s
+# \"\"\"
+# """
+#
+# for i, (_, _, l) in enumerate(doneTests + foodTests):
+#     f = open("food_heuristic_%s.test" % (i+1), "w")
+#     f.write(template % (i+1, "\n".join(l)))
+#     f.close()
+
+class HeuristicTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(HeuristicTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+        self.searchProblemClassName = testDict['searchProblemClass']
+        self.heuristicName = testDict['heuristic']
+
+    def setupProblem(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problem = problemClass(gameState)
+        state = problem.getStartState()
+        heuristic = getattr(searchAgents, self.heuristicName)
+
+        return problem, state, heuristic
+
+    def checkHeuristic(self, heuristic, problem, state, solutionCost):
+        h0 = heuristic(state, problem)
+
+        if solutionCost == 0:
+            if h0 == 0:
+                return True, ''
+            else:
+                return False, 'Heuristic failed H(goal) == 0 test'
+
+        if h0 < 0:
+            return False, 'Heuristic failed H >= 0 test'
+        if not h0 > 0:
+            return False, 'Heuristic failed non-triviality test'
+        if not h0 <= solutionCost:
+            return False, 'Heuristic failed admissibility test'
+
+        for succ, action, stepCost in problem.getSuccessors(state):
+            h1 = heuristic(succ, problem)
+            if h1 < 0: return False, 'Heuristic failed H >= 0 test'
+            if h0 - h1 > stepCost: return False, 'Heuristic failed consistency test'
+
+        return True, ''
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        solutionCost = int(solutionDict['solution_cost'])
+        problem, state, heuristic = self.setupProblem(searchAgents)
+
+        passed, message = self.checkHeuristic(heuristic, problem, state, solutionCost)
+
+        if not passed:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('%s' % message)
+            return False
+        else:
+            grades.addMessage('PASS: %s' % self.path)
+            return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName, self.heuristicName)
+        print(self.layoutText)
+        problem, _, heuristic = self.setupProblem(searchAgents)
+        path = search.astar(problem, heuristic)
+        cost = problem.getCostOfActions(path)
+        print("Problem solved")
+
+        handle.write('solution_cost: "%s"\n' % cost)
+        handle.close()
+        return True
+
+
+
+
+
+
+class HeuristicGrade(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(HeuristicGrade, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+        self.searchProblemClassName = testDict['searchProblemClass']
+        self.heuristicName = testDict['heuristic']
+        self.basePoints = int(testDict['basePoints'])
+        self.thresholds = [int(t) for t in testDict['gradingThresholds'].split()]
+
+    def setupProblem(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problem = problemClass(gameState)
+        state = problem.getStartState()
+        heuristic = getattr(searchAgents, self.heuristicName)
+
+        return problem, state, heuristic
+
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        problem, _, heuristic = self.setupProblem(searchAgents)
+
+        path = search.astar(problem, heuristic)
+
+        expanded = problem._expanded
+
+        if not checkSolution(problem, path):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tReturned path is not a solution.')
+            grades.addMessage('\tpath returned by astar: %s' % expanded)
+            return False
+
+        grades.addPoints(self.basePoints)
+        points = 0
+        for threshold in self.thresholds:
+            if expanded <= threshold:
+                points += 1
+        grades.addPoints(points)
+        if points >= len(self.thresholds):
+            grades.addMessage('PASS: %s' % self.path)
+        else:
+            grades.addMessage('FAIL: %s' % self.path)
+        grades.addMessage('\texpanded nodes: %s' % expanded)
+        grades.addMessage('\tthresholds: %s' % self.thresholds)
+
+        return True
+
+
+    def writeSolution(self, moduleDict, filePath):
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# File intentionally blank.\n')
+        handle.close()
+        return True
+
+
+
+
+
+# template = """class: "ClosestDotTest"
+#
+# layoutName: "Test %s"
+# layout: \"\"\"
+# %s
+# \"\"\"
+# """
+#
+# for i, (_, _, l) in enumerate(foodTests):
+#     f = open("closest_dot_%s.test" % (i+1), "w")
+#     f.write(template % (i+1, "\n".join(l)))
+#     f.close()
+
+class ClosestDotTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(ClosestDotTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+
+    def solution(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        path = searchAgents.ClosestDotSearchAgent().findPathToClosestDot(gameState)
+        return path
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_length = int(solutionDict['solution_length'])
+        solution = self.solution(searchAgents)
+
+        if type(solution) != type([]):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tThe result must be a list. (Instead, it is %s)' % type(solution))
+            return False
+
+        if len(solution) != gold_length:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Closest dot not found.')
+            grades.addMessage('\tstudent solution length:\n%s' % len(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length:\n%s' % gold_length)
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length:\t\t%s' % len(solution))
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName)
+        print(self.layoutText)
+
+        length = len(self.solution(searchAgents))
+        print("Problem solved")
+
+        handle.write('solution_length: "%s"\n' % length)
+        handle.close()
+        return True
+
+
+
+
+class CornerHeuristicSanity(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerHeuristicSanity, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        game_state = pacman.GameState()
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        game_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(game_state)
+        start_state = problem.getStartState()
+        h0 = searchAgents.cornersHeuristic(start_state, problem)
+        succs = problem.getSuccessors(start_state)
+        # cornerConsistencyA
+        for succ in succs:
+            h1 = searchAgents.cornersHeuristic(succ[0], problem)
+            if h0 - h1 > 1:
+                grades.addMessage('FAIL: inconsistent heuristic')
+                return False
+        heuristic_cost = searchAgents.cornersHeuristic(start_state, problem)
+        true_cost = float(solutionDict['cost'])
+        # cornerNontrivial
+        if heuristic_cost == 0:
+            grades.addMessage('FAIL: must use non-trivial heuristic')
+            return False
+        # cornerAdmissible
+        if heuristic_cost > true_cost:
+            grades.addMessage('FAIL: Inadmissible heuristic')
+            return False
+        path = solutionDict['path'].split()
+        states = followPath(path, problem)
+        heuristics = []
+        for state in states:
+            heuristics.append(searchAgents.cornersHeuristic(state, problem))
+        for i in range(0, len(heuristics) - 1):
+            h0 = heuristics[i]
+            h1 = heuristics[i+1]
+            # cornerConsistencyB
+            if h0 - h1 > 1:
+                grades.addMessage('FAIL: inconsistent heuristic')
+                return False
+            # cornerPosH
+            if h0 < 0 or h1 <0:
+                grades.addMessage('FAIL: non-positive heuristic')
+                return False
+        # cornerGoalH
+        if heuristics[len(heuristics) - 1] != 0:
+            grades.addMessage('FAIL: heuristic non-zero at goal')
+            return False
+        grades.addMessage('PASS: heuristic value less than true cost at start state')
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # write comment
+        handle = open(filePath, 'w')
+        handle.write('# In order for a heuristic to be admissible, the value\n')
+        handle.write('# of the heuristic must be less at each state than the\n')
+        handle.write('# true cost of the optimal path from that state to a goal.\n')
+
+        # solve problem and write solution
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(start_state)
+        solution = search.astar(problem, searchAgents.cornersHeuristic)
+        handle.write('cost: "%d"\n' % len(solution))
+        handle.write('path: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.close()
+        return True
+
+
+
+class CornerHeuristicPacman(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerHeuristicPacman, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        total = 0
+        true_cost = float(solutionDict['cost'])
+        thresholds = [int(x) for x in solutionDict['thresholds'].split()]
+        game_state = pacman.GameState()
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        game_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(game_state)
+        start_state = problem.getStartState()
+        if searchAgents.cornersHeuristic(start_state, problem) > true_cost:
+            grades.addMessage('FAIL: Inadmissible heuristic')
+            return False
+        path = search.astar(problem, searchAgents.cornersHeuristic)
+        print("path:", path)
+        print("path length:", len(path))
+        cost = problem.getCostOfActions(path)
+        if cost > true_cost:
+            grades.addMessage('FAIL: Inconsistent heuristic')
+            return False
+        expanded = problem._expanded
+        points = 0
+        for threshold in thresholds:
+            if expanded <= threshold:
+                points += 1
+        grades.addPoints(points)
+        if points >= len(thresholds):
+            grades.addMessage('PASS: Heuristic resulted in expansion of %d nodes' % expanded)
+        else:
+            grades.addMessage('FAIL: Heuristic resulted in expansion of %d nodes' % expanded)
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # write comment
+        handle = open(filePath, 'w')
+        handle.write('# This solution file specifies the length of the optimal path\n')
+        handle.write('# as well as the thresholds on number of nodes expanded to be\n')
+        handle.write('# used in scoring.\n')
+
+        # solve problem and write solution
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(start_state)
+        solution = search.astar(problem, searchAgents.cornersHeuristic)
+        handle.write('cost: "%d"\n' % len(solution))
+        handle.write('path: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('thresholds: "2000 1600 1200"\n')
+        handle.close()
+        return True
+
diff --git a/school/cpsc481/project1/src/submission_autograder.py b/school/cpsc481/project1/src/submission_autograder.py
new file mode 100644
index 0000000..f1cd264
--- /dev/null
+++ b/school/cpsc481/project1/src/submission_autograder.py
@@ -0,0 +1,30 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+from __future__ import print_function
+from codecs import open
+import os, ssl
+if (not os.environ.get('PYTHONHTTPSVERIFY', '') and getattr(ssl, '_create_unverified_context', None)):
+    ssl._create_default_https_context = ssl._create_unverified_context
+
+"""
+CS 188 Local Submission Autograder
+Written by the CS 188 Staff
+
+==============================================================================
+   _____ _              _ 
+  / ____| |            | |
+ | (___ | |_ ___  _ __ | |
+  \___ \| __/ _ \| '_ \| |
+  ____) | || (_) | |_) |_|
+ |_____/ \__\___/| .__/(_)
+                 | |      
+                 |_|      
+
+Modifying or tampering with this file is a violation of course policy.
+If you're having trouble running the autograder, please contact the staff.
+==============================================================================
+"""
+import bz2, base64
+exec(bz2.decompress(base64.b64decode('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')))
+
diff --git a/school/cpsc481/project1/src/testClasses.py b/school/cpsc481/project1/src/testClasses.py
new file mode 100644
index 0000000..39ee87c
--- /dev/null
+++ b/school/cpsc481/project1/src/testClasses.py
@@ -0,0 +1,206 @@
+# testClasses.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# import modules from python standard library
+import inspect
+import re
+import sys
+
+
+# Class which models a question in a project.  Note that questions have a
+# maximum number of points they are worth, and are composed of a series of
+# test cases
+class Question(object):
+
+    def raiseNotDefined(self):
+        print('Method not implemented: %s' % inspect.stack()[1][3])
+        sys.exit(1)
+
+    def __init__(self, questionDict, display):
+        self.maxPoints = int(questionDict['max_points'])
+        self.testCases = []
+        self.display = display
+
+    def getDisplay(self):
+        return self.display
+
+    def getMaxPoints(self):
+        return self.maxPoints
+
+    # Note that 'thunk' must be a function which accepts a single argument,
+    # namely a 'grading' object
+    def addTestCase(self, testCase, thunk):
+        self.testCases.append((testCase, thunk))
+
+    def execute(self, grades):
+        self.raiseNotDefined()
+
+# Question in which all test cases must be passed in order to receive credit
+class PassAllTestsQuestion(Question):
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        testsFailed = False
+        grades.assignZeroCredit()
+        for _, f in self.testCases:
+            if not f(grades):
+                testsFailed = True
+        if testsFailed:
+            grades.fail("Tests failed.")
+        else:
+            grades.assignFullCredit()
+
+class ExtraCreditPassAllTestsQuestion(Question):
+    def __init__(self, questionDict, display):
+        Question.__init__(self, questionDict, display)
+        self.extraPoints = int(questionDict['extra_points'])
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        testsFailed = False
+        grades.assignZeroCredit()
+        for _, f in self.testCases:
+            if not f(grades):
+                testsFailed = True
+        if testsFailed:
+            grades.fail("Tests failed.")
+        else:
+            grades.assignFullCredit()
+            grades.addPoints(self.extraPoints)
+
+# Question in which predict credit is given for test cases with a ``points'' property.
+# All other tests are mandatory and must be passed.
+class HackedPartialCreditQuestion(Question):
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        grades.assignZeroCredit()
+
+        points = 0
+        passed = True
+        for testCase, f in self.testCases:
+            testResult = f(grades)
+            if "points" in testCase.testDict:
+                if testResult: points += float(testCase.testDict["points"])
+            else:
+                passed = passed and testResult
+
+        ## FIXME: Below terrible hack to match q3's logic
+        if int(points) == self.maxPoints and not passed:
+            grades.assignZeroCredit()
+        else:
+            grades.addPoints(int(points))
+
+
+class Q6PartialCreditQuestion(Question):
+    """Fails any test which returns False, otherwise doesn't effect the grades object.
+    Partial credit tests will add the required points."""
+
+    def execute(self, grades):
+        grades.assignZeroCredit()
+
+        results = []
+        for _, f in self.testCases:
+            results.append(f(grades))
+        if False in results:
+            grades.assignZeroCredit()
+
+class PartialCreditQuestion(Question):
+    """Fails any test which returns False, otherwise doesn't effect the grades object.
+    Partial credit tests will add the required points."""
+
+    def execute(self, grades):
+        grades.assignZeroCredit()
+
+        for _, f in self.testCases:
+            if not f(grades):
+                grades.assignZeroCredit()
+                grades.fail("Tests failed.")
+                return False
+
+
+
+class NumberPassedQuestion(Question):
+    """Grade is the number of test cases passed."""
+
+    def execute(self, grades):
+        grades.addPoints([f(grades) for _, f in self.testCases].count(True))
+
+
+
+
+
+# Template modeling a generic test case
+class TestCase(object):
+
+    def raiseNotDefined(self):
+        print('Method not implemented: %s' % inspect.stack()[1][3])
+        sys.exit(1)
+
+    def getPath(self):
+        return self.path
+
+    def __init__(self, question, testDict):
+        self.question = question
+        self.testDict = testDict
+        self.path = testDict['path']
+        self.messages = []
+
+    def __str__(self):
+        self.raiseNotDefined()
+
+    def execute(self, grades, moduleDict, solutionDict):
+        self.raiseNotDefined()
+
+    def writeSolution(self, moduleDict, filePath):
+        self.raiseNotDefined()
+        return True
+
+    # Tests should call the following messages for grading
+    # to ensure a uniform format for test output.
+    #
+    # TODO: this is hairy, but we need to fix grading.py's interface
+    # to get a nice hierarchical project - question - test structure,
+    # then these should be moved into Question proper.
+    def testPass(self, grades):
+        grades.addMessage('PASS: %s' % (self.path,))
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+        return True
+
+    def testFail(self, grades):
+        grades.addMessage('FAIL: %s' % (self.path,))
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+        return False
+
+    # This should really be question level?
+    #
+    def testPartial(self, grades, points, maxPoints):
+        grades.addPoints(points)
+        extraCredit = max(0, points - maxPoints)
+        regularCredit = points - extraCredit
+
+        grades.addMessage('%s: %s (%s of %s points)' % ("PASS" if points >= maxPoints else "FAIL", self.path, regularCredit, maxPoints))
+        if extraCredit > 0:
+            grades.addMessage('EXTRA CREDIT: %s points' % (extraCredit,))
+
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+
+        return True
+
+    def addMessage(self, message):
+        self.messages.extend(message.split('\n'))
+
diff --git a/school/cpsc481/project1/src/testParser.py b/school/cpsc481/project1/src/testParser.py
new file mode 100644
index 0000000..17f3485
--- /dev/null
+++ b/school/cpsc481/project1/src/testParser.py
@@ -0,0 +1,85 @@
+# testParser.py
+# -------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import re
+import sys
+
+class TestParser(object):
+
+    def __init__(self, path):
+        # save the path to the test file
+        self.path = path
+
+    def removeComments(self, rawlines):
+        # remove any portion of a line following a '#' symbol
+        fixed_lines = []
+        for l in rawlines:
+            idx = l.find('#')
+            if idx == -1:
+                fixed_lines.append(l)
+            else:
+                fixed_lines.append(l[0:idx])
+        return '\n'.join(fixed_lines)
+
+    def parse(self):
+        # read in the test case and remove comments
+        test = {}
+        with open(self.path) as handle:
+            raw_lines = handle.read().split('\n')
+
+        test_text = self.removeComments(raw_lines)
+        test['__raw_lines__'] = raw_lines
+        test['path'] = self.path
+        test['__emit__'] = []
+        lines = test_text.split('\n')
+        i = 0
+        # read a property in each loop cycle
+        while(i < len(lines)):
+            # skip blank lines
+            if re.match('\A\s*\Z', lines[i]):
+                test['__emit__'].append(("raw", raw_lines[i]))
+                i += 1
+                continue
+            m = re.match('\A([^"]*?):\s*"([^"]*)"\s*\Z', lines[i])
+            if m:
+                test[m.group(1)] = m.group(2)
+                test['__emit__'].append(("oneline", m.group(1)))
+                i += 1
+                continue
+            m = re.match('\A([^"]*?):\s*"""\s*\Z', lines[i])
+            if m:
+                msg = []
+                i += 1
+                while(not re.match('\A\s*"""\s*\Z', lines[i])):
+                    msg.append(raw_lines[i])
+                    i += 1
+                test[m.group(1)] = '\n'.join(msg)
+                test['__emit__'].append(("multiline", m.group(1)))
+                i += 1
+                continue
+            print('error parsing test file: %s' % self.path)
+            sys.exit(1)
+        return test
+
+
+def emitTestDict(testDict, handle):
+    for kind, data in testDict['__emit__']:
+        if kind == "raw":
+            handle.write(data + "\n")
+        elif kind == "oneline":
+            handle.write('%s: "%s"\n' % (data, testDict[data]))
+        elif kind == "multiline":
+            handle.write('%s: """\n%s\n"""\n' % (data, testDict[data]))
+        else:
+            raise Exception("Bad __emit__")
diff --git a/school/cpsc481/project1/src/test_cases/CONFIG b/school/cpsc481/project1/src/test_cases/CONFIG
new file mode 100644
index 0000000..dbed66b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/CONFIG
@@ -0,0 +1 @@
+order: "q1 q2 q3 q4 q5 q6 q7 q8"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q1/CONFIG b/school/cpsc481/project1/src/test_cases/q1/CONFIG
new file mode 100644
index 0000000..ad7e38a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/CONFIG
@@ -0,0 +1,2 @@
+max_points: "3"
+class: "PassAllTestsQuestion"
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.solution b/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.solution
new file mode 100644
index 0000000..c52850c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A D C"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.test b/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.test
new file mode 100644
index 0000000..05640a0
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.solution b/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..0680f92
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "2:A->D 0:D->G"
+expanded_states: "A D"
+rev_solution: "0:A->B 0:B->D 0:D->G"
+rev_expanded_states: "A B D"
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.test b/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..155e1fe
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_infinite.solution b/school/cpsc481/project1/src/test_cases/q1/graph_infinite.solution
new file mode 100644
index 0000000..82203ee
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_infinite.test b/school/cpsc481/project1/src/test_cases/q1/graph_infinite.test
new file mode 100644
index 0000000..692ac05
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.solution b/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.solution
new file mode 100644
index 0000000..34b5a82
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "2:A->B2 0:B2->C 0:C->D 2:D->E2 0:E2->F 0:F->G"
+expanded_states: "A B2 C D E2 F"
+rev_solution: "0:A->B1 0:B1->C 0:C->D 0:D->E1 0:E1->F 0:F->G"
+rev_expanded_states: "A B1 C D E1 F"
diff --git a/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.test b/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.test
new file mode 100644
index 0000000..953c4eb
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q1/pacman_1.solution b/school/cpsc481/project1/src/test_cases/q1/pacman_1.solution
new file mode 100644
index 0000000..82a670c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/pacman_1.solution
@@ -0,0 +1,40 @@
+# This is the solution file for test_cases/q1/pacman_1.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.0 of the numbers below.
+solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East East East East East East East South South South
+East East East East East East East South South South South South South
+South West West West West West West West West West West West West West
+West West West West South West West West West West West West West West
+"""
+expanded_nodes: "146"
+rev_solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South South East North East East East South
+South South West West West West West West West North North North North
+North North North North West West West West West West West North North
+North East East East East South East East East North North North West
+West North North West West West West West West West West West West
+West West West West West West West West West West West West West West
+South South South South South South South South South East East East
+North North North North North North North East East South South South
+South South South East East North North North North North North East
+East South South South South East East North North North North East
+East East East East South South West West West South South East East
+East South South West West West West West West South South West West
+West West West South West West West West West South South East East
+East East East East East North East East East East East North North
+East East East East East East North East East East East East South
+South West West West South West West West West West West South South
+West West West West West South West West West West West West West West
+West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project1/src/test_cases/q1/pacman_1.test b/school/cpsc481/project1/src/test_cases/q1/pacman_1.test
new file mode 100644
index 0000000..6ae5412
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q1/pacman_1.test
@@ -0,0 +1,27 @@
+# This is a basic depth first search test
+class: "PacmanSearchTest"
+algorithm: "depthFirstSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q2/CONFIG b/school/cpsc481/project1/src/test_cases/q2/CONFIG
new file mode 100644
index 0000000..ad7e38a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/CONFIG
@@ -0,0 +1,2 @@
+max_points: "3"
+class: "PassAllTestsQuestion"
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.solution b/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.solution
new file mode 100644
index 0000000..6c669c2
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A D C B"
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.test b/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.test
new file mode 100644
index 0000000..2b35d8b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.solution b/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..05eecc8
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->G"
+expanded_states: "A B"
+rev_solution: "1:A->G"
+rev_expanded_states: "A D"
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.test b/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..47b78a6
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_infinite.solution b/school/cpsc481/project1/src/test_cases/q2/graph_infinite.solution
new file mode 100644
index 0000000..17b621c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_infinite.test b/school/cpsc481/project1/src/test_cases/q2/graph_infinite.test
new file mode 100644
index 0000000..2cae9ad
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.solution b/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.solution
new file mode 100644
index 0000000..0cea422
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B2 C B1 D E2 F E1"
diff --git a/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.test b/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.test
new file mode 100644
index 0000000..7c636ea
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q2/pacman_1.solution b/school/cpsc481/project1/src/test_cases/q2/pacman_1.solution
new file mode 100644
index 0000000..8f6d2bd
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/pacman_1.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q2/pacman_1.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.0 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "269"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project1/src/test_cases/q2/pacman_1.test b/school/cpsc481/project1/src/test_cases/q2/pacman_1.test
new file mode 100644
index 0000000..c913f0c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q2/pacman_1.test
@@ -0,0 +1,27 @@
+# This is a basic breadth first search test
+class: "PacmanSearchTest"
+algorithm: "breadthFirstSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q3/CONFIG b/school/cpsc481/project1/src/test_cases/q3/CONFIG
new file mode 100644
index 0000000..e5332c3
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.solution b/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.solution
new file mode 100644
index 0000000..d150cb7
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C D"
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.test b/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.test
new file mode 100644
index 0000000..a74bd9e
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.solution b/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..5dfffca
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->G"
+expanded_states: "A B"
+rev_solution: "1:A->G"
+rev_expanded_states: "A B"
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.test b/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..87aa465
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_infinite.solution b/school/cpsc481/project1/src/test_cases/q3/graph_infinite.solution
new file mode 100644
index 0000000..c6cd195
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_infinite.test b/school/cpsc481/project1/src/test_cases/q3/graph_infinite.test
new file mode 100644
index 0000000..80d807f
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.solution b/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.solution
new file mode 100644
index 0000000..628568f
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B1 C B2 D E1 F E2"
diff --git a/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.test b/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.test
new file mode 100644
index 0000000..8c39dc7
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.solution
new file mode 100644
index 0000000..b8c1509
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/ucs_0_graph.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "Right Down Down"
+expanded_states: "A B D C G"
+rev_solution: "Right Down Down"
+rev_expanded_states: "A B D C G"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.test b/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.test
new file mode 100644
index 0000000..e8f3d4c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_0_graph.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+          C
+          ^
+          | 2
+     2    V   4 
+*A <----> B -----> [H]
+          |1 
+     1.5  V  2.5
+ G <----- D -----> E
+          |
+        2 | 
+          V
+         [F]
+
+A is the start state, F and H is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: H F
+A Right B 2.0
+B Right H 4.0
+B Down D 1.0
+B Up C 2.0
+B Left A 2.0
+C Down B 2.0
+D Right E 2.5
+D Down F 2.0
+D Left G 1.5
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.solution
new file mode 100644
index 0000000..dc8fc4c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q3/ucs_1_problemC.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "269"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.test b/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.test
new file mode 100644
index 0000000..1ce714d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_1_problemC.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+#costFn: "lambda pos: 1"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.solution
new file mode 100644
index 0000000..d84245f
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q3/ucs_2_problemE.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South East East East East South South South
+West West West West West West West North West West West West West West
+West West West West West West West West West West West South West West
+West West West West West West West
+"""
+expanded_nodes: "260"
+rev_solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South East East East East South South South
+West West West West West West West North West West West West West West
+West West West West West West West West West West West South West West
+West West West West West West West
+"""
+rev_expanded_nodes: "260"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.test b/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.test
new file mode 100644
index 0000000..3c609f2
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_2_problemE.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+costFn: "lambda pos: .5 ** pos[0]"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.solution
new file mode 100644
index 0000000..e04325d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.solution
@@ -0,0 +1,34 @@
+# This is the solution file for test_cases/q3/ucs_3_problemW.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East South South East East East South South West West
+West West West West South South West West West West West South West
+West West West West South South East East East East East East East
+North East East East East East North North East East East East East
+East South South West West West West South South West West West West
+West South West West West West West West West West West
+"""
+expanded_nodes: "173"
+rev_solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East South South East East East South South West West
+West West West West South South West West West West West South West
+West West West West South South East East East East East East East
+North East East East East East North North East East East East East
+East South South West West West West South South West West West West
+West South West West West West West West West West West
+"""
+rev_expanded_nodes: "173"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.test b/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.test
new file mode 100644
index 0000000..fbc2fad
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_3_problemW.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+costFn: "lambda pos: 2 ** pos[0]"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.solution
new file mode 100644
index 0000000..b8c5303
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.solution
@@ -0,0 +1,12 @@
+# This is the solution file for test_cases/q3/ucs_4_testSearch.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 2.0 of the numbers below.
+solution: """
+West East East South South West West
+"""
+expanded_nodes: "14"
+rev_solution: """
+West East East South South West West
+"""
+rev_expanded_nodes: "13"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.test b/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.test
new file mode 100644
index 0000000..a16c6d8
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_4_testSearch.test
@@ -0,0 +1,16 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "testSearch"
+layout: """
+%%%%%
+%.P %
+%%% %
+%.  %
+%%%%%
+"""
+searchProblemClass: "FoodSearchProblem"
+leewayFactor: "2"
+
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.solution b/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.solution
new file mode 100644
index 0000000..7d6c982
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/ucs_5_goalAtDequeue.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->B 0:B->C 0:C->G"
+expanded_states: "A B C"
+rev_solution: "1:A->B 0:B->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.test b/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.test
new file mode 100644
index 0000000..72b35bc
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q3/ucs_5_goalAtDequeue.test
@@ -0,0 +1,29 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+    1      1      1
+*A ---> B ---> C ---> [G]
+ |                     ^
+ |         10          |
+ \---------------------/
+
+A is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+If you fail this test case, you may be incorrectly testing if a node is a goal 
+before adding it into the queue, instead of testing when you remove the node 
+from the queue.  See the algorithm pseudocode in lecture.
+"""
+
+graph: """
+start_state: A
+goal_states: G
+A 0:A->G G 10.0
+A 1:A->B B 1.0
+B 0:B->C C 1.0
+C 0:C->G G 1.0
+"""
+# We only care about the solution, not the expansion order.
+exactExpansionOrder: "False"
+
diff --git a/school/cpsc481/project1/src/test_cases/q4/CONFIG b/school/cpsc481/project1/src/test_cases/q4/CONFIG
new file mode 100644
index 0000000..b24223d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_0.solution b/school/cpsc481/project1/src/test_cases/q4/astar_0.solution
new file mode 100644
index 0000000..459cadd
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_0.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_0.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "Right Down Down"
+expanded_states: "A B D C G"
+rev_solution: "Right Down Down"
+rev_expanded_states: "A B D C G"
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_0.test b/school/cpsc481/project1/src/test_cases/q4/astar_0.test
new file mode 100644
index 0000000..9b3b539
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_0.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+          C
+          ^
+          | 2
+     2    V   4 
+*A <----> B -----> [H]
+          | 
+     1.5  V  2.5
+ G <----- D -----> E
+          |
+        2 | 
+          V
+         [F]
+
+A is the start state, F and H is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: H F
+A Right B 2.0
+B Right H 4.0
+B Down D 1.0
+B Up C 2.0
+B Left A 2.0
+C Down B 2.0
+D Right E 2.5
+D Down F 2.0
+D Left G 1.5
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.solution b/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.solution
new file mode 100644
index 0000000..7767c27
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_1_graph_heuristic.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0 0 2"
+expanded_states: "S A D C"
+rev_solution: "0 0 2"
+rev_expanded_states: "S A D C"
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.test b/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.test
new file mode 100644
index 0000000..b5afd79
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_1_graph_heuristic.test
@@ -0,0 +1,54 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+     2     3     2
+  S --- A --- C ---> G
+  | \       /       ^
+3 |  \ 5   / 1     / 
+  |   \   /       / 
+  B --- D -------/
+     4         5  
+
+S is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+The heuristic value of each state is:
+	S 6.0
+	A 2.5
+	B 5.25
+	C 1.125
+	D 1.0625
+	G 0
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: S
+goal_states: G
+S 0 A 2.0
+S 1 B 3.0
+S 2 D 5.0
+A 0 C 3.0
+A 1 S 2.0
+B 0 D 4.0
+B 1 S 3.0
+C 0 A 3.0
+C 1 D 1.0
+C 2 G 2.0
+D 0 B 4.0
+D 1 C 1.0
+D 2 G 5.0
+D 3 S 5.0
+"""
+heuristic: """
+S 6.0
+A 2.5
+B 5.25
+C 1.125
+D 1.0625
+G 0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.solution b/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.solution
new file mode 100644
index 0000000..65bf5f5
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q4/astar_2_manhattan.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "221"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "221"
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.test b/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.test
new file mode 100644
index 0000000..e936195
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_2_manhattan.test
@@ -0,0 +1,27 @@
+class: "PacmanSearchTest"
+algorithm: "aStarSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+heuristic: "manhattanHeuristic"
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.solution b/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.solution
new file mode 100644
index 0000000..edb3502
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_3_goalAtDequeue.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->B 0:B->C 0:C->G"
+expanded_states: "A B C"
+rev_solution: "1:A->B 0:B->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.test b/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.test
new file mode 100644
index 0000000..c4d1903
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/astar_3_goalAtDequeue.test
@@ -0,0 +1,29 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+    1      1      1
+*A ---> B ---> C ---> [G]
+ |                     ^
+ |         10          |
+ \---------------------/
+
+A is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+If you fail this test case, you may be incorrectly testing if a node is a goal 
+before adding it into the queue, instead of testing when you remove the node 
+from the queue.  See the algorithm pseudocode in lecture.
+"""
+
+graph: """
+start_state: A
+goal_states: G
+A 0:A->G G 10.0
+A 1:A->B B 1.0
+B 0:B->C C 1.0
+C 0:C->G G 1.0
+"""
+# We only care about the solution, not the expansion order.
+exactExpansionOrder: "False"
+
diff --git a/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.solution b/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.solution
new file mode 100644
index 0000000..fc51794
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C D"
diff --git a/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.test b/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.test
new file mode 100644
index 0000000..84e0126
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.solution b/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.solution
new file mode 100644
index 0000000..0caa767
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B1 C B2 D E1 F E2"
diff --git a/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.test b/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.test
new file mode 100644
index 0000000..82fdf87
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q4/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q5/CONFIG b/school/cpsc481/project1/src/test_cases/q5/CONFIG
new file mode 100644
index 0000000..e7c6582
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q5/CONFIG
@@ -0,0 +1,3 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
+depends: "q2"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.solution b/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.solution
new file mode 100644
index 0000000..161bf15
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q5/corner_tiny_corner.test.
+solution_length: "28"
diff --git a/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.test b/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.test
new file mode 100644
index 0000000..823bd47
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q5/corner_tiny_corner.test
@@ -0,0 +1,14 @@
+class: "CornerProblemTest"
+
+layoutName: "tinyCorner"
+layout: """
+%%%%%%%%
+%.    .%
+%   P  %
+% %%%% %
+% %    %
+% % %%%%
+%.%   .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q6/CONFIG b/school/cpsc481/project1/src/test_cases/q6/CONFIG
new file mode 100644
index 0000000..b76e0eb
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/CONFIG
@@ -0,0 +1,3 @@
+class: "Q6PartialCreditQuestion"
+max_points: "3"
+depends: "q4"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.solution b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.solution
new file mode 100644
index 0000000..4385d9b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.solution
@@ -0,0 +1,7 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "8"
+path: """
+North South South East East East North North
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.test b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.test
new file mode 100644
index 0000000..93379ac
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_1.test
@@ -0,0 +1,12 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%
+%.  .%
+%P   %
+%.  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.solution b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.solution
new file mode 100644
index 0000000..1aebe8a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.solution
@@ -0,0 +1,7 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "8"
+path: """
+West North North East East East South South
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.test b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.test
new file mode 100644
index 0000000..18184a8
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_2.test
@@ -0,0 +1,12 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%
+%.  .%
+% %% %
+%.P%.%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.solution b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.solution
new file mode 100644
index 0000000..c02dd57
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.solution
@@ -0,0 +1,9 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "28"
+path: """
+South South South West West West West East East East East East North
+North North North North West West West South South South West West
+North North North
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.test b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.test
new file mode 100644
index 0000000..8f30442
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/corner_sanity_3.test
@@ -0,0 +1,15 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%%%
+%.%   .%
+% % %  %
+% % %P %
+%   %  %
+%%%%%  %
+%.    .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q6/medium_corners.solution b/school/cpsc481/project1/src/test_cases/q6/medium_corners.solution
new file mode 100644
index 0000000..913dc45
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/medium_corners.solution
@@ -0,0 +1,16 @@
+# This solution file specifies the length of the optimal path
+# as well as the thresholds on number of nodes expanded to be
+# used in scoring.
+cost: "106"
+path: """
+North East East East East North North West West West West North North
+North North North North North North West West West West South South
+East East East East South South South South South South West West
+South South South West West East East North North North East East East
+East East East East East South South East East East East East North
+North East East North North East East North North East East East East
+South South South South East East North North East East South South
+South South South North North North North North North North West West
+North North East East North North
+"""
+thresholds: "2000 1600 1200"
diff --git a/school/cpsc481/project1/src/test_cases/q6/medium_corners.test b/school/cpsc481/project1/src/test_cases/q6/medium_corners.test
new file mode 100644
index 0000000..dfa0a68
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q6/medium_corners.test
@@ -0,0 +1,19 @@
+class: "CornerHeuristicPacman"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      % % %              %.%
+%       % % %%%%%% %%%%%%% % %
+%       %        %     % %   %
+%%%%% %%%%% %%% %% %%%%% % %%%
+%   % % % %   %    %     %   %
+% %%% % % % %%%%%%%% %%% %%% %
+%       %     %%     % % %   %
+%%% % %%%%%%% %%%% %%% % % % %
+% %           %%     %     % %
+% % %%%%% % %%%% % %%% %%% % %
+%   %     %      % %   % %%% %
+%.  %P%%%%%      % %%% %    .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
diff --git a/school/cpsc481/project1/src/test_cases/q7/CONFIG b/school/cpsc481/project1/src/test_cases/q7/CONFIG
new file mode 100644
index 0000000..ee85183
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/CONFIG
@@ -0,0 +1,3 @@
+class: "PartialCreditQuestion"
+max_points: "4"
+depends: "q4"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.solution
new file mode 100644
index 0000000..7a287f8
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_1.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.test
new file mode 100644
index 0000000..7545a7a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_1.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 1"
+layout: """
+%%%%%%
+%    %
+%    %
+%P   %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.solution
new file mode 100644
index 0000000..1917f05
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_10.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.test
new file mode 100644
index 0000000..212c7bd
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_10.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 10"
+layout: """
+%%%%%%%%
+%      %
+%.  P .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.solution
new file mode 100644
index 0000000..11c3289
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_11.test.
+solution_cost: "8"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.test
new file mode 100644
index 0000000..f5e6ed4
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_11.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 11"
+layout: """
+%%%%%%%%
+%      %
+%   P  %
+%.  . .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.solution
new file mode 100644
index 0000000..0edcc02
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_12.test.
+solution_cost: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.test
new file mode 100644
index 0000000..cc99a25
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_12.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 12"
+layout: """
+%%%%%%%%
+%      %
+%    P.%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.solution
new file mode 100644
index 0000000..c25d50b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_13.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.test
new file mode 100644
index 0000000..09d6f1e
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_13.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 13"
+layout: """
+%%%%%%%%
+%      %
+%P.   .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.solution
new file mode 100644
index 0000000..e6cc475
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_14.test.
+solution_cost: "31"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.test
new file mode 100644
index 0000000..58982e3
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_14.test
@@ -0,0 +1,19 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 14"
+layout: """
+%%%%%%%%%%
+%        %
+% ...%...%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+%P.%...%.%
+%        %
+%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.solution
new file mode 100644
index 0000000..4eca0f1
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_15.test.
+solution_cost: "21"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.test
new file mode 100644
index 0000000..df605c1
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_15.test
@@ -0,0 +1,32 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 15"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+%.%
+%.%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%.%
+% %
+%P%
+% %
+% %
+% %
+% %
+%.%
+%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.solution
new file mode 100644
index 0000000..8d89992
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_16.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.test
new file mode 100644
index 0000000..762b433
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_16.test
@@ -0,0 +1,15 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 16"
+layout: """
+%%%%
+% .%
+%  %
+%P %
+%  %
+% .%
+%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.solution
new file mode 100644
index 0000000..63a9a1b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_17.test.
+solution_cost: "16"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.test
new file mode 100644
index 0000000..a923f67
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_17.test
@@ -0,0 +1,14 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 17"
+layout: """
+%%%%%%%%
+%.%....%
+%.% %%.%
+%.%P%%.%
+%...  .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.solution
new file mode 100644
index 0000000..ca5aba1
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_2.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.test
new file mode 100644
index 0000000..956e75d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_2.test
@@ -0,0 +1,32 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 2"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%P%
+% %
+% %
+% %
+% %
+% %
+%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.solution
new file mode 100644
index 0000000..d1694b5
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_3.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.test
new file mode 100644
index 0000000..250a8b1
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_3.test
@@ -0,0 +1,15 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 3"
+layout: """
+%%%%
+%  %
+%  %
+%P %
+%  %
+%  %
+%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.solution
new file mode 100644
index 0000000..6e1e82a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_4.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.test
new file mode 100644
index 0000000..ed86a0c
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_4.test
@@ -0,0 +1,14 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 4"
+layout: """
+%%%%%%%%
+% %    %
+% % %% %
+% %P%% %
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.solution
new file mode 100644
index 0000000..779e9e6
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_5.test.
+solution_cost: "11"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.test
new file mode 100644
index 0000000..1f44c48
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_5.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 5"
+layout: """
+%%%%%%
+%....%
+%....%
+%P...%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.solution
new file mode 100644
index 0000000..906b510
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_6.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.test
new file mode 100644
index 0000000..01d7f32
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_6.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 6"
+layout: """
+%%%%%%
+%   .%
+%.P..%
+%    %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.solution
new file mode 100644
index 0000000..5994a7b
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_7.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.test
new file mode 100644
index 0000000..b1db372
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_7.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 7"
+layout: """
+%%%%%%%
+%    .%
+%. P..%
+%     %
+%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.solution
new file mode 100644
index 0000000..0e4fb08
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_8.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.test
new file mode 100644
index 0000000..b9430af
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_8.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 8"
+layout: """
+%%%%%%
+%   .%
+%   .%
+%P  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.solution
new file mode 100644
index 0000000..1470d9a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_9.test.
+solution_cost: "6"
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.test
new file mode 100644
index 0000000..799b41d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_9.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 9"
+layout: """
+%%%%%%
+% %. %
+% %%.%
+%P. .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.solution b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.solution
new file mode 100644
index 0000000..cd6fd7d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_grade_tricky.test.
+# File intentionally blank.
diff --git a/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.test b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.test
new file mode 100644
index 0000000..081fb0d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q7/food_heuristic_grade_tricky.test
@@ -0,0 +1,19 @@
+class: "HeuristicGrade"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "trickySearch"
+layout: """
+%%%%%%%%%%%%%%%%%%%%
+%.           ..%   %
+%.%%.%%.%%.%%.%% % %
+%        P       % %
+%%%%%%%%%%%%%%%%%% %
+%.....             %
+%%%%%%%%%%%%%%%%%%%%
+"""
+# One point always, an extra point for each
+# threshold passed.
+basePoints: "1"
+gradingThresholds: "15000 12000 9000 7000"
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/CONFIG b/school/cpsc481/project1/src/test_cases/q8/CONFIG
new file mode 100644
index 0000000..b24223d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
\ No newline at end of file
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.solution
new file mode 100644
index 0000000..300fc25
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_1.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.test
new file mode 100644
index 0000000..672989f
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_1.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 1"
+layout: """
+%%%%%%
+%....%
+%....%
+%P...%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.solution
new file mode 100644
index 0000000..174b5dd
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_10.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.test
new file mode 100644
index 0000000..b1e0f33
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_10.test
@@ -0,0 +1,17 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 10"
+layout: """
+%%%%%%%%%%
+%        %
+% ...%...%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+%P.%...%.%
+%        %
+%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.solution
new file mode 100644
index 0000000..80bbe38
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_11.test.
+solution_length: "2"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.test
new file mode 100644
index 0000000..0310a1e
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_11.test
@@ -0,0 +1,30 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 11"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+%.%
+%.%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%.%
+% %
+%P%
+% %
+% %
+% %
+% %
+%.%
+%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.solution
new file mode 100644
index 0000000..6f38bcb
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_12.test.
+solution_length: "3"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.test
new file mode 100644
index 0000000..a17b628
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_12.test
@@ -0,0 +1,13 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 12"
+layout: """
+%%%%
+% .%
+%  %
+%P %
+%  %
+% .%
+%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.solution
new file mode 100644
index 0000000..7afa908
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_13.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.test
new file mode 100644
index 0000000..87c423d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_13.test
@@ -0,0 +1,12 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 13"
+layout: """
+%%%%%%%%
+%.%....%
+%.% %%.%
+%.%P%%.%
+%...  .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.solution
new file mode 100644
index 0000000..16d75de
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_2.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.test
new file mode 100644
index 0000000..4b59602
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_2.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 2"
+layout: """
+%%%%%%
+%   .%
+%.P..%
+%    %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.solution
new file mode 100644
index 0000000..cbd5974
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_3.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.test
new file mode 100644
index 0000000..aa2a3af
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_3.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 3"
+layout: """
+%%%%%%%
+%    .%
+%. P..%
+%     %
+%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.solution
new file mode 100644
index 0000000..ca520b5
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_4.test.
+solution_length: "3"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.test
new file mode 100644
index 0000000..8499f6d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_4.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 4"
+layout: """
+%%%%%%
+%   .%
+%   .%
+%P  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.solution
new file mode 100644
index 0000000..5c526a2
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_5.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.test
new file mode 100644
index 0000000..dfaee3d
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_5.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 5"
+layout: """
+%%%%%%
+% %. %
+% %%.%
+%P. .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.solution
new file mode 100644
index 0000000..b06468a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_6.test.
+solution_length: "2"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.test
new file mode 100644
index 0000000..bc50c57
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_6.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 6"
+layout: """
+%%%%%%%%
+%      %
+%.  P .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.solution
new file mode 100644
index 0000000..3231b28
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_7.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.test
new file mode 100644
index 0000000..746e89a
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_7.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 7"
+layout: """
+%%%%%%%%
+%      %
+%   P  %
+%.  . .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.solution
new file mode 100644
index 0000000..646e621
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_8.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.test
new file mode 100644
index 0000000..c266ae1
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_8.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 8"
+layout: """
+%%%%%%%%
+%      %
+%    P.%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.solution b/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.solution
new file mode 100644
index 0000000..6c94aa5
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_9.test.
+solution_length: "1"
diff --git a/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.test b/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.test
new file mode 100644
index 0000000..da078de
--- /dev/null
+++ b/school/cpsc481/project1/src/test_cases/q8/closest_dot_9.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 9"
+layout: """
+%%%%%%%%
+%      %
+%P.   .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project1/src/textDisplay.py b/school/cpsc481/project1/src/textDisplay.py
new file mode 100644
index 0000000..8e25a46
--- /dev/null
+++ b/school/cpsc481/project1/src/textDisplay.py
@@ -0,0 +1,81 @@
+# textDisplay.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import time
+try: 
+    import pacman
+except:
+    pass
+
+DRAW_EVERY = 1
+SLEEP_TIME = 0 # This can be overwritten by __init__
+DISPLAY_MOVES = False
+QUIET = False # Supresses output
+
+class NullGraphics:
+    def initialize(self, state, isBlue = False):
+        pass
+
+    def update(self, state):
+        pass
+
+    def checkNullDisplay(self):
+        return True
+
+    def pause(self):
+        time.sleep(SLEEP_TIME)
+
+    def draw(self, state):
+        print(state)
+
+    def updateDistributions(self, dist):
+        pass
+
+    def finish(self):
+        pass
+
+class PacmanGraphics:
+    def __init__(self, speed=None):
+        if speed != None:
+            global SLEEP_TIME
+            SLEEP_TIME = speed
+
+    def initialize(self, state, isBlue = False):
+        self.draw(state)
+        self.pause()
+        self.turn = 0
+        self.agentCounter = 0
+
+    def update(self, state):
+        numAgents = len(state.agentStates)
+        self.agentCounter = (self.agentCounter + 1) % numAgents
+        if self.agentCounter == 0:
+            self.turn += 1
+            if DISPLAY_MOVES:
+                ghosts = [pacman.nearestPoint(state.getGhostPosition(i)) for i in range(1, numAgents)]
+                print("%4d) P: %-8s" % (self.turn, str(pacman.nearestPoint(state.getPacmanPosition()))),'| Score: %-5d' % state.score,'| Ghosts:', ghosts)
+            if self.turn % DRAW_EVERY == 0:
+                self.draw(state)
+                self.pause()
+        if state._win or state._lose:
+            self.draw(state)
+
+    def pause(self):
+        time.sleep(SLEEP_TIME)
+
+    def draw(self, state):
+        print(state)
+
+    def finish(self):
+        pass
diff --git a/school/cpsc481/project1/src/util.py b/school/cpsc481/project1/src/util.py
new file mode 100644
index 0000000..d81667f
--- /dev/null
+++ b/school/cpsc481/project1/src/util.py
@@ -0,0 +1,672 @@
+# util.py
+# -------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# util.py
+# -------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import inspect
+import heapq, random
+
+
+class FixedRandom:
+    def __init__(self):
+        fixedState = (3, (2147483648, 507801126, 683453281, 310439348, 2597246090, \
+            2209084787, 2267831527, 979920060, 3098657677, 37650879, 807947081, 3974896263, \
+            881243242, 3100634921, 1334775171, 3965168385, 746264660, 4074750168, 500078808, \
+            776561771, 702988163, 1636311725, 2559226045, 157578202, 2498342920, 2794591496, \
+            4130598723, 496985844, 2944563015, 3731321600, 3514814613, 3362575829, 3038768745, \
+            2206497038, 1108748846, 1317460727, 3134077628, 988312410, 1674063516, 746456451, \
+            3958482413, 1857117812, 708750586, 1583423339, 3466495450, 1536929345, 1137240525, \
+            3875025632, 2466137587, 1235845595, 4214575620, 3792516855, 657994358, 1241843248, \
+            1695651859, 3678946666, 1929922113, 2351044952, 2317810202, 2039319015, 460787996, \
+            3654096216, 4068721415, 1814163703, 2904112444, 1386111013, 574629867, 2654529343, \
+            3833135042, 2725328455, 552431551, 4006991378, 1331562057, 3710134542, 303171486, \
+            1203231078, 2670768975, 54570816, 2679609001, 578983064, 1271454725, 3230871056, \
+            2496832891, 2944938195, 1608828728, 367886575, 2544708204, 103775539, 1912402393, \
+            1098482180, 2738577070, 3091646463, 1505274463, 2079416566, 659100352, 839995305, \
+            1696257633, 274389836, 3973303017, 671127655, 1061109122, 517486945, 1379749962, \
+            3421383928, 3116950429, 2165882425, 2346928266, 2892678711, 2936066049, 1316407868, \
+            2873411858, 4279682888, 2744351923, 3290373816, 1014377279, 955200944, 4220990860, \
+            2386098930, 1772997650, 3757346974, 1621616438, 2877097197, 442116595, 2010480266, \
+            2867861469, 2955352695, 605335967, 2222936009, 2067554933, 4129906358, 1519608541, \
+            1195006590, 1942991038, 2736562236, 279162408, 1415982909, 4099901426, 1732201505, \
+            2934657937, 860563237, 2479235483, 3081651097, 2244720867, 3112631622, 1636991639, \
+            3860393305, 2312061927, 48780114, 1149090394, 2643246550, 1764050647, 3836789087, \
+            3474859076, 4237194338, 1735191073, 2150369208, 92164394, 756974036, 2314453957, \
+            323969533, 4267621035, 283649842, 810004843, 727855536, 1757827251, 3334960421, \
+            3261035106, 38417393, 2660980472, 1256633965, 2184045390, 811213141, 2857482069, \
+            2237770878, 3891003138, 2787806886, 2435192790, 2249324662, 3507764896, 995388363, \
+            856944153, 619213904, 3233967826, 3703465555, 3286531781, 3863193356, 2992340714, \
+            413696855, 3865185632, 1704163171, 3043634452, 2225424707, 2199018022, 3506117517, \
+            3311559776, 3374443561, 1207829628, 668793165, 1822020716, 2082656160, 1160606415, \
+            3034757648, 741703672, 3094328738, 459332691, 2702383376, 1610239915, 4162939394, \
+            557861574, 3805706338, 3832520705, 1248934879, 3250424034, 892335058, 74323433, \
+            3209751608, 3213220797, 3444035873, 3743886725, 1783837251, 610968664, 580745246, \
+            4041979504, 201684874, 2673219253, 1377283008, 3497299167, 2344209394, 2304982920, \
+            3081403782, 2599256854, 3184475235, 3373055826, 695186388, 2423332338, 222864327, \
+            1258227992, 3627871647, 3487724980, 4027953808, 3053320360, 533627073, 3026232514, \
+            2340271949, 867277230, 868513116, 2158535651, 2487822909, 3428235761, 3067196046, \
+            3435119657, 1908441839, 788668797, 3367703138, 3317763187, 908264443, 2252100381, \
+            764223334, 4127108988, 384641349, 3377374722, 1263833251, 1958694944, 3847832657, \
+            1253909612, 1096494446, 555725445, 2277045895, 3340096504, 1383318686, 4234428127, \
+            1072582179, 94169494, 1064509968, 2681151917, 2681864920, 734708852, 1338914021, \
+            1270409500, 1789469116, 4191988204, 1716329784, 2213764829, 3712538840, 919910444, \
+            1318414447, 3383806712, 3054941722, 3378649942, 1205735655, 1268136494, 2214009444, \
+            2532395133, 3232230447, 230294038, 342599089, 772808141, 4096882234, 3146662953, \
+            2784264306, 1860954704, 2675279609, 2984212876, 2466966981, 2627986059, 2985545332, \
+            2578042598, 1458940786, 2944243755, 3959506256, 1509151382, 325761900, 942251521, \
+            4184289782, 2756231555, 3297811774, 1169708099, 3280524138, 3805245319, 3227360276, \
+            3199632491, 2235795585, 2865407118, 36763651, 2441503575, 3314890374, 1755526087, \
+            17915536, 1196948233, 949343045, 3815841867, 489007833, 2654997597, 2834744136, \
+            417688687, 2843220846, 85621843, 747339336, 2043645709, 3520444394, 1825470818, \
+            647778910, 275904777, 1249389189, 3640887431, 4200779599, 323384601, 3446088641, \
+            4049835786, 1718989062, 3563787136, 44099190, 3281263107, 22910812, 1826109246, \
+            745118154, 3392171319, 1571490704, 354891067, 815955642, 1453450421, 940015623, \
+            796817754, 1260148619, 3898237757, 176670141, 1870249326, 3317738680, 448918002, \
+            4059166594, 2003827551, 987091377, 224855998, 3520570137, 789522610, 2604445123, \
+            454472869, 475688926, 2990723466, 523362238, 3897608102, 806637149, 2642229586, \
+            2928614432, 1564415411, 1691381054, 3816907227, 4082581003, 1895544448, 3728217394, \
+            3214813157, 4054301607, 1882632454, 2873728645, 3694943071, 1297991732, 2101682438, \
+            3952579552, 678650400, 1391722293, 478833748, 2976468591, 158586606, 2576499787, \
+            662690848, 3799889765, 3328894692, 2474578497, 2383901391, 1718193504, 3003184595, \
+            3630561213, 1929441113, 3848238627, 1594310094, 3040359840, 3051803867, 2462788790, \
+            954409915, 802581771, 681703307, 545982392, 2738993819, 8025358, 2827719383, \
+            770471093, 3484895980, 3111306320, 3900000891, 2116916652, 397746721, 2087689510, \
+            721433935, 1396088885, 2751612384, 1998988613, 2135074843, 2521131298, 707009172, \
+            2398321482, 688041159, 2264560137, 482388305, 207864885, 3735036991, 3490348331, \
+            1963642811, 3260224305, 3493564223, 1939428454, 1128799656, 1366012432, 2858822447, \
+            1428147157, 2261125391, 1611208390, 1134826333, 2374102525, 3833625209, 2266397263, \
+            3189115077, 770080230, 2674657172, 4280146640, 3604531615, 4235071805, 3436987249, \
+            509704467, 2582695198, 4256268040, 3391197562, 1460642842, 1617931012, 457825497, \
+            1031452907, 1330422862, 4125947620, 2280712485, 431892090, 2387410588, 2061126784, \
+            896457479, 3480499461, 2488196663, 4021103792, 1877063114, 2744470201, 1046140599, \
+            2129952955, 3583049218, 4217723693, 2720341743, 820661843, 1079873609, 3360954200, \
+            3652304997, 3335838575, 2178810636, 1908053374, 4026721976, 1793145418, 476541615, \
+            973420250, 515553040, 919292001, 2601786155, 1685119450, 3030170809, 1590676150, \
+            1665099167, 651151584, 2077190587, 957892642, 646336572, 2743719258, 866169074, \
+            851118829, 4225766285, 963748226, 799549420, 1955032629, 799460000, 2425744063, \
+            2441291571, 1928963772, 528930629, 2591962884, 3495142819, 1896021824, 901320159, \
+            3181820243, 843061941, 3338628510, 3782438992, 9515330, 1705797226, 953535929, \
+            764833876, 3202464965, 2970244591, 519154982, 3390617541, 566616744, 3438031503, \
+            1853838297, 170608755, 1393728434, 676900116, 3184965776, 1843100290, 78995357, \
+            2227939888, 3460264600, 1745705055, 1474086965, 572796246, 4081303004, 882828851, \
+            1295445825, 137639900, 3304579600, 2722437017, 4093422709, 273203373, 2666507854, \
+            3998836510, 493829981, 1623949669, 3482036755, 3390023939, 833233937, 1639668730, \
+            1499455075, 249728260, 1210694006, 3836497489, 1551488720, 3253074267, 3388238003, \
+            2372035079, 3945715164, 2029501215, 3362012634, 2007375355, 4074709820, 631485888, \
+            3135015769, 4273087084, 3648076204, 2739943601, 1374020358, 1760722448, 3773939706, \
+            1313027823, 1895251226, 4224465911, 421382535, 1141067370, 3660034846, 3393185650, \
+            1850995280, 1451917312, 3841455409, 3926840308, 1397397252, 2572864479, 2500171350, \
+            3119920613, 531400869, 1626487579, 1099320497, 407414753, 2438623324, 99073255, \
+            3175491512, 656431560, 1153671785, 236307875, 2824738046, 2320621382, 892174056, \
+            230984053, 719791226, 2718891946, 624), None)
+        self.random = random.Random()
+        self.random.setstate(fixedState)
+
+"""
+ Data structures useful for implementing SearchAgents
+"""
+
+class Stack:
+    "A container with a last-in-first-out (LIFO) queuing policy."
+    def __init__(self):
+        self.list = []
+
+    def push(self,item):
+        "Push 'item' onto the stack"
+        self.list.append(item)
+
+    def pop(self):
+        "Pop the most recently pushed item from the stack"
+        return self.list.pop()
+
+    def isEmpty(self):
+        "Returns true if the stack is empty"
+        return len(self.list) == 0
+
+class Queue:
+    "A container with a first-in-first-out (FIFO) queuing policy."
+    def __init__(self):
+        self.list = []
+
+    def push(self,item):
+        "Enqueue the 'item' into the queue"
+        self.list.insert(0,item)
+
+    def pop(self):
+        """
+          Dequeue the earliest enqueued item still in the queue. This
+          operation removes the item from the queue.
+        """
+        return self.list.pop()
+
+    def isEmpty(self):
+        "Returns true if the queue is empty"
+        return len(self.list) == 0
+
+class PriorityQueue:
+    """
+      Implements a priority queue data structure. Each inserted item
+      has a priority associated with it and the client is usually interested
+      in quick retrieval of the lowest-priority item in the queue. This
+      data structure allows O(1) access to the lowest-priority item.
+    """
+    def  __init__(self):
+        self.heap = []
+        self.count = 0
+
+    def push(self, item, priority):
+        entry = (priority, self.count, item)
+        heapq.heappush(self.heap, entry)
+        self.count += 1
+
+    def pop(self):
+        (_, _, item) = heapq.heappop(self.heap)
+        return item
+
+    def isEmpty(self):
+        return len(self.heap) == 0
+
+    def update(self, item, priority):
+        # If item already in priority queue with higher priority, update its priority and rebuild the heap.
+        # If item already in priority queue with equal or lower priority, do nothing.
+        # If item not in priority queue, do the same thing as self.push.
+        for index, (p, c, i) in enumerate(self.heap):
+            if i == item:
+                if p <= priority:
+                    break
+                del self.heap[index]
+                self.heap.append((priority, c, item))
+                heapq.heapify(self.heap)
+                break
+        else:
+            self.push(item, priority)
+
+class PriorityQueueWithFunction(PriorityQueue):
+    """
+    Implements a priority queue with the same push/pop signature of the
+    Queue and the Stack classes. This is designed for drop-in replacement for
+    those two classes. The caller has to provide a priority function, which
+    extracts each item's priority.
+    """
+    def  __init__(self, priorityFunction):
+        "priorityFunction (item) -> priority"
+        self.priorityFunction = priorityFunction      # store the priority function
+        PriorityQueue.__init__(self)        # super-class initializer
+
+    def push(self, item):
+        "Adds an item to the queue with priority from the priority function"
+        PriorityQueue.push(self, item, self.priorityFunction(item))
+
+
+def manhattanDistance( xy1, xy2 ):
+    "Returns the Manhattan distance between points xy1 and xy2"
+    return abs( xy1[0] - xy2[0] ) + abs( xy1[1] - xy2[1] )
+
+"""
+  Data structures and functions useful for various course projects
+
+  The search project should not need anything below this line.
+"""
+
+class Counter(dict):
+    """
+    A counter keeps track of counts for a set of keys.
+
+    The counter class is an extension of the standard python
+    dictionary type.  It is specialized to have number values
+    (integers or floats), and includes a handful of additional
+    functions to ease the task of counting data.  In particular,
+    all keys are defaulted to have value 0.  Using a dictionary:
+
+    a = {}
+    print(a['test'])
+
+    would give an error, while the Counter class analogue:
+
+    >>> a = Counter()
+    >>> print(a['test'])
+    0
+
+    returns the default 0 value. Note that to reference a key
+    that you know is contained in the counter,
+    you can still use the dictionary syntax:
+
+    >>> a = Counter()
+    >>> a['test'] = 2
+    >>> print(a['test'])
+    2
+
+    This is very useful for counting things without initializing their counts,
+    see for example:
+
+    >>> a['blah'] += 1
+    >>> print(a['blah'])
+    1
+
+    The counter also includes additional functionality useful in implementing
+    the classifiers for this assignment.  Two counters can be added,
+    subtracted or multiplied together.  See below for details.  They can
+    also be normalized and their total count and arg max can be extracted.
+    """
+    def __getitem__(self, idx):
+        self.setdefault(idx, 0)
+        return dict.__getitem__(self, idx)
+
+    def incrementAll(self, keys, count):
+        """
+        Increments all elements of keys by the same count.
+
+        >>> a = Counter()
+        >>> a.incrementAll(['one','two', 'three'], 1)
+        >>> a['one']
+        1
+        >>> a['two']
+        1
+        """
+        for key in keys:
+            self[key] += count
+
+    def argMax(self):
+        """
+        Returns the key with the highest value.
+        """
+        if len(self.keys()) == 0: return None
+        all = self.items()
+        values = [x[1] for x in all]
+        maxIndex = values.index(max(values))
+        return all[maxIndex][0]
+
+    def sortedKeys(self):
+        """
+        Returns a list of keys sorted by their values.  Keys
+        with the highest values will appear first.
+
+        >>> a = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> a['third'] = 1
+        >>> a.sortedKeys()
+        ['second', 'third', 'first']
+        """
+        sortedItems = self.items()
+        compare = lambda x, y:  sign(y[1] - x[1])
+        sortedItems.sort(cmp=compare)
+        return [x[0] for x in sortedItems]
+
+    def totalCount(self):
+        """
+        Returns the sum of counts for all keys.
+        """
+        return sum(self.values())
+
+    def normalize(self):
+        """
+        Edits the counter such that the total count of all
+        keys sums to 1.  The ratio of counts for all keys
+        will remain the same. Note that normalizing an empty
+        Counter will result in an error.
+        """
+        total = float(self.totalCount())
+        if total == 0: return
+        for key in self.keys():
+            self[key] = self[key] / total
+
+    def divideAll(self, divisor):
+        """
+        Divides all counts by divisor
+        """
+        divisor = float(divisor)
+        for key in self:
+            self[key] /= divisor
+
+    def copy(self):
+        """
+        Returns a copy of the counter
+        """
+        return Counter(dict.copy(self))
+
+    def __mul__(self, y ):
+        """
+        Multiplying two counters gives the dot product of their vectors where
+        each unique label is a vector element.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['second'] = 5
+        >>> a['third'] = 1.5
+        >>> a['fourth'] = 2.5
+        >>> a * b
+        14
+        """
+        sum = 0
+        x = self
+        if len(x) > len(y):
+            x,y = y,x
+        for key in x:
+            if key not in y:
+                continue
+            sum += x[key] * y[key]
+        return sum
+
+    def __radd__(self, y):
+        """
+        Adding another counter to a counter increments the current counter
+        by the values stored in the second counter.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> a += b
+        >>> a['first']
+        1
+        """
+        for key, value in y.items():
+            self[key] += value
+
+    def __add__( self, y ):
+        """
+        Adding two counters gives a counter with the union of all keys and
+        counts of the second added to counts of the first.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> (a + b)['first']
+        1
+        """
+        addend = Counter()
+        for key in self:
+            if key in y:
+                addend[key] = self[key] + y[key]
+            else:
+                addend[key] = self[key]
+        for key in y:
+            if key in self:
+                continue
+            addend[key] = y[key]
+        return addend
+
+    def __sub__( self, y ):
+        """
+        Subtracting a counter from another gives a counter with the union of all keys and
+        counts of the second subtracted from counts of the first.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> (a - b)['first']
+        -5
+        """
+        addend = Counter()
+        for key in self:
+            if key in y:
+                addend[key] = self[key] - y[key]
+            else:
+                addend[key] = self[key]
+        for key in y:
+            if key in self:
+                continue
+            addend[key] = -1 * y[key]
+        return addend
+
+def raiseNotDefined():
+    fileName = inspect.stack()[1][1]
+    line = inspect.stack()[1][2]
+    method = inspect.stack()[1][3]
+
+    print("*** Method not implemented: %s at line %s of %s" % (method, line, fileName))
+    sys.exit(1)
+
+def normalize(vectorOrCounter):
+    """
+    normalize a vector or counter by dividing each value by the sum of all values
+    """
+    normalizedCounter = Counter()
+    if type(vectorOrCounter) == type(normalizedCounter):
+        counter = vectorOrCounter
+        total = float(counter.totalCount())
+        if total == 0: return counter
+        for key in counter.keys():
+            value = counter[key]
+            normalizedCounter[key] = value / total
+        return normalizedCounter
+    else:
+        vector = vectorOrCounter
+        s = float(sum(vector))
+        if s == 0: return vector
+        return [el / s for el in vector]
+
+def nSample(distribution, values, n):
+    if sum(distribution) != 1:
+        distribution = normalize(distribution)
+    rand = [random.random() for i in range(n)]
+    rand.sort()
+    samples = []
+    samplePos, distPos, cdf = 0,0, distribution[0]
+    while samplePos < n:
+        if rand[samplePos] < cdf:
+            samplePos += 1
+            samples.append(values[distPos])
+        else:
+            distPos += 1
+            cdf += distribution[distPos]
+    return samples
+
+def sample(distribution, values = None):
+    if type(distribution) == Counter:
+        items = sorted(distribution.items())
+        distribution = [i[1] for i in items]
+        values = [i[0] for i in items]
+    if sum(distribution) != 1:
+        distribution = normalize(distribution)
+    choice = random.random()
+    i, total= 0, distribution[0]
+    while choice > total:
+        i += 1
+        total += distribution[i]
+    return values[i]
+
+def sampleFromCounter(ctr):
+    items = sorted(ctr.items())
+    return sample([v for k,v in items], [k for k,v in items])
+
+def getProbability(value, distribution, values):
+    """
+      Gives the probability of a value under a discrete distribution
+      defined by (distributions, values).
+    """
+    total = 0.0
+    for prob, val in zip(distribution, values):
+        if val == value:
+            total += prob
+    return total
+
+def flipCoin( p ):
+    r = random.random()
+    return r < p
+
+def chooseFromDistribution( distribution ):
+    "Takes either a counter or a list of (prob, key) pairs and samples"
+    if type(distribution) == dict or type(distribution) == Counter:
+        return sample(distribution)
+    r = random.random()
+    base = 0.0
+    for prob, element in distribution:
+        base += prob
+        if r <= base: return element
+
+def nearestPoint( pos ):
+    """
+    Finds the nearest grid point to a position (discretizes).
+    """
+    ( current_row, current_col ) = pos
+
+    grid_row = int( current_row + 0.5 )
+    grid_col = int( current_col + 0.5 )
+    return ( grid_row, grid_col )
+
+def sign( x ):
+    """
+    Returns 1 or -1 depending on the sign of x
+    """
+    if( x >= 0 ):
+        return 1
+    else:
+        return -1
+
+def arrayInvert(array):
+    """
+    Inverts a matrix stored as a list of lists.
+    """
+    result = [[] for i in array]
+    for outer in array:
+        for inner in range(len(outer)):
+            result[inner].append(outer[inner])
+    return result
+
+def matrixAsList( matrix, value = True ):
+    """
+    Turns a matrix into a list of coordinates matching the specified value
+    """
+    rows, cols = len( matrix ), len( matrix[0] )
+    cells = []
+    for row in range( rows ):
+        for col in range( cols ):
+            if matrix[row][col] == value:
+                cells.append( ( row, col ) )
+    return cells
+
+def lookup(name, namespace):
+    """
+    Get a method or class from any imported module from its name.
+    Usage: lookup(functionName, globals())
+    """
+    dots = name.count('.')
+    if dots > 0:
+        moduleName, objName = '.'.join(name.split('.')[:-1]), name.split('.')[-1]
+        module = __import__(moduleName)
+        return getattr(module, objName)
+    else:
+        modules = [obj for obj in namespace.values() if str(type(obj)) == ""]
+        options = [getattr(module, name) for module in modules if name in dir(module)]
+        options += [obj[1] for obj in namespace.items() if obj[0] == name ]
+        if len(options) == 1: return options[0]
+        if len(options) > 1: raise Exception('Name conflict for %s')
+        raise Exception('%s not found as a method or class' % name)
+
+def pause():
+    """
+    Pauses the output stream awaiting user feedback.
+    """
+    input("")
+
+
+# code to handle timeouts
+#
+# FIXME
+# NOTE: TimeoutFuncton is NOT reentrant.  Later timeouts will silently
+# disable earlier timeouts.  Could be solved by maintaining a global list
+# of active time outs.  Currently, questions which have test cases calling
+# this have all student code so wrapped.
+#
+import signal
+import time
+class TimeoutFunctionException(Exception):
+    """Exception to raise on a timeout"""
+    pass
+
+
+class TimeoutFunction:
+    def __init__(self, function, timeout):
+        self.timeout = timeout
+        self.function = function
+
+    def handle_timeout(self, signum, frame):
+        raise TimeoutFunctionException()
+
+    def __call__(self, *args, **keyArgs):
+        # If we have SIGALRM signal, use it to cause an exception if and
+        # when this function runs too long.  Otherwise check the time taken
+        # after the method has returned, and throw an exception then.
+        if hasattr(signal, 'SIGALRM'):
+            old = signal.signal(signal.SIGALRM, self.handle_timeout)
+            signal.alarm(self.timeout)
+            try:
+                result = self.function(*args, **keyArgs)
+            finally:
+                signal.signal(signal.SIGALRM, old)
+            signal.alarm(0)
+        else:
+            startTime = time.time()
+            result = self.function(*args, **keyArgs)
+            timeElapsed = time.time() - startTime
+            if timeElapsed >= self.timeout:
+                self.handle_timeout(None, None)
+        return result
+
+
+
+_ORIGINAL_STDOUT = None
+_ORIGINAL_STDERR = None
+_MUTED = False
+
+class WritableNull:
+    def write(self, string):
+        pass
+
+def mutePrint():
+    global _ORIGINAL_STDOUT, _ORIGINAL_STDERR, _MUTED
+    if _MUTED:
+        return
+    _MUTED = True
+
+    _ORIGINAL_STDOUT = sys.stdout
+    #_ORIGINAL_STDERR = sys.stderr
+    sys.stdout = WritableNull()
+    #sys.stderr = WritableNull()
+
+def unmutePrint():
+    global _ORIGINAL_STDOUT, _ORIGINAL_STDERR, _MUTED
+    if not _MUTED:
+        return
+    _MUTED = False
+
+    sys.stdout = _ORIGINAL_STDOUT
+    #sys.stderr = _ORIGINAL_STDERR
+
diff --git a/school/cpsc481/project2/.gitignore b/school/cpsc481/project2/.gitignore
new file mode 100644
index 0000000..b6e4761
--- /dev/null
+++ b/school/cpsc481/project2/.gitignore
@@ -0,0 +1,129 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
diff --git a/school/cpsc481/project2/LICENSE b/school/cpsc481/project2/LICENSE
new file mode 100644
index 0000000..407d5a9
--- /dev/null
+++ b/school/cpsc481/project2/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2021 Jared Dyreson
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/school/cpsc481/project2/README.md b/school/cpsc481/project2/README.md
new file mode 100644
index 0000000..138c017
--- /dev/null
+++ b/school/cpsc481/project2/README.md
@@ -0,0 +1,2 @@
+# pacman-ai
+A Pacman maze solving project for CS 481
diff --git a/school/cpsc481/project2/src/VERSION b/school/cpsc481/project2/src/VERSION
new file mode 100644
index 0000000..6af849e
--- /dev/null
+++ b/school/cpsc481/project2/src/VERSION
@@ -0,0 +1 @@
+v1.002
diff --git a/school/cpsc481/project2/src/algorithms/backtracking/main.py b/school/cpsc481/project2/src/algorithms/backtracking/main.py
new file mode 100644
index 0000000..0a99037
--- /dev/null
+++ b/school/cpsc481/project2/src/algorithms/backtracking/main.py
@@ -0,0 +1,88 @@
+"""
+Example implementation of backtracking search in Python
+"""
+
+class node:
+    def __init__(self, label: str):
+        if(not isinstance(label, str)):
+            raise ValueError
+        self.label = label
+
+    def __hash__(self):
+        return hash(self.label)
+
+graph = {
+    "A": ["B", "C"],
+    "B": ["D", "E"],
+    "C": ["X", "Y"],
+    "D": [],
+    "E": [],
+    "X": [],
+    "Y": []
+}
+
+children = ["A", "B", "C", "D"]
+d = ["A"]
+s = ["B"]
+nsl = ["C"]
+
+def l_difference(*args):
+    if not(all([isinstance(i, list) for i in args])):
+        raise ValueError
+
+    container = []
+    for element in args:
+        subcontainer = [i for i in element if i not in container]
+        container.extend(subcontainer)
+    return container
+
+def l_union(a: list, b: list):
+    # TODO : DUPLICATE CODE
+
+    # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order
+    # find the union of two lists <- probably should use in Funnel
+
+    if(not isinstance(a, list) or
+       not isinstance(b, list)):
+       raise ValueError('two lists please')
+    return [x for x in a if x not in b]
+
+def backtracking(starting: str, GD: list) -> list:
+    if(not isinstance(starting, str) or
+       not isinstance(GD, list)):
+        raise ValueError
+
+    state_list, new_state_list = [starting], [starting]
+    dead_ends = []
+    current_state = starting
+    if(current_state in GD):
+        return state_list
+
+    children = graph[current_state]
+    if(not children)
+
+# open_nodes = ["A"]
+
+# state_list = open_nodes
+# new_state_list = open_nodes
+# dead_ends = []
+# current_state = "A"
+# goal_states = ["X"]
+
+while(state_list):
+    # current_state = state_list.pop()
+    print(current_state)
+    if(current_state in goal_states):
+        print(f'[complete] {state_list}') # should be return
+    children = graph[current_state]
+    if(not children):
+        while(state_list and current_state == state_list[0]):
+            dead_ends.append(current_state)
+            state_list.pop()
+            new_state_list.pop()
+            current_state = new_state_list[0]
+        state_list.append(current_state)
+    else:
+        new_state_list.extend(children)
+        current_state = new_state_list[0]
+        state_list.append(current_state)
diff --git a/school/cpsc481/project2/src/algorithms/bfs/main.py b/school/cpsc481/project2/src/algorithms/bfs/main.py
new file mode 100644
index 0000000..9d6e7ae
--- /dev/null
+++ b/school/cpsc481/project2/src/algorithms/bfs/main.py
@@ -0,0 +1,61 @@
+"""
+Example implementation of BFS in Python
+"""
+
+import unittest
+
+graph = {
+    "A": ["B", "C"],
+    "B": ["D", "E"],
+    "C": ["X", "Y"],
+    "D": [],
+    "E": [],
+    "X": [],
+    "Y": []
+}
+
+def l_union(a: list, b: list):
+    # TODO : DUPLICATE CODE
+
+    # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order
+    # find the union of two lists <- probably should use in Funnel
+
+    if(not isinstance(a, list) or
+       not isinstance(b, list)):
+       raise ValueError('two lists please')
+    return [x for x in a if x not in b]
+
+
+def bfs(G: dict, S: list, GD: list) -> bool: # -> (TYPE BEING RETURNED)
+    # type enforcement
+    if(not isinstance(S, list) or # open nodes
+       not isinstance(GD, list) or # acceptance states
+       not isinstance(G, dict)): # graph in question
+       raise ValueError
+
+    X = None
+    open_nodes = S
+    goal_states = GD
+    closed = []
+
+    while(open_nodes):
+        X = open_nodes.pop()
+        if(X in goal_states):
+            return True
+
+        children = l_union(graph[X], open_nodes)
+        open_nodes.extend(children) # append the contents of the lookup while removing duplicates from both containers
+        closed.append(X)
+
+    return False
+
+class TestBFS(unittest.TestCase):
+    def test_bfs_valid_dest(self):
+        S, GD = ["A"], ["X"]
+        self.assertTrue(bfs(graph, S, GD))
+    def test_bfs_invalid_dest(self):
+        S, GD = ["A"], ["Z"]
+        self.assertFalse(bfs(graph, S, GD))
+
+if __name__ == '__main__':
+    unittest.main()
diff --git a/school/cpsc481/project2/src/algorithms/dfs/main.py b/school/cpsc481/project2/src/algorithms/dfs/main.py
new file mode 100644
index 0000000..9ef18ee
--- /dev/null
+++ b/school/cpsc481/project2/src/algorithms/dfs/main.py
@@ -0,0 +1,60 @@
+"""
+Example implementation of DFS in Python
+
+Components include:
+
+X <- stores current state
+open <- all nodes that we are allowed to push onto the stack
+closed <- can no longer travel to
+
+Please refer to L02, part 2 at 12:45 for further details
+"""
+
+graph = {
+    "A": ["B", "C"],
+    "B": ["D", "E"],
+    "C": ["X", "Y"],
+    "D": [],
+    "E": [],
+    "X": [],
+    "Y": []
+}
+
+def l_union(a: list, b: list):
+    # source : https://stackoverflow.com/questions/9792664/converting-a-list-to-a-set-changes-element-order
+    # find the union of two lists <- probably should use in Funnel
+
+    if(not isinstance(a, list) or
+       not isinstance(b, list)):
+       raise ValueError('two lists please')
+    return [x for x in a if x not in b]
+
+# parameters have their desired types
+def dfs(G: dict, S: list, GD: list) -> bool: # -> (TYPE BEING RETURNED)
+    # type enforcement
+    if(not isinstance(S, list) or
+       not isinstance(GD, list) or
+       not isinstance(G, dict)):
+       raise ValueError
+
+    X = None
+    open_nodes = S # renaming
+    goal_nodes = GD # renaming
+    closed = []
+
+    while(open_nodes): # while len(open_nodes) > 0, python is cool
+        X = open_nodes.pop()
+        if(X in goal_nodes):
+            return True
+        children = l_union(graph[X], open_nodes)
+        open_nodes[:0] = children # prepend the contents of the lookup while removing duplicates from both containers
+        closed.append(X) # current node exhausted
+
+    return False
+
+resultant = dfs(graph, ["A"], ["X"])
+
+if(resultant):
+    print("[INFO] We found a result")
+else:
+    print("[ERROR] We could not find a result")
diff --git a/school/cpsc481/project2/src/autograder.py b/school/cpsc481/project2/src/autograder.py
new file mode 100644
index 0000000..21f7d3b
--- /dev/null
+++ b/school/cpsc481/project2/src/autograder.py
@@ -0,0 +1,358 @@
+# autograder.py
+# -------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# imports from python standard library
+import grading
+import imp
+import optparse
+import os
+import re
+import sys
+import projectParams
+import random
+random.seed(0)
+try: 
+    from pacman import GameState
+except:
+    pass
+
+# register arguments and set default values
+def readCommand(argv):
+    parser = optparse.OptionParser(description = 'Run public tests on student code')
+    parser.set_defaults(generateSolutions=False, edxOutput=False, gsOutput=False, muteOutput=False, printTestCase=False, noGraphics=False)
+    parser.add_option('--test-directory',
+                      dest = 'testRoot',
+                      default = 'test_cases',
+                      help = 'Root test directory which contains subdirectories corresponding to each question')
+    parser.add_option('--student-code',
+                      dest = 'studentCode',
+                      default = projectParams.STUDENT_CODE_DEFAULT,
+                      help = 'comma separated list of student code files')
+    parser.add_option('--code-directory',
+                    dest = 'codeRoot',
+                    default = "",
+                    help = 'Root directory containing the student and testClass code')
+    parser.add_option('--test-case-code',
+                      dest = 'testCaseCode',
+                      default = projectParams.PROJECT_TEST_CLASSES,
+                      help = 'class containing testClass classes for this project')
+    parser.add_option('--generate-solutions',
+                      dest = 'generateSolutions',
+                      action = 'store_true',
+                      help = 'Write solutions generated to .solution file')
+    parser.add_option('--edx-output',
+                    dest = 'edxOutput',
+                    action = 'store_true',
+                    help = 'Generate edX output files')
+    parser.add_option('--gradescope-output',
+                    dest = 'gsOutput',
+                    action = 'store_true',
+                    help = 'Generate GradeScope output files')
+    parser.add_option('--mute',
+                    dest = 'muteOutput',
+                    action = 'store_true',
+                    help = 'Mute output from executing tests')
+    parser.add_option('--print-tests', '-p',
+                    dest = 'printTestCase',
+                    action = 'store_true',
+                    help = 'Print each test case before running them.')
+    parser.add_option('--test', '-t',
+                      dest = 'runTest',
+                      default = None,
+                      help = 'Run one particular test.  Relative to test root.')
+    parser.add_option('--question', '-q',
+                    dest = 'gradeQuestion',
+                    default = None,
+                    help = 'Grade one particular question.')
+    parser.add_option('--no-graphics',
+                    dest = 'noGraphics',
+                    action = 'store_true',
+                    help = 'No graphics display for pacman games.')
+    (options, args) = parser.parse_args(argv)
+    return options
+
+
+# confirm we should author solution files
+def confirmGenerate():
+    print('WARNING: this action will overwrite any solution files.')
+    print('Are you sure you want to proceed? (yes/no)')
+    while True:
+        ans = sys.stdin.readline().strip()
+        if ans == 'yes':
+            break
+        elif ans == 'no':
+            sys.exit(0)
+        else:
+            print('please answer either "yes" or "no"')
+
+
+# TODO: Fix this so that it tracebacks work correctly
+# Looking at source of the traceback module, presuming it works
+# the same as the intepreters, it uses co_filename.  This is,
+# however, a readonly attribute.
+def setModuleName(module, filename):
+    functionType = type(confirmGenerate)
+    classType = type(optparse.Option)
+
+    for i in dir(module):
+        o = getattr(module, i)
+        if hasattr(o, '__file__'): continue
+
+        if type(o) == functionType:
+            setattr(o, '__file__', filename)
+        elif type(o) == classType:
+            setattr(o, '__file__', filename)
+            # TODO: assign member __file__'s?
+        #print(i, type(o))
+
+
+#from cStringIO import StringIO
+
+def loadModuleString(moduleSource):
+    # Below broken, imp doesn't believe its being passed a file:
+    #    ValueError: load_module arg#2 should be a file or None
+    #
+    #f = StringIO(moduleCodeDict[k])
+    #tmp = imp.load_module(k, f, k, (".py", "r", imp.PY_SOURCE))
+    tmp = imp.new_module(k)
+    exec(moduleCodeDict[k] in tmp.__dict__)
+    setModuleName(tmp, k)
+    return tmp
+
+import py_compile
+
+def loadModuleFile(moduleName, filePath):
+    with open(filePath, 'r') as f:
+        return imp.load_module(moduleName, f, "%s.py" % moduleName, (".py", "r", imp.PY_SOURCE))
+
+
+def readFile(path, root=""):
+    "Read file from disk at specified path and return as string"
+    with open(os.path.join(root, path), 'r') as handle:
+        return handle.read()
+
+
+#######################################################################
+# Error Hint Map
+#######################################################################
+
+# TODO: use these
+ERROR_HINT_MAP = {
+  'q1': {
+    "": """
+      We noticed that your project threw an IndexError on q1.
+      While many things may cause this, it may have been from
+      assuming a certain number of successors from a state space
+      or assuming a certain number of actions available from a given
+      state. Try making your code more general (no hardcoded indices)
+      and submit again!
+    """
+  },
+  'q3': {
+      "": """
+        We noticed that your project threw an AttributeError on q3.
+        While many things may cause this, it may have been from assuming
+        a certain size or structure to the state space. For example, if you have
+        a line of code assuming that the state is (x, y) and we run your code
+        on a state space with (x, y, z), this error could be thrown. Try
+        making your code more general and submit again!
+
+    """
+  }
+}
+
+import pprint
+
+def splitStrings(d):
+    d2 = dict(d)
+    for k in d:
+        if k[0:2] == "__":
+            del d2[k]
+            continue
+        if d2[k].find("\n") >= 0:
+            d2[k] = d2[k].split("\n")
+    return d2
+
+
+def printTest(testDict, solutionDict):
+    pp = pprint.PrettyPrinter(indent=4)
+    print("Test case:")
+    for line in testDict["__raw_lines__"]:
+        print("   |", line)
+    print("Solution:")
+    for line in solutionDict["__raw_lines__"]:
+        print("   |", line)
+
+
+def runTest(testName, moduleDict, printTestCase=False, display=None):
+    import testParser
+    import testClasses
+    for module in moduleDict:
+        setattr(sys.modules[__name__], module, moduleDict[module])
+
+    testDict = testParser.TestParser(testName + ".test").parse()
+    solutionDict = testParser.TestParser(testName + ".solution").parse()
+    test_out_file = os.path.join('%s.test_output' % testName)
+    testDict['test_out_file'] = test_out_file
+    testClass = getattr(projectTestClasses, testDict['class'])
+
+    questionClass = getattr(testClasses, 'Question')
+    question = questionClass({'max_points': 0}, display)
+    testCase = testClass(question, testDict)
+
+    if printTestCase:
+        printTest(testDict, solutionDict)
+
+    # This is a fragile hack to create a stub grades object
+    grades = grading.Grades(projectParams.PROJECT_NAME, [(None,0)])
+    testCase.execute(grades, moduleDict, solutionDict)
+
+
+# returns all the tests you need to run in order to run question
+def getDepends(testParser, testRoot, question):
+    allDeps = [question]
+    questionDict = testParser.TestParser(os.path.join(testRoot, question, 'CONFIG')).parse()
+    if 'depends' in questionDict:
+        depends = questionDict['depends'].split()
+        for d in depends:
+            # run dependencies first
+            allDeps = getDepends(testParser, testRoot, d) + allDeps
+    return allDeps
+
+# get list of questions to grade
+def getTestSubdirs(testParser, testRoot, questionToGrade):
+    problemDict = testParser.TestParser(os.path.join(testRoot, 'CONFIG')).parse()
+    if questionToGrade != None:
+        questions = getDepends(testParser, testRoot, questionToGrade)
+        if len(questions) > 1:
+            print('Note: due to dependencies, the following tests will be run: %s' % ' '.join(questions))
+        return questions
+    if 'order' in problemDict:
+        return problemDict['order'].split()
+    return sorted(os.listdir(testRoot))
+
+
+# evaluate student code
+def evaluate(generateSolutions, testRoot, moduleDict, exceptionMap=ERROR_HINT_MAP,
+             edxOutput=False, muteOutput=False, gsOutput=False,
+            printTestCase=False, questionToGrade=None, display=None):
+    # imports of testbench code.  note that the testClasses import must follow
+    # the import of student code due to dependencies
+    import testParser
+    import testClasses
+    for module in moduleDict:
+        setattr(sys.modules[__name__], module, moduleDict[module])
+
+    questions = []
+    questionDicts = {}
+    test_subdirs = getTestSubdirs(testParser, testRoot, questionToGrade)
+    for q in test_subdirs:
+        subdir_path = os.path.join(testRoot, q)
+        if not os.path.isdir(subdir_path) or q[0] == '.':
+            continue
+
+        # create a question object
+        questionDict = testParser.TestParser(os.path.join(subdir_path, 'CONFIG')).parse()
+        questionClass = getattr(testClasses, questionDict['class'])
+        question = questionClass(questionDict, display)
+        questionDicts[q] = questionDict
+
+        # load test cases into question
+        tests = filter(lambda t: re.match('[^#~.].*\.test\Z', t), os.listdir(subdir_path))
+        tests = map(lambda t: re.match('(.*)\.test\Z', t).group(1), tests)
+        for t in sorted(tests):
+            test_file = os.path.join(subdir_path, '%s.test' % t)
+            solution_file = os.path.join(subdir_path, '%s.solution' % t)
+            test_out_file = os.path.join(subdir_path, '%s.test_output' % t)
+            testDict = testParser.TestParser(test_file).parse()
+            if testDict.get("disabled", "false").lower() == "true":
+                continue
+            testDict['test_out_file'] = test_out_file
+            testClass = getattr(projectTestClasses, testDict['class'])
+            testCase = testClass(question, testDict)
+            def makefun(testCase, solution_file):
+                if generateSolutions:
+                    # write solution file to disk
+                    return lambda grades: testCase.writeSolution(moduleDict, solution_file)
+                else:
+                    # read in solution dictionary and pass as an argument
+                    testDict = testParser.TestParser(test_file).parse()
+                    solutionDict = testParser.TestParser(solution_file).parse()
+                    if printTestCase:
+                        return lambda grades: printTest(testDict, solutionDict) or testCase.execute(grades, moduleDict, solutionDict)
+                    else:
+                        return lambda grades: testCase.execute(grades, moduleDict, solutionDict)
+            question.addTestCase(testCase, makefun(testCase, solution_file))
+
+        # Note extra function is necessary for scoping reasons
+        def makefun(question):
+            return lambda grades: question.execute(grades)
+        setattr(sys.modules[__name__], q, makefun(question))
+        questions.append((q, question.getMaxPoints()))
+
+    grades = grading.Grades(projectParams.PROJECT_NAME, questions,
+                            gsOutput=gsOutput, edxOutput=edxOutput, muteOutput=muteOutput)
+    if questionToGrade == None:
+        for q in questionDicts:
+            for prereq in questionDicts[q].get('depends', '').split():
+                grades.addPrereq(q, prereq)
+
+    grades.grade(sys.modules[__name__], bonusPic = projectParams.BONUS_PIC)
+    return grades.points
+
+
+
+def getDisplay(graphicsByDefault, options=None):
+    graphics = graphicsByDefault
+    if options is not None and options.noGraphics:
+        graphics = False
+    if graphics:
+        try:
+            import graphicsDisplay
+            return graphicsDisplay.PacmanGraphics(1, frameTime=.05)
+        except ImportError:
+            pass
+    import textDisplay
+    return textDisplay.NullGraphics()
+
+
+
+
+if __name__ == '__main__':
+    options = readCommand(sys.argv)
+    if options.generateSolutions:
+        confirmGenerate()
+    codePaths = options.studentCode.split(',')
+    # moduleCodeDict = {}
+    # for cp in codePaths:
+    #     moduleName = re.match('.*?([^/]*)\.py', cp).group(1)
+    #     moduleCodeDict[moduleName] = readFile(cp, root=options.codeRoot)
+    # moduleCodeDict['projectTestClasses'] = readFile(options.testCaseCode, root=options.codeRoot)
+    # moduleDict = loadModuleDict(moduleCodeDict)
+
+    moduleDict = {}
+    for cp in codePaths:
+        moduleName = re.match('.*?([^/]*)\.py', cp).group(1)
+        moduleDict[moduleName] = loadModuleFile(moduleName, os.path.join(options.codeRoot, cp))
+    moduleName = re.match('.*?([^/]*)\.py', options.testCaseCode).group(1)
+    moduleDict['projectTestClasses'] = loadModuleFile(moduleName, os.path.join(options.codeRoot, options.testCaseCode))
+
+
+    if options.runTest != None:
+        runTest(options.runTest, moduleDict, printTestCase=options.printTestCase, display=getDisplay(True, options))
+    else:
+        evaluate(options.generateSolutions, options.testRoot, moduleDict,
+            gsOutput=options.gsOutput,
+            edxOutput=options.edxOutput, muteOutput=options.muteOutput, printTestCase=options.printTestCase,
+            questionToGrade=options.gradeQuestion, display=getDisplay(options.gradeQuestion!=None, options))
diff --git a/school/cpsc481/project2/src/commands.txt b/school/cpsc481/project2/src/commands.txt
new file mode 100644
index 0000000..21683ac
--- /dev/null
+++ b/school/cpsc481/project2/src/commands.txt
@@ -0,0 +1,21 @@
+python pacman.py
+python pacman.py --layout testMaze --pacman GoWestAgent
+python pacman.py --layout tinyMaze --pacman GoWestAgent
+python pacman.py -h
+python pacman.py -l tinyMaze -p SearchAgent -a fn=tinyMazeSearch
+python pacman.py -l tinyMaze -p SearchAgent
+python pacman.py -l mediumMaze -p SearchAgent
+python pacman.py -l bigMaze -z .5 -p SearchAgent
+python pacman.py -l mediumMaze -p SearchAgent -a fn=bfs
+python pacman.py -l bigMaze -p SearchAgent -a fn=bfs -z .5
+python eightpuzzle.py
+python pacman.py -l mediumMaze -p SearchAgent -a fn=ucs
+python pacman.py -l mediumDottedMaze -p StayEastSearchAgent
+python pacman.py -l mediumScaryMaze -p StayWestSearchAgent
+python pacman.py -l bigMaze -z .5 -p SearchAgent -a fn=astar,heuristic=manhattanHeuristic 
+python pacman.py -l tinyCorners -p SearchAgent -a fn=bfs,prob=CornersProblem
+python pacman.py -l mediumCorners -p SearchAgent -a fn=bfs,prob=CornersProblem
+python pacman.py -l mediumCorners -p AStarCornersAgent -z 0.5
+python pacman.py -l testSearch -p AStarFoodSearchAgent
+python pacman.py -l trickySearch -p AStarFoodSearchAgent
+python pacman.py -l bigSearch -p ClosestDotSearchAgent -z .5 
diff --git a/school/cpsc481/project2/src/eightpuzzle.py b/school/cpsc481/project2/src/eightpuzzle.py
new file mode 100644
index 0000000..bb8ea6f
--- /dev/null
+++ b/school/cpsc481/project2/src/eightpuzzle.py
@@ -0,0 +1,281 @@
+# eightpuzzle.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import search
+import random
+
+# Module Classes
+
+class EightPuzzleState:
+    """
+    The Eight Puzzle is described in the course textbook on
+    page 64.
+
+    This class defines the mechanics of the puzzle itself.  The
+    task of recasting this puzzle as a search problem is left to
+    the EightPuzzleSearchProblem class.
+    """
+
+    def __init__( self, numbers ):
+        """
+          Constructs a new eight puzzle from an ordering of numbers.
+
+        numbers: a list of integers from 0 to 8 representing an
+          instance of the eight puzzle.  0 represents the blank
+          space.  Thus, the list
+
+            [1, 0, 2, 3, 4, 5, 6, 7, 8]
+
+          represents the eight puzzle:
+            -------------
+            | 1 |   | 2 |
+            -------------
+            | 3 | 4 | 5 |
+            -------------
+            | 6 | 7 | 8 |
+            ------------
+
+        The configuration of the puzzle is stored in a 2-dimensional
+        list (a list of lists) 'cells'.
+        """
+        self.cells = []
+        numbers = numbers[:] # Make a copy so as not to cause side-effects.
+        numbers.reverse()
+        for row in range( 3 ):
+            self.cells.append( [] )
+            for col in range( 3 ):
+                self.cells[row].append( numbers.pop() )
+                if self.cells[row][col] == 0:
+                    self.blankLocation = row, col
+
+    def isGoal( self ):
+        """
+          Checks to see if the puzzle is in its goal state.
+
+            -------------
+            |   | 1 | 2 |
+            -------------
+            | 3 | 4 | 5 |
+            -------------
+            | 6 | 7 | 8 |
+            -------------
+
+        >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]).isGoal()
+        True
+
+        >>> EightPuzzleState([1, 0, 2, 3, 4, 5, 6, 7, 8]).isGoal()
+        False
+        """
+        current = 0
+        for row in range( 3 ):
+            for col in range( 3 ):
+                if current != self.cells[row][col]:
+                    return False
+                current += 1
+        return True
+
+    def legalMoves( self ):
+        """
+          Returns a list of legal moves from the current state.
+
+        Moves consist of moving the blank space up, down, left or right.
+        These are encoded as 'up', 'down', 'left' and 'right' respectively.
+
+        >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]).legalMoves()
+        ['down', 'right']
+        """
+        moves = []
+        row, col = self.blankLocation
+        if(row != 0):
+            moves.append('up')
+        if(row != 2):
+            moves.append('down')
+        if(col != 0):
+            moves.append('left')
+        if(col != 2):
+            moves.append('right')
+        return moves
+
+    def result(self, move):
+        """
+          Returns a new eightPuzzle with the current state and blankLocation
+        updated based on the provided move.
+
+        The move should be a string drawn from a list returned by legalMoves.
+        Illegal moves will raise an exception, which may be an array bounds
+        exception.
+
+        NOTE: This function *does not* change the current object.  Instead,
+        it returns a new object.
+        """
+        row, col = self.blankLocation
+        if(move == 'up'):
+            newrow = row - 1
+            newcol = col
+        elif(move == 'down'):
+            newrow = row + 1
+            newcol = col
+        elif(move == 'left'):
+            newrow = row
+            newcol = col - 1
+        elif(move == 'right'):
+            newrow = row
+            newcol = col + 1
+        else:
+            raise "Illegal Move"
+
+        # Create a copy of the current eightPuzzle
+        newPuzzle = EightPuzzleState([0, 0, 0, 0, 0, 0, 0, 0, 0])
+        newPuzzle.cells = [values[:] for values in self.cells]
+        # And update it to reflect the move
+        newPuzzle.cells[row][col] = self.cells[newrow][newcol]
+        newPuzzle.cells[newrow][newcol] = self.cells[row][col]
+        newPuzzle.blankLocation = newrow, newcol
+
+        return newPuzzle
+
+    # Utilities for comparison and display
+    def __eq__(self, other):
+        """
+            Overloads '==' such that two eightPuzzles with the same configuration
+          are equal.
+
+          >>> EightPuzzleState([0, 1, 2, 3, 4, 5, 6, 7, 8]) == \
+              EightPuzzleState([1, 0, 2, 3, 4, 5, 6, 7, 8]).result('left')
+          True
+        """
+        for row in range( 3 ):
+            if self.cells[row] != other.cells[row]:
+                return False
+        return True
+
+    def __hash__(self):
+        return hash(str(self.cells))
+
+    def __getAsciiString(self):
+        """
+          Returns a display string for the maze
+        """
+        lines = []
+        horizontalLine = ('-' * (13))
+        lines.append(horizontalLine)
+        for row in self.cells:
+            rowLine = '|'
+            for col in row:
+                if col == 0:
+                    col = ' '
+                rowLine = rowLine + ' ' + col.__str__() + ' |'
+            lines.append(rowLine)
+            lines.append(horizontalLine)
+        return '\n'.join(lines)
+
+    def __str__(self):
+        return self.__getAsciiString()
+
+# TODO: Implement The methods in this class
+
+class EightPuzzleSearchProblem(search.SearchProblem):
+    """
+      Implementation of a SearchProblem for the  Eight Puzzle domain
+
+      Each state is represented by an instance of an eightPuzzle.
+    """
+    def __init__(self,puzzle):
+        "Creates a new EightPuzzleSearchProblem which stores search information."
+        self.puzzle = puzzle
+
+    def getStartState(self):
+        return puzzle
+
+    def isGoalState(self,state):
+        return state.isGoal()
+
+    def getSuccessors(self,state):
+        """
+          Returns list of (successor, action, stepCost) pairs where
+          each succesor is either left, right, up, or down
+          from the original state and the cost is 1.0 for each
+        """
+        succ = []
+        for a in state.legalMoves():
+            succ.append((state.result(a), a, 1))
+        return succ
+
+    def getCostOfActions(self, actions):
+        """
+         actions: A list of actions to take
+
+        This method returns the total cost of a particular sequence of actions.  The sequence must
+        be composed of legal moves
+        """
+        return len(actions)
+
+EIGHT_PUZZLE_DATA = [[1, 0, 2, 3, 4, 5, 6, 7, 8],
+                     [1, 7, 8, 2, 3, 4, 5, 6, 0],
+                     [4, 3, 2, 7, 0, 5, 1, 6, 8],
+                     [5, 1, 3, 4, 0, 2, 6, 7, 8],
+                     [1, 2, 5, 7, 6, 8, 0, 4, 3],
+                     [0, 3, 1, 6, 8, 2, 7, 5, 4]]
+
+def loadEightPuzzle(puzzleNumber):
+    """
+      puzzleNumber: The number of the eight puzzle to load.
+
+      Returns an eight puzzle object generated from one of the
+      provided puzzles in EIGHT_PUZZLE_DATA.
+
+      puzzleNumber can range from 0 to 5.
+
+      >>> print(loadEightPuzzle(0))
+      -------------
+      | 1 |   | 2 |
+      -------------
+      | 3 | 4 | 5 |
+      -------------
+      | 6 | 7 | 8 |
+      -------------
+    """
+    return EightPuzzleState(EIGHT_PUZZLE_DATA[puzzleNumber])
+
+def createRandomEightPuzzle(moves=100):
+    """
+      moves: number of random moves to apply
+
+      Creates a random eight puzzle by applying
+      a series of 'moves' random moves to a solved
+      puzzle.
+    """
+    puzzle = EightPuzzleState([0,1,2,3,4,5,6,7,8])
+    for i in range(moves):
+        # Execute a random legal move
+        puzzle = puzzle.result(random.sample(puzzle.legalMoves(), 1)[0])
+    return puzzle
+
+if __name__ == '__main__':
+    puzzle = createRandomEightPuzzle(25)
+    print('A random puzzle:')
+    print(puzzle)
+
+    problem = EightPuzzleSearchProblem(puzzle)
+    path = search.breadthFirstSearch(problem)
+    print('BFS found a path of %d moves: %s' % (len(path), str(path)))
+    curr = puzzle
+    i = 1
+    for a in path:
+        curr = curr.result(a)
+        print('After %d move%s: %s' % (i, ("", "s")[i>1], a))
+        print(curr)
+
+        input("Press return for the next state...")   # wait for key stroke
+        i += 1
diff --git a/school/cpsc481/project2/src/game.py b/school/cpsc481/project2/src/game.py
new file mode 100644
index 0000000..3950f27
--- /dev/null
+++ b/school/cpsc481/project2/src/game.py
@@ -0,0 +1,729 @@
+# game.py
+# -------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# game.py
+# -------
+# Licensing Information: Please do not distribute or publish solutions to this
+# project. You are free to use and extend these projects for educational
+# purposes. The Pacman AI projects were developed at UC Berkeley, primarily by
+# John DeNero (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# For more info, see http://inst.eecs.berkeley.edu/~cs188/sp09/pacman.html
+
+from util import *
+import time, os
+import traceback
+import sys
+
+#######################
+# Parts worth reading #
+#######################
+
+class Agent:
+    """
+    An agent must define a getAction method, but may also define the
+    following methods which will be called if they exist:
+
+    def registerInitialState(self, state): # inspects the starting state
+    """
+    def __init__(self, index=0):
+        self.index = index
+
+    def getAction(self, state):
+        """
+        The Agent will receive a GameState (from either {pacman, capture, sonar}.py) and
+        must return an action from Directions.{North, South, East, West, Stop}
+        """
+        raiseNotDefined()
+
+class Directions:
+    NORTH = 'North'
+    SOUTH = 'South'
+    EAST = 'East'
+    WEST = 'West'
+    STOP = 'Stop'
+
+    LEFT =       {NORTH: WEST,
+                   SOUTH: EAST,
+                   EAST:  NORTH,
+                   WEST:  SOUTH,
+                   STOP:  STOP}
+
+    RIGHT =      dict([(y,x) for x, y in LEFT.items()])
+
+    REVERSE = {NORTH: SOUTH,
+               SOUTH: NORTH,
+               EAST: WEST,
+               WEST: EAST,
+               STOP: STOP}
+
+class Configuration:
+    """
+    A Configuration holds the (x,y) coordinate of a character, along with its
+    traveling direction.
+
+    The convention for positions, like a graph, is that (0,0) is the lower left corner, x increases
+    horizontally and y increases vertically.  Therefore, north is the direction of increasing y, or (0,1).
+    """
+
+    def __init__(self, pos, direction):
+        self.pos = pos
+        self.direction = direction
+
+    def getPosition(self):
+        return (self.pos)
+
+    def getDirection(self):
+        return self.direction
+
+    def isInteger(self):
+        x,y = self.pos
+        return x == int(x) and y == int(y)
+
+    def __eq__(self, other):
+        if other == None: return False
+        return (self.pos == other.pos and self.direction == other.direction)
+
+    def __hash__(self):
+        x = hash(self.pos)
+        y = hash(self.direction)
+        return hash(x + 13 * y)
+
+    def __str__(self):
+        return "(x,y)="+str(self.pos)+", "+str(self.direction)
+
+    def generateSuccessor(self, vector):
+        """
+        Generates a new configuration reached by translating the current
+        configuration by the action vector.  This is a low-level call and does
+        not attempt to respect the legality of the movement.
+
+        Actions are movement vectors.
+        """
+        x, y= self.pos
+        dx, dy = vector
+        direction = Actions.vectorToDirection(vector)
+        if direction == Directions.STOP:
+            direction = self.direction # There is no stop direction
+        return Configuration((x + dx, y+dy), direction)
+
+class AgentState:
+    """
+    AgentStates hold the state of an agent (configuration, speed, scared, etc).
+    """
+
+    def __init__( self, startConfiguration, isPacman ):
+        self.start = startConfiguration
+        self.configuration = startConfiguration
+        self.isPacman = isPacman
+        self.scaredTimer = 0
+        self.numCarrying = 0
+        self.numReturned = 0
+
+    def __str__( self ):
+        if self.isPacman:
+            return "Pacman: " + str( self.configuration )
+        else:
+            return "Ghost: " + str( self.configuration )
+
+    def __eq__( self, other ):
+        if other == None:
+            return False
+        return self.configuration == other.configuration and self.scaredTimer == other.scaredTimer
+
+    def __hash__(self):
+        return hash(hash(self.configuration) + 13 * hash(self.scaredTimer))
+
+    def copy( self ):
+        state = AgentState( self.start, self.isPacman )
+        state.configuration = self.configuration
+        state.scaredTimer = self.scaredTimer
+        state.numCarrying = self.numCarrying
+        state.numReturned = self.numReturned
+        return state
+
+    def getPosition(self):
+        if self.configuration == None: return None
+        return self.configuration.getPosition()
+
+    def getDirection(self):
+        return self.configuration.getDirection()
+
+class Grid:
+    """
+    A 2-dimensional array of objects backed by a list of lists.  Data is accessed
+    via grid[x][y] where (x,y) are positions on a Pacman map with x horizontal,
+    y vertical and the origin (0,0) in the bottom left corner.
+
+    The __str__ method constructs an output that is oriented like a pacman board.
+    """
+    def __init__(self, width, height, initialValue=False, bitRepresentation=None):
+        if initialValue not in [False, True]: raise Exception('Grids can only contain booleans')
+        self.CELLS_PER_INT = 30
+
+        self.width = width
+        self.height = height
+        self.data = [[initialValue for y in range(height)] for x in range(width)]
+        if bitRepresentation:
+            self._unpackBits(bitRepresentation)
+
+    def __getitem__(self, i):
+        return self.data[i]
+
+    def __setitem__(self, key, item):
+        self.data[key] = item
+
+    def __str__(self):
+        out = [[str(self.data[x][y])[0] for x in range(self.width)] for y in range(self.height)]
+        out.reverse()
+        return '\n'.join([''.join(x) for x in out])
+
+    def __eq__(self, other):
+        if other == None: return False
+        return self.data == other.data
+
+    def __hash__(self):
+        # return hash(str(self))
+        base = 1
+        h = 0
+        for l in self.data:
+            for i in l:
+                if i:
+                    h += base
+                base *= 2
+        return hash(h)
+
+    def copy(self):
+        g = Grid(self.width, self.height)
+        g.data = [x[:] for x in self.data]
+        return g
+
+    def deepCopy(self):
+        return self.copy()
+
+    def shallowCopy(self):
+        g = Grid(self.width, self.height)
+        g.data = self.data
+        return g
+
+    def count(self, item =True ):
+        return sum([x.count(item) for x in self.data])
+
+    def asList(self, key = True):
+        list = []
+        for x in range(self.width):
+            for y in range(self.height):
+                if self[x][y] == key: list.append( (x,y) )
+        return list
+
+    def packBits(self):
+        """
+        Returns an efficient int list representation
+
+        (width, height, bitPackedInts...)
+        """
+        bits = [self.width, self.height]
+        currentInt = 0
+        for i in range(self.height * self.width):
+            bit = self.CELLS_PER_INT - (i % self.CELLS_PER_INT) - 1
+            x, y = self._cellIndexToPosition(i)
+            if self[x][y]:
+                currentInt += 2 ** bit
+            if (i + 1) % self.CELLS_PER_INT == 0:
+                bits.append(currentInt)
+                currentInt = 0
+        bits.append(currentInt)
+        return tuple(bits)
+
+    def _cellIndexToPosition(self, index):
+        x = index // self.height
+        y = index % self.height
+        return x, y
+
+    def _unpackBits(self, bits):
+        """
+        Fills in data from a bit-level representation
+        """
+        cell = 0
+        for packed in bits:
+            for bit in self._unpackInt(packed, self.CELLS_PER_INT):
+                if cell == self.width * self.height: break
+                x, y = self._cellIndexToPosition(cell)
+                self[x][y] = bit
+                cell += 1
+
+    def _unpackInt(self, packed, size):
+        bools = []
+        if packed < 0: raise ValueError("must be a positive integer")
+        for i in range(size):
+            n = 2 ** (self.CELLS_PER_INT - i - 1)
+            if packed >= n:
+                bools.append(True)
+                packed -= n
+            else:
+                bools.append(False)
+        return bools
+
+def reconstituteGrid(bitRep):
+    if type(bitRep) is not type((1,2)):
+        return bitRep
+    width, height = bitRep[:2]
+    return Grid(width, height, bitRepresentation= bitRep[2:])
+
+####################################
+# Parts you shouldn't have to read #
+####################################
+
+class Actions:
+    """
+    A collection of static methods for manipulating move actions.
+    """
+    # Directions
+    _directions = {Directions.NORTH: (0, 1),
+                   Directions.SOUTH: (0, -1),
+                   Directions.EAST:  (1, 0),
+                   Directions.WEST:  (-1, 0),
+                   Directions.STOP:  (0, 0)}
+
+    _directionsAsList = _directions.items()
+
+    TOLERANCE = .001
+
+    def reverseDirection(action):
+        if action == Directions.NORTH:
+            return Directions.SOUTH
+        if action == Directions.SOUTH:
+            return Directions.NORTH
+        if action == Directions.EAST:
+            return Directions.WEST
+        if action == Directions.WEST:
+            return Directions.EAST
+        return action
+    reverseDirection = staticmethod(reverseDirection)
+
+    def vectorToDirection(vector):
+        dx, dy = vector
+        if dy > 0:
+            return Directions.NORTH
+        if dy < 0:
+            return Directions.SOUTH
+        if dx < 0:
+            return Directions.WEST
+        if dx > 0:
+            return Directions.EAST
+        return Directions.STOP
+    vectorToDirection = staticmethod(vectorToDirection)
+
+    def directionToVector(direction, speed = 1.0):
+        dx, dy =  Actions._directions[direction]
+        return (dx * speed, dy * speed)
+    directionToVector = staticmethod(directionToVector)
+
+    def getPossibleActions(config, walls):
+        possible = []
+        x, y = config.pos
+        x_int, y_int = int(x + 0.5), int(y + 0.5)
+
+        # In between grid points, all agents must continue straight
+        if (abs(x - x_int) + abs(y - y_int)  > Actions.TOLERANCE):
+            return [config.getDirection()]
+
+        for dir, vec in Actions._directionsAsList:
+            dx, dy = vec
+            next_y = y_int + dy
+            next_x = x_int + dx
+            if not walls[next_x][next_y]: possible.append(dir)
+
+        return possible
+
+    getPossibleActions = staticmethod(getPossibleActions)
+
+    def getLegalNeighbors(position, walls):
+        x,y = position
+        x_int, y_int = int(x + 0.5), int(y + 0.5)
+        neighbors = []
+        for dir, vec in Actions._directionsAsList:
+            dx, dy = vec
+            next_x = x_int + dx
+            if next_x < 0 or next_x == walls.width: continue
+            next_y = y_int + dy
+            if next_y < 0 or next_y == walls.height: continue
+            if not walls[next_x][next_y]: neighbors.append((next_x, next_y))
+        return neighbors
+    getLegalNeighbors = staticmethod(getLegalNeighbors)
+
+    def getSuccessor(position, action):
+        dx, dy = Actions.directionToVector(action)
+        x, y = position
+        return (x + dx, y + dy)
+    getSuccessor = staticmethod(getSuccessor)
+
+class GameStateData:
+    """
+
+    """
+    def __init__( self, prevState = None ):
+        """
+        Generates a new data packet by copying information from its predecessor.
+        """
+        if prevState != None:
+            self.food = prevState.food.shallowCopy()
+            self.capsules = prevState.capsules[:]
+            self.agentStates = self.copyAgentStates( prevState.agentStates )
+            self.layout = prevState.layout
+            self._eaten = prevState._eaten
+            self.score = prevState.score
+
+        self._foodEaten = None
+        self._foodAdded = None
+        self._capsuleEaten = None
+        self._agentMoved = None
+        self._lose = False
+        self._win = False
+        self.scoreChange = 0
+
+    def deepCopy( self ):
+        state = GameStateData( self )
+        state.food = self.food.deepCopy()
+        state.layout = self.layout.deepCopy()
+        state._agentMoved = self._agentMoved
+        state._foodEaten = self._foodEaten
+        state._foodAdded = self._foodAdded
+        state._capsuleEaten = self._capsuleEaten
+        return state
+
+    def copyAgentStates( self, agentStates ):
+        copiedStates = []
+        for agentState in agentStates:
+            copiedStates.append( agentState.copy() )
+        return copiedStates
+
+    def __eq__( self, other ):
+        """
+        Allows two states to be compared.
+        """
+        if other == None: return False
+        # TODO Check for type of other
+        if not self.agentStates == other.agentStates: return False
+        if not self.food == other.food: return False
+        if not self.capsules == other.capsules: return False
+        if not self.score == other.score: return False
+        return True
+
+    def __hash__( self ):
+        """
+        Allows states to be keys of dictionaries.
+        """
+        for i, state in enumerate( self.agentStates ):
+            try:
+                int(hash(state))
+            except TypeError as e:
+                print(e)
+                #hash(state)
+        return int((hash(tuple(self.agentStates)) + 13*hash(self.food) + 113* hash(tuple(self.capsules)) + 7 * hash(self.score)) % 1048575 )
+
+    def __str__( self ):
+        width, height = self.layout.width, self.layout.height
+        map = Grid(width, height)
+        if type(self.food) == type((1,2)):
+            self.food = reconstituteGrid(self.food)
+        for x in range(width):
+            for y in range(height):
+                food, walls = self.food, self.layout.walls
+                map[x][y] = self._foodWallStr(food[x][y], walls[x][y])
+
+        for agentState in self.agentStates:
+            if agentState == None: continue
+            if agentState.configuration == None: continue
+            x,y = [int( i ) for i in nearestPoint( agentState.configuration.pos )]
+            agent_dir = agentState.configuration.direction
+            if agentState.isPacman:
+                map[x][y] = self._pacStr( agent_dir )
+            else:
+                map[x][y] = self._ghostStr( agent_dir )
+
+        for x, y in self.capsules:
+            map[x][y] = 'o'
+
+        return str(map) + ("\nScore: %d\n" % self.score)
+
+    def _foodWallStr( self, hasFood, hasWall ):
+        if hasFood:
+            return '.'
+        elif hasWall:
+            return '%'
+        else:
+            return ' '
+
+    def _pacStr( self, dir ):
+        if dir == Directions.NORTH:
+            return 'v'
+        if dir == Directions.SOUTH:
+            return '^'
+        if dir == Directions.WEST:
+            return '>'
+        return '<'
+
+    def _ghostStr( self, dir ):
+        return 'G'
+        if dir == Directions.NORTH:
+            return 'M'
+        if dir == Directions.SOUTH:
+            return 'W'
+        if dir == Directions.WEST:
+            return '3'
+        return 'E'
+
+    def initialize( self, layout, numGhostAgents ):
+        """
+        Creates an initial game state from a layout array (see layout.py).
+        """
+        self.food = layout.food.copy()
+        #self.capsules = []
+        self.capsules = layout.capsules[:]
+        self.layout = layout
+        self.score = 0
+        self.scoreChange = 0
+
+        self.agentStates = []
+        numGhosts = 0
+        for isPacman, pos in layout.agentPositions:
+            if not isPacman:
+                if numGhosts == numGhostAgents: continue # Max ghosts reached already
+                else: numGhosts += 1
+            self.agentStates.append( AgentState( Configuration( pos, Directions.STOP), isPacman) )
+        self._eaten = [False for a in self.agentStates]
+
+try:
+    import boinc
+    _BOINC_ENABLED = True
+except:
+    _BOINC_ENABLED = False
+
+class Game:
+    """
+    The Game manages the control flow, soliciting actions from agents.
+    """
+
+    def __init__( self, agents, display, rules, startingIndex=0, muteAgents=False, catchExceptions=False ):
+        self.agentCrashed = False
+        self.agents = agents
+        self.display = display
+        self.rules = rules
+        self.startingIndex = startingIndex
+        self.gameOver = False
+        self.muteAgents = muteAgents
+        self.catchExceptions = catchExceptions
+        self.moveHistory = []
+        self.totalAgentTimes = [0 for agent in agents]
+        self.totalAgentTimeWarnings = [0 for agent in agents]
+        self.agentTimeout = False
+        import io
+        self.agentOutput = [io.StringIO() for agent in agents]
+
+    def getProgress(self):
+        if self.gameOver:
+            return 1.0
+        else:
+            return self.rules.getProgress(self)
+
+    def _agentCrash( self, agentIndex, quiet=False):
+        "Helper method for handling agent crashes"
+        if not quiet: traceback.print_exc()
+        self.gameOver = True
+        self.agentCrashed = True
+        self.rules.agentCrash(self, agentIndex)
+
+    OLD_STDOUT = None
+    OLD_STDERR = None
+
+    def mute(self, agentIndex):
+        if not self.muteAgents: return
+        global OLD_STDOUT, OLD_STDERR
+        import io
+        OLD_STDOUT = sys.stdout
+        OLD_STDERR = sys.stderr
+        sys.stdout = self.agentOutput[agentIndex]
+        sys.stderr = self.agentOutput[agentIndex]
+
+    def unmute(self):
+        if not self.muteAgents: return
+        global OLD_STDOUT, OLD_STDERR
+        # Revert stdout/stderr to originals
+        sys.stdout = OLD_STDOUT
+        sys.stderr = OLD_STDERR
+
+
+    def run( self ):
+        """
+        Main control loop for game play.
+        """
+        self.display.initialize(self.state.data)
+        self.numMoves = 0
+
+        ###self.display.initialize(self.state.makeObservation(1).data)
+        # inform learning agents of the game start
+        for i in range(len(self.agents)):
+            agent = self.agents[i]
+            if not agent:
+                self.mute(i)
+                # this is a null agent, meaning it failed to load
+                # the other team wins
+                print("Agent %d failed to load" % i, file=sys.stderr)
+                self.unmute()
+                self._agentCrash(i, quiet=True)
+                return
+            if ("registerInitialState" in dir(agent)):
+                self.mute(i)
+                if self.catchExceptions:
+                    try:
+                        timed_func = TimeoutFunction(agent.registerInitialState, int(self.rules.getMaxStartupTime(i)))
+                        try:
+                            start_time = time.time()
+                            timed_func(self.state.deepCopy())
+                            time_taken = time.time() - start_time
+                            self.totalAgentTimes[i] += time_taken
+                        except TimeoutFunctionException:
+                            print("Agent %d ran out of time on startup!" % i, file=sys.stderr)
+                            self.unmute()
+                            self.agentTimeout = True
+                            self._agentCrash(i, quiet=True)
+                            return
+                    except Exception as data:
+                        self._agentCrash(i, quiet=False)
+                        self.unmute()
+                        return
+                else:
+                    agent.registerInitialState(self.state.deepCopy())
+                ## TODO: could this exceed the total time
+                self.unmute()
+
+        agentIndex = self.startingIndex
+        numAgents = len( self.agents )
+
+        while not self.gameOver:
+            # Fetch the next agent
+            agent = self.agents[agentIndex]
+            move_time = 0
+            skip_action = False
+            # Generate an observation of the state
+            if 'observationFunction' in dir( agent ):
+                self.mute(agentIndex)
+                if self.catchExceptions:
+                    try:
+                        timed_func = TimeoutFunction(agent.observationFunction, int(self.rules.getMoveTimeout(agentIndex)))
+                        try:
+                            start_time = time.time()
+                            observation = timed_func(self.state.deepCopy())
+                        except TimeoutFunctionException:
+                            skip_action = True
+                        move_time += time.time() - start_time
+                        self.unmute()
+                    except Exception as data:
+                        self._agentCrash(agentIndex, quiet=False)
+                        self.unmute()
+                        return
+                else:
+                    observation = agent.observationFunction(self.state.deepCopy())
+                self.unmute()
+            else:
+                observation = self.state.deepCopy()
+
+            # Solicit an action
+            action = None
+            self.mute(agentIndex)
+            if self.catchExceptions:
+                try:
+                    timed_func = TimeoutFunction(agent.getAction, int(self.rules.getMoveTimeout(agentIndex)) - int(move_time))
+                    try:
+                        start_time = time.time()
+                        if skip_action:
+                            raise TimeoutFunctionException()
+                        action = timed_func( observation )
+                    except TimeoutFunctionException:
+                        print("Agent %d timed out on a single move!" % agentIndex, file=sys.stderr)
+                        self.agentTimeout = True
+                        self._agentCrash(agentIndex, quiet=True)
+                        self.unmute()
+                        return
+
+                    move_time += time.time() - start_time
+
+                    if move_time > self.rules.getMoveWarningTime(agentIndex):
+                        self.totalAgentTimeWarnings[agentIndex] += 1
+                        print("Agent %d took too long to make a move! This is warning %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex]), file=sys.stderr)
+                        if self.totalAgentTimeWarnings[agentIndex] > self.rules.getMaxTimeWarnings(agentIndex):
+                            print("Agent %d exceeded the maximum number of warnings: %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex]), file=sys.stderr)
+                            self.agentTimeout = True
+                            self._agentCrash(agentIndex, quiet=True)
+                            self.unmute()
+                            return
+
+                    self.totalAgentTimes[agentIndex] += move_time
+                    #print("Agent: %d, time: %f, total: %f" % (agentIndex, move_time, self.totalAgentTimes[agentIndex]))
+                    if self.totalAgentTimes[agentIndex] > self.rules.getMaxTotalTime(agentIndex):
+                        print("Agent %d ran out of time! (time: %1.2f)" % (agentIndex, self.totalAgentTimes[agentIndex]), file=sys.stderr)
+                        self.agentTimeout = True
+                        self._agentCrash(agentIndex, quiet=True)
+                        self.unmute()
+                        return
+                    self.unmute()
+                except Exception as data:
+                    self._agentCrash(agentIndex)
+                    self.unmute()
+                    return
+            else:
+                action = agent.getAction(observation)
+            self.unmute()
+
+            # Execute the action
+            self.moveHistory.append( (agentIndex, action) )
+            if self.catchExceptions:
+                try:
+                    self.state = self.state.generateSuccessor( agentIndex, action )
+                except Exception as data:
+                    self.mute(agentIndex)
+                    self._agentCrash(agentIndex)
+                    self.unmute()
+                    return
+            else:
+                self.state = self.state.generateSuccessor( agentIndex, action )
+
+            # Change the display
+            self.display.update( self.state.data )
+            ###idx = agentIndex - agentIndex % 2 + 1
+            ###self.display.update( self.state.makeObservation(idx).data )
+
+            # Allow for game specific conditions (winning, losing, etc.)
+            self.rules.process(self.state, self)
+            # Track progress
+            if agentIndex == numAgents + 1: self.numMoves += 1
+            # Next agent
+            agentIndex = ( agentIndex + 1 ) % numAgents
+
+            if _BOINC_ENABLED:
+                boinc.set_fraction_done(self.getProgress())
+
+        # inform a learning agent of the game result
+        for agentIndex, agent in enumerate(self.agents):
+            if "final" in dir( agent ) :
+                try:
+                    self.mute(agentIndex)
+                    agent.final( self.state )
+                    self.unmute()
+                except Exception as data:
+                    if not self.catchExceptions: raise data
+                    self._agentCrash(agentIndex)
+                    self.unmute()
+                    return
+        self.display.finish()
diff --git a/school/cpsc481/project2/src/ghostAgents.py b/school/cpsc481/project2/src/ghostAgents.py
new file mode 100644
index 0000000..c3afe1f
--- /dev/null
+++ b/school/cpsc481/project2/src/ghostAgents.py
@@ -0,0 +1,81 @@
+# ghostAgents.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from game import Agent
+from game import Actions
+from game import Directions
+import random
+from util import manhattanDistance
+import util
+
+class GhostAgent( Agent ):
+    def __init__( self, index ):
+        self.index = index
+
+    def getAction( self, state ):
+        dist = self.getDistribution(state)
+        if len(dist) == 0:
+            return Directions.STOP
+        else:
+            return util.chooseFromDistribution( dist )
+
+    def getDistribution(self, state):
+        "Returns a Counter encoding a distribution over actions from the provided state."
+        util.raiseNotDefined()
+
+class RandomGhost( GhostAgent ):
+    "A ghost that chooses a legal action uniformly at random."
+    def getDistribution( self, state ):
+        dist = util.Counter()
+        for a in state.getLegalActions( self.index ): dist[a] = 1.0
+        dist.normalize()
+        return dist
+
+class DirectionalGhost( GhostAgent ):
+    "A ghost that prefers to rush Pacman, or flee when scared."
+    def __init__( self, index, prob_attack=0.8, prob_scaredFlee=0.8 ):
+        self.index = index
+        self.prob_attack = prob_attack
+        self.prob_scaredFlee = prob_scaredFlee
+
+    def getDistribution( self, state ):
+        # Read variables from state
+        ghostState = state.getGhostState( self.index )
+        legalActions = state.getLegalActions( self.index )
+        pos = state.getGhostPosition( self.index )
+        isScared = ghostState.scaredTimer > 0
+
+        speed = 1
+        if isScared: speed = 0.5
+
+        actionVectors = [Actions.directionToVector( a, speed ) for a in legalActions]
+        newPositions = [( pos[0]+a[0], pos[1]+a[1] ) for a in actionVectors]
+        pacmanPosition = state.getPacmanPosition()
+
+        # Select best actions given the state
+        distancesToPacman = [manhattanDistance( pos, pacmanPosition ) for pos in newPositions]
+        if isScared:
+            bestScore = max( distancesToPacman )
+            bestProb = self.prob_scaredFlee
+        else:
+            bestScore = min( distancesToPacman )
+            bestProb = self.prob_attack
+        bestActions = [action for action, distance in zip( legalActions, distancesToPacman ) if distance == bestScore]
+
+        # Construct distribution
+        dist = util.Counter()
+        for a in bestActions: dist[a] = bestProb / len(bestActions)
+        for a in legalActions: dist[a] += ( 1-bestProb ) / len(legalActions)
+        dist.normalize()
+        return dist
diff --git a/school/cpsc481/project2/src/grading.py b/school/cpsc481/project2/src/grading.py
new file mode 100644
index 0000000..6384a56
--- /dev/null
+++ b/school/cpsc481/project2/src/grading.py
@@ -0,0 +1,323 @@
+# grading.py
+# ----------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"Common code for autograders"
+
+import cgi
+import time
+import sys
+import json
+import traceback
+import pdb
+from collections import defaultdict
+import util
+
+class Grades:
+  "A data structure for project grades, along with formatting code to display them"
+  def __init__(self, projectName, questionsAndMaxesList,
+               gsOutput=False, edxOutput=False, muteOutput=False):
+    """
+    Defines the grading scheme for a project
+      projectName: project name
+      questionsAndMaxesDict: a list of (question name, max points per question)
+    """
+    self.questions = [el[0] for el in questionsAndMaxesList]
+    self.maxes = dict(questionsAndMaxesList)
+    self.points = Counter()
+    self.messages = dict([(q, []) for q in self.questions])
+    self.project = projectName
+    self.start = time.localtime()[1:6]
+    self.sane = True # Sanity checks
+    self.currentQuestion = None # Which question we're grading
+    self.edxOutput = edxOutput
+    self.gsOutput = gsOutput  # GradeScope output
+    self.mute = muteOutput
+    self.prereqs = defaultdict(set)
+
+    #print('Autograder transcript for %s' % self.project)
+    print('Starting on %d-%d at %d:%02d:%02d' % self.start)
+
+  def addPrereq(self, question, prereq):
+    self.prereqs[question].add(prereq)
+
+  def grade(self, gradingModule, exceptionMap = {}, bonusPic = False):
+    """
+    Grades each question
+      gradingModule: the module with all the grading functions (pass in with sys.modules[__name__])
+    """
+
+    completedQuestions = set([])
+    for q in self.questions:
+      print('\nQuestion %s' % q)
+      print('=' * (9 + len(q)))
+      print
+      self.currentQuestion = q
+
+      incompleted = self.prereqs[q].difference(completedQuestions)
+      if len(incompleted) > 0:
+          prereq = incompleted.pop()
+          print(
+"""*** NOTE: Make sure to complete Question %s before working on Question %s,
+*** because Question %s builds upon your answer for Question %s.
+""" % (prereq, q, q, prereq))
+          continue
+
+      if self.mute: util.mutePrint()
+      try:
+        util.TimeoutFunction(getattr(gradingModule, q),1800)(self) # Call the question's function
+        #TimeoutFunction(getattr(gradingModule, q),1200)(self) # Call the question's function
+      except Exception as inst:
+        self.addExceptionMessage(q, inst, traceback)
+        self.addErrorHints(exceptionMap, inst, q[1])
+      except:
+        self.fail('FAIL: Terminated with a string exception.')
+      finally:
+        if self.mute: util.unmutePrint()
+
+      if self.points[q] >= self.maxes[q]:
+        completedQuestions.add(q)
+
+      print('\n### Question %s: %d/%d ###\n' % (q, self.points[q], self.maxes[q]))
+
+
+    print('\nFinished at %d:%02d:%02d' % time.localtime()[3:6])
+    print("\nProvisional grades\n==================")
+
+    for q in self.questions:
+      print('Question %s: %d/%d' % (q, self.points[q], self.maxes[q]))
+    print('------------------')
+    print('Total: %d/%d' % (self.points.totalCount(), sum(self.maxes.values())))
+    if bonusPic and self.points.totalCount() == 25:
+      print("""
+
+                     ALL HAIL GRANDPAC.
+              LONG LIVE THE GHOSTBUSTING KING.
+
+                  ---      ----      ---
+                  |  \    /  + \    /  |
+                  | + \--/      \--/ + |
+                  |   +     +          |
+                  | +     +        +   |
+                @@@@@@@@@@@@@@@@@@@@@@@@@@
+              @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            \   @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+             \ /  @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+              V   \   @@@@@@@@@@@@@@@@@@@@@@@@@@@@
+                   \ /  @@@@@@@@@@@@@@@@@@@@@@@@@@
+                    V     @@@@@@@@@@@@@@@@@@@@@@@@
+                            @@@@@@@@@@@@@@@@@@@@@@
+                    /\      @@@@@@@@@@@@@@@@@@@@@@
+                   /  \  @@@@@@@@@@@@@@@@@@@@@@@@@
+              /\  /    @@@@@@@@@@@@@@@@@@@@@@@@@@@
+             /  \ @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            /    @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+            @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+              @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
+                @@@@@@@@@@@@@@@@@@@@@@@@@@
+                    @@@@@@@@@@@@@@@@@@
+
+""")
+    print("""
+Your grades are NOT yet registered.  To register your grades, make sure
+to follow your instructor's guidelines to receive credit on your project.
+""")
+
+    if self.edxOutput:
+        self.produceOutput()
+    if self.gsOutput:
+        self.produceGradeScopeOutput()
+
+  def addExceptionMessage(self, q, inst, traceback):
+    """
+    Method to format the exception message, this is more complicated because
+    we need to cgi.escape the traceback but wrap the exception in a 
 tag
+    """
+    self.fail('FAIL: Exception raised: %s' % inst)
+    self.addMessage('')
+    for line in traceback.format_exc().split('\n'):
+        self.addMessage(line)
+
+  def addErrorHints(self, exceptionMap, errorInstance, questionNum):
+    typeOf = str(type(errorInstance))
+    questionName = 'q' + questionNum
+    errorHint = ''
+
+    # question specific error hints
+    if exceptionMap.get(questionName):
+      questionMap = exceptionMap.get(questionName)
+      if (questionMap.get(typeOf)):
+        errorHint = questionMap.get(typeOf)
+    # fall back to general error messages if a question specific
+    # one does not exist
+    if (exceptionMap.get(typeOf)):
+      errorHint = exceptionMap.get(typeOf)
+
+    # dont include the HTML if we have no error hint
+    if not errorHint:
+      return ''
+
+    for line in errorHint.split('\n'):
+      self.addMessage(line)
+
+  def produceGradeScopeOutput(self):
+    out_dct = {}
+
+    # total of entire submission
+    total_possible = sum(self.maxes.values())
+    total_score = sum(self.points.values())
+    out_dct['score'] = total_score
+    out_dct['max_score'] = total_possible
+    out_dct['output'] = "Total score (%d / %d)" % (total_score, total_possible)
+
+    # individual tests
+    tests_out = []
+    for name in self.questions:
+      test_out = {}
+      # test name
+      test_out['name'] = name
+      # test score
+      test_out['score'] = self.points[name]
+      test_out['max_score'] = self.maxes[name]
+      # others
+      is_correct = self.points[name] >= self.maxes[name]
+      test_out['output'] = "  Question {num} ({points}/{max}) {correct}".format(
+          num=(name[1] if len(name) == 2 else name),
+          points=test_out['score'],
+          max=test_out['max_score'],
+          correct=('X' if not is_correct else ''),
+      )
+      test_out['tags'] = []
+      tests_out.append(test_out)
+    out_dct['tests'] = tests_out
+
+    # file output
+    with open('gradescope_response.json', 'w') as outfile:
+        json.dump(out_dct, outfile)
+    return
+
+  def produceOutput(self):
+    edxOutput = open('edx_response.html', 'w')
+    edxOutput.write("
")
+
+    # first sum
+    total_possible = sum(self.maxes.values())
+    total_score = sum(self.points.values())
+    checkOrX = ''
+    if (total_score >= total_possible):
+        checkOrX = ''
+    header = """
+        

+            Total score ({total_score} / {total_possible})
+        

+    """.format(total_score = total_score,
+      total_possible = total_possible,
+      checkOrX = checkOrX
+    )
+    edxOutput.write(header)
+
+    for q in self.questions:
+      if len(q) == 2:
+          name = q[1]
+      else:
+          name = q
+      checkOrX = ''
+      if (self.points[q] >= self.maxes[q]):
+        checkOrX = ''
+      #messages = '\n
\n'.join(self.messages[q])
+      messages = "
%s
" % '\n'.join(self.messages[q])
+      output = """
+        

+          

+          

+            Question {q} ({points}/{max}) {checkOrX}
+          

+        

+          {messages}
+        

+        

+      

+      """.format(q = name,
+        max = self.maxes[q],
+        messages = messages,
+        checkOrX = checkOrX,
+        points = self.points[q]
+      )
+      # print("*** output for Question %s " % q[1])
+      # print(output)
+      edxOutput.write(output)
+    edxOutput.write("
")
+    edxOutput.close()
+    edxOutput = open('edx_grade', 'w')
+    edxOutput.write(str(self.points.totalCount()))
+    edxOutput.close()
+
+  def fail(self, message, raw=False):
+    "Sets sanity check bit to false and outputs a message"
+    self.sane = False
+    self.assignZeroCredit()
+    self.addMessage(message, raw)
+
+  def assignZeroCredit(self):
+    self.points[self.currentQuestion] = 0
+
+  def addPoints(self, amt):
+    self.points[self.currentQuestion] += amt
+
+  def deductPoints(self, amt):
+    self.points[self.currentQuestion] -= amt
+
+  def assignFullCredit(self, message="", raw=False):
+    self.points[self.currentQuestion] = self.maxes[self.currentQuestion]
+    if message != "":
+      self.addMessage(message, raw)
+
+  def addMessage(self, message, raw=False):
+    if not raw:
+        # We assume raw messages, formatted for HTML, are printed separately
+        if self.mute: util.unmutePrint()
+        print('*** ' + message)
+        if self.mute: util.mutePrint()
+        message = cgi.escape(message)
+    self.messages[self.currentQuestion].append(message)
+
+  def addMessageToEmail(self, message):
+    print("WARNING**** addMessageToEmail is deprecated %s" % message)
+    for line in message.split('\n'):
+      pass
+      #print('%%% ' + line + ' %%%')
+      #self.messages[self.currentQuestion].append(line)
+
+
+
+
+
+class Counter(dict):
+  """
+  Dict with default 0
+  """
+  def __getitem__(self, idx):
+    try:
+      return dict.__getitem__(self, idx)
+    except KeyError:
+      return 0
+
+  def totalCount(self):
+    """
+    Returns the sum of counts for all keys.
+    """
+    return sum(self.values())
+
diff --git a/school/cpsc481/project2/src/graphicsDisplay.py b/school/cpsc481/project2/src/graphicsDisplay.py
new file mode 100644
index 0000000..bd53e9a
--- /dev/null
+++ b/school/cpsc481/project2/src/graphicsDisplay.py
@@ -0,0 +1,679 @@
+# graphicsDisplay.py
+# ------------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from graphicsUtils import *
+import math, time
+from game import Directions
+
+###########################
+#  GRAPHICS DISPLAY CODE  #
+###########################
+
+# Most code by Dan Klein and John Denero written or rewritten for cs188, UC Berkeley.
+# Some code from a Pacman implementation by LiveWires, and used / modified with permission.
+
+DEFAULT_GRID_SIZE = 30.0
+INFO_PANE_HEIGHT = 35
+BACKGROUND_COLOR = formatColor(0,0,0)
+WALL_COLOR = formatColor(0.0/255.0, 51.0/255.0, 255.0/255.0)
+INFO_PANE_COLOR = formatColor(.4,.4,0)
+SCORE_COLOR = formatColor(.9, .9, .9)
+PACMAN_OUTLINE_WIDTH = 2
+PACMAN_CAPTURE_OUTLINE_WIDTH = 4
+
+GHOST_COLORS = []
+GHOST_COLORS.append(formatColor(.9,0,0)) # Red
+GHOST_COLORS.append(formatColor(0,.3,.9)) # Blue
+GHOST_COLORS.append(formatColor(.98,.41,.07)) # Orange
+GHOST_COLORS.append(formatColor(.1,.75,.7)) # Green
+GHOST_COLORS.append(formatColor(1.0,0.6,0.0)) # Yellow
+GHOST_COLORS.append(formatColor(.4,0.13,0.91)) # Purple
+
+TEAM_COLORS = GHOST_COLORS[:2]
+
+GHOST_SHAPE = [
+    ( 0,    0.3 ),
+    ( 0.25, 0.75 ),
+    ( 0.5,  0.3 ),
+    ( 0.75, 0.75 ),
+    ( 0.75, -0.5 ),
+    ( 0.5,  -0.75 ),
+    (-0.5,  -0.75 ),
+    (-0.75, -0.5 ),
+    (-0.75, 0.75 ),
+    (-0.5,  0.3 ),
+    (-0.25, 0.75 )
+  ]
+GHOST_SIZE = 0.65
+SCARED_COLOR = formatColor(1,1,1)
+
+GHOST_VEC_COLORS = [colorToVector(c) for c in GHOST_COLORS]
+
+PACMAN_COLOR = formatColor(255.0/255.0,255.0/255.0,61.0/255)
+PACMAN_SCALE = 0.5
+#pacman_speed = 0.25
+
+# Food
+FOOD_COLOR = formatColor(1,1,1)
+FOOD_SIZE = 0.1
+
+# Laser
+LASER_COLOR = formatColor(1,0,0)
+LASER_SIZE = 0.02
+
+# Capsule graphics
+CAPSULE_COLOR = formatColor(1,1,1)
+CAPSULE_SIZE = 0.25
+
+# Drawing walls
+WALL_RADIUS = 0.15
+
+class InfoPane:
+    def __init__(self, layout, gridSize):
+        self.gridSize = gridSize
+        self.width = (layout.width) * gridSize
+        self.base = (layout.height + 1) * gridSize
+        self.height = INFO_PANE_HEIGHT
+        self.fontSize = 24
+        self.textColor = PACMAN_COLOR
+        self.drawPane()
+
+    def toScreen(self, pos, y = None):
+        """
+          Translates a point relative from the bottom left of the info pane.
+        """
+        if y == None:
+            x,y = pos
+        else:
+            x = pos
+
+        x = self.gridSize + x # Margin
+        y = self.base + y
+        return x,y
+
+    def drawPane(self):
+        self.scoreText = text( self.toScreen(0, 0  ), self.textColor, "SCORE:    0", "Times", self.fontSize, "bold")
+
+    def initializeGhostDistances(self, distances):
+        self.ghostDistanceText = []
+
+        size = 20
+        if self.width < 240:
+            size = 12
+        if self.width < 160:
+            size = 10
+
+        for i, d in enumerate(distances):
+            t = text( self.toScreen(self.width//2 + self.width//8 * i, 0), GHOST_COLORS[i+1], d, "Times", size, "bold")
+            self.ghostDistanceText.append(t)
+
+    def updateScore(self, score):
+        changeText(self.scoreText, "SCORE: % 4d" % score)
+
+    def setTeam(self, isBlue):
+        text = "RED TEAM"
+        if isBlue: text = "BLUE TEAM"
+        self.teamText = text( self.toScreen(300, 0  ), self.textColor, text, "Times", self.fontSize, "bold")
+
+    def updateGhostDistances(self, distances):
+        if len(distances) == 0: return
+        if 'ghostDistanceText' not in dir(self): self.initializeGhostDistances(distances)
+        else:
+            for i, d in enumerate(distances):
+                changeText(self.ghostDistanceText[i], d)
+
+    def drawGhost(self):
+        pass
+
+    def drawPacman(self):
+        pass
+
+    def drawWarning(self):
+        pass
+
+    def clearIcon(self):
+        pass
+
+    def updateMessage(self, message):
+        pass
+
+    def clearMessage(self):
+        pass
+
+
+class PacmanGraphics:
+    def __init__(self, zoom=1.0, frameTime=0.0, capture=False):
+        self.have_window = 0
+        self.currentGhostImages = {}
+        self.pacmanImage = None
+        self.zoom = zoom
+        self.gridSize = DEFAULT_GRID_SIZE * zoom
+        self.capture = capture
+        self.frameTime = frameTime
+
+    def checkNullDisplay(self):
+        return False
+
+    def initialize(self, state, isBlue = False):
+        self.isBlue = isBlue
+        self.startGraphics(state)
+
+        # self.drawDistributions(state)
+        self.distributionImages = None  # Initialized lazily
+        self.drawStaticObjects(state)
+        self.drawAgentObjects(state)
+
+        # Information
+        self.previousState = state
+
+    def startGraphics(self, state):
+        self.layout = state.layout
+        layout = self.layout
+        self.width = layout.width
+        self.height = layout.height
+        self.make_window(self.width, self.height)
+        self.infoPane = InfoPane(layout, self.gridSize)
+        self.currentState = layout
+
+    def drawDistributions(self, state):
+        walls = state.layout.walls
+        dist = []
+        for x in range(walls.width):
+            distx = []
+            dist.append(distx)
+            for y in range(walls.height):
+                ( screen_x, screen_y ) = self.to_screen( (x, y) )
+                block = square( (screen_x, screen_y),
+                                0.5 * self.gridSize,
+                                color = BACKGROUND_COLOR,
+                                filled = 1, behind=2)
+                distx.append(block)
+        self.distributionImages = dist
+
+    def drawStaticObjects(self, state):
+        layout = self.layout
+        self.drawWalls(layout.walls)
+        self.food = self.drawFood(layout.food)
+        self.capsules = self.drawCapsules(layout.capsules)
+        refresh()
+
+    def drawAgentObjects(self, state):
+        self.agentImages = [] # (agentState, image)
+        for index, agent in enumerate(state.agentStates):
+            if agent.isPacman:
+                image = self.drawPacman(agent, index)
+                self.agentImages.append( (agent, image) )
+            else:
+                image = self.drawGhost(agent, index)
+                self.agentImages.append( (agent, image) )
+        refresh()
+
+    def swapImages(self, agentIndex, newState):
+        """
+          Changes an image from a ghost to a pacman or vis versa (for capture)
+        """
+        prevState, prevImage = self.agentImages[agentIndex]
+        for item in prevImage: remove_from_screen(item)
+        if newState.isPacman:
+            image = self.drawPacman(newState, agentIndex)
+            self.agentImages[agentIndex] = (newState, image )
+        else:
+            image = self.drawGhost(newState, agentIndex)
+            self.agentImages[agentIndex] = (newState, image )
+        refresh()
+
+    def update(self, newState):
+        agentIndex = newState._agentMoved
+        agentState = newState.agentStates[agentIndex]
+
+        if self.agentImages[agentIndex][0].isPacman != agentState.isPacman: self.swapImages(agentIndex, agentState)
+        prevState, prevImage = self.agentImages[agentIndex]
+        if agentState.isPacman:
+            self.animatePacman(agentState, prevState, prevImage)
+        else:
+            self.moveGhost(agentState, agentIndex, prevState, prevImage)
+        self.agentImages[agentIndex] = (agentState, prevImage)
+
+        if newState._foodEaten != None:
+            self.removeFood(newState._foodEaten, self.food)
+        if newState._capsuleEaten != None:
+            self.removeCapsule(newState._capsuleEaten, self.capsules)
+        self.infoPane.updateScore(newState.score)
+        if 'ghostDistances' in dir(newState):
+            self.infoPane.updateGhostDistances(newState.ghostDistances)
+
+    def make_window(self, width, height):
+        grid_width = (width-1) * self.gridSize
+        grid_height = (height-1) * self.gridSize
+        screen_width = 2*self.gridSize + grid_width
+        screen_height = 2*self.gridSize + grid_height + INFO_PANE_HEIGHT
+
+        begin_graphics(screen_width,
+                       screen_height,
+                       BACKGROUND_COLOR,
+                       "CS188 Pacman")
+
+    def drawPacman(self, pacman, index):
+        position = self.getPosition(pacman)
+        screen_point = self.to_screen(position)
+        endpoints = self.getEndpoints(self.getDirection(pacman))
+
+        width = PACMAN_OUTLINE_WIDTH
+        outlineColor = PACMAN_COLOR
+        fillColor = PACMAN_COLOR
+
+        if self.capture:
+            outlineColor = TEAM_COLORS[index % 2]
+            fillColor = GHOST_COLORS[index]
+            width = PACMAN_CAPTURE_OUTLINE_WIDTH
+
+        return [circle(screen_point, PACMAN_SCALE * self.gridSize,
+                       fillColor = fillColor, outlineColor = outlineColor,
+                       endpoints = endpoints,
+                       width = width)]
+
+    def getEndpoints(self, direction, position=(0,0)):
+        x, y = position
+        pos = x - int(x) + y - int(y)
+        width = 30 + 80 * math.sin(math.pi* pos)
+
+        delta = width / 2
+        if (direction == 'West'):
+            endpoints = (180+delta, 180-delta)
+        elif (direction == 'North'):
+            endpoints = (90+delta, 90-delta)
+        elif (direction == 'South'):
+            endpoints = (270+delta, 270-delta)
+        else:
+            endpoints = (0+delta, 0-delta)
+        return endpoints
+
+    def movePacman(self, position, direction, image):
+        screenPosition = self.to_screen(position)
+        endpoints = self.getEndpoints( direction, position )
+        r = PACMAN_SCALE * self.gridSize
+        moveCircle(image[0], screenPosition, r, endpoints)
+        refresh()
+
+    def animatePacman(self, pacman, prevPacman, image):
+        if self.frameTime < 0:
+            print('Press any key to step forward, "q" to play')
+            keys = wait_for_keys()
+            if 'q' in keys:
+                self.frameTime = 0.1
+        if self.frameTime > 0.01 or self.frameTime < 0:
+            start = time.time()
+            fx, fy = self.getPosition(prevPacman)
+            px, py = self.getPosition(pacman)
+            frames = 4.0
+            for i in range(1,int(frames) + 1):
+                pos = px*i/frames + fx*(frames-i)/frames, py*i/frames + fy*(frames-i)/frames
+                self.movePacman(pos, self.getDirection(pacman), image)
+                refresh()
+                sleep(abs(self.frameTime) / frames)
+        else:
+            self.movePacman(self.getPosition(pacman), self.getDirection(pacman), image)
+        refresh()
+
+    def getGhostColor(self, ghost, ghostIndex):
+        if ghost.scaredTimer > 0:
+            return SCARED_COLOR
+        else:
+            return GHOST_COLORS[ghostIndex]
+
+    def drawGhost(self, ghost, agentIndex):
+        pos = self.getPosition(ghost)
+        dir = self.getDirection(ghost)
+        (screen_x, screen_y) = (self.to_screen(pos) )
+        coords = []
+        for (x, y) in GHOST_SHAPE:
+            coords.append((x*self.gridSize*GHOST_SIZE + screen_x, y*self.gridSize*GHOST_SIZE + screen_y))
+
+        colour = self.getGhostColor(ghost, agentIndex)
+        body = polygon(coords, colour, filled = 1)
+        WHITE = formatColor(1.0, 1.0, 1.0)
+        BLACK = formatColor(0.0, 0.0, 0.0)
+
+        dx = 0
+        dy = 0
+        if dir == 'North':
+            dy = -0.2
+        if dir == 'South':
+            dy = 0.2
+        if dir == 'East':
+            dx = 0.2
+        if dir == 'West':
+            dx = -0.2
+        leftEye = circle((screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2, WHITE, WHITE)
+        rightEye = circle((screen_x+self.gridSize*GHOST_SIZE*(0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2, WHITE, WHITE)
+        leftPupil = circle((screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08, BLACK, BLACK)
+        rightPupil = circle((screen_x+self.gridSize*GHOST_SIZE*(0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08, BLACK, BLACK)
+        ghostImageParts = []
+        ghostImageParts.append(body)
+        ghostImageParts.append(leftEye)
+        ghostImageParts.append(rightEye)
+        ghostImageParts.append(leftPupil)
+        ghostImageParts.append(rightPupil)
+
+        return ghostImageParts
+
+    def moveEyes(self, pos, dir, eyes):
+        (screen_x, screen_y) = (self.to_screen(pos) )
+        dx = 0
+        dy = 0
+        if dir == 'North':
+            dy = -0.2
+        if dir == 'South':
+            dy = 0.2
+        if dir == 'East':
+            dx = 0.2
+        if dir == 'West':
+            dx = -0.2
+        moveCircle(eyes[0],(screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2)
+        moveCircle(eyes[1],(screen_x+self.gridSize*GHOST_SIZE*(0.3+dx/1.5), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy/1.5)), self.gridSize*GHOST_SIZE*0.2)
+        moveCircle(eyes[2],(screen_x+self.gridSize*GHOST_SIZE*(-0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08)
+        moveCircle(eyes[3],(screen_x+self.gridSize*GHOST_SIZE*(0.3+dx), screen_y-self.gridSize*GHOST_SIZE*(0.3-dy)), self.gridSize*GHOST_SIZE*0.08)
+
+    def moveGhost(self, ghost, ghostIndex, prevGhost, ghostImageParts):
+        old_x, old_y = self.to_screen(self.getPosition(prevGhost))
+        new_x, new_y = self.to_screen(self.getPosition(ghost))
+        delta = new_x - old_x, new_y - old_y
+
+        for ghostImagePart in ghostImageParts:
+            move_by(ghostImagePart, delta)
+        refresh()
+
+        if ghost.scaredTimer > 0:
+            color = SCARED_COLOR
+        else:
+            color = GHOST_COLORS[ghostIndex]
+        edit(ghostImageParts[0], ('fill', color), ('outline', color))
+        self.moveEyes(self.getPosition(ghost), self.getDirection(ghost), ghostImageParts[-4:])
+        refresh()
+
+    def getPosition(self, agentState):
+        if agentState.configuration == None: return (-1000, -1000)
+        return agentState.getPosition()
+
+    def getDirection(self, agentState):
+        if agentState.configuration == None: return Directions.STOP
+        return agentState.configuration.getDirection()
+
+    def finish(self):
+        end_graphics()
+
+    def to_screen(self, point):
+        ( x, y ) = point
+        #y = self.height - y
+        x = (x + 1)*self.gridSize
+        y = (self.height  - y)*self.gridSize
+        return ( x, y )
+
+    # Fixes some TK issue with off-center circles
+    def to_screen2(self, point):
+        ( x, y ) = point
+        #y = self.height - y
+        x = (x + 1)*self.gridSize
+        y = (self.height  - y)*self.gridSize
+        return ( x, y )
+
+    def drawWalls(self, wallMatrix):
+        wallColor = WALL_COLOR
+        for xNum, x in enumerate(wallMatrix):
+            if self.capture and (xNum * 2) < wallMatrix.width: wallColor = TEAM_COLORS[0]
+            if self.capture and (xNum * 2) >= wallMatrix.width: wallColor = TEAM_COLORS[1]
+
+            for yNum, cell in enumerate(x):
+                if cell: # There's a wall here
+                    pos = (xNum, yNum)
+                    screen = self.to_screen(pos)
+                    screen2 = self.to_screen2(pos)
+
+                    # draw each quadrant of the square based on adjacent walls
+                    wIsWall = self.isWall(xNum-1, yNum, wallMatrix)
+                    eIsWall = self.isWall(xNum+1, yNum, wallMatrix)
+                    nIsWall = self.isWall(xNum, yNum+1, wallMatrix)
+                    sIsWall = self.isWall(xNum, yNum-1, wallMatrix)
+                    nwIsWall = self.isWall(xNum-1, yNum+1, wallMatrix)
+                    swIsWall = self.isWall(xNum-1, yNum-1, wallMatrix)
+                    neIsWall = self.isWall(xNum+1, yNum+1, wallMatrix)
+                    seIsWall = self.isWall(xNum+1, yNum-1, wallMatrix)
+
+                    # NE quadrant
+                    if (not nIsWall) and (not eIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (0,91), 'arc')
+                    if (nIsWall) and (not eIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*WALL_RADIUS, 0)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-0.5)-1)), wallColor)
+                    if (not nIsWall) and (eIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                    if (nIsWall) and (eIsWall) and (not neIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*2*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (180,271), 'arc')
+                        line(add(screen, (self.gridSize*2*WALL_RADIUS-1, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS+1)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(-0.5))), wallColor)
+
+                    # NW quadrant
+                    if (not nIsWall) and (not wIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (90,181), 'arc')
+                    if (nIsWall) and (not wIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, 0)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-0.5)-1)), wallColor)
+                    if (not nIsWall) and (wIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5)-1, self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                    if (nIsWall) and (wIsWall) and (not nwIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*(-2)*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (270,361), 'arc')
+                        line(add(screen, (self.gridSize*(-2)*WALL_RADIUS+1, self.gridSize*(-1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5), self.gridSize*(-1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-2)*WALL_RADIUS+1)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(-0.5))), wallColor)
+
+                    # SE quadrant
+                    if (not sIsWall) and (not eIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (270,361), 'arc')
+                    if (sIsWall) and (not eIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*WALL_RADIUS, 0)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(0.5)+1)), wallColor)
+                    if (not sIsWall) and (eIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5+1, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                    if (sIsWall) and (eIsWall) and (not seIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*2*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (90,181), 'arc')
+                        line(add(screen, (self.gridSize*2*WALL_RADIUS-1, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*0.5, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS-1)), add(screen, (self.gridSize*WALL_RADIUS, self.gridSize*(0.5))), wallColor)
+
+                    # SW quadrant
+                    if (not sIsWall) and (not wIsWall):
+                        # inner circle
+                        circle(screen2, WALL_RADIUS * self.gridSize, wallColor, wallColor, (180,271), 'arc')
+                    if (sIsWall) and (not wIsWall):
+                        # vertical line
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, 0)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(0.5)+1)), wallColor)
+                    if (not sIsWall) and (wIsWall):
+                        # horizontal line
+                        line(add(screen, (0, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5)-1, self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                    if (sIsWall) and (wIsWall) and (not swIsWall):
+                        # outer circle
+                        circle(add(screen2, (self.gridSize*(-2)*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS)), WALL_RADIUS * self.gridSize-1, wallColor, wallColor, (0,91), 'arc')
+                        line(add(screen, (self.gridSize*(-2)*WALL_RADIUS+1, self.gridSize*(1)*WALL_RADIUS)), add(screen, (self.gridSize*(-0.5), self.gridSize*(1)*WALL_RADIUS)), wallColor)
+                        line(add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(2)*WALL_RADIUS-1)), add(screen, (self.gridSize*(-1)*WALL_RADIUS, self.gridSize*(0.5))), wallColor)
+
+    def isWall(self, x, y, walls):
+        if x < 0 or y < 0:
+            return False
+        if x >= walls.width or y >= walls.height:
+            return False
+        return walls[x][y]
+
+    def drawFood(self, foodMatrix ):
+        foodImages = []
+        color = FOOD_COLOR
+        for xNum, x in enumerate(foodMatrix):
+            if self.capture and (xNum * 2) <= foodMatrix.width: color = TEAM_COLORS[0]
+            if self.capture and (xNum * 2) > foodMatrix.width: color = TEAM_COLORS[1]
+            imageRow = []
+            foodImages.append(imageRow)
+            for yNum, cell in enumerate(x):
+                if cell: # There's food here
+                    screen = self.to_screen((xNum, yNum ))
+                    dot = circle( screen,
+                                  FOOD_SIZE * self.gridSize,
+                                  outlineColor = color, fillColor = color,
+                                  width = 1)
+                    imageRow.append(dot)
+                else:
+                    imageRow.append(None)
+        return foodImages
+
+    def drawCapsules(self, capsules ):
+        capsuleImages = {}
+        for capsule in capsules:
+            ( screen_x, screen_y ) = self.to_screen(capsule)
+            dot = circle( (screen_x, screen_y),
+                              CAPSULE_SIZE * self.gridSize,
+                              outlineColor = CAPSULE_COLOR,
+                              fillColor = CAPSULE_COLOR,
+                              width = 1)
+            capsuleImages[capsule] = dot
+        return capsuleImages
+
+    def removeFood(self, cell, foodImages ):
+        x, y = cell
+        remove_from_screen(foodImages[x][y])
+
+    def removeCapsule(self, cell, capsuleImages ):
+        x, y = cell
+        remove_from_screen(capsuleImages[(x, y)])
+
+    def drawExpandedCells(self, cells):
+        """
+        Draws an overlay of expanded grid positions for search agents
+        """
+        n = float(len(cells))
+        baseColor = [1.0, 0.0, 0.0]
+        self.clearExpandedCells()
+        self.expandedCells = []
+        for k, cell in enumerate(cells):
+            screenPos = self.to_screen( cell)
+            cellColor = formatColor(*[(n-k) * c * .5 / n + .25 for c in baseColor])
+            block = square(screenPos,
+                     0.5 * self.gridSize,
+                     color = cellColor,
+                     filled = 1, behind=2)
+            self.expandedCells.append(block)
+            if self.frameTime < 0:
+                refresh()
+
+    def clearExpandedCells(self):
+        if 'expandedCells' in dir(self) and len(self.expandedCells) > 0:
+            for cell in self.expandedCells:
+                remove_from_screen(cell)
+
+
+    def updateDistributions(self, distributions):
+        "Draws an agent's belief distributions"
+        # copy all distributions so we don't change their state
+        distributions = map(lambda x: x.copy(), distributions)
+        if self.distributionImages == None:
+            self.drawDistributions(self.previousState)
+        for x in range(len(self.distributionImages)):
+            for y in range(len(self.distributionImages[0])):
+                image = self.distributionImages[x][y]
+                weights = [dist[ (x,y) ] for dist in distributions]
+
+                if sum(weights) != 0:
+                    pass
+                # Fog of war
+                color = [0.0,0.0,0.0]
+                colors = GHOST_VEC_COLORS[1:] # With Pacman
+                if self.capture: colors = GHOST_VEC_COLORS
+                for weight, gcolor in zip(weights, colors):
+                    color = [min(1.0, c + 0.95 * g * weight ** .3) for c,g in zip(color, gcolor)]
+                changeColor(image, formatColor(*color))
+        refresh()
+
+class FirstPersonPacmanGraphics(PacmanGraphics):
+    def __init__(self, zoom = 1.0, showGhosts = True, capture = False, frameTime=0):
+        PacmanGraphics.__init__(self, zoom, frameTime=frameTime)
+        self.showGhosts = showGhosts
+        self.capture = capture
+
+    def initialize(self, state, isBlue = False):
+
+        self.isBlue = isBlue
+        PacmanGraphics.startGraphics(self, state)
+        # Initialize distribution images
+        walls = state.layout.walls
+        dist = []
+        self.layout = state.layout
+
+        # Draw the rest
+        self.distributionImages = None  # initialize lazily
+        self.drawStaticObjects(state)
+        self.drawAgentObjects(state)
+
+        # Information
+        self.previousState = state
+
+    def lookAhead(self, config, state):
+        if config.getDirection() == 'Stop':
+            return
+        else:
+            pass
+            # Draw relevant ghosts
+            allGhosts = state.getGhostStates()
+            visibleGhosts = state.getVisibleGhosts()
+            for i, ghost in enumerate(allGhosts):
+                if ghost in visibleGhosts:
+                    self.drawGhost(ghost, i)
+                else:
+                    self.currentGhostImages[i] = None
+
+    def getGhostColor(self, ghost, ghostIndex):
+        return GHOST_COLORS[ghostIndex]
+
+    def getPosition(self, ghostState):
+        if not self.showGhosts and not ghostState.isPacman and ghostState.getPosition()[1] > 1:
+            return (-1000, -1000)
+        else:
+            return PacmanGraphics.getPosition(self, ghostState)
+
+def add(x, y):
+    return (x[0] + y[0], x[1] + y[1])
+
+
+# Saving graphical output
+# -----------------------
+# Note: to make an animated gif from this postscript output, try the command:
+# convert -delay 7 -loop 1 -compress lzw -layers optimize frame* out.gif
+# convert is part of imagemagick (freeware)
+
+SAVE_POSTSCRIPT = False
+POSTSCRIPT_OUTPUT_DIR = 'frames'
+FRAME_NUMBER = 0
+import os
+
+def saveFrame():
+    "Saves the current graphical output as a postscript file"
+    global SAVE_POSTSCRIPT, FRAME_NUMBER, POSTSCRIPT_OUTPUT_DIR
+    if not SAVE_POSTSCRIPT: return
+    if not os.path.exists(POSTSCRIPT_OUTPUT_DIR): os.mkdir(POSTSCRIPT_OUTPUT_DIR)
+    name = os.path.join(POSTSCRIPT_OUTPUT_DIR, 'frame_%08d.ps' % FRAME_NUMBER)
+    FRAME_NUMBER += 1
+    writePostscript(name) # writes the current canvas
diff --git a/school/cpsc481/project2/src/graphicsUtils.py b/school/cpsc481/project2/src/graphicsUtils.py
new file mode 100644
index 0000000..22e6ae1
--- /dev/null
+++ b/school/cpsc481/project2/src/graphicsUtils.py
@@ -0,0 +1,402 @@
+# graphicsUtils.py
+# ----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import math
+import random
+import string
+import time
+import types
+import tkinter
+import os.path
+
+_Windows = sys.platform == 'win32'  # True if on Win95/98/NT
+
+_root_window = None      # The root window for graphics output
+_canvas = None      # The canvas which holds graphics
+_canvas_xs = None      # Size of canvas object
+_canvas_ys = None
+_canvas_x = None      # Current position on canvas
+_canvas_y = None
+_canvas_col = None      # Current colour (set to black below)
+_canvas_tsize = 12
+_canvas_tserifs = 0
+
+def formatColor(r, g, b):
+    return '#%02x%02x%02x' % (int(r * 255), int(g * 255), int(b * 255))
+
+def colorToVector(color):
+    return list(map(lambda x: int(x, 16) / 256.0, [color[1:3], color[3:5], color[5:7]]))
+
+if _Windows:
+    _canvas_tfonts = ['times new roman', 'lucida console']
+else:
+    _canvas_tfonts = ['times', 'lucidasans-24']
+    pass # XXX need defaults here
+
+def sleep(secs):
+    global _root_window
+    if _root_window == None:
+        time.sleep(secs)
+    else:
+        _root_window.update_idletasks()
+        _root_window.after(int(1000 * secs), _root_window.quit)
+        _root_window.mainloop()
+
+def begin_graphics(width=640, height=480, color=formatColor(0, 0, 0), title=None):
+
+    global _root_window, _canvas, _canvas_x, _canvas_y, _canvas_xs, _canvas_ys, _bg_color
+
+    # Check for duplicate call
+    if _root_window is not None:
+        # Lose the window.
+        _root_window.destroy()
+
+    # Save the canvas size parameters
+    _canvas_xs, _canvas_ys = width - 1, height - 1
+    _canvas_x, _canvas_y = 0, _canvas_ys
+    _bg_color = color
+
+    # Create the root window
+    _root_window = tkinter.Tk()
+    _root_window.protocol('WM_DELETE_WINDOW', _destroy_window)
+    _root_window.title(title or 'Graphics Window')
+    _root_window.resizable(0, 0)
+
+    # Create the canvas object
+    try:
+        _canvas = tkinter.Canvas(_root_window, width=width, height=height)
+        _canvas.pack()
+        draw_background()
+        _canvas.update()
+    except:
+        _root_window = None
+        raise
+
+    # Bind to key-down and key-up events
+    _root_window.bind( "", _keypress )
+    _root_window.bind( "", _keyrelease )
+    _root_window.bind( "", _clear_keys )
+    _root_window.bind( "", _clear_keys )
+    _root_window.bind( "", _leftclick )
+    _root_window.bind( "", _rightclick )
+    _root_window.bind( "", _rightclick )
+    _root_window.bind( "", _ctrl_leftclick)
+    _clear_keys()
+
+_leftclick_loc = None
+_rightclick_loc = None
+_ctrl_leftclick_loc = None
+
+def _leftclick(event):
+    global _leftclick_loc
+    _leftclick_loc = (event.x, event.y)
+
+def _rightclick(event):
+    global _rightclick_loc
+    _rightclick_loc = (event.x, event.y)
+
+def _ctrl_leftclick(event):
+    global _ctrl_leftclick_loc
+    _ctrl_leftclick_loc = (event.x, event.y)
+
+def wait_for_click():
+    while True:
+        global _leftclick_loc
+        global _rightclick_loc
+        global _ctrl_leftclick_loc
+        if _leftclick_loc != None:
+            val = _leftclick_loc
+            _leftclick_loc = None
+            return val, 'left'
+        if _rightclick_loc != None:
+            val = _rightclick_loc
+            _rightclick_loc = None
+            return val, 'right'
+        if _ctrl_leftclick_loc != None:
+            val = _ctrl_leftclick_loc
+            _ctrl_leftclick_loc = None
+            return val, 'ctrl_left'
+        sleep(0.05)
+
+def draw_background():
+    corners = [(0,0), (0, _canvas_ys), (_canvas_xs, _canvas_ys), (_canvas_xs, 0)]
+    polygon(corners, _bg_color, fillColor=_bg_color, filled=True, smoothed=False)
+
+def _destroy_window(event=None):
+    sys.exit(0)
+#    global _root_window
+#    _root_window.destroy()
+#    _root_window = None
+    #print("DESTROY")
+
+def end_graphics():
+    global _root_window, _canvas, _mouse_enabled
+    try:
+        try:
+            sleep(1)
+            if _root_window != None:
+                _root_window.destroy()
+        except SystemExit as e:
+            print('Ending graphics raised an exception:', e)
+    finally:
+        _root_window = None
+        _canvas = None
+        _mouse_enabled = 0
+        _clear_keys()
+
+def clear_screen(background=None):
+    global _canvas_x, _canvas_y
+    _canvas.delete('all')
+    draw_background()
+    _canvas_x, _canvas_y = 0, _canvas_ys
+
+def polygon(coords, outlineColor, fillColor=None, filled=1, smoothed=1, behind=0, width=1):
+    c = []
+    for coord in coords:
+        c.append(coord[0])
+        c.append(coord[1])
+    if fillColor == None: fillColor = outlineColor
+    if filled == 0: fillColor = ""
+    poly = _canvas.create_polygon(c, outline=outlineColor, fill=fillColor, smooth=smoothed, width=width)
+    if behind > 0:
+        _canvas.tag_lower(poly, behind) # Higher should be more visible
+    return poly
+
+def square(pos, r, color, filled=1, behind=0):
+    x, y = pos
+    coords = [(x - r, y - r), (x + r, y - r), (x + r, y + r), (x - r, y + r)]
+    return polygon(coords, color, color, filled, 0, behind=behind)
+
+def circle(pos, r, outlineColor, fillColor=None, endpoints=None, style='pieslice', width=2):
+    x, y = pos
+    x0, x1 = x - r - 1, x + r
+    y0, y1 = y - r - 1, y + r
+    if endpoints == None:
+        e = [0, 359]
+    else:
+        e = list(endpoints)
+    while e[0] > e[1]: e[1] = e[1] + 360
+
+    return _canvas.create_arc(x0, y0, x1, y1, outline=outlineColor, fill=fillColor or outlineColor,
+                              extent=e[1] - e[0], start=e[0], style=style, width=width)
+
+def image(pos, file="../../blueghost.gif"):
+    x, y = pos
+    # img = PhotoImage(file=file)
+    return _canvas.create_image(x, y, image = tkinter.PhotoImage(file=file), anchor = tkinter.NW)
+
+
+def refresh():
+    _canvas.update_idletasks()
+
+def moveCircle(id, pos, r, endpoints=None):
+    global _canvas_x, _canvas_y
+
+    x, y = pos
+#    x0, x1 = x - r, x + r + 1
+#    y0, y1 = y - r, y + r + 1
+    x0, x1 = x - r - 1, x + r
+    y0, y1 = y - r - 1, y + r
+    if endpoints == None:
+        e = [0, 359]
+    else:
+        e = list(endpoints)
+    while e[0] > e[1]: e[1] = e[1] + 360
+
+    if os.path.isfile('flag'):
+        edit(id, ('extent', e[1] - e[0]))
+    else:
+        edit(id, ('start', e[0]), ('extent', e[1] - e[0]))
+    move_to(id, x0, y0)
+
+def edit(id, *args):
+    _canvas.itemconfigure(id, **dict(args))
+
+def text(pos, color, contents, font='Helvetica', size=12, style='normal', anchor="nw"):
+    global _canvas_x, _canvas_y
+    x, y = pos
+    font = (font, str(size), style)
+    return _canvas.create_text(x, y, fill=color, text=contents, font=font, anchor=anchor)
+
+def changeText(id, newText, font=None, size=12, style='normal'):
+    _canvas.itemconfigure(id, text=newText)
+    if font != None:
+        _canvas.itemconfigure(id, font=(font, '-%d' % size, style))
+
+def changeColor(id, newColor):
+    _canvas.itemconfigure(id, fill=newColor)
+
+def line(here, there, color=formatColor(0, 0, 0), width=2):
+    x0, y0 = here[0], here[1]
+    x1, y1 = there[0], there[1]
+    return _canvas.create_line(x0, y0, x1, y1, fill=color, width=width)
+
+##############################################################################
+### Keypress handling ########################################################
+##############################################################################
+
+# We bind to key-down and key-up events.
+
+_keysdown = {}
+_keyswaiting = {}
+# This holds an unprocessed key release.  We delay key releases by up to
+# one call to keys_pressed() to get round a problem with auto repeat.
+_got_release = None
+
+def _keypress(event):
+    global _got_release
+    #remap_arrows(event)
+    _keysdown[event.keysym] = 1
+    _keyswaiting[event.keysym] = 1
+#    print(event.char, event.keycode)
+    _got_release = None
+
+def _keyrelease(event):
+    global _got_release
+    #remap_arrows(event)
+    try:
+        del _keysdown[event.keysym]
+    except:
+        pass
+    _got_release = 1
+
+def remap_arrows(event):
+    # TURN ARROW PRESSES INTO LETTERS (SHOULD BE IN KEYBOARD AGENT)
+    if event.char in ['a', 's', 'd', 'w']:
+        return
+    if event.keycode in [37, 101]: # LEFT ARROW (win / x)
+        event.char = 'a'
+    if event.keycode in [38, 99]: # UP ARROW
+        event.char = 'w'
+    if event.keycode in [39, 102]: # RIGHT ARROW
+        event.char = 'd'
+    if event.keycode in [40, 104]: # DOWN ARROW
+        event.char = 's'
+
+def _clear_keys(event=None):
+    global _keysdown, _got_release, _keyswaiting
+    _keysdown = {}
+    _keyswaiting = {}
+    _got_release = None
+
+def keys_pressed(d_o_e=lambda arg: _root_window.dooneevent(arg),
+                 d_w=tkinter._tkinter.DONT_WAIT):
+    d_o_e(d_w)
+    if _got_release:
+        d_o_e(d_w)
+    return _keysdown.keys()
+
+def keys_waiting():
+    global _keyswaiting
+    keys = _keyswaiting.keys()
+    _keyswaiting = {}
+    return keys
+
+# Block for a list of keys...
+
+def wait_for_keys():
+    keys = []
+    while keys == []:
+        keys = keys_pressed()
+        sleep(0.05)
+    return keys
+
+def remove_from_screen(x,
+                       d_o_e=lambda arg: _root_window.dooneevent(arg),
+                       d_w=tkinter._tkinter.DONT_WAIT):
+    _canvas.delete(x)
+    d_o_e(d_w)
+
+def _adjust_coords(coord_list, x, y):
+    for i in range(0, len(coord_list), 2):
+        coord_list[i] = coord_list[i] + x
+        coord_list[i + 1] = coord_list[i + 1] + y
+    return coord_list
+
+def move_to(object, x, y=None,
+            d_o_e=lambda arg: _root_window.dooneevent(arg),
+            d_w=tkinter._tkinter.DONT_WAIT):
+    if y is None:
+        try: x, y = x
+        except: raise  'incomprehensible coordinates'
+
+    horiz = True
+    newCoords = []
+    current_x, current_y = _canvas.coords(object)[0:2] # first point
+    for coord in  _canvas.coords(object):
+        if horiz:
+            inc = x - current_x
+        else:
+            inc = y - current_y
+        horiz = not horiz
+
+        newCoords.append(coord + inc)
+
+    _canvas.coords(object, *newCoords)
+    d_o_e(d_w)
+
+def move_by(object, x, y=None,
+            d_o_e=lambda arg: _root_window.dooneevent(arg),
+            d_w=tkinter._tkinter.DONT_WAIT, lift=False):
+    if y is None:
+        try: x, y = x
+        except: raise Exception('incomprehensible coordinates')
+
+    horiz = True
+    newCoords = []
+    for coord in  _canvas.coords(object):
+        if horiz:
+            inc = x
+        else:
+            inc = y
+        horiz = not horiz
+
+        newCoords.append(coord + inc)
+
+    _canvas.coords(object, *newCoords)
+    d_o_e(d_w)
+    if lift:
+        _canvas.tag_raise(object)
+
+def writePostscript(filename):
+    "Writes the current canvas to a postscript file."
+    psfile = open(filename, 'w')
+    psfile.write(_canvas.postscript(pageanchor='sw',
+                     y='0.c',
+                     x='0.c'))
+    psfile.close()
+
+ghost_shape = [
+    (0, - 0.5),
+    (0.25, - 0.75),
+    (0.5, - 0.5),
+    (0.75, - 0.75),
+    (0.75, 0.5),
+    (0.5, 0.75),
+    (- 0.5, 0.75),
+    (- 0.75, 0.5),
+    (- 0.75, - 0.75),
+    (- 0.5, - 0.5),
+    (- 0.25, - 0.75)
+  ]
+
+if __name__ == '__main__':
+    begin_graphics()
+    clear_screen()
+    ghost_shape = [(x * 10 + 20, y * 10 + 20) for x, y in ghost_shape]
+    g = polygon(ghost_shape, formatColor(1, 1, 1))
+    move_to(g, (50, 50))
+    circle((150, 150), 20, formatColor(0.7, 0.3, 0.0), endpoints=[15, - 15])
+    sleep(2)
diff --git a/school/cpsc481/project2/src/keyboardAgents.py b/school/cpsc481/project2/src/keyboardAgents.py
new file mode 100644
index 0000000..624021d
--- /dev/null
+++ b/school/cpsc481/project2/src/keyboardAgents.py
@@ -0,0 +1,84 @@
+# keyboardAgents.py
+# -----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from game import Agent
+from game import Directions
+import random
+
+class KeyboardAgent(Agent):
+    """
+    An agent controlled by the keyboard.
+    """
+    # NOTE: Arrow keys also work.
+    WEST_KEY  = 'a'
+    EAST_KEY  = 'd'
+    NORTH_KEY = 'w'
+    SOUTH_KEY = 's'
+    STOP_KEY = 'q'
+
+    def __init__( self, index = 0 ):
+
+        self.lastMove = Directions.STOP
+        self.index = index
+        self.keys = []
+
+    def getAction( self, state):
+        from graphicsUtils import keys_waiting
+        from graphicsUtils import keys_pressed
+        keys = list(keys_waiting()) + list(keys_pressed())
+        if keys != []:
+            self.keys = keys
+
+        legal = state.getLegalActions(self.index)
+        move = self.getMove(legal)
+
+        if move == Directions.STOP:
+            # Try to move in the same direction as before
+            if self.lastMove in legal:
+                move = self.lastMove
+
+        if (self.STOP_KEY in self.keys) and Directions.STOP in legal: move = Directions.STOP
+
+        if move not in legal:
+            move = random.choice(legal)
+
+        self.lastMove = move
+        return move
+
+    def getMove(self, legal):
+        move = Directions.STOP
+        if   (self.WEST_KEY in self.keys or 'Left' in self.keys) and Directions.WEST in legal:  move = Directions.WEST
+        if   (self.EAST_KEY in self.keys or 'Right' in self.keys) and Directions.EAST in legal: move = Directions.EAST
+        if   (self.NORTH_KEY in self.keys or 'Up' in self.keys) and Directions.NORTH in legal:   move = Directions.NORTH
+        if   (self.SOUTH_KEY in self.keys or 'Down' in self.keys) and Directions.SOUTH in legal: move = Directions.SOUTH
+        return move
+
+class KeyboardAgent2(KeyboardAgent):
+    """
+    A second agent controlled by the keyboard.
+    """
+    # NOTE: Arrow keys also work.
+    WEST_KEY  = 'j'
+    EAST_KEY  = "l"
+    NORTH_KEY = 'i'
+    SOUTH_KEY = 'k'
+    STOP_KEY = 'u'
+
+    def getMove(self, legal):
+        move = Directions.STOP
+        if   (self.WEST_KEY in self.keys) and Directions.WEST in legal:  move = Directions.WEST
+        if   (self.EAST_KEY in self.keys) and Directions.EAST in legal: move = Directions.EAST
+        if   (self.NORTH_KEY in self.keys) and Directions.NORTH in legal:   move = Directions.NORTH
+        if   (self.SOUTH_KEY in self.keys) and Directions.SOUTH in legal: move = Directions.SOUTH
+        return move
diff --git a/school/cpsc481/project2/src/layout.py b/school/cpsc481/project2/src/layout.py
new file mode 100644
index 0000000..ebba32a
--- /dev/null
+++ b/school/cpsc481/project2/src/layout.py
@@ -0,0 +1,150 @@
+# layout.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from util import manhattanDistance
+from game import Grid
+import os
+import random
+from functools import reduce
+
+VISIBILITY_MATRIX_CACHE = {}
+
+class Layout:
+    """
+    A Layout manages the static information about the game board.
+    """
+
+    def __init__(self, layoutText):
+        self.width = len(layoutText[0])
+        self.height= len(layoutText)
+        self.walls = Grid(self.width, self.height, False)
+        self.food = Grid(self.width, self.height, False)
+        self.capsules = []
+        self.agentPositions = []
+        self.numGhosts = 0
+        self.processLayoutText(layoutText)
+        self.layoutText = layoutText
+        self.totalFood = len(self.food.asList())
+        # self.initializeVisibilityMatrix()
+
+    def getNumGhosts(self):
+        return self.numGhosts
+
+    def initializeVisibilityMatrix(self):
+        global VISIBILITY_MATRIX_CACHE
+        if reduce(str.__add__, self.layoutText) not in VISIBILITY_MATRIX_CACHE:
+            from game import Directions
+            vecs = [(-0.5,0), (0.5,0),(0,-0.5),(0,0.5)]
+            dirs = [Directions.NORTH, Directions.SOUTH, Directions.WEST, Directions.EAST]
+            vis = Grid(self.width, self.height, {Directions.NORTH:set(), Directions.SOUTH:set(), Directions.EAST:set(), Directions.WEST:set(), Directions.STOP:set()})
+            for x in range(self.width):
+                for y in range(self.height):
+                    if self.walls[x][y] == False:
+                        for vec, direction in zip(vecs, dirs):
+                            dx, dy = vec
+                            nextx, nexty = x + dx, y + dy
+                            while (nextx + nexty) != int(nextx) + int(nexty) or not self.walls[int(nextx)][int(nexty)] :
+                                vis[x][y][direction].add((nextx, nexty))
+                                nextx, nexty = x + dx, y + dy
+            self.visibility = vis
+            VISIBILITY_MATRIX_CACHE[reduce(str.__add__, self.layoutText)] = vis
+        else:
+            self.visibility = VISIBILITY_MATRIX_CACHE[reduce(str.__add__, self.layoutText)]
+
+    def isWall(self, pos):
+        x, col = pos
+        return self.walls[x][col]
+
+    def getRandomLegalPosition(self):
+        x = random.choice(range(self.width))
+        y = random.choice(range(self.height))
+        while self.isWall( (x, y) ):
+            x = random.choice(range(self.width))
+            y = random.choice(range(self.height))
+        return (x,y)
+
+    def getRandomCorner(self):
+        poses = [(1,1), (1, self.height - 2), (self.width - 2, 1), (self.width - 2, self.height - 2)]
+        return random.choice(poses)
+
+    def getFurthestCorner(self, pacPos):
+        poses = [(1,1), (1, self.height - 2), (self.width - 2, 1), (self.width - 2, self.height - 2)]
+        dist, pos = max([(manhattanDistance(p, pacPos), p) for p in poses])
+        return pos
+
+    def isVisibleFrom(self, ghostPos, pacPos, pacDirection):
+        row, col = [int(x) for x in pacPos]
+        return ghostPos in self.visibility[row][col][pacDirection]
+
+    def __str__(self):
+        return "\n".join(self.layoutText)
+
+    def deepCopy(self):
+        return Layout(self.layoutText[:])
+
+    def processLayoutText(self, layoutText):
+        """
+        Coordinates are flipped from the input format to the (x,y) convention here
+
+        The shape of the maze.  Each character
+        represents a different type of object.
+         % - Wall
+         . - Food
+         o - Capsule
+         G - Ghost
+         P - Pacman
+        Other characters are ignored.
+        """
+        maxY = self.height - 1
+        for y in range(self.height):
+            for x in range(self.width):
+                layoutChar = layoutText[maxY - y][x]
+                self.processLayoutChar(x, y, layoutChar)
+        self.agentPositions.sort()
+        self.agentPositions = [ ( i == 0, pos) for i, pos in self.agentPositions]
+
+    def processLayoutChar(self, x, y, layoutChar):
+        if layoutChar == '%':
+            self.walls[x][y] = True
+        elif layoutChar == '.':
+            self.food[x][y] = True
+        elif layoutChar == 'o':
+            self.capsules.append((x, y))
+        elif layoutChar == 'P':
+            self.agentPositions.append( (0, (x, y) ) )
+        elif layoutChar in ['G']:
+            self.agentPositions.append( (1, (x, y) ) )
+            self.numGhosts += 1
+        elif layoutChar in  ['1', '2', '3', '4']:
+            self.agentPositions.append( (int(layoutChar), (x,y)))
+            self.numGhosts += 1
+def getLayout(name, back = 2):
+    if name.endswith('.lay'):
+        layout = tryToLoad('layouts/' + name)
+        if layout == None: layout = tryToLoad(name)
+    else:
+        layout = tryToLoad('layouts/' + name + '.lay')
+        if layout == None: layout = tryToLoad(name + '.lay')
+    if layout == None and back >= 0:
+        curdir = os.path.abspath('.')
+        os.chdir('..')
+        layout = getLayout(name, back -1)
+        os.chdir(curdir)
+    return layout
+
+def tryToLoad(fullname):
+    if(not os.path.exists(fullname)): return None
+    f = open(fullname)
+    try: return Layout([line.strip() for line in f])
+    finally: f.close()
diff --git a/school/cpsc481/project2/src/layouts/bigCorners.lay b/school/cpsc481/project2/src/layouts/bigCorners.lay
new file mode 100644
index 0000000..4d89d7b
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/bigCorners.lay
@@ -0,0 +1,37 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      %                         %.%
+%         %%%%% % %%% %%% %%%%%%% % %
+%       %       % %     %     % %   %
+%%%%% %%%%% %%% % % % %%% %%%%% % %%%
+%   % % % %   % % % %   % %     %   %
+% %%% % % % %%% %%%%% %%% % %%% %%% %
+%       %     %   %   %     % % %   %
+%%% %%%%%%%%% %%%%%%% %%% %%% % % % %
+%             %       % %   %     % %
+% % %%%%% % %%% % % %%% % %%% %%% % %
+% % %     % % % % %     %   % % % % %
+% % % %%%%%%% % %%%%%%%%% %%% % %%% %
+% % % %     %   %     %     %   %   %
+%%% %%% % %%%%% %%%%% %%% %%% %%%%% %
+%     % %               % %   % % % %
+% % % % %  %  %%% %%% %%% % % % % % %
+% % % % % %%  % % % % %   % % %     %
+% % %%%%%  %  %%% %%% % %%% %%% %%%%%
+%       %  %  % % % % %       % %   %
+% %%% % %  %  %%% %%% %%%%%%%%% % %%%
+%   % %                   %   % %   %
+% %%% %%%%%%%%%%%%%%%%%%%%% % % %%% %
+% %                         %       %
+% % % %%%%% %%% % % % % %%%%%%%%%%%%%
+% % %   %     % % % %       %   % % %
+% % %%% %%% % % % %%%%%%%%% %%% % % %
+% %   % %   % % %P  % %   % % %     %
+% %%% %%% %%% % %%% % % %%%%% % %%%%%
+%       %   %     %       %   % %   %
+%%% % %%%%% %%%%% %%% %%% % %%% % %%%
+% % % % % % % %     % %   % %   % % %
+% % %%% % % % % %%%%%%%%% % % % % % %
+%       %                     %     %
+% %   % %%% %%% %%%%%%% %%% %%% %%% %
+%.%   %       %           %     %  .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/bigMaze.lay b/school/cpsc481/project2/src/layouts/bigMaze.lay
new file mode 100644
index 0000000..e11fade
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/bigMaze.lay
@@ -0,0 +1,37 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%       % % %           %   %     % %
+% %%%%%%% % %%% % %%% %%% %%%%%%% % %
+%       %       % %     %     % %   %
+%%%%% %%%%% %%% % % % %%% %%%%% % %%%
+%   % % % %   % % % %   % %   % %   %
+% %%% % % % %%% %%%%% %%% % %%% %%% %
+%       %     %   %   %     % % %   %
+%%% %%%%%%%%% %%%%%%% %%% %%% % % % %
+%             %       % %   %     % %
+% % %%%%% % %%% % % %%% % %%% %%% % %
+% % %     % % % % %     %   % % % % %
+% % % %%%%%%% % %%%%%%%%% %%% % %%% %
+% % % %     %   %     %     %   %   %
+%%% %%% % %%%%% %%%%% %%% %%% %%%%% %
+%     % % %     % %     % %   % % % %
+% % % % % %%% %%% %%% %%% % % % % % %
+% % % % %                 % % %     %
+%%% %%%%%%% % % %%%%% %%% % %%% %%%%%
+%       % % % %     %   %     % %   %
+%%%%% % % %%%%%%%%% %%%%%%%%%%% % %%%
+%   % %           % %     %   % %   %
+% %%% %%%%% %%%%%%%%% %%%%% % % %%% %
+% %   %      %        %     %       %
+% % % %%%%% %%% % % % % %%%%%%%%%%%%%
+% % %   %     % % % %       %   % % %
+% % %%% %%% % % % %%%%%%%%% %%% % % %
+% %   % %   % % %   % %   % % %     %
+% %%% %%% %%%%% %%% % % %%%%% % %%%%%
+%       %   %     % %     %   % %   %
+%%% % %%%%% %%%%% %%% %%% % %%% % %%%
+% % % % % % % %     % %   % %   % % %
+% % %%% % % % % %%%%%%%%% % % % % % %
+%   %   %   %                 %     %
+% % % % %%% %%% %%%%%%% %%% %%% %%% %
+%.% % %       %   %       %   % %  P%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/bigSafeSearch.lay b/school/cpsc481/project2/src/layouts/bigSafeSearch.lay
new file mode 100644
index 0000000..b5fd414
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/bigSafeSearch.lay
@@ -0,0 +1,8 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.%.........%% G %  o%%%%.....%
+%.%.%%%%%%%.%%%%%% %%%%%%%.%%.%
+%............%...%............%
+%%%%%...%%%..     ..%.%...%.%%%
+%o%%%.%%%%%.%%%%%%%.%%%.%.%%%%%
+%    ..........Po...%...%.   o%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/bigSearch.lay b/school/cpsc481/project2/src/layouts/bigSearch.lay
new file mode 100644
index 0000000..bb59eb8
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/bigSearch.lay
@@ -0,0 +1,15 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.....%.................%.....%
+%.%%%.%.%%%.%%%%%%%.%%%.%.....%
+%.%...%.%......%......%.%.....%
+%...%%%.%.%%%%.%.%%%%...%%%...%
+%%%.%.%.%.%......%..%.%...%.%%%
+%...%.%%%.%.%%% %%%.%.%%%.%...%
+%.%%%.......%     %.......%%%.%
+%...%.%%%%%.%%%%%%%.%.%%%.%...%
+%%%.%...%.%....%....%.%...%.%%%
+%...%%%.%.%%%%.%.%%%%.%.%%%...%
+%.......%......%......%.....%.%
+%.....%.%%%.%%%%%%%.%%%.%.%%%.%
+%.....%........P....%...%.....%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/boxSearch.lay b/school/cpsc481/project2/src/layouts/boxSearch.lay
new file mode 100644
index 0000000..4a113fc
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/boxSearch.lay
@@ -0,0 +1,14 @@
+%%%%%%%%%%%%%%
+%. . . . . % %
+%          % %
+%. . . . . %G%
+%          % %
+%. . . . . % %
+%          % %
+%. . . . . % %
+%     P    %G%
+%. . . . . % %
+%          % %
+%. . . . . % %
+%          % %
+%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/capsuleClassic.lay b/school/cpsc481/project2/src/layouts/capsuleClassic.lay
new file mode 100644
index 0000000..06a5c51
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/capsuleClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%
+%G.       G   ....%
+%.% % %%%%%% %.%%.%
+%.%o% %   o% %.o%.%
+%.%%%.%  %%% %..%.%
+%.....  P    %..%G%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/contestClassic.lay b/school/cpsc481/project2/src/layouts/contestClassic.lay
new file mode 100644
index 0000000..84c8733
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/contestClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%...... G GG%......%
+%.%.%%.%% %%%.%%.%.%
+%.%....% ooo%.%..%.%
+%.%.%%.% %% %.%.%%.%
+%o%......P....%....%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/contoursMaze.lay b/school/cpsc481/project2/src/layouts/contoursMaze.lay
new file mode 100644
index 0000000..a068956
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/contoursMaze.lay
@@ -0,0 +1,11 @@
+%%%%%%%%%%%%%%%%%%%%%
+%                   %
+%                   %
+%                   %
+%                   %
+%         P         %
+%                   %
+%                   %
+%                   %
+%.                  %
+%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/greedySearch.lay b/school/cpsc481/project2/src/layouts/greedySearch.lay
new file mode 100644
index 0000000..4072363
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/greedySearch.lay
@@ -0,0 +1,8 @@
+%%%%%%
+%....%
+% %%.%
+% %%.%
+%.P .%
+%.%%%%
+%....%
+%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/mediumClassic.lay b/school/cpsc481/project2/src/layouts/mediumClassic.lay
new file mode 100644
index 0000000..33c5db8
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumClassic.lay
@@ -0,0 +1,11 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%....%
+%.%%.%.%%%%%%.%.%%.%
+%.%..............%.%
+%.%.%%.%%  %%.%%.%.%
+%......%G  G%......%
+%.%.%%.%%%%%%.%%.%.%
+%.%..............%.%
+%.%%.%.%%%%%%.%.%%.%
+%....%...P....%...o%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/mediumCorners.lay b/school/cpsc481/project2/src/layouts/mediumCorners.lay
new file mode 100644
index 0000000..6a39756
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumCorners.lay
@@ -0,0 +1,14 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      % % %              %.%
+%       % % %%%%%% %%%%%%% % %
+%       %        %     % %   %
+%%%%% %%%%% %%% %% %%%%% % %%%
+%   % % % %   %    %     %   %
+% %%% % % % %%%%%%%% %%% %%% %
+%       %     %%     % % %   %
+%%% % %%%%%%% %%%% %%% % % % %
+% %           %%     %     % %
+% % %%%%% % %%%% % %%% %%% % %
+%   %     %      % %   % %%% %
+%.  %P%%%%%      % %%% %    .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/mediumDottedMaze.lay b/school/cpsc481/project2/src/layouts/mediumDottedMaze.lay
new file mode 100644
index 0000000..103f818
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumDottedMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%% %%% %%%%%%%% %
+% %%   %   %      %%% %%%   %% ... %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % % %    %%     %% %% ... %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%  ... % 
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %% ... %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %  ... %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%% ...... %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/mediumMaze.lay b/school/cpsc481/project2/src/layouts/mediumMaze.lay
new file mode 100644
index 0000000..55c1236
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      % 
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/mediumSafeSearch.lay b/school/cpsc481/project2/src/layouts/mediumSafeSearch.lay
new file mode 100644
index 0000000..e7d6b1c
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumSafeSearch.lay
@@ -0,0 +1,6 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.%     ....%% G %%%%%%   o%%.%
+%.%o%%%%%%%.%%%%%%%     %%%%%.%
+% %%%.%%%%%.%%%%%%%.%%%.%.%%%.%
+%    ..........Po...%.........%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/mediumScaryMaze.lay b/school/cpsc481/project2/src/layouts/mediumScaryMaze.lay
new file mode 100644
index 0000000..65d4c33
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumScaryMaze.lay
@@ -0,0 +1,18 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                   P%
+% %%%%%%%%%%%%%%%%%%% %%%  %%%%%%%%  %
+% %%   %   %      %%% %%%    %%GG    %
+% %% % % % % %%%% %%%%%%%%%  %%  %%%%%
+% %% % % % % %    %%GG       %%      %
+% %% % % % % % %%%%%  %%%    %%%%%%  %
+% %% % % %   %    %%  %%%%%%%%%      % 
+% %% % % %%%%%%%% %%         %%  %%%%%
+% %% %   %%       %%%%%%%%%  %%      %
+%    %%% %% %%%%%%%      %%  %%%%%%  %
+%%%%%%      %       %    %%  %%      %
+%      %%%%%% %%   %%    %%  %%  %%%%%
+% %%%%%%      %       %%%%%  %%      %
+%          %%%%       %%%%%  %%%%%%  %
+%%%%%%%%   %                 %%%%%%  %
+%.         %%%%%%%%%%%%%%%%          %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/mediumSearch.lay b/school/cpsc481/project2/src/layouts/mediumSearch.lay
new file mode 100644
index 0000000..2f8af42
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/mediumSearch.lay
@@ -0,0 +1,8 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%............%%%%%............%
+%%%.%...%%%.........%.%...%.%%%
+%...%%%.%.%%%%.%.%%%%%%.%%%...%
+%.%.....%......%......%.....%.%
+%.%%%.%%%%%.%%%%%%%.%%%.%.%%%%%
+%.....%........P....%...%.....%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/minimaxClassic.lay b/school/cpsc481/project2/src/layouts/minimaxClassic.lay
new file mode 100644
index 0000000..a547397
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/minimaxClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%%
+%.P    G% 
+% %.%G%%%  
+%G    %%% 
+%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/oddSearch.lay b/school/cpsc481/project2/src/layouts/oddSearch.lay
new file mode 100644
index 0000000..2ddbc9a
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/oddSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%...%.........%%...%
+%.%.%.%%%%%%%%%%.%.%
+%..................%
+%%%%%%%%.%.%%%%%%%P%
+%%%%%%%%.......    %
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/openClassic.lay b/school/cpsc481/project2/src/layouts/openClassic.lay
new file mode 100644
index 0000000..6760b42
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/openClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%
+%.. P  ....      ....   %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      .... G %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      ....  o%
+%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/openMaze.lay b/school/cpsc481/project2/src/layouts/openMaze.lay
new file mode 100644
index 0000000..5dee689
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/openMaze.lay
@@ -0,0 +1,23 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                  P%
+%            %                      %
+%            %                      %
+%            %                      %
+%            %                      %
+%            %                      %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%            %      %               %
+%%%%%%%%%%%%%%      %%%%%%%%%%%%%%%%%
+%            %                      %
+%            %                      %
+%            %                      %
+%                                   %
+%                                   %
+%                                   %
+%.                                  %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/openSearch.lay b/school/cpsc481/project2/src/layouts/openSearch.lay
new file mode 100644
index 0000000..f02d21d
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/openSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%..................%
+%..................%
+%........P.........%
+%..................%
+%..................%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/originalClassic.lay b/school/cpsc481/project2/src/layouts/originalClassic.lay
new file mode 100644
index 0000000..b2770c5
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/originalClassic.lay
@@ -0,0 +1,27 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o%%%%.%%%%%.%%.%%%%%.%%%%o%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%..........................%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%......%%....%%....%%......%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%  %%%% %.%%%%%%
+%     .  %G  GG  G%  .     %
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o..%%.......  .......%%..o%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%......%%....%%....%%......%
+%.%%%%%%%%%%.%%.%%%%%%%%%%.%
+%.............P............%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/powerClassic.lay b/school/cpsc481/project2/src/layouts/powerClassic.lay
new file mode 100644
index 0000000..3f3d983
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/powerClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%o....o%GGGG%o....o%
+%..%...%%  %%...%..%
+%.%o.%........%.o%.%
+%.o%.%.%%%%%%.%.%o.%
+%........P.........%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/smallClassic.lay b/school/cpsc481/project2/src/layouts/smallClassic.lay
new file mode 100644
index 0000000..ce6c1d9
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/smallClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%......%G  G%......%
+%.%%...%%  %%...%%.%
+%.%o.%........%.o%.%
+%.%%.%.%%%%%%.%.%%.%
+%........P.........%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/smallMaze.lay b/school/cpsc481/project2/src/layouts/smallMaze.lay
new file mode 100644
index 0000000..72d3ffc
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/smallMaze.lay
@@ -0,0 +1,10 @@
+%%%%%%%%%%%%%%%%%%%%%%
+% %%        % %      %
+%    %%%%%% % %%%%%% %
+%%%%%%     P  %      %
+%    % %%%%%% %% %%%%%
+% %%%% %         %   %
+%        %%% %%%   % %
+%%%%%%%%%%    %%%%%% %
+%.         %%        %
+%%%%%%%%%%%%%%%%%%%%%%
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/layouts/smallSafeSearch.lay b/school/cpsc481/project2/src/layouts/smallSafeSearch.lay
new file mode 100644
index 0000000..b97feaa
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/smallSafeSearch.lay
@@ -0,0 +1,15 @@
+%%%%%%%%%
+%.. % G %
+%%% %%%%%
+%       %
+%%%%%%% %
+%       %
+% %%%%% %
+%     % %
+%%%%% % %
+%     %o%
+% %%%%%%%
+%      .%
+%%%%%%%.%
+%Po    .%
+%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/smallSearch.lay b/school/cpsc481/project2/src/layouts/smallSearch.lay
new file mode 100644
index 0000000..c2321d4
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/smallSearch.lay
@@ -0,0 +1,5 @@
+%%%%%%%%%%%%%%%%%%%%
+%.           ...P .%
+%.%%.%%.%%.%%.%% %.%
+% %% %.....      %.%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/testClassic.lay b/school/cpsc481/project2/src/layouts/testClassic.lay
new file mode 100644
index 0000000..4b3ffca
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/testClassic.lay
@@ -0,0 +1,10 @@
+%%%%%
+% . %
+%.G.%
+% . %
+%. .%
+%   %
+%  .%
+%   %
+%P .%
+%%%%%
diff --git a/school/cpsc481/project2/src/layouts/testMaze.lay b/school/cpsc481/project2/src/layouts/testMaze.lay
new file mode 100644
index 0000000..4d259a4
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/testMaze.lay
@@ -0,0 +1,3 @@
+%%%%%%%%%%
+%.      P%
+%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/testSearch.lay b/school/cpsc481/project2/src/layouts/testSearch.lay
new file mode 100644
index 0000000..25bad23
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/testSearch.lay
@@ -0,0 +1,5 @@
+%%%%%
+%.P %
+%%% %
+%.  %
+%%%%%
diff --git a/school/cpsc481/project2/src/layouts/tinyCorners.lay b/school/cpsc481/project2/src/layouts/tinyCorners.lay
new file mode 100644
index 0000000..526c880
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/tinyCorners.lay
@@ -0,0 +1,8 @@
+%%%%%%%%
+%.    .%
+%   P  %
+% %%%% %
+% %    %
+% % %%%%
+%.%   .%
+%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/tinyMaze.lay b/school/cpsc481/project2/src/layouts/tinyMaze.lay
new file mode 100644
index 0000000..f7035a5
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/tinyMaze.lay
@@ -0,0 +1,7 @@
+%%%%%%%
+%    P%
+% %%% %
+%  %  %
+%%   %%
+%. %%%%
+%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/tinySafeSearch.lay b/school/cpsc481/project2/src/layouts/tinySafeSearch.lay
new file mode 100644
index 0000000..fea6860
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/tinySafeSearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%
+% G %...%
+%%%%%%% %
+%Po     %
+%.%%.%%.%
+%.%%....%
+%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/tinySearch.lay b/school/cpsc481/project2/src/layouts/tinySearch.lay
new file mode 100644
index 0000000..c51f4b0
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/tinySearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%
+%..   ..%
+%%%%.%% %
+%   P   %
+%.%% %%.%
+%.%.   .%
+%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/trappedClassic.lay b/school/cpsc481/project2/src/layouts/trappedClassic.lay
new file mode 100644
index 0000000..289557f
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/trappedClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%
+%   P G%
+%G%%%%%%
+%....  %
+%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/trickyClassic.lay b/school/cpsc481/project2/src/layouts/trickyClassic.lay
new file mode 100644
index 0000000..ffa156c
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/trickyClassic.lay
@@ -0,0 +1,13 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%.%.....%..%.....%.%
+%.%.%%.%%  %%.%%.%.%
+%...... GGGG%.%....%
+%.%....%%%%%%.%..%.%
+%.%....%  oo%.%..%.%
+%.%....% %%%%.%..%.%
+%.%...........%..%.%
+%.%%.%.%%%%%%.%.%%.%
+%o...%...P....%...o%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/layouts/trickySearch.lay b/school/cpsc481/project2/src/layouts/trickySearch.lay
new file mode 100644
index 0000000..4a607e6
--- /dev/null
+++ b/school/cpsc481/project2/src/layouts/trickySearch.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%.           ..%   %
+%.%%.%%.%%.%%.%% % %
+%        P       % %
+%%%%%%%%%%%%%%%%%% %
+%.....             %
+%%%%%%%%%%%%%%%%%%%%
diff --git a/school/cpsc481/project2/src/pacman.py b/school/cpsc481/project2/src/pacman.py
new file mode 100644
index 0000000..0a527c2
--- /dev/null
+++ b/school/cpsc481/project2/src/pacman.py
@@ -0,0 +1,684 @@
+# pacman.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+Pacman.py holds the logic for the classic pacman game along with the main
+code to run a game.  This file is divided into three sections:
+
+  (i)  Your interface to the pacman world:
+          Pacman is a complex environment.  You probably don't want to
+          read through all of the code we wrote to make the game runs
+          correctly.  This section contains the parts of the code
+          that you will need to understand in order to complete the
+          project.  There is also some code in game.py that you should
+          understand.
+
+  (ii)  The hidden secrets of pacman:
+          This section contains all of the logic code that the pacman
+          environment uses to decide who can move where, who dies when
+          things collide, etc.  You shouldn't need to read this section
+          of code, but you can if you want.
+
+  (iii) Framework to start a game:
+          The final section contains the code for reading the command
+          you use to set up the game, then starting up a new game, along with
+          linking in all the external parts (agent functions, graphics).
+          Check this section out to see all the options available to you.
+
+To play your first game, type 'python pacman.py' from the command line.
+The keys are 'a', 's', 'd', and 'w' to move (or arrow keys).  Have fun!
+"""
+from game import GameStateData
+from game import Game
+from game import Directions
+from game import Actions
+from util import nearestPoint
+from util import manhattanDistance
+import util, layout
+import sys, types, time, random, os
+
+###################################################
+# YOUR INTERFACE TO THE PACMAN WORLD: A GameState #
+###################################################
+
+class GameState:
+    """
+    A GameState specifies the full game state, including the food, capsules,
+    agent configurations and score changes.
+
+    GameStates are used by the Game object to capture the actual state of the game and
+    can be used by agents to reason about the game.
+
+    Much of the information in a GameState is stored in a GameStateData object.  We
+    strongly suggest that you access that data via the accessor methods below rather
+    than referring to the GameStateData object directly.
+
+    Note that in classic Pacman, Pacman is always agent 0.
+    """
+
+    ####################################################
+    # Accessor methods: use these to access state data #
+    ####################################################
+
+    # static variable keeps track of which states have had getLegalActions called
+    explored = set()
+    def getAndResetExplored():
+        tmp = GameState.explored.copy()
+        GameState.explored = set()
+        return tmp
+    getAndResetExplored = staticmethod(getAndResetExplored)
+
+    def getLegalActions( self, agentIndex=0 ):
+        """
+        Returns the legal actions for the agent specified.
+        """
+#        GameState.explored.add(self)
+        if self.isWin() or self.isLose(): return []
+
+        if agentIndex == 0:  # Pacman is moving
+            return PacmanRules.getLegalActions( self )
+        else:
+            return GhostRules.getLegalActions( self, agentIndex )
+
+    def generateSuccessor( self, agentIndex, action):
+        """
+        Returns the successor state after the specified agent takes the action.
+        """
+        # Check that successors exist
+        if self.isWin() or self.isLose(): raise Exception('Can\'t generate a successor of a terminal state.')
+
+        # Copy current state
+        state = GameState(self)
+
+        # Let agent's logic deal with its action's effects on the board
+        if agentIndex == 0:  # Pacman is moving
+            state.data._eaten = [False for i in range(state.getNumAgents())]
+            PacmanRules.applyAction( state, action )
+        else:                # A ghost is moving
+            GhostRules.applyAction( state, action, agentIndex )
+
+        # Time passes
+        if agentIndex == 0:
+            state.data.scoreChange += -TIME_PENALTY # Penalty for waiting around
+        else:
+            GhostRules.decrementTimer( state.data.agentStates[agentIndex] )
+
+        # Resolve multi-agent effects
+        GhostRules.checkDeath( state, agentIndex )
+
+        # Book keeping
+        state.data._agentMoved = agentIndex
+        state.data.score += state.data.scoreChange
+        GameState.explored.add(self)
+        GameState.explored.add(state)
+        return state
+
+    def getLegalPacmanActions( self ):
+        return self.getLegalActions( 0 )
+
+    def generatePacmanSuccessor( self, action ):
+        """
+        Generates the successor state after the specified pacman move
+        """
+        return self.generateSuccessor( 0, action )
+
+    def getPacmanState( self ):
+        """
+        Returns an AgentState object for pacman (in game.py)
+
+        state.pos gives the current position
+        state.direction gives the travel vector
+        """
+        return self.data.agentStates[0].copy()
+
+    def getPacmanPosition( self ):
+        return self.data.agentStates[0].getPosition()
+
+    def getGhostStates( self ):
+        return self.data.agentStates[1:]
+
+    def getGhostState( self, agentIndex ):
+        if agentIndex == 0 or agentIndex >= self.getNumAgents():
+            raise Exception("Invalid index passed to getGhostState")
+        return self.data.agentStates[agentIndex]
+
+    def getGhostPosition( self, agentIndex ):
+        if agentIndex == 0:
+            raise Exception("Pacman's index passed to getGhostPosition")
+        return self.data.agentStates[agentIndex].getPosition()
+
+    def getGhostPositions(self):
+        return [s.getPosition() for s in self.getGhostStates()]
+
+    def getNumAgents( self ):
+        return len( self.data.agentStates )
+
+    def getScore( self ):
+        return float(self.data.score)
+
+    def getCapsules(self):
+        """
+        Returns a list of positions (x,y) of the remaining capsules.
+        """
+        return self.data.capsules
+
+    def getNumFood( self ):
+        return self.data.food.count()
+
+    def getFood(self):
+        """
+        Returns a Grid of boolean food indicator variables.
+
+        Grids can be accessed via list notation, so to check
+        if there is food at (x,y), just call
+
+        currentFood = state.getFood()
+        if currentFood[x][y] == True: ...
+        """
+        return self.data.food
+
+    def getWalls(self):
+        """
+        Returns a Grid of boolean wall indicator variables.
+
+        Grids can be accessed via list notation, so to check
+        if there is a wall at (x,y), just call
+
+        walls = state.getWalls()
+        if walls[x][y] == True: ...
+        """
+        return self.data.layout.walls
+
+    def hasFood(self, x, y):
+        return self.data.food[x][y]
+
+    def hasWall(self, x, y):
+        return self.data.layout.walls[x][y]
+
+    def isLose( self ):
+        return self.data._lose
+
+    def isWin( self ):
+        return self.data._win
+
+    #############################################
+    #             Helper methods:               #
+    # You shouldn't need to call these directly #
+    #############################################
+
+    def __init__( self, prevState = None ):
+        """
+        Generates a new state by copying information from its predecessor.
+        """
+        if prevState != None: # Initial state
+            self.data = GameStateData(prevState.data)
+        else:
+            self.data = GameStateData()
+
+    def deepCopy( self ):
+        state = GameState( self )
+        state.data = self.data.deepCopy()
+        return state
+
+    def __eq__( self, other ):
+        """
+        Allows two states to be compared.
+        """
+        return hasattr(other, 'data') and self.data == other.data
+
+    def __hash__( self ):
+        """
+        Allows states to be keys of dictionaries.
+        """
+        return hash( self.data )
+
+    def __str__( self ):
+
+        return str(self.data)
+
+    def initialize( self, layout, numGhostAgents=1000 ):
+        """
+        Creates an initial game state from a layout array (see layout.py).
+        """
+        self.data.initialize(layout, numGhostAgents)
+
+############################################################################
+#                     THE HIDDEN SECRETS OF PACMAN                         #
+#                                                                          #
+# You shouldn't need to look through the code in this section of the file. #
+############################################################################
+
+SCARED_TIME = 40    # Moves ghosts are scared
+COLLISION_TOLERANCE = 0.7 # How close ghosts must be to Pacman to kill
+TIME_PENALTY = 1 # Number of points lost each round
+
+class ClassicGameRules:
+    """
+    These game rules manage the control flow of a game, deciding when
+    and how the game starts and ends.
+    """
+    def __init__(self, timeout=30):
+        self.timeout = timeout
+
+    def newGame( self, layout, pacmanAgent, ghostAgents, display, quiet = False, catchExceptions=False):
+        agents = [pacmanAgent] + ghostAgents[:layout.getNumGhosts()]
+        initState = GameState()
+        initState.initialize( layout, len(ghostAgents) )
+        game = Game(agents, display, self, catchExceptions=catchExceptions)
+        game.state = initState
+        self.initialState = initState.deepCopy()
+        self.quiet = quiet
+        return game
+
+    def process(self, state, game):
+        """
+        Checks to see whether it is time to end the game.
+        """
+        if state.isWin(): self.win(state, game)
+        if state.isLose(): self.lose(state, game)
+
+    def win( self, state, game ):
+        if not self.quiet: print("Pacman emerges victorious! Score: %d" % state.data.score)
+        game.gameOver = True
+
+    def lose( self, state, game ):
+        if not self.quiet: print("Pacman died! Score: %d" % state.data.score)
+        game.gameOver = True
+
+    def getProgress(self, game):
+        return float(game.state.getNumFood()) / self.initialState.getNumFood()
+
+    def agentCrash(self, game, agentIndex):
+        if agentIndex == 0:
+            print("Pacman crashed")
+        else:
+            print("A ghost crashed")
+
+    def getMaxTotalTime(self, agentIndex):
+        return self.timeout
+
+    def getMaxStartupTime(self, agentIndex):
+        return self.timeout
+
+    def getMoveWarningTime(self, agentIndex):
+        return self.timeout
+
+    def getMoveTimeout(self, agentIndex):
+        return self.timeout
+
+    def getMaxTimeWarnings(self, agentIndex):
+        return 0
+
+class PacmanRules:
+    """
+    These functions govern how pacman interacts with his environment under
+    the classic game rules.
+    """
+    PACMAN_SPEED=1
+
+    def getLegalActions( state ):
+        """
+        Returns a list of possible actions.
+        """
+        return Actions.getPossibleActions( state.getPacmanState().configuration, state.data.layout.walls )
+    getLegalActions = staticmethod( getLegalActions )
+
+    def applyAction( state, action ):
+        """
+        Edits the state to reflect the results of the action.
+        """
+        legal = PacmanRules.getLegalActions( state )
+        if action not in legal:
+            raise Exception("Illegal action " + str(action))
+
+        pacmanState = state.data.agentStates[0]
+
+        # Update Configuration
+        vector = Actions.directionToVector( action, PacmanRules.PACMAN_SPEED )
+        pacmanState.configuration = pacmanState.configuration.generateSuccessor( vector )
+
+        # Eat
+        next = pacmanState.configuration.getPosition()
+        nearest = nearestPoint( next )
+        if manhattanDistance( nearest, next ) <= 0.5 :
+            # Remove food
+            PacmanRules.consume( nearest, state )
+    applyAction = staticmethod( applyAction )
+
+    def consume( position, state ):
+        x,y = position
+        # Eat food
+        if state.data.food[x][y]:
+            state.data.scoreChange += 10
+            state.data.food = state.data.food.copy()
+            state.data.food[x][y] = False
+            state.data._foodEaten = position
+            # TODO: cache numFood?
+            numFood = state.getNumFood()
+            if numFood == 0 and not state.data._lose:
+                state.data.scoreChange += 500
+                state.data._win = True
+        # Eat capsule
+        if( position in state.getCapsules() ):
+            state.data.capsules.remove( position )
+            state.data._capsuleEaten = position
+            # Reset all ghosts' scared timers
+            for index in range( 1, len( state.data.agentStates ) ):
+                state.data.agentStates[index].scaredTimer = SCARED_TIME
+    consume = staticmethod( consume )
+
+class GhostRules:
+    """
+    These functions dictate how ghosts interact with their environment.
+    """
+    GHOST_SPEED=1.0
+    def getLegalActions( state, ghostIndex ):
+        """
+        Ghosts cannot stop, and cannot turn around unless they
+        reach a dead end, but can turn 90 degrees at intersections.
+        """
+        conf = state.getGhostState( ghostIndex ).configuration
+        possibleActions = Actions.getPossibleActions( conf, state.data.layout.walls )
+        reverse = Actions.reverseDirection( conf.direction )
+        if Directions.STOP in possibleActions:
+            possibleActions.remove( Directions.STOP )
+        if reverse in possibleActions and len( possibleActions ) > 1:
+            possibleActions.remove( reverse )
+        return possibleActions
+    getLegalActions = staticmethod( getLegalActions )
+
+    def applyAction( state, action, ghostIndex):
+
+        legal = GhostRules.getLegalActions( state, ghostIndex )
+        if action not in legal:
+            raise Exception("Illegal ghost action " + str(action))
+
+        ghostState = state.data.agentStates[ghostIndex]
+        speed = GhostRules.GHOST_SPEED
+        if ghostState.scaredTimer > 0: speed /= 2.0
+        vector = Actions.directionToVector( action, speed )
+        ghostState.configuration = ghostState.configuration.generateSuccessor( vector )
+    applyAction = staticmethod( applyAction )
+
+    def decrementTimer( ghostState):
+        timer = ghostState.scaredTimer
+        if timer == 1:
+            ghostState.configuration.pos = nearestPoint( ghostState.configuration.pos )
+        ghostState.scaredTimer = max( 0, timer - 1 )
+    decrementTimer = staticmethod( decrementTimer )
+
+    def checkDeath( state, agentIndex):
+        pacmanPosition = state.getPacmanPosition()
+        if agentIndex == 0: # Pacman just moved; Anyone can kill him
+            for index in range( 1, len( state.data.agentStates ) ):
+                ghostState = state.data.agentStates[index]
+                ghostPosition = ghostState.configuration.getPosition()
+                if GhostRules.canKill( pacmanPosition, ghostPosition ):
+                    GhostRules.collide( state, ghostState, index )
+        else:
+            ghostState = state.data.agentStates[agentIndex]
+            ghostPosition = ghostState.configuration.getPosition()
+            if GhostRules.canKill( pacmanPosition, ghostPosition ):
+                GhostRules.collide( state, ghostState, agentIndex )
+    checkDeath = staticmethod( checkDeath )
+
+    def collide( state, ghostState, agentIndex):
+        if ghostState.scaredTimer > 0:
+            state.data.scoreChange += 200
+            GhostRules.placeGhost(state, ghostState)
+            ghostState.scaredTimer = 0
+            # Added for first-person
+            state.data._eaten[agentIndex] = True
+        else:
+            if not state.data._win:
+                state.data.scoreChange -= 500
+                state.data._lose = True
+    collide = staticmethod( collide )
+
+    def canKill( pacmanPosition, ghostPosition ):
+        return manhattanDistance( ghostPosition, pacmanPosition ) <= COLLISION_TOLERANCE
+    canKill = staticmethod( canKill )
+
+    def placeGhost(state, ghostState):
+        ghostState.configuration = ghostState.start
+    placeGhost = staticmethod( placeGhost )
+
+#############################
+# FRAMEWORK TO START A GAME #
+#############################
+
+def default(str):
+    return str + ' [Default: %default]'
+
+def parseAgentArgs(str):
+    if str == None: return {}
+    pieces = str.split(',')
+    opts = {}
+    for p in pieces:
+        if '=' in p:
+            key, val = p.split('=')
+        else:
+            key,val = p, 1
+        opts[key] = val
+    return opts
+
+def readCommand( argv ):
+    """
+    Processes the command used to run pacman from the command line.
+    """
+    from optparse import OptionParser
+    usageStr = """
+    USAGE:      python pacman.py 
+    EXAMPLES:   (1) python pacman.py
+                    - starts an interactive game
+                (2) python pacman.py --layout smallClassic --zoom 2
+                OR  python pacman.py -l smallClassic -z 2
+                    - starts an interactive game on a smaller board, zoomed in
+    """
+    parser = OptionParser(usageStr)
+
+    parser.add_option('-n', '--numGames', dest='numGames', type='int',
+                      help=default('the number of GAMES to play'), metavar='GAMES', default=1)
+    parser.add_option('-l', '--layout', dest='layout',
+                      help=default('the LAYOUT_FILE from which to load the map layout'),
+                      metavar='LAYOUT_FILE', default='mediumClassic')
+    parser.add_option('-p', '--pacman', dest='pacman',
+                      help=default('the agent TYPE in the pacmanAgents module to use'),
+                      metavar='TYPE', default='KeyboardAgent')
+    parser.add_option('-t', '--textGraphics', action='store_true', dest='textGraphics',
+                      help='Display output as text only', default=False)
+    parser.add_option('-q', '--quietTextGraphics', action='store_true', dest='quietGraphics',
+                      help='Generate minimal output and no graphics', default=False)
+    parser.add_option('-g', '--ghosts', dest='ghost',
+                      help=default('the ghost agent TYPE in the ghostAgents module to use'),
+                      metavar = 'TYPE', default='RandomGhost')
+    parser.add_option('-k', '--numghosts', type='int', dest='numGhosts',
+                      help=default('The maximum number of ghosts to use'), default=4)
+    parser.add_option('-z', '--zoom', type='float', dest='zoom',
+                      help=default('Zoom the size of the graphics window'), default=1.0)
+    parser.add_option('-f', '--fixRandomSeed', action='store_true', dest='fixRandomSeed',
+                      help='Fixes the random seed to always play the same game', default=False)
+    parser.add_option('-r', '--recordActions', action='store_true', dest='record',
+                      help='Writes game histories to a file (named by the time they were played)', default=False)
+    parser.add_option('--replay', dest='gameToReplay',
+                      help='A recorded game file (pickle) to replay', default=None)
+    parser.add_option('-a','--agentArgs',dest='agentArgs',
+                      help='Comma separated values sent to agent. e.g. "opt1=val1,opt2,opt3=val3"')
+    parser.add_option('-x', '--numTraining', dest='numTraining', type='int',
+                      help=default('How many episodes are training (suppresses output)'), default=0)
+    parser.add_option('--frameTime', dest='frameTime', type='float',
+                      help=default('Time to delay between frames; <0 means keyboard'), default=0.1)
+    parser.add_option('-c', '--catchExceptions', action='store_true', dest='catchExceptions',
+                      help='Turns on exception handling and timeouts during games', default=False)
+    parser.add_option('--timeout', dest='timeout', type='int',
+                      help=default('Maximum length of time an agent can spend computing in a single game'), default=30)
+
+    options, otherjunk = parser.parse_args(argv)
+    if len(otherjunk) != 0:
+        raise Exception('Command line input not understood: ' + str(otherjunk))
+    args = dict()
+
+    # Fix the random seed
+    if options.fixRandomSeed: random.seed('cs188')
+
+    # Choose a layout
+    args['layout'] = layout.getLayout( options.layout )
+    if args['layout'] == None: raise Exception("The layout " + options.layout + " cannot be found")
+
+    # Choose a Pacman agent
+    noKeyboard = options.gameToReplay == None and (options.textGraphics or options.quietGraphics)
+    pacmanType = loadAgent(options.pacman, noKeyboard)
+    agentOpts = parseAgentArgs(options.agentArgs)
+    if options.numTraining > 0:
+        args['numTraining'] = options.numTraining
+        if 'numTraining' not in agentOpts: agentOpts['numTraining'] = options.numTraining
+    pacman = pacmanType(**agentOpts) # Instantiate Pacman with agentArgs
+    args['pacman'] = pacman
+
+    # Don't display training games
+    if 'numTrain' in agentOpts:
+        options.numQuiet = int(agentOpts['numTrain'])
+        options.numIgnore = int(agentOpts['numTrain'])
+
+    # Choose a ghost agent
+    ghostType = loadAgent(options.ghost, noKeyboard)
+    args['ghosts'] = [ghostType( i+1 ) for i in range( options.numGhosts )]
+
+    # Choose a display format
+    if options.quietGraphics:
+        import textDisplay
+        args['display'] = textDisplay.NullGraphics()
+    elif options.textGraphics:
+        import textDisplay
+        textDisplay.SLEEP_TIME = options.frameTime
+        args['display'] = textDisplay.PacmanGraphics()
+    else:
+        import graphicsDisplay
+        args['display'] = graphicsDisplay.PacmanGraphics(options.zoom, frameTime = options.frameTime)
+    args['numGames'] = options.numGames
+    args['record'] = options.record
+    args['catchExceptions'] = options.catchExceptions
+    args['timeout'] = options.timeout
+
+    # Special case: recorded games don't use the runGames method or args structure
+    if options.gameToReplay != None:
+        print('Replaying recorded game %s.' % options.gameToReplay)
+        import pickle
+        f = open(options.gameToReplay, 'rb')
+        try: recorded = pickle.load(f)
+        finally: f.close()
+        recorded['display'] = args['display']
+        replayGame(**recorded)
+        sys.exit(0)
+
+    return args
+
+def loadAgent(pacman, nographics):
+    # Looks through all pythonPath Directories for the right module,
+    pythonPathStr = os.path.expandvars("$PYTHONPATH")
+    if pythonPathStr.find(';') == -1:
+        pythonPathDirs = pythonPathStr.split(':')
+    else:
+        pythonPathDirs = pythonPathStr.split(';')
+    pythonPathDirs.append('.')
+
+    for moduleDir in pythonPathDirs:
+        if not os.path.isdir(moduleDir): continue
+        moduleNames = [f for f in os.listdir(moduleDir) if f.endswith('gents.py')]
+        for modulename in moduleNames:
+            try:
+                module = __import__(modulename[:-3])
+            except ImportError:
+                continue
+            if pacman in dir(module):
+                if nographics and modulename == 'keyboardAgents.py':
+                    raise Exception('Using the keyboard requires graphics (not text display)')
+                return getattr(module, pacman)
+    raise Exception('The agent ' + pacman + ' is not specified in any *Agents.py.')
+
+def replayGame( layout, actions, display ):
+    import pacmanAgents, ghostAgents
+    rules = ClassicGameRules()
+    agents = [pacmanAgents.GreedyAgent()] + [ghostAgents.RandomGhost(i+1) for i in range(layout.getNumGhosts())]
+    game = rules.newGame( layout, agents[0], agents[1:], display )
+    state = game.state
+    display.initialize(state.data)
+
+    for action in actions:
+            # Execute the action
+        state = state.generateSuccessor( *action )
+        # Change the display
+        display.update( state.data )
+        # Allow for game specific conditions (winning, losing, etc.)
+        rules.process(state, game)
+
+    display.finish()
+
+def runGames( layout, pacman, ghosts, display, numGames, record, numTraining = 0, catchExceptions=False, timeout=30 ):
+    import __main__
+    __main__.__dict__['_display'] = display
+
+    rules = ClassicGameRules(timeout)
+    games = []
+
+    for i in range( numGames ):
+        beQuiet = i < numTraining
+        if beQuiet:
+                # Suppress output and graphics
+            import textDisplay
+            gameDisplay = textDisplay.NullGraphics()
+            rules.quiet = True
+        else:
+            gameDisplay = display
+            rules.quiet = False
+        game = rules.newGame( layout, pacman, ghosts, gameDisplay, beQuiet, catchExceptions)
+        game.run()
+        if not beQuiet: games.append(game)
+
+        if record:
+            import time, pickle
+            fname = ('recorded-game-%d' % (i + 1)) +  '-'.join([str(t) for t in time.localtime()[1:6]])
+            f = open(fname, 'wb')
+            components = {'layout': layout, 'actions': game.moveHistory}
+            pickle.dump(components, f)
+            f.close()
+
+    if (numGames-numTraining) > 0:
+        scores = [game.state.getScore() for game in games]
+        wins = [game.state.isWin() for game in games]
+        winRate = wins.count(True)/ float(len(wins))
+        print('Average Score:', sum(scores) / float(len(scores)))
+        print('Scores:       ', ', '.join([str(score) for score in scores]))
+        print('Win Rate:      %d/%d (%.2f)' % (wins.count(True), len(wins), winRate))
+        print('Record:       ', ', '.join([ ['Loss', 'Win'][int(w)] for w in wins]))
+
+    return games
+
+if __name__ == '__main__':
+    """
+    The main function called when pacman.py is run
+    from the command line:
+
+    > python pacman.py
+
+    See the usage string for more details.
+
+    > python pacman.py --help
+    """
+    args = readCommand( sys.argv[1:] ) # Get game components based on input
+    runGames( **args )
+
+    # import cProfile
+    # cProfile.run("runGames( **args )")
+    pass
diff --git a/school/cpsc481/project2/src/pacmanAgents.py b/school/cpsc481/project2/src/pacmanAgents.py
new file mode 100644
index 0000000..ae97634
--- /dev/null
+++ b/school/cpsc481/project2/src/pacmanAgents.py
@@ -0,0 +1,52 @@
+# pacmanAgents.py
+# ---------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+from pacman import Directions
+from game import Agent
+import random
+import game
+import util
+
+class LeftTurnAgent(game.Agent):
+    "An agent that turns left at every opportunity"
+
+    def getAction(self, state):
+        legal = state.getLegalPacmanActions()
+        current = state.getPacmanState().configuration.direction
+        if current == Directions.STOP: current = Directions.NORTH
+        left = Directions.LEFT[current]
+        if left in legal: return left
+        if current in legal: return current
+        if Directions.RIGHT[current] in legal: return Directions.RIGHT[current]
+        if Directions.LEFT[left] in legal: return Directions.LEFT[left]
+        return Directions.STOP
+
+class GreedyAgent(Agent):
+    def __init__(self, evalFn="scoreEvaluation"):
+        self.evaluationFunction = util.lookup(evalFn, globals())
+        assert self.evaluationFunction != None
+
+    def getAction(self, state):
+        # Generate candidate actions
+        legal = state.getLegalPacmanActions()
+        if Directions.STOP in legal: legal.remove(Directions.STOP)
+
+        successors = [(state.generateSuccessor(0, action), action) for action in legal]
+        scored = [(self.evaluationFunction(state), action) for state, action in successors]
+        bestScore = max(scored)[0]
+        bestActions = [pair[1] for pair in scored if pair[0] == bestScore]
+        return random.choice(bestActions)
+
+def scoreEvaluation(state):
+    return state.getScore()
diff --git a/school/cpsc481/project2/src/projectParams.py b/school/cpsc481/project2/src/projectParams.py
new file mode 100644
index 0000000..dc3e9d1
--- /dev/null
+++ b/school/cpsc481/project2/src/projectParams.py
@@ -0,0 +1,18 @@
+# projectParams.py
+# ----------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+STUDENT_CODE_DEFAULT = 'searchAgents.py,search.py'
+PROJECT_TEST_CLASSES = 'searchTestClasses.py'
+PROJECT_NAME = 'Project 1: Search'
+BONUS_PIC = False
diff --git a/school/cpsc481/project2/src/search.py b/school/cpsc481/project2/src/search.py
new file mode 100644
index 0000000..f6a1fd0
--- /dev/null
+++ b/school/cpsc481/project2/src/search.py
@@ -0,0 +1,164 @@
+# search.py
+# ---------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+In search.py, you will implement generic search algorithms which are called by
+Pacman agents (in searchAgents.py).
+"""
+
+import util
+# user made functions
+
+
+class SearchProblem:
+    """
+    This class outlines the structure of a search problem, but doesn't implement
+    any of the methods (in object-oriented terminology: an abstract class).
+
+    You do not need to change anything in this class, ever.
+    """
+
+    def getStartState(self):
+        """
+        Returns the start state for the search problem.
+        """
+        util.raiseNotDefined()
+
+    def isGoalState(self, state):
+        """
+          state: Search state
+
+        Returns True if and only if the state is a valid goal state.
+        """
+        util.raiseNotDefined()
+
+    def getSuccessors(self, state):
+        """
+          state: Search state
+
+        For a given state, this should return a list of triples, (successor,
+        action, stepCost), where 'successor' is a successor to the current
+        state, 'action' is the action required to get there, and 'stepCost' is
+        the incremental cost of expanding to that successor.
+        """
+        util.raiseNotDefined()
+
+    def getCostOfActions(self, actions):
+        """
+         actions: A list of actions to take
+
+        This method returns the total cost of a particular sequence of actions.
+        The sequence must be composed of legal moves.
+        """
+        util.raiseNotDefined()
+
+
+def tinyMazeSearch(problem):
+    """
+    Returns a sequence of moves that solves tinyMaze.  For any other maze, the
+    sequence of moves will be incorrect, so only use this for tinyMaze.
+    """
+    from game import Directions
+    s = Directions.SOUTH
+    w = Directions.WEST
+    return  [s, s, w, s, w, w, s, w]
+
+def baseSearchFunction(problem, data_structure):
+    """
+    Since the implementation of a Depth First Search and Breadth First Search
+    are nearly identical, we can simply switch the date structure based on the
+    order we recieve our nodes; i.e. change the direction we pop, push nodes.
+    """
+    # The path that takes us from the start node to the destination
+    answer_path = [] 
+
+    # Set the open_nodes data structure as either a Stack (DFS) or Queue (BFS)
+    open_nodes = data_structure()
+
+    # Add the starting state and the empty list to our open nodes
+    open_nodes.push((problem.getStartState(), answer_path))
+
+    # Initialize closed nodes to contain nothing
+    closed_nodes = []
+
+    # While there is at least one item in our open_nodes
+    while(not open_nodes.isEmpty()):
+        
+        # Assign current_node and answer_path to an element from one side of the list
+        current_node, answer_path = open_nodes.pop()
+
+        # If our current node isn't closed
+        if(current_node not in closed_nodes):
+            
+            # Add the current node to the set of closed nodes
+            closed_nodes.append(current_node)
+
+            # If we're at the destination
+            if(problem.isGoalState(current_node)):
+                # Return the path we used to get here
+                return answer_path
+
+            # Set successors equal to the children of the current node
+            successors = problem.getSuccessors(current_node)
+
+            # For each successor
+            for state in successors:
+                
+                #Set the node, path equal to the node and path of the state (We're not concerned about the cost)
+                node, path, _ = state
+
+                #If the current node isn't in the set of closed nodes
+                if(node not in closed_nodes):
+                    
+                   # Add the node and path to the set of open nodes
+                   open_nodes.push((node, answer_path + [path]))
+
+    #Return the 'best' answer_path we could find; If we're returning here, we didn't find the destination
+    return answer_path
+
+def depthFirstSearch(problem):
+    """Search the deepest nodes in the search tree first."""
+
+    #Use a stack in order to perform a Depth First Search
+    return baseSearchFunction(problem, util.Stack)
+
+def breadthFirstSearch(problem):
+    """Search the shallowest nodes in the search tree first."""
+
+    #Use a Queue in order to perform a Breadth First Search
+    return baseSearchFunction(problem, util.Queue)
+
+def uniformCostSearch(problem):
+    """Search the node of least total cost first."""
+    "*** YOUR CODE HERE ***"
+    util.raiseNotDefined()
+
+def nullHeuristic(state, problem=None):
+    """
+    A heuristic function estimates the cost from the current state to the nearest
+    goal in the provided SearchProblem.  This heuristic is trivial.
+    """
+    return 0
+
+def aStarSearch(problem, heuristic=nullHeuristic):
+    """Search the node that has the lowest combined cost and heuristic first."""
+    "*** YOUR CODE HERE ***"
+    util.raiseNotDefined()
+
+
+# Abbreviations
+bfs = breadthFirstSearch
+dfs = depthFirstSearch
+astar = aStarSearch
+ucs = uniformCostSearch
diff --git a/school/cpsc481/project2/src/search.token b/school/cpsc481/project2/src/search.token
new file mode 100644
index 0000000..b6c0fe3
--- /dev/null
+++ b/school/cpsc481/project2/src/search.token
@@ -0,0 +1 @@
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
diff --git a/school/cpsc481/project2/src/searchAgents.py b/school/cpsc481/project2/src/searchAgents.py
new file mode 100644
index 0000000..3a91623
--- /dev/null
+++ b/school/cpsc481/project2/src/searchAgents.py
@@ -0,0 +1,542 @@
+# searchAgents.py
+# ---------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+"""
+This file contains all of the agents that can be selected to control Pacman.  To
+select an agent, use the '-p' option when running pacman.py.  Arguments can be
+passed to your agent using '-a'.  For example, to load a SearchAgent that uses
+depth first search (dfs), run the following command:
+
+> python pacman.py -p SearchAgent -a fn=depthFirstSearch
+
+Commands to invoke other search strategies can be found in the project
+description.
+
+Please only change the parts of the file you are asked to.  Look for the lines
+that say
+
+"*** YOUR CODE HERE ***"
+
+The parts you fill in start about 3/4 of the way down.  Follow the project
+description for details.
+
+Good luck and happy searching!
+"""
+
+from game import Directions
+from game import Agent
+from game import Actions
+import util
+import time
+import search
+
+class GoWestAgent(Agent):
+    "An agent that goes West until it can't."
+
+    def getAction(self, state):
+        "The agent receives a GameState (defined in pacman.py)."
+        if Directions.WEST in state.getLegalPacmanActions():
+            return Directions.WEST
+        else:
+            return Directions.STOP
+
+#######################################################
+# This portion is written for you, but will only work #
+#       after you fill in parts of search.py          #
+#######################################################
+
+class SearchAgent(Agent):
+    """
+    This very general search agent finds a path using a supplied search
+    algorithm for a supplied search problem, then returns actions to follow that
+    path.
+
+    As a default, this agent runs DFS on a PositionSearchProblem to find
+    location (1,1)
+
+    Options for fn include:
+      depthFirstSearch or dfs
+      breadthFirstSearch or bfs
+
+
+    Note: You should NOT change any code in SearchAgent
+    """
+
+    def __init__(self, fn='depthFirstSearch', prob='PositionSearchProblem', heuristic='nullHeuristic'):
+        # Warning: some advanced Python magic is employed below to find the right functions and problems
+
+        # Get the search function from the name and heuristic
+        if fn not in dir(search):
+            raise AttributeError(fn + ' is not a search function in search.py.')
+        func = getattr(search, fn)
+        if 'heuristic' not in func.__code__.co_varnames:
+            print('[SearchAgent] using function ' + fn)
+            self.searchFunction = func
+        else:
+            if heuristic in globals().keys():
+                heur = globals()[heuristic]
+            elif heuristic in dir(search):
+                heur = getattr(search, heuristic)
+            else:
+                raise AttributeError(heuristic + ' is not a function in searchAgents.py or search.py.')
+            print('[SearchAgent] using function %s and heuristic %s' % (fn, heuristic))
+            # Note: this bit of Python trickery combines the search algorithm and the heuristic
+            self.searchFunction = lambda x: func(x, heuristic=heur)
+
+        # Get the search problem type from the name
+        if prob not in globals().keys() or not prob.endswith('Problem'):
+            raise AttributeError(prob + ' is not a search problem type in SearchAgents.py.')
+        self.searchType = globals()[prob]
+        print('[SearchAgent] using problem type ' + prob)
+
+    def registerInitialState(self, state):
+        """
+        This is the first time that the agent sees the layout of the game
+        board. Here, we choose a path to the goal. In this phase, the agent
+        should compute the path to the goal and store it in a local variable.
+        All of the work is done in this method!
+
+        state: a GameState object (pacman.py)
+        """
+        if self.searchFunction == None: raise Exception("No search function provided for SearchAgent")
+        starttime = time.time()
+        problem = self.searchType(state) # Makes a new search problem
+        self.actions  = self.searchFunction(problem) # Find a path
+        totalCost = problem.getCostOfActions(self.actions)
+        print('Path found with total cost of %d in %.1f seconds' % (totalCost, time.time() - starttime))
+        if '_expanded' in dir(problem): print('Search nodes expanded: %d' % problem._expanded)
+
+    def getAction(self, state):
+        """
+        Returns the next action in the path chosen earlier (in
+        registerInitialState).  Return Directions.STOP if there is no further
+        action to take.
+
+        state: a GameState object (pacman.py)
+        """
+        if 'actionIndex' not in dir(self): self.actionIndex = 0
+        i = self.actionIndex
+        self.actionIndex += 1
+        if i < len(self.actions):
+            return self.actions[i]
+        else:
+            return Directions.STOP
+
+class PositionSearchProblem(search.SearchProblem):
+    """
+    A search problem defines the state space, start state, goal test, successor
+    function and cost function.  This search problem can be used to find paths
+    to a particular point on the pacman board.
+
+    The state space consists of (x,y) positions in a pacman game.
+
+    Note: this search problem is fully specified; you should NOT change it.
+    """
+
+    def __init__(self, gameState, costFn = lambda x: 1, goal=(1,1), start=None, warn=True, visualize=True):
+        """
+        Stores the start and goal.
+
+        gameState: A GameState object (pacman.py)
+        costFn: A function from a search state (tuple) to a non-negative number
+        goal: A position in the gameState
+        """
+        self.walls = gameState.getWalls()
+        self.startState = gameState.getPacmanPosition()
+        if start != None: self.startState = start
+        self.goal = goal
+        self.costFn = costFn
+        self.visualize = visualize
+        if warn and (gameState.getNumFood() != 1 or not gameState.hasFood(*goal)):
+            print('Warning: this does not look like a regular search maze')
+
+        # For display purposes
+        self._visited, self._visitedlist, self._expanded = {}, [], 0 # DO NOT CHANGE
+
+    def getStartState(self):
+        return self.startState
+
+    def isGoalState(self, state):
+        isGoal = state == self.goal
+
+        # For display purposes only
+        if isGoal and self.visualize:
+            self._visitedlist.append(state)
+            import __main__
+            if '_display' in dir(__main__):
+                if 'drawExpandedCells' in dir(__main__._display): #@UndefinedVariable
+                    __main__._display.drawExpandedCells(self._visitedlist) #@UndefinedVariable
+
+        return isGoal
+
+    def getSuccessors(self, state):
+        """
+        Returns successor states, the actions they require, and a cost of 1.
+
+         As noted in search.py:
+             For a given state, this should return a list of triples,
+         (successor, action, stepCost), where 'successor' is a
+         successor to the current state, 'action' is the action
+         required to get there, and 'stepCost' is the incremental
+         cost of expanding to that successor
+        """
+
+        successors = []
+        for action in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            x,y = state
+            dx, dy = Actions.directionToVector(action)
+            nextx, nexty = int(x + dx), int(y + dy)
+            if not self.walls[nextx][nexty]:
+                nextState = (nextx, nexty)
+                cost = self.costFn(nextState)
+                successors.append( ( nextState, action, cost) )
+
+        # Bookkeeping for display purposes
+        self._expanded += 1 # DO NOT CHANGE
+        if state not in self._visited:
+            self._visited[state] = True
+            self._visitedlist.append(state)
+
+        return successors
+
+    def getCostOfActions(self, actions):
+        """
+        Returns the cost of a particular sequence of actions. If those actions
+        include an illegal move, return 999999.
+        """
+        if actions == None: return 999999
+        x,y= self.getStartState()
+        cost = 0
+        for action in actions:
+            # Check figure out the next state and see whether its' legal
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]: return 999999
+            cost += self.costFn((x,y))
+        return cost
+
+class StayEastSearchAgent(SearchAgent):
+    """
+    An agent for position search with a cost function that penalizes being in
+    positions on the West side of the board.
+
+    The cost function for stepping into a position (x,y) is 1/2^x.
+    """
+    def __init__(self):
+        self.searchFunction = search.uniformCostSearch
+        costFn = lambda pos: .5 ** pos[0]
+        self.searchType = lambda state: PositionSearchProblem(state, costFn, (1, 1), None, False)
+
+class StayWestSearchAgent(SearchAgent):
+    """
+    An agent for position search with a cost function that penalizes being in
+    positions on the East side of the board.
+
+    The cost function for stepping into a position (x,y) is 2^x.
+    """
+    def __init__(self):
+        self.searchFunction = search.uniformCostSearch
+        costFn = lambda pos: 2 ** pos[0]
+        self.searchType = lambda state: PositionSearchProblem(state, costFn)
+
+def manhattanHeuristic(position, problem, info={}):
+    "The Manhattan distance heuristic for a PositionSearchProblem"
+    xy1 = position
+    xy2 = problem.goal
+    return abs(xy1[0] - xy2[0]) + abs(xy1[1] - xy2[1])
+
+def euclideanHeuristic(position, problem, info={}):
+    "The Euclidean distance heuristic for a PositionSearchProblem"
+    xy1 = position
+    xy2 = problem.goal
+    return ( (xy1[0] - xy2[0]) ** 2 + (xy1[1] - xy2[1]) ** 2 ) ** 0.5
+
+#####################################################
+# This portion is incomplete.  Time to write code!  #
+#####################################################
+
+class CornersProblem(search.SearchProblem):
+    """
+    This search problem finds paths through all four corners of a layout.
+
+    You must select a suitable state space and successor function
+    """
+
+    def __init__(self, startingGameState):
+        """
+        Stores the walls, pacman's starting position and corners.
+        """
+        self.walls = startingGameState.getWalls()
+        self.startingPosition = startingGameState.getPacmanPosition()
+        top, right = self.walls.height-2, self.walls.width-2
+        self.corners = ((1,1), (1,top), (right, 1), (right, top))
+        for corner in self.corners:
+            if not startingGameState.hasFood(*corner):
+                print('Warning: no food in corner ' + str(corner))
+        self._expanded = 0 # DO NOT CHANGE; Number of search nodes expanded
+        # Please add any code here which you would like to use
+        # in initializing the problem
+        "*** YOUR CODE HERE ***"
+
+    def getStartState(self):
+        """
+        Returns the start state (in your state space, not the full Pacman state
+        space)
+        """
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+    def isGoalState(self, state):
+        """
+        Returns whether this search state is a goal state of the problem.
+        """
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+    def getSuccessors(self, state):
+        """
+        Returns successor states, the actions they require, and a cost of 1.
+
+         As noted in search.py:
+            For a given state, this should return a list of triples, (successor,
+            action, stepCost), where 'successor' is a successor to the current
+            state, 'action' is the action required to get there, and 'stepCost'
+            is the incremental cost of expanding to that successor
+        """
+
+        successors = []
+        for action in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            # Add a successor state to the successor list if the action is legal
+            # Here's a code snippet for figuring out whether a new position hits a wall:
+            #   x,y = currentPosition
+            #   dx, dy = Actions.directionToVector(action)
+            #   nextx, nexty = int(x + dx), int(y + dy)
+            #   hitsWall = self.walls[nextx][nexty]
+
+            "*** YOUR CODE HERE ***"
+
+        self._expanded += 1 # DO NOT CHANGE
+        return successors
+
+    def getCostOfActions(self, actions):
+        """
+        Returns the cost of a particular sequence of actions.  If those actions
+        include an illegal move, return 999999.  This is implemented for you.
+        """
+        if actions == None: return 999999
+        x,y= self.startingPosition
+        for action in actions:
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]: return 999999
+        return len(actions)
+
+
+def cornersHeuristic(state, problem):
+    """
+    A heuristic for the CornersProblem that you defined.
+
+      state:   The current search state
+               (a data structure you chose in your search problem)
+
+      problem: The CornersProblem instance for this layout.
+
+    This function should always return a number that is a lower bound on the
+    shortest path from the state to a goal of the problem; i.e.  it should be
+    admissible (as well as consistent).
+    """
+    corners = problem.corners # These are the corner coordinates
+    walls = problem.walls # These are the walls of the maze, as a Grid (game.py)
+
+    "*** YOUR CODE HERE ***"
+    return 0 # Default to trivial solution
+
+class AStarCornersAgent(SearchAgent):
+    "A SearchAgent for FoodSearchProblem using A* and your foodHeuristic"
+    def __init__(self):
+        self.searchFunction = lambda prob: search.aStarSearch(prob, cornersHeuristic)
+        self.searchType = CornersProblem
+
+class FoodSearchProblem:
+    """
+    A search problem associated with finding the a path that collects all of the
+    food (dots) in a Pacman game.
+
+    A search state in this problem is a tuple ( pacmanPosition, foodGrid ) where
+      pacmanPosition: a tuple (x,y) of integers specifying Pacman's position
+      foodGrid:       a Grid (see game.py) of either True or False, specifying remaining food
+    """
+    def __init__(self, startingGameState):
+        self.start = (startingGameState.getPacmanPosition(), startingGameState.getFood())
+        self.walls = startingGameState.getWalls()
+        self.startingGameState = startingGameState
+        self._expanded = 0 # DO NOT CHANGE
+        self.heuristicInfo = {} # A dictionary for the heuristic to store information
+
+    def getStartState(self):
+        return self.start
+
+    def isGoalState(self, state):
+        return state[1].count() == 0
+
+    def getSuccessors(self, state):
+        "Returns successor states, the actions they require, and a cost of 1."
+        successors = []
+        self._expanded += 1 # DO NOT CHANGE
+        for direction in [Directions.NORTH, Directions.SOUTH, Directions.EAST, Directions.WEST]:
+            x,y = state[0]
+            dx, dy = Actions.directionToVector(direction)
+            nextx, nexty = int(x + dx), int(y + dy)
+            if not self.walls[nextx][nexty]:
+                nextFood = state[1].copy()
+                nextFood[nextx][nexty] = False
+                successors.append( ( ((nextx, nexty), nextFood), direction, 1) )
+        return successors
+
+    def getCostOfActions(self, actions):
+        """Returns the cost of a particular sequence of actions.  If those actions
+        include an illegal move, return 999999"""
+        x,y= self.getStartState()[0]
+        cost = 0
+        for action in actions:
+            # figure out the next state and see whether it's legal
+            dx, dy = Actions.directionToVector(action)
+            x, y = int(x + dx), int(y + dy)
+            if self.walls[x][y]:
+                return 999999
+            cost += 1
+        return cost
+
+class AStarFoodSearchAgent(SearchAgent):
+    "A SearchAgent for FoodSearchProblem using A* and your foodHeuristic"
+    def __init__(self):
+        self.searchFunction = lambda prob: search.aStarSearch(prob, foodHeuristic)
+        self.searchType = FoodSearchProblem
+
+def foodHeuristic(state, problem):
+    """
+    Your heuristic for the FoodSearchProblem goes here.
+
+    This heuristic must be consistent to ensure correctness.  First, try to come
+    up with an admissible heuristic; almost all admissible heuristics will be
+    consistent as well.
+
+    If using A* ever finds a solution that is worse uniform cost search finds,
+    your heuristic is *not* consistent, and probably not admissible!  On the
+    other hand, inadmissible or inconsistent heuristics may find optimal
+    solutions, so be careful.
+
+    The state is a tuple ( pacmanPosition, foodGrid ) where foodGrid is a Grid
+    (see game.py) of either True or False. You can call foodGrid.asList() to get
+    a list of food coordinates instead.
+
+    If you want access to info like walls, capsules, etc., you can query the
+    problem.  For example, problem.walls gives you a Grid of where the walls
+    are.
+
+    If you want to *store* information to be reused in other calls to the
+    heuristic, there is a dictionary called problem.heuristicInfo that you can
+    use. For example, if you only want to count the walls once and store that
+    value, try: problem.heuristicInfo['wallCount'] = problem.walls.count()
+    Subsequent calls to this heuristic can access
+    problem.heuristicInfo['wallCount']
+    """
+    position, foodGrid = state
+    "*** YOUR CODE HERE ***"
+    return 0
+
+class ClosestDotSearchAgent(SearchAgent):
+    "Search for all food using a sequence of searches"
+    def registerInitialState(self, state):
+        self.actions = []
+        currentState = state
+        while(currentState.getFood().count() > 0):
+            nextPathSegment = self.findPathToClosestDot(currentState) # The missing piece
+            self.actions += nextPathSegment
+            for action in nextPathSegment:
+                legal = currentState.getLegalActions()
+                if action not in legal:
+                    t = (str(action), str(currentState))
+                    raise Exception('findPathToClosestDot returned an illegal move: %s!\n%s' % t)
+                currentState = currentState.generateSuccessor(0, action)
+        self.actionIndex = 0
+        print('Path found with cost %d.' % len(self.actions))
+
+    def findPathToClosestDot(self, gameState):
+        """
+        Returns a path (a list of actions) to the closest dot, starting from
+        gameState.
+        """
+        # Here are some useful elements of the startState
+        startPosition = gameState.getPacmanPosition()
+        food = gameState.getFood()
+        walls = gameState.getWalls()
+        problem = AnyFoodSearchProblem(gameState)
+
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+class AnyFoodSearchProblem(PositionSearchProblem):
+    """
+    A search problem for finding a path to any food.
+
+    This search problem is just like the PositionSearchProblem, but has a
+    different goal test, which you need to fill in below.  The state space and
+    successor function do not need to be changed.
+
+    The class definition above, AnyFoodSearchProblem(PositionSearchProblem),
+    inherits the methods of the PositionSearchProblem.
+
+    You can use this search problem to help you fill in the findPathToClosestDot
+    method.
+    """
+
+    def __init__(self, gameState):
+        "Stores information from the gameState.  You don't need to change this."
+        # Store the food for later reference
+        self.food = gameState.getFood()
+
+        # Store info for the PositionSearchProblem (no need to change this)
+        self.walls = gameState.getWalls()
+        self.startState = gameState.getPacmanPosition()
+        self.costFn = lambda x: 1
+        self._visited, self._visitedlist, self._expanded = {}, [], 0 # DO NOT CHANGE
+
+    def isGoalState(self, state):
+        """
+        The state is Pacman's position. Fill this in with a goal test that will
+        complete the problem definition.
+        """
+        x,y = state
+
+        "*** YOUR CODE HERE ***"
+        util.raiseNotDefined()
+
+def mazeDistance(point1, point2, gameState):
+    """
+    Returns the maze distance between any two points, using the search functions
+    you have already built. The gameState can be any game state -- Pacman's
+    position in that state is ignored.
+
+    Example usage: mazeDistance( (2,4), (5,6), gameState)
+
+    This might be a useful helper function for your ApproximateSearchAgent.
+    """
+    x1, y1 = point1
+    x2, y2 = point2
+    walls = gameState.getWalls()
+    assert not walls[x1][y1], 'point1 is a wall: ' + str(point1)
+    assert not walls[x2][y2], 'point2 is a wall: ' + str(point2)
+    prob = PositionSearchProblem(gameState, start=point1, goal=point2, warn=False, visualize=False)
+    return len(search.bfs(prob))
diff --git a/school/cpsc481/project2/src/searchTestClasses.py b/school/cpsc481/project2/src/searchTestClasses.py
new file mode 100644
index 0000000..f2a01af
--- /dev/null
+++ b/school/cpsc481/project2/src/searchTestClasses.py
@@ -0,0 +1,823 @@
+# searchTestClasses.py
+# --------------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import re
+import testClasses
+import textwrap
+
+# import project specific code
+import layout
+import pacman
+from search import SearchProblem
+
+# helper function for printing solutions in solution files
+def wrap_solution(solution):
+    if type(solution) == type([]):
+        return '\n'.join(textwrap.wrap(' '.join(solution)))
+    else:
+        return str(solution)
+
+
+
+
+def followAction(state, action, problem):
+  for successor1, action1, cost1 in problem.getSuccessors(state):
+    if action == action1: return successor1
+  return None
+
+def followPath(path, problem):
+  state = problem.getStartState()
+  states = [state]
+  for action in path:
+    state = followAction(state, action, problem)
+    states.append(state)
+  return states
+
+def checkSolution(problem, path):
+  state = problem.getStartState()
+  for action in path:
+    state = followAction(state, action, problem)
+  return problem.isGoalState(state)
+
+# Search problem on a plain graph
+class GraphSearch(SearchProblem):
+
+    # Read in the state graph; define start/end states, edges and costs
+    def __init__(self, graph_text):
+        self.expanded_states = []
+        lines = graph_text.split('\n')
+        r = re.match('start_state:(.*)', lines[0])
+        if r == None:
+            print("Broken graph:")
+            print('"""%s"""' % graph_text)
+            raise Exception("GraphSearch graph specification start_state not found or incorrect on line 0")
+        self.start_state = r.group(1).strip()
+        r = re.match('goal_states:(.*)', lines[1])
+        if r == None:
+            print("Broken graph:")
+            print('"""%s"""' % graph_text)
+            raise Exception("GraphSearch graph specification goal_states not found or incorrect on line 1")
+        goals = r.group(1).split()
+        self.goals = [str.strip(g) for g in goals]
+        self.successors = {}
+        all_states = set()
+        self.orderedSuccessorTuples = []
+        for l in lines[2:]:
+            if len(l.split()) == 3:
+                start, action, next_state = l.split()
+                cost = 1
+            elif len(l.split()) == 4:
+                start, action, next_state, cost = l.split()
+            else:
+                print("Broken graph:")
+                print('"""%s"""' % graph_text)
+                raise Exception("Invalid line in GraphSearch graph specification on line:" + l)
+            cost = float(cost)
+            self.orderedSuccessorTuples.append((start, action, next_state, cost))
+            all_states.add(start)
+            all_states.add(next_state)
+            if start not in self.successors:
+                self.successors[start] = []
+            self.successors[start].append((next_state, action, cost))
+        for s in all_states:
+            if s not in self.successors:
+                self.successors[s] = []
+
+    # Get start state
+    def getStartState(self):
+        return self.start_state
+
+    # Check if a state is a goal state
+    def isGoalState(self, state):
+        return state in self.goals
+
+    # Get all successors of a state
+    def getSuccessors(self, state):
+        self.expanded_states.append(state)
+        return list(self.successors[state])
+
+    # Calculate total cost of a sequence of actions
+    def getCostOfActions(self, actions):
+        total_cost = 0
+        state = self.start_state
+        for a in actions:
+            successors = self.successors[state]
+            match = False
+            for (next_state, action, cost) in successors:
+                if a == action:
+                    state = next_state
+                    total_cost += cost
+                    match = True
+            if not match:
+                print('invalid action sequence')
+                sys.exit(1)
+        return total_cost
+
+    # Return a list of all states on which 'getSuccessors' was called
+    def getExpandedStates(self):
+        return self.expanded_states
+
+    def __str__(self):
+        print(self.successors)
+        edges = ["%s %s %s %s" % t for t in self.orderedSuccessorTuples]
+        return \
+"""start_state: %s
+goal_states: %s
+%s""" % (self.start_state, " ".join(self.goals), "\n".join(edges))
+
+
+
+def parseHeuristic(heuristicText):
+    heuristic = {}
+    for line in heuristicText.split('\n'):
+        tokens = line.split()
+        if len(tokens) != 2:
+            print("Broken heuristic:")
+            print('"""%s"""' % heuristicText)
+            raise Exception("GraphSearch heuristic specification broken at tokens:" + str(tokens))
+        state, h = tokens
+        heuristic[state] = float(h)
+
+    def graphHeuristic(state, problem=None):
+        if state in heuristic:
+            return heuristic[state]
+        else:
+            import pprint
+            pp = pprint.PrettyPrinter(indent=4)
+            print("Heuristic:")
+            pp.pprint(heuristic)
+            raise Exception("Graph heuristic called with invalid state: " + str(state))
+
+    return graphHeuristic
+
+
+class GraphSearchTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(GraphSearchTest, self).__init__(question, testDict)
+        self.graph_text = testDict['graph']
+        self.alg = testDict['algorithm']
+        self.diagram = testDict['diagram']
+        self.exactExpansionOrder = testDict.get('exactExpansionOrder', 'True').lower() == "true"
+        if 'heuristic' in testDict:
+            self.heuristic = parseHeuristic(testDict['heuristic'])
+        else:
+            self.heuristic = None
+
+    # Note that the return type of this function is a tripple:
+    # (solution, expanded states, error message)
+    def getSolInfo(self, search):
+        alg = getattr(search, self.alg)
+        problem = GraphSearch(self.graph_text)
+        if self.heuristic != None:
+            solution = alg(problem, self.heuristic)
+        else:
+            solution = alg(problem)
+
+        if type(solution) != type([]):
+            return None, None, 'The result of %s must be a list. (Instead, it is %s)' % (self.alg, type(solution))
+
+        return solution, problem.getExpandedStates(), None
+
+    # Run student code.  If an error message is returned, print error and return false.
+    # If a good solution is returned, printn the solution and return true; otherwise,
+    # print both the correct and student's solution and return false.
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_solution = [str.split(solutionDict['solution']), str.split(solutionDict['rev_solution'])]
+        gold_expanded_states = [str.split(solutionDict['expanded_states']), str.split(solutionDict['rev_expanded_states'])]
+
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\t%s' % error)
+            return False
+
+        if solution in gold_solution and (not self.exactExpansionOrder or expanded_states in gold_expanded_states):
+            grades.addMessage('PASS: %s' % self.path)
+            grades.addMessage('\tsolution:\t\t%s' % solution)
+            grades.addMessage('\texpanded_states:\t%s' % expanded_states)
+            return True
+        else:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tgraph:')
+            for line in self.diagram.split('\n'):
+                grades.addMessage('\t    %s' % (line,))
+            grades.addMessage('\tstudent solution:\t\t%s' % solution)
+            grades.addMessage('\tstudent expanded_states:\t%s' % expanded_states)
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution:\t\t%s' % gold_solution[0])
+            grades.addMessage('\tcorrect expanded_states:\t%s' % gold_expanded_states[0])
+            grades.addMessage('\tcorrect rev_solution:\t\t%s' % gold_solution[1])
+            grades.addMessage('\tcorrect rev_expanded_states:\t%s' % gold_expanded_states[1])
+            return False
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# This solution is designed to support both right-to-left\n')
+        handle.write('# and left-to-right implementations.\n')
+
+        # write forward solution
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('solution: "%s"\n' % ' '.join(solution))
+        handle.write('expanded_states: "%s"\n' % ' '.join(expanded_states))
+
+        # reverse and write backwards solution
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        solution, expanded_states, error = self.getSolInfo(search)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('rev_solution: "%s"\n' % ' '.join(solution))
+        handle.write('rev_expanded_states: "%s"\n' % ' '.join(expanded_states))
+
+        # clean up
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        handle.close()
+        return True
+
+
+
+class PacmanSearchTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(PacmanSearchTest, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+        self.alg = testDict['algorithm']
+        self.layoutName = testDict['layoutName']
+
+        # TODO: sensible to have defaults like this?
+        self.leewayFactor = float(testDict.get('leewayFactor', '1'))
+        self.costFn = eval(testDict.get('costFn', 'None'))
+        self.searchProblemClassName = testDict.get('searchProblemClass', 'PositionSearchProblem')
+        self.heuristicName = testDict.get('heuristic', None)
+
+
+    def getSolInfo(self, search, searchAgents):
+        alg = getattr(search, self.alg)
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problemOptions = {}
+        if self.costFn != None:
+            problemOptions['costFn'] = self.costFn
+        problem = problemClass(start_state, **problemOptions)
+        heuristic = getattr(searchAgents, self.heuristicName) if self.heuristicName != None else None
+
+        if heuristic != None:
+            solution = alg(problem, heuristic)
+        else:
+            solution = alg(problem)
+
+        if type(solution) != type([]):
+            return None, None, 'The result of %s must be a list. (Instead, it is %s)' % (self.alg, type(solution))
+
+        from game import Directions
+        dirs = Directions.LEFT.keys()
+        if [el in dirs for el in solution].count(False) != 0:
+            return None, None, 'Output of %s must be a list of actions from game.Directions' % self.alg
+
+        expanded = problem._expanded
+        return solution, expanded, None
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_solution = [str.split(solutionDict['solution']), str.split(solutionDict['rev_solution'])]
+        gold_expanded = max(int(solutionDict['expanded_nodes']), int(solutionDict['rev_expanded_nodes']))
+
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('%s' % error)
+            return False
+
+        # FIXME: do we want to standardize test output format?
+
+        if solution not in gold_solution:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Solution not correct.')
+            grades.addMessage('\tstudent solution length: %s' % len(solution))
+            grades.addMessage('\tstudent solution:\n%s' % wrap_solution(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length: %s' % len(gold_solution[0]))
+            grades.addMessage('\tcorrect (reversed) solution length: %s' % len(gold_solution[1]))
+            grades.addMessage('\tcorrect solution:\n%s' % wrap_solution(gold_solution[0]))
+            grades.addMessage('\tcorrect (reversed) solution:\n%s' % wrap_solution(gold_solution[1]))
+            return False
+
+        if expanded > self.leewayFactor * gold_expanded and expanded > gold_expanded + 1:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Too many node expanded; are you expanding nodes twice?')
+            grades.addMessage('\tstudent nodes expanded: %s' % expanded)
+            grades.addMessage('')
+            grades.addMessage('\tcorrect nodes expanded: %s (leewayFactor %s)' % (gold_expanded, self.leewayFactor))
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length: %s' % len(solution))
+        grades.addMessage('\tnodes expanded:\t\t%s' % expanded)
+        return True
+
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# This solution is designed to support both right-to-left\n')
+        handle.write('# and left-to-right implementations.\n')
+        handle.write('# Number of nodes expanded must be with a factor of %s of the numbers below.\n' % self.leewayFactor)
+
+        # write forward solution
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('solution: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('expanded_nodes: "%s"\n' % expanded)
+
+        # write backward solution
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        solution, expanded, error = self.getSolInfo(search, searchAgents)
+        if error != None: raise Exception("Error in solution code: %s" % error)
+        handle.write('rev_solution: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('rev_expanded_nodes: "%s"\n' % expanded)
+
+        # clean up
+        search.REVERSE_PUSH = not search.REVERSE_PUSH
+        handle.close()
+        return True
+
+
+from game import Actions
+def getStatesFromPath(start, path):
+    "Returns the list of states visited along the path"
+    vis = [start]
+    curr = start
+    for a in path:
+        x,y = curr
+        dx, dy = Actions.directionToVector(a)
+        curr = (int(x + dx), int(y + dy))
+        vis.append(curr)
+    return vis
+
+class CornerProblemTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerProblemTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+
+    def solution(self, search, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(gameState)
+        path = search.bfs(problem)
+
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        visited = getStatesFromPath(gameState.getPacmanPosition(), path)
+        top, right = gameState.getWalls().height-2, gameState.getWalls().width-2
+        missedCorners = [p for p in ((1,1), (1,top), (right, 1), (right, top)) if p not in visited]
+
+        return path, missedCorners
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_length = int(solutionDict['solution_length'])
+        solution, missedCorners = self.solution(search, searchAgents)
+
+        if type(solution) != type([]):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('The result must be a list. (Instead, it is %s)' % type(solution))
+            return False
+
+        if len(missedCorners) != 0:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Corners missed: %s' % missedCorners)
+            return False
+
+        if len(solution) != gold_length:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Optimal solution not found.')
+            grades.addMessage('\tstudent solution length:\n%s' % len(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length:\n%s' % gold_length)
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length:\t\t%s' % len(solution))
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName)
+        print(self.layoutText)
+
+        path, _ = self.solution(search, searchAgents)
+        length = len(path)
+        print("Problem solved")
+
+        handle.write('solution_length: "%s"\n' % length)
+        handle.close()
+
+
+
+
+# template = """class: "HeuristicTest"
+#
+# heuristic: "foodHeuristic"
+# searchProblemClass: "FoodSearchProblem"
+# layoutName: "Test %s"
+# layout: \"\"\"
+# %s
+# \"\"\"
+# """
+#
+# for i, (_, _, l) in enumerate(doneTests + foodTests):
+#     f = open("food_heuristic_%s.test" % (i+1), "w")
+#     f.write(template % (i+1, "\n".join(l)))
+#     f.close()
+
+class HeuristicTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(HeuristicTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+        self.searchProblemClassName = testDict['searchProblemClass']
+        self.heuristicName = testDict['heuristic']
+
+    def setupProblem(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problem = problemClass(gameState)
+        state = problem.getStartState()
+        heuristic = getattr(searchAgents, self.heuristicName)
+
+        return problem, state, heuristic
+
+    def checkHeuristic(self, heuristic, problem, state, solutionCost):
+        h0 = heuristic(state, problem)
+
+        if solutionCost == 0:
+            if h0 == 0:
+                return True, ''
+            else:
+                return False, 'Heuristic failed H(goal) == 0 test'
+
+        if h0 < 0:
+            return False, 'Heuristic failed H >= 0 test'
+        if not h0 > 0:
+            return False, 'Heuristic failed non-triviality test'
+        if not h0 <= solutionCost:
+            return False, 'Heuristic failed admissibility test'
+
+        for succ, action, stepCost in problem.getSuccessors(state):
+            h1 = heuristic(succ, problem)
+            if h1 < 0: return False, 'Heuristic failed H >= 0 test'
+            if h0 - h1 > stepCost: return False, 'Heuristic failed consistency test'
+
+        return True, ''
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        solutionCost = int(solutionDict['solution_cost'])
+        problem, state, heuristic = self.setupProblem(searchAgents)
+
+        passed, message = self.checkHeuristic(heuristic, problem, state, solutionCost)
+
+        if not passed:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('%s' % message)
+            return False
+        else:
+            grades.addMessage('PASS: %s' % self.path)
+            return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName, self.heuristicName)
+        print(self.layoutText)
+        problem, _, heuristic = self.setupProblem(searchAgents)
+        path = search.astar(problem, heuristic)
+        cost = problem.getCostOfActions(path)
+        print("Problem solved")
+
+        handle.write('solution_cost: "%s"\n' % cost)
+        handle.close()
+        return True
+
+
+
+
+
+
+class HeuristicGrade(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(HeuristicGrade, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+        self.searchProblemClassName = testDict['searchProblemClass']
+        self.heuristicName = testDict['heuristic']
+        self.basePoints = int(testDict['basePoints'])
+        self.thresholds = [int(t) for t in testDict['gradingThresholds'].split()]
+
+    def setupProblem(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        problemClass = getattr(searchAgents, self.searchProblemClassName)
+        problem = problemClass(gameState)
+        state = problem.getStartState()
+        heuristic = getattr(searchAgents, self.heuristicName)
+
+        return problem, state, heuristic
+
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        problem, _, heuristic = self.setupProblem(searchAgents)
+
+        path = search.astar(problem, heuristic)
+
+        expanded = problem._expanded
+
+        if not checkSolution(problem, path):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tReturned path is not a solution.')
+            grades.addMessage('\tpath returned by astar: %s' % expanded)
+            return False
+
+        grades.addPoints(self.basePoints)
+        points = 0
+        for threshold in self.thresholds:
+            if expanded <= threshold:
+                points += 1
+        grades.addPoints(points)
+        if points >= len(self.thresholds):
+            grades.addMessage('PASS: %s' % self.path)
+        else:
+            grades.addMessage('FAIL: %s' % self.path)
+        grades.addMessage('\texpanded nodes: %s' % expanded)
+        grades.addMessage('\tthresholds: %s' % self.thresholds)
+
+        return True
+
+
+    def writeSolution(self, moduleDict, filePath):
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+        handle.write('# File intentionally blank.\n')
+        handle.close()
+        return True
+
+
+
+
+
+# template = """class: "ClosestDotTest"
+#
+# layoutName: "Test %s"
+# layout: \"\"\"
+# %s
+# \"\"\"
+# """
+#
+# for i, (_, _, l) in enumerate(foodTests):
+#     f = open("closest_dot_%s.test" % (i+1), "w")
+#     f.write(template % (i+1, "\n".join(l)))
+#     f.close()
+
+class ClosestDotTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(ClosestDotTest, self).__init__(question, testDict)
+        self.layoutText = testDict['layout']
+        self.layoutName = testDict['layoutName']
+
+    def solution(self, searchAgents):
+        lay = layout.Layout([l.strip() for l in self.layoutText.split('\n')])
+        gameState = pacman.GameState()
+        gameState.initialize(lay, 0)
+        path = searchAgents.ClosestDotSearchAgent().findPathToClosestDot(gameState)
+        return path
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        gold_length = int(solutionDict['solution_length'])
+        solution = self.solution(searchAgents)
+
+        if type(solution) != type([]):
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('\tThe result must be a list. (Instead, it is %s)' % type(solution))
+            return False
+
+        if len(solution) != gold_length:
+            grades.addMessage('FAIL: %s' % self.path)
+            grades.addMessage('Closest dot not found.')
+            grades.addMessage('\tstudent solution length:\n%s' % len(solution))
+            grades.addMessage('')
+            grades.addMessage('\tcorrect solution length:\n%s' % gold_length)
+            return False
+
+        grades.addMessage('PASS: %s' % self.path)
+        grades.addMessage('\tpacman layout:\t\t%s' % self.layoutName)
+        grades.addMessage('\tsolution length:\t\t%s' % len(solution))
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # open file and write comments
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        print("Solving problem", self.layoutName)
+        print(self.layoutText)
+
+        length = len(self.solution(searchAgents))
+        print("Problem solved")
+
+        handle.write('solution_length: "%s"\n' % length)
+        handle.close()
+        return True
+
+
+
+
+class CornerHeuristicSanity(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerHeuristicSanity, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        game_state = pacman.GameState()
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        game_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(game_state)
+        start_state = problem.getStartState()
+        h0 = searchAgents.cornersHeuristic(start_state, problem)
+        succs = problem.getSuccessors(start_state)
+        # cornerConsistencyA
+        for succ in succs:
+            h1 = searchAgents.cornersHeuristic(succ[0], problem)
+            if h0 - h1 > 1:
+                grades.addMessage('FAIL: inconsistent heuristic')
+                return False
+        heuristic_cost = searchAgents.cornersHeuristic(start_state, problem)
+        true_cost = float(solutionDict['cost'])
+        # cornerNontrivial
+        if heuristic_cost == 0:
+            grades.addMessage('FAIL: must use non-trivial heuristic')
+            return False
+        # cornerAdmissible
+        if heuristic_cost > true_cost:
+            grades.addMessage('FAIL: Inadmissible heuristic')
+            return False
+        path = solutionDict['path'].split()
+        states = followPath(path, problem)
+        heuristics = []
+        for state in states:
+            heuristics.append(searchAgents.cornersHeuristic(state, problem))
+        for i in range(0, len(heuristics) - 1):
+            h0 = heuristics[i]
+            h1 = heuristics[i+1]
+            # cornerConsistencyB
+            if h0 - h1 > 1:
+                grades.addMessage('FAIL: inconsistent heuristic')
+                return False
+            # cornerPosH
+            if h0 < 0 or h1 <0:
+                grades.addMessage('FAIL: non-positive heuristic')
+                return False
+        # cornerGoalH
+        if heuristics[len(heuristics) - 1] != 0:
+            grades.addMessage('FAIL: heuristic non-zero at goal')
+            return False
+        grades.addMessage('PASS: heuristic value less than true cost at start state')
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # write comment
+        handle = open(filePath, 'w')
+        handle.write('# In order for a heuristic to be admissible, the value\n')
+        handle.write('# of the heuristic must be less at each state than the\n')
+        handle.write('# true cost of the optimal path from that state to a goal.\n')
+
+        # solve problem and write solution
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(start_state)
+        solution = search.astar(problem, searchAgents.cornersHeuristic)
+        handle.write('cost: "%d"\n' % len(solution))
+        handle.write('path: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.close()
+        return True
+
+
+
+class CornerHeuristicPacman(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(CornerHeuristicPacman, self).__init__(question, testDict)
+        self.layout_text = testDict['layout']
+
+    def execute(self, grades, moduleDict, solutionDict):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        total = 0
+        true_cost = float(solutionDict['cost'])
+        thresholds = [int(x) for x in solutionDict['thresholds'].split()]
+        game_state = pacman.GameState()
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        game_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(game_state)
+        start_state = problem.getStartState()
+        if searchAgents.cornersHeuristic(start_state, problem) > true_cost:
+            grades.addMessage('FAIL: Inadmissible heuristic')
+            return False
+        path = search.astar(problem, searchAgents.cornersHeuristic)
+        print("path:", path)
+        print("path length:", len(path))
+        cost = problem.getCostOfActions(path)
+        if cost > true_cost:
+            grades.addMessage('FAIL: Inconsistent heuristic')
+            return False
+        expanded = problem._expanded
+        points = 0
+        for threshold in thresholds:
+            if expanded <= threshold:
+                points += 1
+        grades.addPoints(points)
+        if points >= len(thresholds):
+            grades.addMessage('PASS: Heuristic resulted in expansion of %d nodes' % expanded)
+        else:
+            grades.addMessage('FAIL: Heuristic resulted in expansion of %d nodes' % expanded)
+        return True
+
+    def writeSolution(self, moduleDict, filePath):
+        search = moduleDict['search']
+        searchAgents = moduleDict['searchAgents']
+        # write comment
+        handle = open(filePath, 'w')
+        handle.write('# This solution file specifies the length of the optimal path\n')
+        handle.write('# as well as the thresholds on number of nodes expanded to be\n')
+        handle.write('# used in scoring.\n')
+
+        # solve problem and write solution
+        lay = layout.Layout([l.strip() for l in self.layout_text.split('\n')])
+        start_state = pacman.GameState()
+        start_state.initialize(lay, 0)
+        problem = searchAgents.CornersProblem(start_state)
+        solution = search.astar(problem, searchAgents.cornersHeuristic)
+        handle.write('cost: "%d"\n' % len(solution))
+        handle.write('path: """\n%s\n"""\n' % wrap_solution(solution))
+        handle.write('thresholds: "2000 1600 1200"\n')
+        handle.close()
+        return True
+
diff --git a/school/cpsc481/project2/src/submission_autograder.py b/school/cpsc481/project2/src/submission_autograder.py
new file mode 100644
index 0000000..f1cd264
--- /dev/null
+++ b/school/cpsc481/project2/src/submission_autograder.py
@@ -0,0 +1,30 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+from __future__ import print_function
+from codecs import open
+import os, ssl
+if (not os.environ.get('PYTHONHTTPSVERIFY', '') and getattr(ssl, '_create_unverified_context', None)):
+    ssl._create_default_https_context = ssl._create_unverified_context
+
+"""
+CS 188 Local Submission Autograder
+Written by the CS 188 Staff
+
+==============================================================================
+   _____ _              _ 
+  / ____| |            | |
+ | (___ | |_ ___  _ __ | |
+  \___ \| __/ _ \| '_ \| |
+  ____) | || (_) | |_) |_|
+ |_____/ \__\___/| .__/(_)
+                 | |      
+                 |_|      
+
+Modifying or tampering with this file is a violation of course policy.
+If you're having trouble running the autograder, please contact the staff.
+==============================================================================
+"""
+import bz2, base64
+exec(bz2.decompress(base64.b64decode('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')))
+
diff --git a/school/cpsc481/project2/src/testClasses.py b/school/cpsc481/project2/src/testClasses.py
new file mode 100644
index 0000000..39ee87c
--- /dev/null
+++ b/school/cpsc481/project2/src/testClasses.py
@@ -0,0 +1,206 @@
+# testClasses.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# import modules from python standard library
+import inspect
+import re
+import sys
+
+
+# Class which models a question in a project.  Note that questions have a
+# maximum number of points they are worth, and are composed of a series of
+# test cases
+class Question(object):
+
+    def raiseNotDefined(self):
+        print('Method not implemented: %s' % inspect.stack()[1][3])
+        sys.exit(1)
+
+    def __init__(self, questionDict, display):
+        self.maxPoints = int(questionDict['max_points'])
+        self.testCases = []
+        self.display = display
+
+    def getDisplay(self):
+        return self.display
+
+    def getMaxPoints(self):
+        return self.maxPoints
+
+    # Note that 'thunk' must be a function which accepts a single argument,
+    # namely a 'grading' object
+    def addTestCase(self, testCase, thunk):
+        self.testCases.append((testCase, thunk))
+
+    def execute(self, grades):
+        self.raiseNotDefined()
+
+# Question in which all test cases must be passed in order to receive credit
+class PassAllTestsQuestion(Question):
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        testsFailed = False
+        grades.assignZeroCredit()
+        for _, f in self.testCases:
+            if not f(grades):
+                testsFailed = True
+        if testsFailed:
+            grades.fail("Tests failed.")
+        else:
+            grades.assignFullCredit()
+
+class ExtraCreditPassAllTestsQuestion(Question):
+    def __init__(self, questionDict, display):
+        Question.__init__(self, questionDict, display)
+        self.extraPoints = int(questionDict['extra_points'])
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        testsFailed = False
+        grades.assignZeroCredit()
+        for _, f in self.testCases:
+            if not f(grades):
+                testsFailed = True
+        if testsFailed:
+            grades.fail("Tests failed.")
+        else:
+            grades.assignFullCredit()
+            grades.addPoints(self.extraPoints)
+
+# Question in which predict credit is given for test cases with a ``points'' property.
+# All other tests are mandatory and must be passed.
+class HackedPartialCreditQuestion(Question):
+
+    def execute(self, grades):
+        # TODO: is this the right way to use grades?  The autograder doesn't seem to use it.
+        grades.assignZeroCredit()
+
+        points = 0
+        passed = True
+        for testCase, f in self.testCases:
+            testResult = f(grades)
+            if "points" in testCase.testDict:
+                if testResult: points += float(testCase.testDict["points"])
+            else:
+                passed = passed and testResult
+
+        ## FIXME: Below terrible hack to match q3's logic
+        if int(points) == self.maxPoints and not passed:
+            grades.assignZeroCredit()
+        else:
+            grades.addPoints(int(points))
+
+
+class Q6PartialCreditQuestion(Question):
+    """Fails any test which returns False, otherwise doesn't effect the grades object.
+    Partial credit tests will add the required points."""
+
+    def execute(self, grades):
+        grades.assignZeroCredit()
+
+        results = []
+        for _, f in self.testCases:
+            results.append(f(grades))
+        if False in results:
+            grades.assignZeroCredit()
+
+class PartialCreditQuestion(Question):
+    """Fails any test which returns False, otherwise doesn't effect the grades object.
+    Partial credit tests will add the required points."""
+
+    def execute(self, grades):
+        grades.assignZeroCredit()
+
+        for _, f in self.testCases:
+            if not f(grades):
+                grades.assignZeroCredit()
+                grades.fail("Tests failed.")
+                return False
+
+
+
+class NumberPassedQuestion(Question):
+    """Grade is the number of test cases passed."""
+
+    def execute(self, grades):
+        grades.addPoints([f(grades) for _, f in self.testCases].count(True))
+
+
+
+
+
+# Template modeling a generic test case
+class TestCase(object):
+
+    def raiseNotDefined(self):
+        print('Method not implemented: %s' % inspect.stack()[1][3])
+        sys.exit(1)
+
+    def getPath(self):
+        return self.path
+
+    def __init__(self, question, testDict):
+        self.question = question
+        self.testDict = testDict
+        self.path = testDict['path']
+        self.messages = []
+
+    def __str__(self):
+        self.raiseNotDefined()
+
+    def execute(self, grades, moduleDict, solutionDict):
+        self.raiseNotDefined()
+
+    def writeSolution(self, moduleDict, filePath):
+        self.raiseNotDefined()
+        return True
+
+    # Tests should call the following messages for grading
+    # to ensure a uniform format for test output.
+    #
+    # TODO: this is hairy, but we need to fix grading.py's interface
+    # to get a nice hierarchical project - question - test structure,
+    # then these should be moved into Question proper.
+    def testPass(self, grades):
+        grades.addMessage('PASS: %s' % (self.path,))
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+        return True
+
+    def testFail(self, grades):
+        grades.addMessage('FAIL: %s' % (self.path,))
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+        return False
+
+    # This should really be question level?
+    #
+    def testPartial(self, grades, points, maxPoints):
+        grades.addPoints(points)
+        extraCredit = max(0, points - maxPoints)
+        regularCredit = points - extraCredit
+
+        grades.addMessage('%s: %s (%s of %s points)' % ("PASS" if points >= maxPoints else "FAIL", self.path, regularCredit, maxPoints))
+        if extraCredit > 0:
+            grades.addMessage('EXTRA CREDIT: %s points' % (extraCredit,))
+
+        for line in self.messages:
+            grades.addMessage('    %s' % (line,))
+
+        return True
+
+    def addMessage(self, message):
+        self.messages.extend(message.split('\n'))
+
diff --git a/school/cpsc481/project2/src/testParser.py b/school/cpsc481/project2/src/testParser.py
new file mode 100644
index 0000000..17f3485
--- /dev/null
+++ b/school/cpsc481/project2/src/testParser.py
@@ -0,0 +1,85 @@
+# testParser.py
+# -------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import re
+import sys
+
+class TestParser(object):
+
+    def __init__(self, path):
+        # save the path to the test file
+        self.path = path
+
+    def removeComments(self, rawlines):
+        # remove any portion of a line following a '#' symbol
+        fixed_lines = []
+        for l in rawlines:
+            idx = l.find('#')
+            if idx == -1:
+                fixed_lines.append(l)
+            else:
+                fixed_lines.append(l[0:idx])
+        return '\n'.join(fixed_lines)
+
+    def parse(self):
+        # read in the test case and remove comments
+        test = {}
+        with open(self.path) as handle:
+            raw_lines = handle.read().split('\n')
+
+        test_text = self.removeComments(raw_lines)
+        test['__raw_lines__'] = raw_lines
+        test['path'] = self.path
+        test['__emit__'] = []
+        lines = test_text.split('\n')
+        i = 0
+        # read a property in each loop cycle
+        while(i < len(lines)):
+            # skip blank lines
+            if re.match('\A\s*\Z', lines[i]):
+                test['__emit__'].append(("raw", raw_lines[i]))
+                i += 1
+                continue
+            m = re.match('\A([^"]*?):\s*"([^"]*)"\s*\Z', lines[i])
+            if m:
+                test[m.group(1)] = m.group(2)
+                test['__emit__'].append(("oneline", m.group(1)))
+                i += 1
+                continue
+            m = re.match('\A([^"]*?):\s*"""\s*\Z', lines[i])
+            if m:
+                msg = []
+                i += 1
+                while(not re.match('\A\s*"""\s*\Z', lines[i])):
+                    msg.append(raw_lines[i])
+                    i += 1
+                test[m.group(1)] = '\n'.join(msg)
+                test['__emit__'].append(("multiline", m.group(1)))
+                i += 1
+                continue
+            print('error parsing test file: %s' % self.path)
+            sys.exit(1)
+        return test
+
+
+def emitTestDict(testDict, handle):
+    for kind, data in testDict['__emit__']:
+        if kind == "raw":
+            handle.write(data + "\n")
+        elif kind == "oneline":
+            handle.write('%s: "%s"\n' % (data, testDict[data]))
+        elif kind == "multiline":
+            handle.write('%s: """\n%s\n"""\n' % (data, testDict[data]))
+        else:
+            raise Exception("Bad __emit__")
diff --git a/school/cpsc481/project2/src/test_cases/CONFIG b/school/cpsc481/project2/src/test_cases/CONFIG
new file mode 100644
index 0000000..dbed66b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/CONFIG
@@ -0,0 +1 @@
+order: "q1 q2 q3 q4 q5 q6 q7 q8"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q1/CONFIG b/school/cpsc481/project2/src/test_cases/q1/CONFIG
new file mode 100644
index 0000000..ad7e38a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/CONFIG
@@ -0,0 +1,2 @@
+max_points: "3"
+class: "PassAllTestsQuestion"
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.solution b/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.solution
new file mode 100644
index 0000000..c52850c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A D C"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.test b/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.test
new file mode 100644
index 0000000..05640a0
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.solution b/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..0680f92
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "2:A->D 0:D->G"
+expanded_states: "A D"
+rev_solution: "0:A->B 0:B->D 0:D->G"
+rev_expanded_states: "A B D"
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.test b/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..155e1fe
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_infinite.solution b/school/cpsc481/project2/src/test_cases/q1/graph_infinite.solution
new file mode 100644
index 0000000..82203ee
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_infinite.test b/school/cpsc481/project2/src/test_cases/q1/graph_infinite.test
new file mode 100644
index 0000000..692ac05
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.solution b/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.solution
new file mode 100644
index 0000000..34b5a82
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q1/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "2:A->B2 0:B2->C 0:C->D 2:D->E2 0:E2->F 0:F->G"
+expanded_states: "A B2 C D E2 F"
+rev_solution: "0:A->B1 0:B1->C 0:C->D 0:D->E1 0:E1->F 0:F->G"
+rev_expanded_states: "A B1 C D E1 F"
diff --git a/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.test b/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.test
new file mode 100644
index 0000000..953c4eb
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "depthFirstSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q1/pacman_1.solution b/school/cpsc481/project2/src/test_cases/q1/pacman_1.solution
new file mode 100644
index 0000000..82a670c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/pacman_1.solution
@@ -0,0 +1,40 @@
+# This is the solution file for test_cases/q1/pacman_1.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.0 of the numbers below.
+solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East East East East East East East South South South
+East East East East East East East South South South South South South
+South West West West West West West West West West West West West West
+West West West West South West West West West West West West West West
+"""
+expanded_nodes: "146"
+rev_solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South South East North East East East South
+South South West West West West West West West North North North North
+North North North North West West West West West West West North North
+North East East East East South East East East North North North West
+West North North West West West West West West West West West West
+West West West West West West West West West West West West West West
+South South South South South South South South South East East East
+North North North North North North North East East South South South
+South South South East East North North North North North North East
+East South South South South East East North North North North East
+East East East East South South West West West South South East East
+East South South West West West West West West South South West West
+West West West South West West West West West South South East East
+East East East East East North East East East East East North North
+East East East East East East North East East East East East South
+South West West West South West West West West West West South South
+West West West West West South West West West West West West West West
+West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project2/src/test_cases/q1/pacman_1.test b/school/cpsc481/project2/src/test_cases/q1/pacman_1.test
new file mode 100644
index 0000000..6ae5412
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q1/pacman_1.test
@@ -0,0 +1,27 @@
+# This is a basic depth first search test
+class: "PacmanSearchTest"
+algorithm: "depthFirstSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q2/CONFIG b/school/cpsc481/project2/src/test_cases/q2/CONFIG
new file mode 100644
index 0000000..ad7e38a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/CONFIG
@@ -0,0 +1,2 @@
+max_points: "3"
+class: "PassAllTestsQuestion"
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.solution b/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.solution
new file mode 100644
index 0000000..6c669c2
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A D C B"
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.test b/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.test
new file mode 100644
index 0000000..2b35d8b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.solution b/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..05eecc8
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->G"
+expanded_states: "A B"
+rev_solution: "1:A->G"
+rev_expanded_states: "A D"
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.test b/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..47b78a6
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_infinite.solution b/school/cpsc481/project2/src/test_cases/q2/graph_infinite.solution
new file mode 100644
index 0000000..17b621c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_infinite.test b/school/cpsc481/project2/src/test_cases/q2/graph_infinite.test
new file mode 100644
index 0000000..2cae9ad
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.solution b/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.solution
new file mode 100644
index 0000000..0cea422
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q2/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B2 C B1 D E2 F E1"
diff --git a/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.test b/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.test
new file mode 100644
index 0000000..7c636ea
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "breadthFirstSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q2/pacman_1.solution b/school/cpsc481/project2/src/test_cases/q2/pacman_1.solution
new file mode 100644
index 0000000..8f6d2bd
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/pacman_1.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q2/pacman_1.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.0 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "269"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project2/src/test_cases/q2/pacman_1.test b/school/cpsc481/project2/src/test_cases/q2/pacman_1.test
new file mode 100644
index 0000000..c913f0c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q2/pacman_1.test
@@ -0,0 +1,27 @@
+# This is a basic breadth first search test
+class: "PacmanSearchTest"
+algorithm: "breadthFirstSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q3/CONFIG b/school/cpsc481/project2/src/test_cases/q3/CONFIG
new file mode 100644
index 0000000..e5332c3
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.solution b/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.solution
new file mode 100644
index 0000000..d150cb7
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C D"
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.test b/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.test
new file mode 100644
index 0000000..a74bd9e
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.solution b/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.solution
new file mode 100644
index 0000000..5dfffca
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_bfs_vs_dfs.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->G"
+expanded_states: "A B"
+rev_solution: "1:A->G"
+rev_expanded_states: "A B"
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.test b/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.test
new file mode 100644
index 0000000..87aa465
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_bfs_vs_dfs.test
@@ -0,0 +1,30 @@
+# Graph where BFS finds the optimal solution but DFS does not
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+/-- B
+|   ^
+|   |
+|  *A -->[G]
+|   |     ^
+|   V     |
+\-->D ----/
+
+A is the start state, G is the goal.  Arrows
+mark possible transitions
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->G G 2.0
+A 2:A->D D 4.0
+B 0:B->D D 8.0
+D 0:D->G G 16.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_infinite.solution b/school/cpsc481/project2/src/test_cases/q3/graph_infinite.solution
new file mode 100644
index 0000000..c6cd195
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_infinite.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_infinite.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0:A->B 1:B->C 1:C->G"
+expanded_states: "A B C"
+rev_solution: "0:A->B 1:B->C 1:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_infinite.test b/school/cpsc481/project2/src/test_cases/q3/graph_infinite.test
new file mode 100644
index 0000000..80d807f
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_infinite.test
@@ -0,0 +1,30 @@
+# Graph where natural action choice leads to an infinite loop
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+ B <--> C
+ ^     /|
+ |    / |
+ V   /  V
+*A<-/  [G]
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+B 0:B->A A 2.0
+B 1:B->C C 4.0
+C 0:C->A A 8.0
+C 1:C->G G 16.0
+C 2:C->B B 32.0
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.solution b/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.solution
new file mode 100644
index 0000000..628568f
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B1 C B2 D E1 F E2"
diff --git a/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.test b/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.test
new file mode 100644
index 0000000..8c39dc7
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.solution
new file mode 100644
index 0000000..b8c1509
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/ucs_0_graph.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "Right Down Down"
+expanded_states: "A B D C G"
+rev_solution: "Right Down Down"
+rev_expanded_states: "A B D C G"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.test b/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.test
new file mode 100644
index 0000000..e8f3d4c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_0_graph.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+          C
+          ^
+          | 2
+     2    V   4 
+*A <----> B -----> [H]
+          |1 
+     1.5  V  2.5
+ G <----- D -----> E
+          |
+        2 | 
+          V
+         [F]
+
+A is the start state, F and H is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: H F
+A Right B 2.0
+B Right H 4.0
+B Down D 1.0
+B Up C 2.0
+B Left A 2.0
+C Down B 2.0
+D Right E 2.5
+D Down F 2.0
+D Left G 1.5
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.solution
new file mode 100644
index 0000000..dc8fc4c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q3/ucs_1_problemC.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "269"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "269"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.test b/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.test
new file mode 100644
index 0000000..1ce714d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_1_problemC.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+#costFn: "lambda pos: 1"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.solution
new file mode 100644
index 0000000..d84245f
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q3/ucs_2_problemE.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South East East East East South South South
+West West West West West West West North West West West West West West
+West West West West West West West West West West West South West West
+West West West West West West West
+"""
+expanded_nodes: "260"
+rev_solution: """
+South South West West West West South South East East East East South
+South West West West West South South East East East East South South
+West West West West South South East East East East South South South
+West West West West West West West North West West West West West West
+West West West West West West West West West West West South West West
+West West West West West West West
+"""
+rev_expanded_nodes: "260"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.test b/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.test
new file mode 100644
index 0000000..3c609f2
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_2_problemE.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+costFn: "lambda pos: .5 ** pos[0]"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.solution
new file mode 100644
index 0000000..e04325d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.solution
@@ -0,0 +1,34 @@
+# This is the solution file for test_cases/q3/ucs_3_problemW.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East South South East East East South South West West
+West West West West South South West West West West West South West
+West West West West South South East East East East East East East
+North East East East East East North North East East East East East
+East South South West West West West South South West West West West
+West South West West West West West West West West West
+"""
+expanded_nodes: "173"
+rev_solution: """
+West West West West West West West West West West West West West West
+West West West West West West West West West West West West West West
+West West West West West South South South South South South South
+South South East East East North North North North North North North
+East East South South South South South South East East North North
+North North North North East East South South South South East East
+North North East East South South East East East South South West West
+West West West West South South West West West West West South West
+West West West West South South East East East East East East East
+North East East East East East North North East East East East East
+East South South West West West West South South West West West West
+West South West West West West West West West West West
+"""
+rev_expanded_nodes: "173"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.test b/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.test
new file mode 100644
index 0000000..fbc2fad
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_3_problemW.test
@@ -0,0 +1,28 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+costFn: "lambda pos: 2 ** pos[0]"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.solution
new file mode 100644
index 0000000..b8c5303
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.solution
@@ -0,0 +1,12 @@
+# This is the solution file for test_cases/q3/ucs_4_testSearch.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 2.0 of the numbers below.
+solution: """
+West East East South South West West
+"""
+expanded_nodes: "14"
+rev_solution: """
+West East East South South West West
+"""
+rev_expanded_nodes: "13"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.test b/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.test
new file mode 100644
index 0000000..a16c6d8
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_4_testSearch.test
@@ -0,0 +1,16 @@
+class: "PacmanSearchTest"
+algorithm: "uniformCostSearch"
+points: "0.5"
+
+# The following specifies the layout to be used 
+layoutName: "testSearch"
+layout: """
+%%%%%
+%.P %
+%%% %
+%.  %
+%%%%%
+"""
+searchProblemClass: "FoodSearchProblem"
+leewayFactor: "2"
+
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.solution b/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.solution
new file mode 100644
index 0000000..7d6c982
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q3/ucs_5_goalAtDequeue.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->B 0:B->C 0:C->G"
+expanded_states: "A B C"
+rev_solution: "1:A->B 0:B->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.test b/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.test
new file mode 100644
index 0000000..72b35bc
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q3/ucs_5_goalAtDequeue.test
@@ -0,0 +1,29 @@
+class: "GraphSearchTest"
+algorithm: "uniformCostSearch"
+
+diagram: """
+    1      1      1
+*A ---> B ---> C ---> [G]
+ |                     ^
+ |         10          |
+ \---------------------/
+
+A is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+If you fail this test case, you may be incorrectly testing if a node is a goal 
+before adding it into the queue, instead of testing when you remove the node 
+from the queue.  See the algorithm pseudocode in lecture.
+"""
+
+graph: """
+start_state: A
+goal_states: G
+A 0:A->G G 10.0
+A 1:A->B B 1.0
+B 0:B->C C 1.0
+C 0:C->G G 1.0
+"""
+# We only care about the solution, not the expansion order.
+exactExpansionOrder: "False"
+
diff --git a/school/cpsc481/project2/src/test_cases/q4/CONFIG b/school/cpsc481/project2/src/test_cases/q4/CONFIG
new file mode 100644
index 0000000..b24223d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_0.solution b/school/cpsc481/project2/src/test_cases/q4/astar_0.solution
new file mode 100644
index 0000000..459cadd
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_0.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_0.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "Right Down Down"
+expanded_states: "A B D C G"
+rev_solution: "Right Down Down"
+rev_expanded_states: "A B D C G"
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_0.test b/school/cpsc481/project2/src/test_cases/q4/astar_0.test
new file mode 100644
index 0000000..9b3b539
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_0.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+          C
+          ^
+          | 2
+     2    V   4 
+*A <----> B -----> [H]
+          | 
+     1.5  V  2.5
+ G <----- D -----> E
+          |
+        2 | 
+          V
+         [F]
+
+A is the start state, F and H is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: H F
+A Right B 2.0
+B Right H 4.0
+B Down D 1.0
+B Up C 2.0
+B Left A 2.0
+C Down B 2.0
+D Right E 2.5
+D Down F 2.0
+D Left G 1.5
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.solution b/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.solution
new file mode 100644
index 0000000..7767c27
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_1_graph_heuristic.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "0 0 2"
+expanded_states: "S A D C"
+rev_solution: "0 0 2"
+rev_expanded_states: "S A D C"
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.test b/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.test
new file mode 100644
index 0000000..b5afd79
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_1_graph_heuristic.test
@@ -0,0 +1,54 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+     2     3     2
+  S --- A --- C ---> G
+  | \       /       ^
+3 |  \ 5   / 1     / 
+  |   \   /       / 
+  B --- D -------/
+     4         5  
+
+S is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+The heuristic value of each state is:
+	S 6.0
+	A 2.5
+	B 5.25
+	C 1.125
+	D 1.0625
+	G 0
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: S
+goal_states: G
+S 0 A 2.0
+S 1 B 3.0
+S 2 D 5.0
+A 0 C 3.0
+A 1 S 2.0
+B 0 D 4.0
+B 1 S 3.0
+C 0 A 3.0
+C 1 D 1.0
+C 2 G 2.0
+D 0 B 4.0
+D 1 C 1.0
+D 2 G 5.0
+D 3 S 5.0
+"""
+heuristic: """
+S 6.0
+A 2.5
+B 5.25
+C 1.125
+D 1.0625
+G 0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.solution b/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.solution
new file mode 100644
index 0000000..65bf5f5
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.solution
@@ -0,0 +1,22 @@
+# This is the solution file for test_cases/q4/astar_2_manhattan.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+# Number of nodes expanded must be with a factor of 1.1 of the numbers below.
+solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+expanded_nodes: "221"
+rev_solution: """
+West West West West West West West West West South South East East
+South South South West West West North West West West West South South
+South East East East East East East East South South South South South
+South South West West West West West West West West West West West
+West West West West West West South West West West West West West West
+West West
+"""
+rev_expanded_nodes: "221"
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.test b/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.test
new file mode 100644
index 0000000..e936195
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_2_manhattan.test
@@ -0,0 +1,27 @@
+class: "PacmanSearchTest"
+algorithm: "aStarSearch"
+
+# The following specifies the layout to be used 
+layoutName: "mediumMaze"
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                 P%
+% %%%%%%%%%%%%%%%%%%%%%%% %%%%%%%% %
+% %%   %   %      %%%%%%%   %%     %
+% %% % % % % %%%% %%%%%%%%% %% %%%%%
+% %% % % % %             %% %%     %
+% %% % % % % % %%%%  %%%    %%%%%% %
+% %  % % %   %    %% %%%%%%%%      %
+% %% % % %%%%%%%% %%        %% %%%%%
+% %% %   %%       %%%%%%%%% %%     %
+%    %%%%%% %%%%%%%      %% %%%%%% %
+%%%%%%      %       %%%% %% %      %
+%      %%%%%% %%%%% %    %% %% %%%%%
+% %%%%%%      %       %%%%% %%     %
+%        %%%%%% %%%%%%%%%%% %%  %% %
+%%%%%%%%%%                  %%%%%% %
+%.         %%%%%%%%%%%%%%%%        %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
+leewayFactor: "1.1"
+heuristic: "manhattanHeuristic"
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.solution b/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.solution
new file mode 100644
index 0000000..edb3502
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/astar_3_goalAtDequeue.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->B 0:B->C 0:C->G"
+expanded_states: "A B C"
+rev_solution: "1:A->B 0:B->C 0:C->G"
+rev_expanded_states: "A B C"
diff --git a/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.test b/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.test
new file mode 100644
index 0000000..c4d1903
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/astar_3_goalAtDequeue.test
@@ -0,0 +1,29 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+    1      1      1
+*A ---> B ---> C ---> [G]
+ |                     ^
+ |         10          |
+ \---------------------/
+
+A is the start state, G is the goal.  Arrows mark possible state 
+transitions.  The number next to the arrow is the cost of that transition.
+
+If you fail this test case, you may be incorrectly testing if a node is a goal 
+before adding it into the queue, instead of testing when you remove the node 
+from the queue.  See the algorithm pseudocode in lecture.
+"""
+
+graph: """
+start_state: A
+goal_states: G
+A 0:A->G G 10.0
+A 1:A->B B 1.0
+B 0:B->C C 1.0
+C 0:C->G G 1.0
+"""
+# We only care about the solution, not the expansion order.
+exactExpansionOrder: "False"
+
diff --git a/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.solution b/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.solution
new file mode 100644
index 0000000..fc51794
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/graph_backtrack.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->G"
+expanded_states: "A B C D"
+rev_solution: "1:A->C 0:C->G"
+rev_expanded_states: "A B C D"
diff --git a/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.test b/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.test
new file mode 100644
index 0000000..84e0126
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/graph_backtrack.test
@@ -0,0 +1,32 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+ B   
+ ^
+ |
+*A --> C --> G
+ |
+ V
+ D
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This tests whether
+you extract the sequence of actions correctly even
+if your search backtracks.  If you fail this, your
+nodes are not correctly tracking the sequences of
+actions required to reach them.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B B 1.0
+A 1:A->C C 2.0
+A 2:A->D D 4.0
+C 0:C->G G 8.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.solution b/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.solution
new file mode 100644
index 0000000..0caa767
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.solution
@@ -0,0 +1,7 @@
+# This is the solution file for test_cases/q4/graph_manypaths.test.
+# This solution is designed to support both right-to-left
+# and left-to-right implementations.
+solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+expanded_states: "A B1 C B2 D E1 F E2"
+rev_solution: "1:A->C 0:C->D 1:D->F 0:F->G"
+rev_expanded_states: "A B1 C B2 D E1 F E2"
diff --git a/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.test b/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.test
new file mode 100644
index 0000000..82fdf87
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q4/graph_manypaths.test
@@ -0,0 +1,39 @@
+class: "GraphSearchTest"
+algorithm: "aStarSearch"
+
+diagram: """
+    B1          E1
+   ^  \        ^  \
+  /    V      /    V
+*A --> C --> D --> F --> [G]
+  \    ^      \    ^
+   V  /        V  /
+    B2          E2
+
+A is the start state, G is the goal.  Arrows mark 
+possible state transitions.  This graph has multiple
+paths to the goal, where nodes with the same state 
+are added to the fringe multiple times before they
+are expanded.
+"""
+# The following section specifies the search problem and the solution.
+# The graph is specified by first the set of start states, followed by
+# the set of goal states, and lastly by the state transitions which are
+# of the form: 
+#         
+graph: """
+start_state: A
+goal_states: G
+A 0:A->B1 B1 1.0
+A 1:A->C C 2.0
+A 2:A->B2 B2 4.0
+B1 0:B1->C C 8.0
+B2 0:B2->C C 16.0
+C 0:C->D D 32.0
+D 0:D->E1 E1 64.0
+D 1:D->F F 128.0
+D 2:D->E2 E2 256.0
+E1 0:E1->F F 512.0
+E2 0:E2->F F 1024.0
+F 0:F->G G 2048.0
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q5/CONFIG b/school/cpsc481/project2/src/test_cases/q5/CONFIG
new file mode 100644
index 0000000..e7c6582
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q5/CONFIG
@@ -0,0 +1,3 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
+depends: "q2"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.solution b/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.solution
new file mode 100644
index 0000000..161bf15
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q5/corner_tiny_corner.test.
+solution_length: "28"
diff --git a/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.test b/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.test
new file mode 100644
index 0000000..823bd47
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q5/corner_tiny_corner.test
@@ -0,0 +1,14 @@
+class: "CornerProblemTest"
+
+layoutName: "tinyCorner"
+layout: """
+%%%%%%%%
+%.    .%
+%   P  %
+% %%%% %
+% %    %
+% % %%%%
+%.%   .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q6/CONFIG b/school/cpsc481/project2/src/test_cases/q6/CONFIG
new file mode 100644
index 0000000..b76e0eb
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/CONFIG
@@ -0,0 +1,3 @@
+class: "Q6PartialCreditQuestion"
+max_points: "3"
+depends: "q4"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.solution b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.solution
new file mode 100644
index 0000000..4385d9b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.solution
@@ -0,0 +1,7 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "8"
+path: """
+North South South East East East North North
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.test b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.test
new file mode 100644
index 0000000..93379ac
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_1.test
@@ -0,0 +1,12 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%
+%.  .%
+%P   %
+%.  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.solution b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.solution
new file mode 100644
index 0000000..1aebe8a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.solution
@@ -0,0 +1,7 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "8"
+path: """
+West North North East East East South South
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.test b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.test
new file mode 100644
index 0000000..18184a8
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_2.test
@@ -0,0 +1,12 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%
+%.  .%
+% %% %
+%.P%.%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.solution b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.solution
new file mode 100644
index 0000000..c02dd57
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.solution
@@ -0,0 +1,9 @@
+# In order for a heuristic to be admissible, the value
+# of the heuristic must be less at each state than the
+# true cost of the optimal path from that state to a goal.
+cost: "28"
+path: """
+South South South West West West West East East East East East North
+North North North North West West West South South South West West
+North North North
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.test b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.test
new file mode 100644
index 0000000..8f30442
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/corner_sanity_3.test
@@ -0,0 +1,15 @@
+class: "CornerHeuristicSanity"
+points: "1"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%%%
+%.%   .%
+% % %  %
+% % %P %
+%   %  %
+%%%%%  %
+%.    .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q6/medium_corners.solution b/school/cpsc481/project2/src/test_cases/q6/medium_corners.solution
new file mode 100644
index 0000000..913dc45
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/medium_corners.solution
@@ -0,0 +1,16 @@
+# This solution file specifies the length of the optimal path
+# as well as the thresholds on number of nodes expanded to be
+# used in scoring.
+cost: "106"
+path: """
+North East East East East North North West West West West North North
+North North North North North North West West West West South South
+East East East East South South South South South South West West
+South South South West West East East North North North East East East
+East East East East East South South East East East East East North
+North East East North North East East North North East East East East
+South South South South East East North North East East South South
+South South South North North North North North North North West West
+North North East East North North
+"""
+thresholds: "2000 1600 1200"
diff --git a/school/cpsc481/project2/src/test_cases/q6/medium_corners.test b/school/cpsc481/project2/src/test_cases/q6/medium_corners.test
new file mode 100644
index 0000000..dfa0a68
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q6/medium_corners.test
@@ -0,0 +1,19 @@
+class: "CornerHeuristicPacman"
+
+# The following specifies the layout to be used 
+layout: """
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%.      % % %              %.%
+%       % % %%%%%% %%%%%%% % %
+%       %        %     % %   %
+%%%%% %%%%% %%% %% %%%%% % %%%
+%   % % % %   %    %     %   %
+% %%% % % % %%%%%%%% %%% %%% %
+%       %     %%     % % %   %
+%%% % %%%%%%% %%%% %%% % % % %
+% %           %%     %     % %
+% % %%%%% % %%%% % %%% %%% % %
+%   %     %      % %   % %%% %
+%.  %P%%%%%      % %%% %    .%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+"""
diff --git a/school/cpsc481/project2/src/test_cases/q7/CONFIG b/school/cpsc481/project2/src/test_cases/q7/CONFIG
new file mode 100644
index 0000000..ee85183
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/CONFIG
@@ -0,0 +1,3 @@
+class: "PartialCreditQuestion"
+max_points: "4"
+depends: "q4"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.solution
new file mode 100644
index 0000000..7a287f8
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_1.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.test
new file mode 100644
index 0000000..7545a7a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_1.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 1"
+layout: """
+%%%%%%
+%    %
+%    %
+%P   %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.solution
new file mode 100644
index 0000000..1917f05
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_10.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.test
new file mode 100644
index 0000000..212c7bd
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_10.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 10"
+layout: """
+%%%%%%%%
+%      %
+%.  P .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.solution
new file mode 100644
index 0000000..11c3289
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_11.test.
+solution_cost: "8"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.test
new file mode 100644
index 0000000..f5e6ed4
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_11.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 11"
+layout: """
+%%%%%%%%
+%      %
+%   P  %
+%.  . .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.solution
new file mode 100644
index 0000000..0edcc02
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_12.test.
+solution_cost: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.test
new file mode 100644
index 0000000..cc99a25
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_12.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 12"
+layout: """
+%%%%%%%%
+%      %
+%    P.%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.solution
new file mode 100644
index 0000000..c25d50b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_13.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.test
new file mode 100644
index 0000000..09d6f1e
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_13.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 13"
+layout: """
+%%%%%%%%
+%      %
+%P.   .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.solution
new file mode 100644
index 0000000..e6cc475
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_14.test.
+solution_cost: "31"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.test
new file mode 100644
index 0000000..58982e3
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_14.test
@@ -0,0 +1,19 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 14"
+layout: """
+%%%%%%%%%%
+%        %
+% ...%...%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+%P.%...%.%
+%        %
+%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.solution
new file mode 100644
index 0000000..4eca0f1
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_15.test.
+solution_cost: "21"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.test
new file mode 100644
index 0000000..df605c1
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_15.test
@@ -0,0 +1,32 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 15"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+%.%
+%.%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%.%
+% %
+%P%
+% %
+% %
+% %
+% %
+%.%
+%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.solution
new file mode 100644
index 0000000..8d89992
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_16.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.test
new file mode 100644
index 0000000..762b433
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_16.test
@@ -0,0 +1,15 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 16"
+layout: """
+%%%%
+% .%
+%  %
+%P %
+%  %
+% .%
+%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.solution
new file mode 100644
index 0000000..63a9a1b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_17.test.
+solution_cost: "16"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.test
new file mode 100644
index 0000000..a923f67
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_17.test
@@ -0,0 +1,14 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 17"
+layout: """
+%%%%%%%%
+%.%....%
+%.% %%.%
+%.%P%%.%
+%...  .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.solution
new file mode 100644
index 0000000..ca5aba1
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_2.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.test
new file mode 100644
index 0000000..956e75d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_2.test
@@ -0,0 +1,32 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 2"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%P%
+% %
+% %
+% %
+% %
+% %
+%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.solution
new file mode 100644
index 0000000..d1694b5
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_3.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.test
new file mode 100644
index 0000000..250a8b1
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_3.test
@@ -0,0 +1,15 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 3"
+layout: """
+%%%%
+%  %
+%  %
+%P %
+%  %
+%  %
+%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.solution
new file mode 100644
index 0000000..6e1e82a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_4.test.
+solution_cost: "0"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.test
new file mode 100644
index 0000000..ed86a0c
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_4.test
@@ -0,0 +1,14 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 4"
+layout: """
+%%%%%%%%
+% %    %
+% % %% %
+% %P%% %
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.solution
new file mode 100644
index 0000000..779e9e6
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_5.test.
+solution_cost: "11"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.test
new file mode 100644
index 0000000..1f44c48
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_5.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 5"
+layout: """
+%%%%%%
+%....%
+%....%
+%P...%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.solution
new file mode 100644
index 0000000..906b510
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_6.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.test
new file mode 100644
index 0000000..01d7f32
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_6.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 6"
+layout: """
+%%%%%%
+%   .%
+%.P..%
+%    %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.solution
new file mode 100644
index 0000000..5994a7b
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_7.test.
+solution_cost: "7"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.test
new file mode 100644
index 0000000..b1db372
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_7.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 7"
+layout: """
+%%%%%%%
+%    .%
+%. P..%
+%     %
+%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.solution
new file mode 100644
index 0000000..0e4fb08
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_8.test.
+solution_cost: "5"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.test
new file mode 100644
index 0000000..b9430af
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_8.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 8"
+layout: """
+%%%%%%
+%   .%
+%   .%
+%P  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.solution
new file mode 100644
index 0000000..1470d9a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_9.test.
+solution_cost: "6"
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.test
new file mode 100644
index 0000000..799b41d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_9.test
@@ -0,0 +1,13 @@
+class: "HeuristicTest"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "Test 9"
+layout: """
+%%%%%%
+% %. %
+% %%.%
+%P. .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.solution b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.solution
new file mode 100644
index 0000000..cd6fd7d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q7/food_heuristic_grade_tricky.test.
+# File intentionally blank.
diff --git a/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.test b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.test
new file mode 100644
index 0000000..081fb0d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q7/food_heuristic_grade_tricky.test
@@ -0,0 +1,19 @@
+class: "HeuristicGrade"
+
+heuristic: "foodHeuristic"
+searchProblemClass: "FoodSearchProblem"
+layoutName: "trickySearch"
+layout: """
+%%%%%%%%%%%%%%%%%%%%
+%.           ..%   %
+%.%%.%%.%%.%%.%% % %
+%        P       % %
+%%%%%%%%%%%%%%%%%% %
+%.....             %
+%%%%%%%%%%%%%%%%%%%%
+"""
+# One point always, an extra point for each
+# threshold passed.
+basePoints: "1"
+gradingThresholds: "15000 12000 9000 7000"
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/CONFIG b/school/cpsc481/project2/src/test_cases/q8/CONFIG
new file mode 100644
index 0000000..b24223d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/CONFIG
@@ -0,0 +1,2 @@
+class: "PassAllTestsQuestion"
+max_points: "3"
\ No newline at end of file
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.solution
new file mode 100644
index 0000000..300fc25
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_1.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.test
new file mode 100644
index 0000000..672989f
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_1.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 1"
+layout: """
+%%%%%%
+%....%
+%....%
+%P...%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.solution
new file mode 100644
index 0000000..174b5dd
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_10.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.test
new file mode 100644
index 0000000..b1e0f33
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_10.test
@@ -0,0 +1,17 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 10"
+layout: """
+%%%%%%%%%%
+%        %
+% ...%...%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+% .%.%.%.%
+%P.%...%.%
+%        %
+%%%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.solution
new file mode 100644
index 0000000..80bbe38
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_11.test.
+solution_length: "2"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.test
new file mode 100644
index 0000000..0310a1e
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_11.test
@@ -0,0 +1,30 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 11"
+layout: """
+%%%
+% %
+% %
+% %
+% %
+% %
+%.%
+%.%
+% %
+% %
+% %
+% %
+% %
+% %
+% %
+%.%
+% %
+%P%
+% %
+% %
+% %
+% %
+%.%
+%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.solution
new file mode 100644
index 0000000..6f38bcb
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_12.test.
+solution_length: "3"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.test
new file mode 100644
index 0000000..a17b628
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_12.test
@@ -0,0 +1,13 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 12"
+layout: """
+%%%%
+% .%
+%  %
+%P %
+%  %
+% .%
+%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.solution
new file mode 100644
index 0000000..7afa908
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_13.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.test
new file mode 100644
index 0000000..87c423d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_13.test
@@ -0,0 +1,12 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 13"
+layout: """
+%%%%%%%%
+%.%....%
+%.% %%.%
+%.%P%%.%
+%...  .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.solution
new file mode 100644
index 0000000..16d75de
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_2.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.test
new file mode 100644
index 0000000..4b59602
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_2.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 2"
+layout: """
+%%%%%%
+%   .%
+%.P..%
+%    %
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.solution
new file mode 100644
index 0000000..cbd5974
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_3.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.test
new file mode 100644
index 0000000..aa2a3af
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_3.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 3"
+layout: """
+%%%%%%%
+%    .%
+%. P..%
+%     %
+%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.solution
new file mode 100644
index 0000000..ca520b5
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_4.test.
+solution_length: "3"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.test
new file mode 100644
index 0000000..8499f6d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_4.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 4"
+layout: """
+%%%%%%
+%   .%
+%   .%
+%P  .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.solution
new file mode 100644
index 0000000..5c526a2
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_5.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.test
new file mode 100644
index 0000000..dfaee3d
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_5.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 5"
+layout: """
+%%%%%%
+% %. %
+% %%.%
+%P. .%
+%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.solution
new file mode 100644
index 0000000..b06468a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_6.test.
+solution_length: "2"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.test
new file mode 100644
index 0000000..bc50c57
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_6.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 6"
+layout: """
+%%%%%%%%
+%      %
+%.  P .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.solution
new file mode 100644
index 0000000..3231b28
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_7.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.test
new file mode 100644
index 0000000..746e89a
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_7.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 7"
+layout: """
+%%%%%%%%
+%      %
+%   P  %
+%.  . .%
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.solution
new file mode 100644
index 0000000..646e621
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_8.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.test
new file mode 100644
index 0000000..c266ae1
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_8.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 8"
+layout: """
+%%%%%%%%
+%      %
+%    P.%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.solution b/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.solution
new file mode 100644
index 0000000..6c94aa5
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q8/closest_dot_9.test.
+solution_length: "1"
diff --git a/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.test b/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.test
new file mode 100644
index 0000000..da078de
--- /dev/null
+++ b/school/cpsc481/project2/src/test_cases/q8/closest_dot_9.test
@@ -0,0 +1,11 @@
+class: "ClosestDotTest"
+
+layoutName: "Test 9"
+layout: """
+%%%%%%%%
+%      %
+%P.   .%
+%      %
+%%%%%%%%
+"""
+
diff --git a/school/cpsc481/project2/src/textDisplay.py b/school/cpsc481/project2/src/textDisplay.py
new file mode 100644
index 0000000..8e25a46
--- /dev/null
+++ b/school/cpsc481/project2/src/textDisplay.py
@@ -0,0 +1,81 @@
+# textDisplay.py
+# --------------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import time
+try: 
+    import pacman
+except:
+    pass
+
+DRAW_EVERY = 1
+SLEEP_TIME = 0 # This can be overwritten by __init__
+DISPLAY_MOVES = False
+QUIET = False # Supresses output
+
+class NullGraphics:
+    def initialize(self, state, isBlue = False):
+        pass
+
+    def update(self, state):
+        pass
+
+    def checkNullDisplay(self):
+        return True
+
+    def pause(self):
+        time.sleep(SLEEP_TIME)
+
+    def draw(self, state):
+        print(state)
+
+    def updateDistributions(self, dist):
+        pass
+
+    def finish(self):
+        pass
+
+class PacmanGraphics:
+    def __init__(self, speed=None):
+        if speed != None:
+            global SLEEP_TIME
+            SLEEP_TIME = speed
+
+    def initialize(self, state, isBlue = False):
+        self.draw(state)
+        self.pause()
+        self.turn = 0
+        self.agentCounter = 0
+
+    def update(self, state):
+        numAgents = len(state.agentStates)
+        self.agentCounter = (self.agentCounter + 1) % numAgents
+        if self.agentCounter == 0:
+            self.turn += 1
+            if DISPLAY_MOVES:
+                ghosts = [pacman.nearestPoint(state.getGhostPosition(i)) for i in range(1, numAgents)]
+                print("%4d) P: %-8s" % (self.turn, str(pacman.nearestPoint(state.getPacmanPosition()))),'| Score: %-5d' % state.score,'| Ghosts:', ghosts)
+            if self.turn % DRAW_EVERY == 0:
+                self.draw(state)
+                self.pause()
+        if state._win or state._lose:
+            self.draw(state)
+
+    def pause(self):
+        time.sleep(SLEEP_TIME)
+
+    def draw(self, state):
+        print(state)
+
+    def finish(self):
+        pass
diff --git a/school/cpsc481/project2/src/util.py b/school/cpsc481/project2/src/util.py
new file mode 100644
index 0000000..d81667f
--- /dev/null
+++ b/school/cpsc481/project2/src/util.py
@@ -0,0 +1,672 @@
+# util.py
+# -------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+# util.py
+# -------
+# Licensing Information:  You are free to use or extend these projects for
+# educational purposes provided that (1) you do not distribute or publish
+# solutions, (2) you retain this notice, and (3) you provide clear
+# attribution to UC Berkeley, including a link to http://ai.berkeley.edu.
+# 
+# Attribution Information: The Pacman AI projects were developed at UC Berkeley.
+# The core projects and autograders were primarily created by John DeNero
+# (denero@cs.berkeley.edu) and Dan Klein (klein@cs.berkeley.edu).
+# Student side autograding was added by Brad Miller, Nick Hay, and
+# Pieter Abbeel (pabbeel@cs.berkeley.edu).
+
+
+import sys
+import inspect
+import heapq, random
+
+
+class FixedRandom:
+    def __init__(self):
+        fixedState = (3, (2147483648, 507801126, 683453281, 310439348, 2597246090, \
+            2209084787, 2267831527, 979920060, 3098657677, 37650879, 807947081, 3974896263, \
+            881243242, 3100634921, 1334775171, 3965168385, 746264660, 4074750168, 500078808, \
+            776561771, 702988163, 1636311725, 2559226045, 157578202, 2498342920, 2794591496, \
+            4130598723, 496985844, 2944563015, 3731321600, 3514814613, 3362575829, 3038768745, \
+            2206497038, 1108748846, 1317460727, 3134077628, 988312410, 1674063516, 746456451, \
+            3958482413, 1857117812, 708750586, 1583423339, 3466495450, 1536929345, 1137240525, \
+            3875025632, 2466137587, 1235845595, 4214575620, 3792516855, 657994358, 1241843248, \
+            1695651859, 3678946666, 1929922113, 2351044952, 2317810202, 2039319015, 460787996, \
+            3654096216, 4068721415, 1814163703, 2904112444, 1386111013, 574629867, 2654529343, \
+            3833135042, 2725328455, 552431551, 4006991378, 1331562057, 3710134542, 303171486, \
+            1203231078, 2670768975, 54570816, 2679609001, 578983064, 1271454725, 3230871056, \
+            2496832891, 2944938195, 1608828728, 367886575, 2544708204, 103775539, 1912402393, \
+            1098482180, 2738577070, 3091646463, 1505274463, 2079416566, 659100352, 839995305, \
+            1696257633, 274389836, 3973303017, 671127655, 1061109122, 517486945, 1379749962, \
+            3421383928, 3116950429, 2165882425, 2346928266, 2892678711, 2936066049, 1316407868, \
+            2873411858, 4279682888, 2744351923, 3290373816, 1014377279, 955200944, 4220990860, \
+            2386098930, 1772997650, 3757346974, 1621616438, 2877097197, 442116595, 2010480266, \
+            2867861469, 2955352695, 605335967, 2222936009, 2067554933, 4129906358, 1519608541, \
+            1195006590, 1942991038, 2736562236, 279162408, 1415982909, 4099901426, 1732201505, \
+            2934657937, 860563237, 2479235483, 3081651097, 2244720867, 3112631622, 1636991639, \
+            3860393305, 2312061927, 48780114, 1149090394, 2643246550, 1764050647, 3836789087, \
+            3474859076, 4237194338, 1735191073, 2150369208, 92164394, 756974036, 2314453957, \
+            323969533, 4267621035, 283649842, 810004843, 727855536, 1757827251, 3334960421, \
+            3261035106, 38417393, 2660980472, 1256633965, 2184045390, 811213141, 2857482069, \
+            2237770878, 3891003138, 2787806886, 2435192790, 2249324662, 3507764896, 995388363, \
+            856944153, 619213904, 3233967826, 3703465555, 3286531781, 3863193356, 2992340714, \
+            413696855, 3865185632, 1704163171, 3043634452, 2225424707, 2199018022, 3506117517, \
+            3311559776, 3374443561, 1207829628, 668793165, 1822020716, 2082656160, 1160606415, \
+            3034757648, 741703672, 3094328738, 459332691, 2702383376, 1610239915, 4162939394, \
+            557861574, 3805706338, 3832520705, 1248934879, 3250424034, 892335058, 74323433, \
+            3209751608, 3213220797, 3444035873, 3743886725, 1783837251, 610968664, 580745246, \
+            4041979504, 201684874, 2673219253, 1377283008, 3497299167, 2344209394, 2304982920, \
+            3081403782, 2599256854, 3184475235, 3373055826, 695186388, 2423332338, 222864327, \
+            1258227992, 3627871647, 3487724980, 4027953808, 3053320360, 533627073, 3026232514, \
+            2340271949, 867277230, 868513116, 2158535651, 2487822909, 3428235761, 3067196046, \
+            3435119657, 1908441839, 788668797, 3367703138, 3317763187, 908264443, 2252100381, \
+            764223334, 4127108988, 384641349, 3377374722, 1263833251, 1958694944, 3847832657, \
+            1253909612, 1096494446, 555725445, 2277045895, 3340096504, 1383318686, 4234428127, \
+            1072582179, 94169494, 1064509968, 2681151917, 2681864920, 734708852, 1338914021, \
+            1270409500, 1789469116, 4191988204, 1716329784, 2213764829, 3712538840, 919910444, \
+            1318414447, 3383806712, 3054941722, 3378649942, 1205735655, 1268136494, 2214009444, \
+            2532395133, 3232230447, 230294038, 342599089, 772808141, 4096882234, 3146662953, \
+            2784264306, 1860954704, 2675279609, 2984212876, 2466966981, 2627986059, 2985545332, \
+            2578042598, 1458940786, 2944243755, 3959506256, 1509151382, 325761900, 942251521, \
+            4184289782, 2756231555, 3297811774, 1169708099, 3280524138, 3805245319, 3227360276, \
+            3199632491, 2235795585, 2865407118, 36763651, 2441503575, 3314890374, 1755526087, \
+            17915536, 1196948233, 949343045, 3815841867, 489007833, 2654997597, 2834744136, \
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+            647778910, 275904777, 1249389189, 3640887431, 4200779599, 323384601, 3446088641, \
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+            745118154, 3392171319, 1571490704, 354891067, 815955642, 1453450421, 940015623, \
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+            4059166594, 2003827551, 987091377, 224855998, 3520570137, 789522610, 2604445123, \
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+            2441291571, 1928963772, 528930629, 2591962884, 3495142819, 1896021824, 901320159, \
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+            2227939888, 3460264600, 1745705055, 1474086965, 572796246, 4081303004, 882828851, \
+            1295445825, 137639900, 3304579600, 2722437017, 4093422709, 273203373, 2666507854, \
+            3998836510, 493829981, 1623949669, 3482036755, 3390023939, 833233937, 1639668730, \
+            1499455075, 249728260, 1210694006, 3836497489, 1551488720, 3253074267, 3388238003, \
+            2372035079, 3945715164, 2029501215, 3362012634, 2007375355, 4074709820, 631485888, \
+            3135015769, 4273087084, 3648076204, 2739943601, 1374020358, 1760722448, 3773939706, \
+            1313027823, 1895251226, 4224465911, 421382535, 1141067370, 3660034846, 3393185650, \
+            1850995280, 1451917312, 3841455409, 3926840308, 1397397252, 2572864479, 2500171350, \
+            3119920613, 531400869, 1626487579, 1099320497, 407414753, 2438623324, 99073255, \
+            3175491512, 656431560, 1153671785, 236307875, 2824738046, 2320621382, 892174056, \
+            230984053, 719791226, 2718891946, 624), None)
+        self.random = random.Random()
+        self.random.setstate(fixedState)
+
+"""
+ Data structures useful for implementing SearchAgents
+"""
+
+class Stack:
+    "A container with a last-in-first-out (LIFO) queuing policy."
+    def __init__(self):
+        self.list = []
+
+    def push(self,item):
+        "Push 'item' onto the stack"
+        self.list.append(item)
+
+    def pop(self):
+        "Pop the most recently pushed item from the stack"
+        return self.list.pop()
+
+    def isEmpty(self):
+        "Returns true if the stack is empty"
+        return len(self.list) == 0
+
+class Queue:
+    "A container with a first-in-first-out (FIFO) queuing policy."
+    def __init__(self):
+        self.list = []
+
+    def push(self,item):
+        "Enqueue the 'item' into the queue"
+        self.list.insert(0,item)
+
+    def pop(self):
+        """
+          Dequeue the earliest enqueued item still in the queue. This
+          operation removes the item from the queue.
+        """
+        return self.list.pop()
+
+    def isEmpty(self):
+        "Returns true if the queue is empty"
+        return len(self.list) == 0
+
+class PriorityQueue:
+    """
+      Implements a priority queue data structure. Each inserted item
+      has a priority associated with it and the client is usually interested
+      in quick retrieval of the lowest-priority item in the queue. This
+      data structure allows O(1) access to the lowest-priority item.
+    """
+    def  __init__(self):
+        self.heap = []
+        self.count = 0
+
+    def push(self, item, priority):
+        entry = (priority, self.count, item)
+        heapq.heappush(self.heap, entry)
+        self.count += 1
+
+    def pop(self):
+        (_, _, item) = heapq.heappop(self.heap)
+        return item
+
+    def isEmpty(self):
+        return len(self.heap) == 0
+
+    def update(self, item, priority):
+        # If item already in priority queue with higher priority, update its priority and rebuild the heap.
+        # If item already in priority queue with equal or lower priority, do nothing.
+        # If item not in priority queue, do the same thing as self.push.
+        for index, (p, c, i) in enumerate(self.heap):
+            if i == item:
+                if p <= priority:
+                    break
+                del self.heap[index]
+                self.heap.append((priority, c, item))
+                heapq.heapify(self.heap)
+                break
+        else:
+            self.push(item, priority)
+
+class PriorityQueueWithFunction(PriorityQueue):
+    """
+    Implements a priority queue with the same push/pop signature of the
+    Queue and the Stack classes. This is designed for drop-in replacement for
+    those two classes. The caller has to provide a priority function, which
+    extracts each item's priority.
+    """
+    def  __init__(self, priorityFunction):
+        "priorityFunction (item) -> priority"
+        self.priorityFunction = priorityFunction      # store the priority function
+        PriorityQueue.__init__(self)        # super-class initializer
+
+    def push(self, item):
+        "Adds an item to the queue with priority from the priority function"
+        PriorityQueue.push(self, item, self.priorityFunction(item))
+
+
+def manhattanDistance( xy1, xy2 ):
+    "Returns the Manhattan distance between points xy1 and xy2"
+    return abs( xy1[0] - xy2[0] ) + abs( xy1[1] - xy2[1] )
+
+"""
+  Data structures and functions useful for various course projects
+
+  The search project should not need anything below this line.
+"""
+
+class Counter(dict):
+    """
+    A counter keeps track of counts for a set of keys.
+
+    The counter class is an extension of the standard python
+    dictionary type.  It is specialized to have number values
+    (integers or floats), and includes a handful of additional
+    functions to ease the task of counting data.  In particular,
+    all keys are defaulted to have value 0.  Using a dictionary:
+
+    a = {}
+    print(a['test'])
+
+    would give an error, while the Counter class analogue:
+
+    >>> a = Counter()
+    >>> print(a['test'])
+    0
+
+    returns the default 0 value. Note that to reference a key
+    that you know is contained in the counter,
+    you can still use the dictionary syntax:
+
+    >>> a = Counter()
+    >>> a['test'] = 2
+    >>> print(a['test'])
+    2
+
+    This is very useful for counting things without initializing their counts,
+    see for example:
+
+    >>> a['blah'] += 1
+    >>> print(a['blah'])
+    1
+
+    The counter also includes additional functionality useful in implementing
+    the classifiers for this assignment.  Two counters can be added,
+    subtracted or multiplied together.  See below for details.  They can
+    also be normalized and their total count and arg max can be extracted.
+    """
+    def __getitem__(self, idx):
+        self.setdefault(idx, 0)
+        return dict.__getitem__(self, idx)
+
+    def incrementAll(self, keys, count):
+        """
+        Increments all elements of keys by the same count.
+
+        >>> a = Counter()
+        >>> a.incrementAll(['one','two', 'three'], 1)
+        >>> a['one']
+        1
+        >>> a['two']
+        1
+        """
+        for key in keys:
+            self[key] += count
+
+    def argMax(self):
+        """
+        Returns the key with the highest value.
+        """
+        if len(self.keys()) == 0: return None
+        all = self.items()
+        values = [x[1] for x in all]
+        maxIndex = values.index(max(values))
+        return all[maxIndex][0]
+
+    def sortedKeys(self):
+        """
+        Returns a list of keys sorted by their values.  Keys
+        with the highest values will appear first.
+
+        >>> a = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> a['third'] = 1
+        >>> a.sortedKeys()
+        ['second', 'third', 'first']
+        """
+        sortedItems = self.items()
+        compare = lambda x, y:  sign(y[1] - x[1])
+        sortedItems.sort(cmp=compare)
+        return [x[0] for x in sortedItems]
+
+    def totalCount(self):
+        """
+        Returns the sum of counts for all keys.
+        """
+        return sum(self.values())
+
+    def normalize(self):
+        """
+        Edits the counter such that the total count of all
+        keys sums to 1.  The ratio of counts for all keys
+        will remain the same. Note that normalizing an empty
+        Counter will result in an error.
+        """
+        total = float(self.totalCount())
+        if total == 0: return
+        for key in self.keys():
+            self[key] = self[key] / total
+
+    def divideAll(self, divisor):
+        """
+        Divides all counts by divisor
+        """
+        divisor = float(divisor)
+        for key in self:
+            self[key] /= divisor
+
+    def copy(self):
+        """
+        Returns a copy of the counter
+        """
+        return Counter(dict.copy(self))
+
+    def __mul__(self, y ):
+        """
+        Multiplying two counters gives the dot product of their vectors where
+        each unique label is a vector element.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['second'] = 5
+        >>> a['third'] = 1.5
+        >>> a['fourth'] = 2.5
+        >>> a * b
+        14
+        """
+        sum = 0
+        x = self
+        if len(x) > len(y):
+            x,y = y,x
+        for key in x:
+            if key not in y:
+                continue
+            sum += x[key] * y[key]
+        return sum
+
+    def __radd__(self, y):
+        """
+        Adding another counter to a counter increments the current counter
+        by the values stored in the second counter.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> a += b
+        >>> a['first']
+        1
+        """
+        for key, value in y.items():
+            self[key] += value
+
+    def __add__( self, y ):
+        """
+        Adding two counters gives a counter with the union of all keys and
+        counts of the second added to counts of the first.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> (a + b)['first']
+        1
+        """
+        addend = Counter()
+        for key in self:
+            if key in y:
+                addend[key] = self[key] + y[key]
+            else:
+                addend[key] = self[key]
+        for key in y:
+            if key in self:
+                continue
+            addend[key] = y[key]
+        return addend
+
+    def __sub__( self, y ):
+        """
+        Subtracting a counter from another gives a counter with the union of all keys and
+        counts of the second subtracted from counts of the first.
+
+        >>> a = Counter()
+        >>> b = Counter()
+        >>> a['first'] = -2
+        >>> a['second'] = 4
+        >>> b['first'] = 3
+        >>> b['third'] = 1
+        >>> (a - b)['first']
+        -5
+        """
+        addend = Counter()
+        for key in self:
+            if key in y:
+                addend[key] = self[key] - y[key]
+            else:
+                addend[key] = self[key]
+        for key in y:
+            if key in self:
+                continue
+            addend[key] = -1 * y[key]
+        return addend
+
+def raiseNotDefined():
+    fileName = inspect.stack()[1][1]
+    line = inspect.stack()[1][2]
+    method = inspect.stack()[1][3]
+
+    print("*** Method not implemented: %s at line %s of %s" % (method, line, fileName))
+    sys.exit(1)
+
+def normalize(vectorOrCounter):
+    """
+    normalize a vector or counter by dividing each value by the sum of all values
+    """
+    normalizedCounter = Counter()
+    if type(vectorOrCounter) == type(normalizedCounter):
+        counter = vectorOrCounter
+        total = float(counter.totalCount())
+        if total == 0: return counter
+        for key in counter.keys():
+            value = counter[key]
+            normalizedCounter[key] = value / total
+        return normalizedCounter
+    else:
+        vector = vectorOrCounter
+        s = float(sum(vector))
+        if s == 0: return vector
+        return [el / s for el in vector]
+
+def nSample(distribution, values, n):
+    if sum(distribution) != 1:
+        distribution = normalize(distribution)
+    rand = [random.random() for i in range(n)]
+    rand.sort()
+    samples = []
+    samplePos, distPos, cdf = 0,0, distribution[0]
+    while samplePos < n:
+        if rand[samplePos] < cdf:
+            samplePos += 1
+            samples.append(values[distPos])
+        else:
+            distPos += 1
+            cdf += distribution[distPos]
+    return samples
+
+def sample(distribution, values = None):
+    if type(distribution) == Counter:
+        items = sorted(distribution.items())
+        distribution = [i[1] for i in items]
+        values = [i[0] for i in items]
+    if sum(distribution) != 1:
+        distribution = normalize(distribution)
+    choice = random.random()
+    i, total= 0, distribution[0]
+    while choice > total:
+        i += 1
+        total += distribution[i]
+    return values[i]
+
+def sampleFromCounter(ctr):
+    items = sorted(ctr.items())
+    return sample([v for k,v in items], [k for k,v in items])
+
+def getProbability(value, distribution, values):
+    """
+      Gives the probability of a value under a discrete distribution
+      defined by (distributions, values).
+    """
+    total = 0.0
+    for prob, val in zip(distribution, values):
+        if val == value:
+            total += prob
+    return total
+
+def flipCoin( p ):
+    r = random.random()
+    return r < p
+
+def chooseFromDistribution( distribution ):
+    "Takes either a counter or a list of (prob, key) pairs and samples"
+    if type(distribution) == dict or type(distribution) == Counter:
+        return sample(distribution)
+    r = random.random()
+    base = 0.0
+    for prob, element in distribution:
+        base += prob
+        if r <= base: return element
+
+def nearestPoint( pos ):
+    """
+    Finds the nearest grid point to a position (discretizes).
+    """
+    ( current_row, current_col ) = pos
+
+    grid_row = int( current_row + 0.5 )
+    grid_col = int( current_col + 0.5 )
+    return ( grid_row, grid_col )
+
+def sign( x ):
+    """
+    Returns 1 or -1 depending on the sign of x
+    """
+    if( x >= 0 ):
+        return 1
+    else:
+        return -1
+
+def arrayInvert(array):
+    """
+    Inverts a matrix stored as a list of lists.
+    """
+    result = [[] for i in array]
+    for outer in array:
+        for inner in range(len(outer)):
+            result[inner].append(outer[inner])
+    return result
+
+def matrixAsList( matrix, value = True ):
+    """
+    Turns a matrix into a list of coordinates matching the specified value
+    """
+    rows, cols = len( matrix ), len( matrix[0] )
+    cells = []
+    for row in range( rows ):
+        for col in range( cols ):
+            if matrix[row][col] == value:
+                cells.append( ( row, col ) )
+    return cells
+
+def lookup(name, namespace):
+    """
+    Get a method or class from any imported module from its name.
+    Usage: lookup(functionName, globals())
+    """
+    dots = name.count('.')
+    if dots > 0:
+        moduleName, objName = '.'.join(name.split('.')[:-1]), name.split('.')[-1]
+        module = __import__(moduleName)
+        return getattr(module, objName)
+    else:
+        modules = [obj for obj in namespace.values() if str(type(obj)) == ""]
+        options = [getattr(module, name) for module in modules if name in dir(module)]
+        options += [obj[1] for obj in namespace.items() if obj[0] == name ]
+        if len(options) == 1: return options[0]
+        if len(options) > 1: raise Exception('Name conflict for %s')
+        raise Exception('%s not found as a method or class' % name)
+
+def pause():
+    """
+    Pauses the output stream awaiting user feedback.
+    """
+    input("")
+
+
+# code to handle timeouts
+#
+# FIXME
+# NOTE: TimeoutFuncton is NOT reentrant.  Later timeouts will silently
+# disable earlier timeouts.  Could be solved by maintaining a global list
+# of active time outs.  Currently, questions which have test cases calling
+# this have all student code so wrapped.
+#
+import signal
+import time
+class TimeoutFunctionException(Exception):
+    """Exception to raise on a timeout"""
+    pass
+
+
+class TimeoutFunction:
+    def __init__(self, function, timeout):
+        self.timeout = timeout
+        self.function = function
+
+    def handle_timeout(self, signum, frame):
+        raise TimeoutFunctionException()
+
+    def __call__(self, *args, **keyArgs):
+        # If we have SIGALRM signal, use it to cause an exception if and
+        # when this function runs too long.  Otherwise check the time taken
+        # after the method has returned, and throw an exception then.
+        if hasattr(signal, 'SIGALRM'):
+            old = signal.signal(signal.SIGALRM, self.handle_timeout)
+            signal.alarm(self.timeout)
+            try:
+                result = self.function(*args, **keyArgs)
+            finally:
+                signal.signal(signal.SIGALRM, old)
+            signal.alarm(0)
+        else:
+            startTime = time.time()
+            result = self.function(*args, **keyArgs)
+            timeElapsed = time.time() - startTime
+            if timeElapsed >= self.timeout:
+                self.handle_timeout(None, None)
+        return result
+
+
+
+_ORIGINAL_STDOUT = None
+_ORIGINAL_STDERR = None
+_MUTED = False
+
+class WritableNull:
+    def write(self, string):
+        pass
+
+def mutePrint():
+    global _ORIGINAL_STDOUT, _ORIGINAL_STDERR, _MUTED
+    if _MUTED:
+        return
+    _MUTED = True
+
+    _ORIGINAL_STDOUT = sys.stdout
+    #_ORIGINAL_STDERR = sys.stderr
+    sys.stdout = WritableNull()
+    #sys.stderr = WritableNull()
+
+def unmutePrint():
+    global _ORIGINAL_STDOUT, _ORIGINAL_STDERR, _MUTED
+    if not _MUTED:
+        return
+    _MUTED = False
+
+    sys.stdout = _ORIGINAL_STDOUT
+    #sys.stderr = _ORIGINAL_STDERR
+
diff --git a/school/egcp401/PSA.txt b/school/egcp401/PSA.txt
new file mode 100644
index 0000000..248647d
--- /dev/null
+++ b/school/egcp401/PSA.txt
@@ -0,0 +1 @@
+I wrote these assignments in Notability and OneNote. Terrible handwriting.
\ No newline at end of file
diff --git a/school/egcp401/hw1-sol.pdf b/school/egcp401/hw1-sol.pdf
new file mode 100644
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