From f2dd2c1bea3846fa316d11096b785f372119218c Mon Sep 17 00:00:00 2001
From: Austin <austin_balogh@yahoo.com>
Date: Fri, 10 Feb 2017 01:15:40 -0500
Subject: [PATCH] Initial commit

---
 README.txt                        |      14 +
 VERSION                           |       1 +
 answers.py                        |      17 +
 answers.pyc                       |     Bin 0 -> 228 bytes
 autograder.py                     |     351 +
 classificationAgents.py           |      75 +
 classificationMethod.py           |      62 +
 classificationMethod.pyc          |     Bin 0 -> 2621 bytes
 classificationTestClasses.py      |     276 +
 classificationTestClasses.pyc     |     Bin 0 -> 9444 bytes
 data.zip                          |     Bin 0 -> 3310421 bytes
 dataClassifier.py                 |     451 +
 dataClassifier.pyc                |     Bin 0 -> 15447 bytes
 game.py                           |     729 +
 game.pyc                          |     Bin 0 -> 24441 bytes
 ghostAgents.py                    |      81 +
 ghostAgents.pyc                   |     Bin 0 -> 3531 bytes
 grading.py                        |     282 +
 grading.pyc                       |     Bin 0 -> 9828 bytes
 graphicsDisplay.py                |     679 +
 graphicsDisplay.pyc               |     Bin 0 -> 25682 bytes
 graphicsUtils.py                  |     398 +
 graphicsUtils.pyc                 |     Bin 0 -> 13798 bytes
 images/2002_08_07_img_1578.0.jpg  |     Bin 0 -> 5536 bytes
 images/2002_09_05_img_12098.0.jpg |     Bin 0 -> 2076 bytes
 images/2002_09_26_img_513.1.jpg   |     Bin 0 -> 1950 bytes
 images/2002_10_17_img_647.0.jpg   |     Bin 0 -> 1936 bytes
 images/2002_10_30_img_478.0.jpg   |     Bin 0 -> 2112 bytes
 images/2002_10_31_img_507.0.jpg   |     Bin 0 -> 2168 bytes
 images/2003_02_13_img_642.0.jpg   |     Bin 0 -> 2028 bytes
 images/2003_05_15_img_1197.0.jpg  |     Bin 0 -> 1977 bytes
 images/2003_07_04_img_502.0.jpg   |     Bin 0 -> 2095 bytes
 images/2003_07_12_img_589.0.jpg   |     Bin 0 -> 2115 bytes
 images/i1.jpg                     |     Bin 0 -> 3022 bytes
 images/i2.jpg                     |     Bin 0 -> 2836 bytes
 images/i3.jpg                     |     Bin 0 -> 3306 bytes
 images/i4.jpg                     |     Bin 0 -> 2334 bytes
 images/i5.jpg                     |     Bin 0 -> 3310 bytes
 images/i6.jpg                     |     Bin 0 -> 2638 bytes
 images/i7.jpg                     |     Bin 0 -> 3465 bytes
 images/i8.jpg                     |     Bin 0 -> 2935 bytes
 images/i9.jpg                     |     Bin 0 -> 3094 bytes
 images/image_0056.jpg             |     Bin 0 -> 11935 bytes
 images/image_0067.jpg             |     Bin 0 -> 19904 bytes
 images/image_0128.jpg             |     Bin 0 -> 14758 bytes
 images/image_0193.jpg             |     Bin 0 -> 11012 bytes
 images/image_0196.jpg             |     Bin 0 -> 4751 bytes
 images/image_0332.jpg             |     Bin 0 -> 9794 bytes
 images/img2                       |     Bin 0 -> 1086 bytes
 images/img2.gif                   |     Bin 0 -> 9520 bytes
 keyboardAgents.py                 |      84 +
 layout.py                         |     149 +
 layout.pyc                        |     Bin 0 -> 6573 bytes
 layouts/capsuleClassic.lay        |       7 +
 layouts/contestClassic.lay        |       9 +
 layouts/mediumClassic.lay         |      11 +
 layouts/minimaxClassic.lay        |       5 +
 layouts/openClassic.lay           |       9 +
 layouts/originalClassic.lay       |      27 +
 layouts/smallClassic.lay          |       7 +
 layouts/testClassic.lay           |      10 +
 layouts/trappedClassic.lay        |       5 +
 layouts/trickyClassic.lay         |      13 +
 mira.py                           |     117 +
 mira.pyc                          |     Bin 0 -> 3528 bytes
 mostFrequent.py                   |      40 +
 mostFrequent.pyc                  |     Bin 0 -> 1616 bytes
 naiveBayes.py                     |     175 +
 naiveBayes.pyc                    |     Bin 0 -> 5417 bytes
 pacman.py                         |     684 +
 pacman.pyc                        |     Bin 0 -> 26717 bytes
 pacmanAgents.py                   |      52 +
 pacmanAgents.pyc                  |     Bin 0 -> 2358 bytes
 pacmandata/contest_test.pkl       |  373463 +++++
 pacmandata/contest_training.pkl   | 1969518 ++++++++++++++++++++++++++
 pacmandata/contest_validation.pkl |  406582 ++++++
 pacmandata/food_test.pkl          |  128346 ++
 pacmandata/food_training.pkl      |  259524 ++++
 pacmandata/food_validation.pkl    |  116686 ++
 pacmandata/stop_test.pkl          |  102756 ++
 pacmandata/stop_training.pkl      |  122149 ++
 pacmandata/stop_validation.pkl    |   65184 +
 pacmandata/suicide_test.pkl       |   37184 +
 pacmandata/suicide_training.pkl   |   84007 ++
 pacmandata/suicide_validation.pkl |  105325 ++
 perceptron.py                     |      84 +
 perceptron.pyc                    |     Bin 0 -> 2929 bytes
 perceptron_pacman.py              |      57 +
 perceptron_pacman.pyc             |     Bin 0 -> 2054 bytes
 projectParams.py                  |      18 +
 projectParams.pyc                 |     Bin 0 -> 424 bytes
 samples.py                        |     213 +
 samples.pyc                       |     Bin 0 -> 7061 bytes
 testClasses.py                    |     189 +
 testClasses.pyc                   |     Bin 0 -> 7657 bytes
 testParser.py                     |      85 +
 testParser.pyc                    |     Bin 0 -> 2561 bytes
 test_cases/CONFIG                 |       1 +
 test_cases/q1/CONFIG              |       2 +
 test_cases/q1/grade.solution      |       1 +
 test_cases/q1/grade.test          |      14 +
 test_cases/q2/CONFIG              |       2 +
 test_cases/q2/grade.solution      |       2 +
 test_cases/q2/grade.test          |       6 +
 test_cases/q3/CONFIG              |       2 +
 test_cases/q3/grade.solution      |       1 +
 test_cases/q3/grade.test          |      12 +
 test_cases/q4/CONFIG              |       2 +
 test_cases/q4/grade.solution      |       1 +
 test_cases/q4/grade.test          |      14 +
 test_cases/q5/CONFIG              |       2 +
 test_cases/q5/contest.solution    |       1 +
 test_cases/q5/contest.test        |      13 +
 test_cases/q5/suicide.solution    |       1 +
 test_cases/q5/suicide.test        |      13 +
 test_cases/q6/CONFIG              |       2 +
 test_cases/q6/contest.solution    |       1 +
 test_cases/q6/contest.test        |      14 +
 test_cases/q6/suicide.solution    |       1 +
 test_cases/q6/suicide.test        |      14 +
 textDisplay.py                    |      81 +
 textDisplay.pyc                   |     Bin 0 -> 3672 bytes
 util.py                           |     653 +
 util.pyc                          |     Bin 0 -> 34432 bytes
 124 files changed, 3777046 insertions(+)
 create mode 100644 README.txt
 create mode 100644 VERSION
 create mode 100644 answers.py
 create mode 100644 answers.pyc
 create mode 100644 autograder.py
 create mode 100644 classificationAgents.py
 create mode 100644 classificationMethod.py
 create mode 100644 classificationMethod.pyc
 create mode 100644 classificationTestClasses.py
 create mode 100644 classificationTestClasses.pyc
 create mode 100644 data.zip
 create mode 100644 dataClassifier.py
 create mode 100644 dataClassifier.pyc
 create mode 100644 game.py
 create mode 100644 game.pyc
 create mode 100644 ghostAgents.py
 create mode 100644 ghostAgents.pyc
 create mode 100644 grading.py
 create mode 100644 grading.pyc
 create mode 100644 graphicsDisplay.py
 create mode 100644 graphicsDisplay.pyc
 create mode 100644 graphicsUtils.py
 create mode 100644 graphicsUtils.pyc
 create mode 100644 images/2002_08_07_img_1578.0.jpg
 create mode 100644 images/2002_09_05_img_12098.0.jpg
 create mode 100644 images/2002_09_26_img_513.1.jpg
 create mode 100644 images/2002_10_17_img_647.0.jpg
 create mode 100644 images/2002_10_30_img_478.0.jpg
 create mode 100644 images/2002_10_31_img_507.0.jpg
 create mode 100644 images/2003_02_13_img_642.0.jpg
 create mode 100644 images/2003_05_15_img_1197.0.jpg
 create mode 100644 images/2003_07_04_img_502.0.jpg
 create mode 100644 images/2003_07_12_img_589.0.jpg
 create mode 100644 images/i1.jpg
 create mode 100644 images/i2.jpg
 create mode 100644 images/i3.jpg
 create mode 100644 images/i4.jpg
 create mode 100644 images/i5.jpg
 create mode 100644 images/i6.jpg
 create mode 100644 images/i7.jpg
 create mode 100644 images/i8.jpg
 create mode 100644 images/i9.jpg
 create mode 100644 images/image_0056.jpg
 create mode 100644 images/image_0067.jpg
 create mode 100644 images/image_0128.jpg
 create mode 100644 images/image_0193.jpg
 create mode 100644 images/image_0196.jpg
 create mode 100644 images/image_0332.jpg
 create mode 100644 images/img2
 create mode 100644 images/img2.gif
 create mode 100644 keyboardAgents.py
 create mode 100644 layout.py
 create mode 100644 layout.pyc
 create mode 100644 layouts/capsuleClassic.lay
 create mode 100644 layouts/contestClassic.lay
 create mode 100644 layouts/mediumClassic.lay
 create mode 100644 layouts/minimaxClassic.lay
 create mode 100644 layouts/openClassic.lay
 create mode 100644 layouts/originalClassic.lay
 create mode 100644 layouts/smallClassic.lay
 create mode 100644 layouts/testClassic.lay
 create mode 100644 layouts/trappedClassic.lay
 create mode 100644 layouts/trickyClassic.lay
 create mode 100644 mira.py
 create mode 100644 mira.pyc
 create mode 100644 mostFrequent.py
 create mode 100644 mostFrequent.pyc
 create mode 100644 naiveBayes.py
 create mode 100644 naiveBayes.pyc
 create mode 100644 pacman.py
 create mode 100644 pacman.pyc
 create mode 100644 pacmanAgents.py
 create mode 100644 pacmanAgents.pyc
 create mode 100644 pacmandata/contest_test.pkl
 create mode 100644 pacmandata/contest_training.pkl
 create mode 100644 pacmandata/contest_validation.pkl
 create mode 100644 pacmandata/food_test.pkl
 create mode 100644 pacmandata/food_training.pkl
 create mode 100644 pacmandata/food_validation.pkl
 create mode 100644 pacmandata/stop_test.pkl
 create mode 100644 pacmandata/stop_training.pkl
 create mode 100644 pacmandata/stop_validation.pkl
 create mode 100644 pacmandata/suicide_test.pkl
 create mode 100644 pacmandata/suicide_training.pkl
 create mode 100644 pacmandata/suicide_validation.pkl
 create mode 100644 perceptron.py
 create mode 100644 perceptron.pyc
 create mode 100644 perceptron_pacman.py
 create mode 100644 perceptron_pacman.pyc
 create mode 100644 projectParams.py
 create mode 100644 projectParams.pyc
 create mode 100644 samples.py
 create mode 100644 samples.pyc
 create mode 100644 testClasses.py
 create mode 100644 testClasses.pyc
 create mode 100644 testParser.py
 create mode 100644 testParser.pyc
 create mode 100644 test_cases/CONFIG
 create mode 100644 test_cases/q1/CONFIG
 create mode 100644 test_cases/q1/grade.solution
 create mode 100644 test_cases/q1/grade.test
 create mode 100644 test_cases/q2/CONFIG
 create mode 100644 test_cases/q2/grade.solution
 create mode 100644 test_cases/q2/grade.test
 create mode 100644 test_cases/q3/CONFIG
 create mode 100644 test_cases/q3/grade.solution
 create mode 100644 test_cases/q3/grade.test
 create mode 100644 test_cases/q4/CONFIG
 create mode 100644 test_cases/q4/grade.solution
 create mode 100644 test_cases/q4/grade.test
 create mode 100644 test_cases/q5/CONFIG
 create mode 100644 test_cases/q5/contest.solution
 create mode 100644 test_cases/q5/contest.test
 create mode 100644 test_cases/q5/suicide.solution
 create mode 100644 test_cases/q5/suicide.test
 create mode 100644 test_cases/q6/CONFIG
 create mode 100644 test_cases/q6/contest.solution
 create mode 100644 test_cases/q6/contest.test
 create mode 100644 test_cases/q6/suicide.solution
 create mode 100644 test_cases/q6/suicide.test
 create mode 100644 textDisplay.py
 create mode 100644 textDisplay.pyc
 create mode 100644 util.py
 create mode 100644 util.pyc

diff --git a/README.txt b/README.txt
new file mode 100644
index 0000000..1eb890c
--- /dev/null
+++ b/README.txt
@@ -0,0 +1,14 @@
+Name: Austin Balogh
+CSU ID: 2597975
+
+My implementation of the project involves finding ranges of
+data and labels. Then returning a max or min depending on
+what is needed or performing math where it is needed. 
+Thoughout the project the counter class functions are used to 
+update weights with the proper math needed for them. Much like
+previous projects, the pacman enhanced features involve finding
+distances to ghosts and food. My MIRA implementation seems to
+somewhat long to complete due to the amount of loops used for
+the grid. There may be some way to optimize it, but I am not
+sure how. I was uncertain how to do question 4, so I did not
+submit it. I spent about 25 hours on this project.
\ No newline at end of file
diff --git a/VERSION b/VERSION
new file mode 100644
index 0000000..52f6cb3
--- /dev/null
+++ b/VERSION
@@ -0,0 +1 @@
+v1.001
diff --git a/answers.py b/answers.py
new file mode 100644
index 0000000..b7e7d13
--- /dev/null
+++ b/answers.py
@@ -0,0 +1,17 @@
+# answers.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).
+
+
+def q2():
+    "*** YOUR CODE HERE ***"
+    return 'a'
\ No newline at end of file
diff --git a/answers.pyc b/answers.pyc
new file mode 100644
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diff --git a/autograder.py b/autograder.py
new file mode 100644
index 0000000..9c11c4c
--- /dev/null
+++ b/autograder.py
@@ -0,0 +1,351 @@
+# 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, 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('--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': {
+    "<type 'exceptions.IndexError'>": """
+      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': {
+      "<type 'exceptions.AttributeError'>": """
+        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,
+            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, 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,
+            edxOutput=options.edxOutput, muteOutput=options.muteOutput, printTestCase=options.printTestCase,
+            questionToGrade=options.gradeQuestion, display=getDisplay(options.gradeQuestion!=None, options))
diff --git a/classificationAgents.py b/classificationAgents.py
new file mode 100644
index 0000000..51db76b
--- /dev/null
+++ b/classificationAgents.py
@@ -0,0 +1,75 @@
+# classificationAgents.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).
+
+
+# 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://inst.eecs.berkeley.edu/~cs188/pacman/pacman.html
+# 
+# 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 DummyOptions:
+    def __init__(self):
+        self.data = "pacman"
+        self.training = 25000
+        self.test = 100
+        self.odds = False
+        self.weights = False
+
+
+import perceptron_pacman
+
+class ClassifierAgent(Agent):
+    def __init__(self, trainingData=None, validationData=None, classifierType="perceptron", agentToClone=None, numTraining=3):
+        from dataClassifier import runClassifier, enhancedFeatureExtractorPacman
+        legalLabels = ['Stop', 'West', 'East', 'North', 'South']
+        if(classifierType == "perceptron"):
+            classifier = perceptron_pacman.PerceptronClassifierPacman(legalLabels,numTraining)
+        self.classifier = classifier
+        self.featureFunction = enhancedFeatureExtractorPacman
+        args = {'featureFunction': self.featureFunction,
+                'classifier':self.classifier,
+                'printImage':None,
+                'trainingData':trainingData,
+                'validationData':validationData,
+                'agentToClone': agentToClone,
+        }
+        options = DummyOptions()
+        options.classifier = classifierType
+        runClassifier(args, options)
+    def getAction(self, state):
+        from dataClassifier import runClassifier, enhancedFeatureExtractorPacman
+        features = self.featureFunction(state)
+        
+        action =  self.classifier.classify([features])[0]
+
+        return action
+
+def scoreEvaluation(state):
+    return state.getScore()
diff --git a/classificationMethod.py b/classificationMethod.py
new file mode 100644
index 0000000..98e588f
--- /dev/null
+++ b/classificationMethod.py
@@ -0,0 +1,62 @@
+# classificationMethod.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 the abstract class ClassificationMethod
+
+class ClassificationMethod:
+    """
+    ClassificationMethod is the abstract superclass of
+     - MostFrequentClassifier
+     - NaiveBayesClassifier
+     - PerceptronClassifier
+     - MiraClassifier
+
+    As such, you need not add any code to this file.  You can write
+    all of your implementation code in the files for the individual
+    classification methods listed above.
+    """
+    def __init__(self, legalLabels):
+        """
+        For digits dataset, the set of legal labels will be 0,1,..,9
+        For faces dataset, the set of legal labels will be 0 (non-face) or 1 (face)
+        """
+        self.legalLabels = legalLabels
+
+
+    def train(self, trainingData, trainingLabels, validationData, validationLabels):
+        """
+        This is the supervised training function for the classifier.  Two sets of
+        labeled data are passed in: a large training set and a small validation set.
+
+        Many types of classifiers have a common training structure in practice: using
+        training data for the main supervised training loop but tuning certain parameters
+        with a small held-out validation set.
+
+        For some classifiers (naive Bayes, MIRA), you will need to return the parameters'
+        values after training and tuning step.
+
+        To make the classifier generic to multiple problems, the data should be represented
+        as lists of Counters containing feature descriptions and their counts.
+        """
+        abstract
+
+    def classify(self, data):
+        """
+        This function returns a list of labels, each drawn from the set of legal labels
+        provided to the classifier upon construction.
+
+        To make the classifier generic to multiple problems, the data should be represented
+        as lists of Counters containing feature descriptions and their counts.
+        """
+        abstract
diff --git a/classificationMethod.pyc b/classificationMethod.pyc
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diff --git a/classificationTestClasses.py b/classificationTestClasses.py
new file mode 100644
index 0000000..a9dc51b
--- /dev/null
+++ b/classificationTestClasses.py
@@ -0,0 +1,276 @@
+# classificationTestClasses.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 hashlib import sha1
+import testClasses
+# import json
+
+from collections import defaultdict
+from pprint import PrettyPrinter
+pp = PrettyPrinter()
+
+# from game import Agent
+from pacman import GameState
+# from ghostAgents import RandomGhost, DirectionalGhost
+import random, math, traceback, sys, os
+# import layout, pacman
+# import autograder
+# import grading
+
+import dataClassifier, samples
+
+VERBOSE = False
+
+
+
+# Data sets
+# ---------
+
+EVAL_MULTIPLE_CHOICE=True
+
+numTraining = 100
+TEST_SET_SIZE = 100
+DIGIT_DATUM_WIDTH=28
+DIGIT_DATUM_HEIGHT=28
+
+def readDigitData(trainingSize=100, testSize=100):
+    rootdata = 'digitdata/'
+    # loading digits data
+    rawTrainingData = samples.loadDataFile(rootdata + 'trainingimages', trainingSize,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+    trainingLabels = samples.loadLabelsFile(rootdata + "traininglabels", trainingSize)
+    rawValidationData = samples.loadDataFile(rootdata + "validationimages", TEST_SET_SIZE,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+    validationLabels = samples.loadLabelsFile(rootdata + "validationlabels", TEST_SET_SIZE)
+    rawTestData = samples.loadDataFile("digitdata/testimages", testSize,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+    testLabels = samples.loadLabelsFile("digitdata/testlabels", testSize)
+    try:
+        print "Extracting features..."
+        featureFunction = dataClassifier.basicFeatureExtractorDigit
+        trainingData = map(featureFunction, rawTrainingData)
+        validationData = map(featureFunction, rawValidationData)
+        testData = map(featureFunction, rawTestData)
+    except:
+        display("An exception was raised while extracting basic features: \n %s" % getExceptionTraceBack())
+    return (trainingData, trainingLabels, validationData, validationLabels, rawTrainingData, rawValidationData, testData, testLabels, rawTestData)
+
+def readSuicideData(trainingSize=100, testSize=100):
+    rootdata = 'pacmandata'
+    rawTrainingData, trainingLabels = samples.loadPacmanData(rootdata + '/suicide_training.pkl', trainingSize)
+    rawValidationData, validationLabels = samples.loadPacmanData(rootdata + '/suicide_validation.pkl', testSize)
+    rawTestData, testLabels = samples.loadPacmanData(rootdata + '/suicide_test.pkl', testSize)
+    trainingData = []
+    validationData = []
+    testData = []
+    return (trainingData, trainingLabels, validationData, validationLabels, rawTrainingData, rawValidationData, testData, testLabels, rawTestData)
+
+def readContestData(trainingSize=100, testSize=100):
+    rootdata = 'pacmandata'
+    rawTrainingData, trainingLabels = samples.loadPacmanData(rootdata + '/contest_training.pkl', trainingSize)
+    rawValidationData, validationLabels = samples.loadPacmanData(rootdata + '/contest_validation.pkl', testSize)
+    rawTestData, testLabels = samples.loadPacmanData(rootdata + '/contest_test.pkl', testSize)
+    trainingData = []
+    validationData = []
+    testData = []
+    return (trainingData, trainingLabels, validationData, validationLabels, rawTrainingData, rawValidationData, testData, testLabels, rawTestData)
+
+
+smallDigitData = readDigitData(20)
+bigDigitData = readDigitData(1000)
+
+suicideData = readSuicideData(1000)
+contestData = readContestData(1000)
+
+def tinyDataSet():
+    def count(m,b,h):
+        c = util.Counter();
+        c['m'] = m;
+        c['b'] = b;
+        c['h'] = h;
+        return c;
+
+    training = [count(0,0,0), count(1,0,0), count(1,1,0), count(0,1,1), count(1,0,1), count(1,1,1)]
+    trainingLabels = [1,        1,            1           , 1           ,      -1     ,      -1]
+
+    validation = [count(1,0,1)]
+    validationLabels = [ 1]
+
+    test = [count(1,0,1)]
+    testLabels = [-1]
+
+    return (training,trainingLabels,validation,validationLabels,test,testLabels);
+
+
+def tinyDataSetPeceptronAndMira():
+    def count(m,b,h):
+        c = util.Counter();
+        c['m'] = m;
+        c['b'] = b;
+        c['h'] = h;
+        return c;
+
+    training = [count(1,0,0), count(1,1,0), count(0,1,1), count(1,0,1), count(1,1,1)]
+    trainingLabels = [1,            1,            1,          -1      ,      -1]
+
+    validation = [count(1,0,1)]
+    validationLabels = [ 1]
+
+    test = [count(1,0,1)]
+    testLabels = [-1]
+
+    return (training,trainingLabels,validation,validationLabels,test,testLabels);
+
+
+DATASETS = {
+    "smallDigitData": lambda: smallDigitData,
+    "bigDigitData": lambda: bigDigitData,
+    "tinyDataSet": tinyDataSet,
+    "tinyDataSetPeceptronAndMira": tinyDataSetPeceptronAndMira,
+    "suicideData": lambda: suicideData,
+    "contestData": lambda: contestData
+}
+
+DATASETS_LEGAL_LABELS = {
+    "smallDigitData": range(10),
+    "bigDigitData": range(10),
+    "tinyDataSet": [-1,1],
+    "tinyDataSetPeceptronAndMira": [-1,1],
+    "suicideData": ["EAST", 'WEST', 'NORTH', 'SOUTH', 'STOP'],
+    "contestData": ["EAST", 'WEST', 'NORTH', 'SOUTH', 'STOP']
+}
+
+
+# Test classes
+# ------------
+
+def getAccuracy(data, classifier, featureFunction=dataClassifier.basicFeatureExtractorDigit):
+    trainingData, trainingLabels, validationData, validationLabels, rawTrainingData, rawValidationData, testData, testLabels, rawTestData = data
+    if featureFunction != dataClassifier.basicFeatureExtractorDigit:
+        trainingData = map(featureFunction, rawTrainingData)
+        validationData = map(featureFunction, rawValidationData)
+        testData = map(featureFunction, rawTestData)
+    classifier.train(trainingData, trainingLabels, validationData, validationLabels)
+    guesses = classifier.classify(testData)
+    correct = [guesses[i] == testLabels[i] for i in range(len(testLabels))].count(True)
+    acc = 100.0 * correct / len(testLabels)
+    serialized_guesses = ", ".join([str(guesses[i]) for i in range(len(testLabels))])
+    print str(correct), ("correct out of " + str(len(testLabels)) + " (%.1f%%).") % (acc)
+    return acc, serialized_guesses
+
+
+class GradeClassifierTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(GradeClassifierTest, self).__init__(question, testDict)
+
+        self.classifierModule = testDict['classifierModule']
+        self.classifierClass = testDict['classifierClass']
+        self.datasetName = testDict['datasetName']
+
+        self.accuracyScale = int(testDict['accuracyScale'])
+        self.accuracyThresholds = [int(s) for s in testDict.get('accuracyThresholds','').split()]
+        self.exactOutput = testDict['exactOutput'].lower() == "true"
+
+        self.automaticTuning = testDict['automaticTuning'].lower() == "true" if 'automaticTuning' in testDict else None
+        self.max_iterations = int(testDict['max_iterations']) if 'max_iterations' in testDict else None
+        self.featureFunction = testDict['featureFunction'] if 'featureFunction' in testDict else 'basicFeatureExtractorDigit'
+
+        self.maxPoints = len(self.accuracyThresholds) * self.accuracyScale
+
+
+    def grade_classifier(self, moduleDict):
+        featureFunction = getattr(dataClassifier, self.featureFunction)
+        data = DATASETS[self.datasetName]()
+        legalLabels = DATASETS_LEGAL_LABELS[self.datasetName]
+
+        classifierClass = getattr(moduleDict[self.classifierModule], self.classifierClass)
+
+        if self.max_iterations != None:
+            classifier = classifierClass(legalLabels, self.max_iterations)
+        else:
+            classifier = classifierClass(legalLabels)
+
+        if self.automaticTuning != None:
+            classifier.automaticTuning = self.automaticTuning
+
+        return getAccuracy(data, classifier, featureFunction=featureFunction)
+
+
+    def execute(self, grades, moduleDict, solutionDict):
+        accuracy, guesses = self.grade_classifier(moduleDict)
+
+        # Either grade them on the accuracy of their classifer,
+        # or their exact
+        if self.exactOutput:
+            gold_guesses = solutionDict['guesses']
+            if guesses == gold_guesses:
+                totalPoints = self.maxPoints
+            else:
+                self.addMessage("Incorrect classification after training:")
+                self.addMessage("  student classifications: " + guesses)
+                self.addMessage("  correct classifications: " + gold_guesses)
+                totalPoints = 0
+        else:
+            # Grade accuracy
+            totalPoints = 0
+            for threshold in self.accuracyThresholds:
+                if accuracy >= threshold:
+                    totalPoints += self.accuracyScale
+
+            # Print grading schedule
+            self.addMessage("%s correct (%s of %s points)" % (accuracy, totalPoints, self.maxPoints))
+            self.addMessage("    Grading scheme:")
+            self.addMessage("     < %s:  0 points" % (self.accuracyThresholds[0],))
+            for idx, threshold in enumerate(self.accuracyThresholds):
+                self.addMessage("    >= %s:  %s points" % (threshold, (idx+1)*self.accuracyScale))
+
+        return self.testPartial(grades, totalPoints, self.maxPoints)
+
+    def writeSolution(self, moduleDict, filePath):
+        handle = open(filePath, 'w')
+        handle.write('# This is the solution file for %s.\n' % self.path)
+
+        if self.exactOutput:
+            _, guesses = self.grade_classifier(moduleDict)
+            handle.write('guesses: "%s"' % (guesses,))
+
+        handle.close()
+        return True
+
+
+
+
+class MultipleChoiceTest(testClasses.TestCase):
+
+    def __init__(self, question, testDict):
+        super(MultipleChoiceTest, self).__init__(question, testDict)
+        self.ans = testDict['result']
+        self.question = testDict['question']
+
+    def execute(self, grades, moduleDict, solutionDict):
+        studentSolution = str(getattr(moduleDict['answers'], self.question)())
+        encryptedSolution = sha1(studentSolution.strip().lower()).hexdigest()
+        if encryptedSolution == self.ans:
+            return self.testPass(grades)
+        else:
+            self.addMessage("Solution is not correct.")
+            self.addMessage("Student solution: %s" % studentSolution)
+            return self.testFail(grades)
+
+    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
+
+
diff --git a/classificationTestClasses.pyc b/classificationTestClasses.pyc
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diff --git a/dataClassifier.py b/dataClassifier.py
new file mode 100644
index 0000000..6c6eeac
--- /dev/null
+++ b/dataClassifier.py
@@ -0,0 +1,451 @@
+# dataClassifier.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 feature extraction methods and harness
+# code for data classification
+
+
+import mostFrequent
+import naiveBayes
+import perceptron
+import perceptron_pacman
+import mira
+import samples
+import sys
+import util
+from pacman import GameState
+
+TEST_SET_SIZE = 100
+DIGIT_DATUM_WIDTH=28
+DIGIT_DATUM_HEIGHT=28
+FACE_DATUM_WIDTH=60
+FACE_DATUM_HEIGHT=70
+
+
+def basicFeatureExtractorDigit(datum):
+    """
+    Returns a set of pixel features indicating whether
+    each pixel in the provided datum is white (0) or gray/black (1)
+    """
+    a = datum.getPixels()
+
+    features = util.Counter()
+    for x in range(DIGIT_DATUM_WIDTH):
+        for y in range(DIGIT_DATUM_HEIGHT):
+            if datum.getPixel(x, y) > 0:
+                features[(x,y)] = 1
+            else:
+                features[(x,y)] = 0
+    return features
+
+def basicFeatureExtractorFace(datum):
+    """
+    Returns a set of pixel features indicating whether
+    each pixel in the provided datum is an edge (1) or no edge (0)
+    """
+    a = datum.getPixels()
+
+    features = util.Counter()
+    for x in range(FACE_DATUM_WIDTH):
+        for y in range(FACE_DATUM_HEIGHT):
+            if datum.getPixel(x, y) > 0:
+                features[(x,y)] = 1
+            else:
+                features[(x,y)] = 0
+    return features
+
+def enhancedFeatureExtractorDigit(datum):
+    """
+    Your feature extraction playground.
+    
+    You should return a util.Counter() of features
+    for this datum (datum is of type samples.Datum).
+    
+    ## DESCRIBE YOUR ENHANCED FEATURES HERE...
+    
+    ##
+    """
+    features =  basicFeatureExtractorDigit(datum)
+
+    "*** YOUR CODE HERE ***"
+    util.raiseNotDefined()
+
+    return features
+    
+def basicFeatureExtractorPacman(state):
+    """
+    A basic feature extraction function.
+    You should return a util.Counter() of features
+    for each (state, action) pair along with a list of the legal actions
+    ##
+    """
+    features = util.Counter()
+    for action in state.getLegalActions():
+        successor = state.generateSuccessor(0, action)
+        foodCount = successor.getFood().count()
+        featureCounter = util.Counter()
+        featureCounter['foodCount'] = foodCount
+        features[action] = featureCounter
+    return features, state.getLegalActions()
+
+def enhancedFeatureExtractorPacman(state):
+    """
+    Your feature extraction playground.
+    You should return a util.Counter() of features
+    for each (state, action) pair along with a list of the legal actions
+    ##
+    """
+
+    features = basicFeatureExtractorPacman(state)[0]
+    for action in state.getLegalActions():
+        features[action] = util.Counter(features[action], **enhancedPacmanFeatures(state, action))
+    return features, state.getLegalActions()
+
+def enhancedPacmanFeatures(state, action):
+    """
+    For each state, this function is called with each legal action.
+    It should return a counter with { <feature name> : <feature value>, ... }
+    """
+    features = util.Counter()
+    successor = state.generateSuccessor(0, action) #Generate successor for current state
+    pacmanPosition = successor.getPacmanPosition()
+    closestFood = 0
+    foodList = successor.getFood().asList() #Make list of food
+    closestGhost = 0
+    ghostPosition = successor.getGhostPositions() #Find ghost positions
+
+    if not foodList:
+        pass
+    else: # Find minimum distance to food
+        closestFood = min([util.manhattanDistance(i, pacmanPosition) for i in foodList])
+    if closestFood:
+        closestFood = 9.0 / closestFood
+    else:
+        closestFood
+    features['closestFood'] = closestFood #Designate feature name for closest food
+        
+    if not ghostPosition:
+        pass
+    else: #Find minimum distance to ghost
+        closestGhost = min(util.manhattanDistance(i, pacmanPosition) for i in ghostPosition)
+    if closestGhost:
+        closestGhost = 9.0 / closestGhost
+    else:
+        closestGhost   
+    features['closestGhost'] = closestGhost #Designate feature name for closest ghost
+    
+    features['remainingFood'] = successor.getNumFood() #Designate feature name for remaining food
+
+    return features
+
+def contestFeatureExtractorDigit(datum):
+    """
+    Specify features to use for the minicontest
+    """
+    features =  basicFeatureExtractorDigit(datum)
+    return features
+
+def enhancedFeatureExtractorFace(datum):
+    """
+    Your feature extraction playground for faces.
+    It is your choice to modify this.
+    """
+    features =  basicFeatureExtractorFace(datum)
+    return features
+
+def analysis(classifier, guesses, testLabels, testData, rawTestData, printImage):
+    """
+    This function is called after learning.
+    Include any code that you want here to help you analyze your results.
+    
+    Use the printImage(<list of pixels>) function to visualize features.
+    
+    An example of use has been given to you.
+    
+    - classifier is the trained classifier
+    - guesses is the list of labels predicted by your classifier on the test set
+    - testLabels is the list of true labels
+    - testData is the list of training datapoints (as util.Counter of features)
+    - rawTestData is the list of training datapoints (as samples.Datum)
+    - printImage is a method to visualize the features
+    (see its use in the odds ratio part in runClassifier method)
+    This code won't be evaluated. It is for your own optional use
+    (and you can modify the signature if you want).
+    """
+
+    # Put any code here...
+    # Example of use:
+    #for i in range(len(guesses)):
+    #    prediction = guesses[i]
+    #    truth = testLabels[i]
+    #    if (prediction != truth):
+    #        print "==================================="
+    #        print "Mistake on example %d" % i
+    #        print "Predicted %d; truth is %d" % (prediction, truth)
+    #        print "Image: "
+    #        print rawTestData[i]
+    #        break
+
+
+## =====================
+## You don't have to modify any code below.
+## =====================
+
+
+class ImagePrinter:
+    def __init__(self, width, height):
+        self.width = width
+        self.height = height
+
+    def printImage(self, pixels):
+        """
+        Prints a Datum object that contains all pixels in the
+        provided list of pixels.  This will serve as a helper function
+        to the analysis function you write.
+        
+        Pixels should take the form
+        [(2,2), (2, 3), ...]
+        where each tuple represents a pixel.
+        """
+        image = samples.Datum(None,self.width,self.height)
+        for pix in pixels:
+            try:
+            # This is so that new features that you could define which
+            # which are not of the form of (x,y) will not break
+            # this image printer...
+                x,y = pix
+                image.pixels[x][y] = 2
+            except:
+                print "new features:", pix
+                continue
+        print image
+
+def default(str):
+    return str + ' [Default: %default]'
+
+USAGE_STRING = """
+  USAGE:      python dataClassifier.py <options>
+  EXAMPLES:   (1) python dataClassifier.py
+                  - trains the default mostFrequent classifier on the digit dataset
+                  using the default 100 training examples and
+                  then test the classifier on test data
+              (2) python dataClassifier.py -c naiveBayes -d digits -t 1000 -f -o -1 3 -2 6 -k 2.5
+                  - would run the naive Bayes classifier on 1000 training examples
+                  using the enhancedFeatureExtractorDigits function to get the features
+                  on the faces dataset, would use the smoothing parameter equals to 2.5, would
+                  test the classifier on the test data and performs an odd ratio analysis
+                  with label1=3 vs. label2=6
+                 """
+
+
+def readCommand( argv ):
+    "Processes the command used to run from the command line."
+    from optparse import OptionParser
+    parser = OptionParser(USAGE_STRING)
+
+    parser.add_option('-c', '--classifier', help=default('The type of classifier'), choices=['mostFrequent', 'nb', 'naiveBayes', 'perceptron', 'mira', 'minicontest'], default='mostFrequent')
+    parser.add_option('-d', '--data', help=default('Dataset to use'), choices=['digits', 'faces', 'pacman'], default='digits')
+    parser.add_option('-t', '--training', help=default('The size of the training set'), default=100, type="int")
+    parser.add_option('-f', '--features', help=default('Whether to use enhanced features'), default=False, action="store_true")
+    parser.add_option('-o', '--odds', help=default('Whether to compute odds ratios'), default=False, action="store_true")
+    parser.add_option('-1', '--label1', help=default("First label in an odds ratio comparison"), default=0, type="int")
+    parser.add_option('-2', '--label2', help=default("Second label in an odds ratio comparison"), default=1, type="int")
+    parser.add_option('-w', '--weights', help=default('Whether to print weights'), default=False, action="store_true")
+    parser.add_option('-k', '--smoothing', help=default("Smoothing parameter (ignored when using --autotune)"), type="float", default=2.0)
+    parser.add_option('-a', '--autotune', help=default("Whether to automatically tune hyperparameters"), default=False, action="store_true")
+    parser.add_option('-i', '--iterations', help=default("Maximum iterations to run training"), default=3, type="int")
+    parser.add_option('-s', '--test', help=default("Amount of test data to use"), default=TEST_SET_SIZE, type="int")
+    parser.add_option('-g', '--agentToClone', help=default("Pacman agent to copy"), default=None, type="str")
+
+    options, otherjunk = parser.parse_args(argv)
+    if len(otherjunk) != 0: raise Exception('Command line input not understood: ' + str(otherjunk))
+    args = {}
+
+    # Set up variables according to the command line input.
+    print "Doing classification"
+    print "--------------------"
+    print "data:\t\t" + options.data
+    print "classifier:\t\t" + options.classifier
+    if not options.classifier == 'minicontest':
+        print "using enhanced features?:\t" + str(options.features)
+    else:
+        print "using minicontest feature extractor"
+    print "training set size:\t" + str(options.training)
+    if(options.data=="digits"):
+        printImage = ImagePrinter(DIGIT_DATUM_WIDTH, DIGIT_DATUM_HEIGHT).printImage
+        if (options.features):
+            featureFunction = enhancedFeatureExtractorDigit
+        else:
+            featureFunction = basicFeatureExtractorDigit
+        if (options.classifier == 'minicontest'):
+            featureFunction = contestFeatureExtractorDigit
+    elif(options.data=="faces"):
+        printImage = ImagePrinter(FACE_DATUM_WIDTH, FACE_DATUM_HEIGHT).printImage
+        if (options.features):
+            featureFunction = enhancedFeatureExtractorFace
+        else:
+            featureFunction = basicFeatureExtractorFace
+    elif(options.data=="pacman"):
+        printImage = None
+        if (options.features):
+            featureFunction = enhancedFeatureExtractorPacman
+        else:
+            featureFunction = basicFeatureExtractorPacman
+    else:
+        print "Unknown dataset", options.data
+        print USAGE_STRING
+        sys.exit(2)
+
+    if(options.data=="digits"):
+        legalLabels = range(10)
+    else:
+        legalLabels = ['Stop', 'West', 'East', 'North', 'South']
+
+    if options.training <= 0:
+        print "Training set size should be a positive integer (you provided: %d)" % options.training
+        print USAGE_STRING
+        sys.exit(2)
+
+    if options.smoothing <= 0:
+        print "Please provide a positive number for smoothing (you provided: %f)" % options.smoothing
+        print USAGE_STRING
+        sys.exit(2)
+
+    if options.odds:
+        if options.label1 not in legalLabels or options.label2 not in legalLabels:
+            print "Didn't provide a legal labels for the odds ratio: (%d,%d)" % (options.label1, options.label2)
+            print USAGE_STRING
+            sys.exit(2)
+
+    if(options.classifier == "mostFrequent"):
+        classifier = mostFrequent.MostFrequentClassifier(legalLabels)
+    elif(options.classifier == "naiveBayes" or options.classifier == "nb"):
+        classifier = naiveBayes.NaiveBayesClassifier(legalLabels)
+        classifier.setSmoothing(options.smoothing)
+        if (options.autotune):
+            print "using automatic tuning for naivebayes"
+            classifier.automaticTuning = True
+        else:
+            print "using smoothing parameter k=%f for naivebayes" %  options.smoothing
+    elif(options.classifier == "perceptron"):
+        if options.data != 'pacman':
+            classifier = perceptron.PerceptronClassifier(legalLabels,options.iterations)
+        else:
+            classifier = perceptron_pacman.PerceptronClassifierPacman(legalLabels,options.iterations)
+    elif(options.classifier == "mira"):
+        if options.data != 'pacman':
+            classifier = mira.MiraClassifier(legalLabels, options.iterations)
+        if (options.autotune):
+            print "using automatic tuning for MIRA"
+            classifier.automaticTuning = True
+        else:
+            print "using default C=0.001 for MIRA"
+    elif(options.classifier == 'minicontest'):
+        import minicontest
+        classifier = minicontest.contestClassifier(legalLabels)
+    else:
+        print "Unknown classifier:", options.classifier
+        print USAGE_STRING
+
+        sys.exit(2)
+
+    args['agentToClone'] = options.agentToClone
+
+    args['classifier'] = classifier
+    args['featureFunction'] = featureFunction
+    args['printImage'] = printImage
+
+    return args, options
+
+# Dictionary containing full path to .pkl file that contains the agent's training, validation, and testing data.
+MAP_AGENT_TO_PATH_OF_SAVED_GAMES = {
+    'FoodAgent': ('pacmandata/food_training.pkl','pacmandata/food_validation.pkl','pacmandata/food_test.pkl' ),
+    'StopAgent': ('pacmandata/stop_training.pkl','pacmandata/stop_validation.pkl','pacmandata/stop_test.pkl' ),
+    'SuicideAgent': ('pacmandata/suicide_training.pkl','pacmandata/suicide_validation.pkl','pacmandata/suicide_test.pkl' ),
+    'GoodReflexAgent': ('pacmandata/good_reflex_training.pkl','pacmandata/good_reflex_validation.pkl','pacmandata/good_reflex_test.pkl' ),
+    'ContestAgent': ('pacmandata/contest_training.pkl','pacmandata/contest_validation.pkl', 'pacmandata/contest_test.pkl' )
+}
+# Main harness code
+
+
+
+def runClassifier(args, options):
+    featureFunction = args['featureFunction']
+    classifier = args['classifier']
+    printImage = args['printImage']
+    
+    # Load data
+    numTraining = options.training
+    numTest = options.test
+
+    if(options.data=="pacman"):
+        agentToClone = args.get('agentToClone', None)
+        trainingData, validationData, testData = MAP_AGENT_TO_PATH_OF_SAVED_GAMES.get(agentToClone, (None, None, None))
+        trainingData = trainingData or args.get('trainingData', False) or MAP_AGENT_TO_PATH_OF_SAVED_GAMES['ContestAgent'][0]
+        validationData = validationData or args.get('validationData', False) or MAP_AGENT_TO_PATH_OF_SAVED_GAMES['ContestAgent'][1]
+        testData = testData or MAP_AGENT_TO_PATH_OF_SAVED_GAMES['ContestAgent'][2]
+        rawTrainingData, trainingLabels = samples.loadPacmanData(trainingData, numTraining)
+        rawValidationData, validationLabels = samples.loadPacmanData(validationData, numTest)
+        rawTestData, testLabels = samples.loadPacmanData(testData, numTest)
+    else:
+        rawTrainingData = samples.loadDataFile("digitdata/trainingimages", numTraining,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+        trainingLabels = samples.loadLabelsFile("digitdata/traininglabels", numTraining)
+        rawValidationData = samples.loadDataFile("digitdata/validationimages", numTest,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+        validationLabels = samples.loadLabelsFile("digitdata/validationlabels", numTest)
+        rawTestData = samples.loadDataFile("digitdata/testimages", numTest,DIGIT_DATUM_WIDTH,DIGIT_DATUM_HEIGHT)
+        testLabels = samples.loadLabelsFile("digitdata/testlabels", numTest)
+
+
+    # Extract features
+    print "Extracting features..."
+    trainingData = map(featureFunction, rawTrainingData)
+    validationData = map(featureFunction, rawValidationData)
+    testData = map(featureFunction, rawTestData)
+
+    # Conduct training and testing
+    print "Training..."
+    classifier.train(trainingData, trainingLabels, validationData, validationLabels)
+    print "Validating..."
+    guesses = classifier.classify(validationData)
+    correct = [guesses[i] == validationLabels[i] for i in range(len(validationLabels))].count(True)
+    print str(correct), ("correct out of " + str(len(validationLabels)) + " (%.1f%%).") % (100.0 * correct / len(validationLabels))
+    print "Testing..."
+    guesses = classifier.classify(testData)
+    correct = [guesses[i] == testLabels[i] for i in range(len(testLabels))].count(True)
+    print str(correct), ("correct out of " + str(len(testLabels)) + " (%.1f%%).") % (100.0 * correct / len(testLabels))
+    analysis(classifier, guesses, testLabels, testData, rawTestData, printImage)
+
+    # do odds ratio computation if specified at command line
+    if((options.odds) & (options.classifier == "naiveBayes" or (options.classifier == "nb")) ):
+        label1, label2 = options.label1, options.label2
+        features_odds = classifier.findHighOddsFeatures(label1,label2)
+        if(options.classifier == "naiveBayes" or options.classifier == "nb"):
+            string3 = "=== Features with highest odd ratio of label %d over label %d ===" % (label1, label2)
+        else:
+            string3 = "=== Features for which weight(label %d)-weight(label %d) is biggest ===" % (label1, label2)
+
+        print string3
+        printImage(features_odds)
+
+    if((options.weights) & (options.classifier == "perceptron")):
+        for l in classifier.legalLabels:
+            features_weights = classifier.findHighWeightFeatures(l)
+            print ("=== Features with high weight for label %d ==="%l)
+            printImage(features_weights)
+
+if __name__ == '__main__':
+    # Read input
+    args, options = readCommand( sys.argv[1:] )
+    # Run classifier
+    runClassifier(args, options)
\ No newline at end of file
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diff --git a/game.py b/game.py
new file mode 100644
index 0000000..e34d6cf
--- /dev/null
+++ b/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, 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 cStringIO
+        self.agentOutput = [cStringIO.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 cStringIO
+        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 >>sys.stderr, "Agent %d failed to load" % i
+                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 >>sys.stderr, "Agent %d ran out of time on startup!" % i
+                            self.unmute()
+                            self.agentTimeout = True
+                            self._agentCrash(i, quiet=True)
+                            return
+                    except Exception,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,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 >>sys.stderr, "Agent %d timed out on a single move!" % agentIndex
+                        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 >>sys.stderr, "Agent %d took too long to make a move! This is warning %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex])
+                        if self.totalAgentTimeWarnings[agentIndex] > self.rules.getMaxTimeWarnings(agentIndex):
+                            print >>sys.stderr, "Agent %d exceeded the maximum number of warnings: %d" % (agentIndex, self.totalAgentTimeWarnings[agentIndex])
+                            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 >>sys.stderr, "Agent %d ran out of time! (time: %1.2f)" % (agentIndex, self.totalAgentTimes[agentIndex])
+                        self.agentTimeout = True
+                        self._agentCrash(agentIndex, quiet=True)
+                        self.unmute()
+                        return
+                    self.unmute()
+                except Exception,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,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,data:
+                    if not self.catchExceptions: raise
+                    self._agentCrash(agentIndex)
+                    self.unmute()
+                    return
+        self.display.finish()
diff --git a/game.pyc b/game.pyc
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diff --git a/ghostAgents.py b/ghostAgents.py
new file mode 100644
index 0000000..c3afe1f
--- /dev/null
+++ b/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/ghostAgents.pyc b/ghostAgents.pyc
new file mode 100644
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diff --git a/grading.py b/grading.py
new file mode 100644
index 0000000..0ef07a9
--- /dev/null
+++ b/grading.py
@@ -0,0 +1,282 @@
+# 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 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, 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.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),300)(self) # Call the question's function
+        #TimeoutFunction(getattr(gradingModule, q),1200)(self) # Call the question's function
+      except Exception, 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()
+
+  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 <pre> 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 produceOutput(self):
+    edxOutput = open('edx_response.html', 'w')
+    edxOutput.write("<div>")
+
+    # first sum
+    total_possible = sum(self.maxes.values())
+    total_score = sum(self.points.values())
+    checkOrX = '<span class="incorrect"/>'
+    if (total_score >= total_possible):
+        checkOrX = '<span class="correct"/>'
+    header = """
+        <h3>
+            Total score ({total_score} / {total_possible})
+        </h3>
+    """.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 = '<span class="incorrect"/>'
+      if (self.points[q] == self.maxes[q]):
+        checkOrX = '<span class="correct"/>'
+      #messages = '\n<br/>\n'.join(self.messages[q])
+      messages = "<pre>%s</pre>" % '\n'.join(self.messages[q])
+      output = """
+        <div class="test">
+          <section>
+          <div class="shortform">
+            Question {q} ({points}/{max}) {checkOrX}
+          </div>
+        <div class="longform">
+          {messages}
+        </div>
+        </section>
+      </div>
+      """.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("</div>")
+    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/grading.pyc b/grading.pyc
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HcmV?d00001

diff --git a/graphicsDisplay.py b/graphicsDisplay.py
new file mode 100644
index 0000000..1bfe1b3
--- /dev/null
+++ b/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 = map(colorToVector, 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/graphicsDisplay.pyc b/graphicsDisplay.pyc
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diff --git a/graphicsUtils.py b/graphicsUtils.py
new file mode 100644
index 0000000..a1d8bdc
--- /dev/null
+++ b/graphicsUtils.py
@@ -0,0 +1,398 @@
+# 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
+
+_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 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>", _keypress )
+    _root_window.bind( "<KeyRelease>", _keyrelease )
+    _root_window.bind( "<FocusIn>", _clear_keys )
+    _root_window.bind( "<FocusOut>", _clear_keys )
+    _root_window.bind( "<Button-1>", _leftclick )
+    _root_window.bind( "<Button-2>", _rightclick )
+    _root_window.bind( "<Button-3>", _rightclick )
+    _root_window.bind( "<Control-Button-1>", _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, 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, 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,
+                              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
+
+    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=Tkinter.tkinter.dooneevent,
+                 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=Tkinter.tkinter.dooneevent,
+                       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=Tkinter.tkinter.dooneevent,
+            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=Tkinter.tkinter.dooneevent,
+            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 = file(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/graphicsUtils.pyc b/graphicsUtils.pyc
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diff --git a/images/2002_10_31_img_507.0.jpg b/images/2002_10_31_img_507.0.jpg
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diff --git a/keyboardAgents.py b/keyboardAgents.py
new file mode 100644
index 0000000..c7d9fcf
--- /dev/null
+++ b/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 = keys_waiting() + 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/layout.py b/layout.py
new file mode 100644
index 0000000..c6b377d
--- /dev/null
+++ b/layout.py
@@ -0,0 +1,149 @@
+# 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
+
+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/layout.pyc b/layout.pyc
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diff --git a/layouts/capsuleClassic.lay b/layouts/capsuleClassic.lay
new file mode 100644
index 0000000..06a5c51
--- /dev/null
+++ b/layouts/capsuleClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%
+%G.       G   ....%
+%.% % %%%%%% %.%%.%
+%.%o% %   o% %.o%.%
+%.%%%.%  %%% %..%.%
+%.....  P    %..%G%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/contestClassic.lay b/layouts/contestClassic.lay
new file mode 100644
index 0000000..84c8733
--- /dev/null
+++ b/layouts/contestClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%...... G GG%......%
+%.%.%%.%% %%%.%%.%.%
+%.%....% ooo%.%..%.%
+%.%.%%.% %% %.%.%%.%
+%o%......P....%....%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/mediumClassic.lay b/layouts/mediumClassic.lay
new file mode 100644
index 0000000..33c5db8
--- /dev/null
+++ b/layouts/mediumClassic.lay
@@ -0,0 +1,11 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%....%
+%.%%.%.%%%%%%.%.%%.%
+%.%..............%.%
+%.%.%%.%%  %%.%%.%.%
+%......%G  G%......%
+%.%.%%.%%%%%%.%%.%.%
+%.%..............%.%
+%.%%.%.%%%%%%.%.%%.%
+%....%...P....%...o%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/minimaxClassic.lay b/layouts/minimaxClassic.lay
new file mode 100644
index 0000000..a547397
--- /dev/null
+++ b/layouts/minimaxClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%%
+%.P    G% 
+% %.%G%%%  
+%G    %%% 
+%%%%%%%%%
diff --git a/layouts/openClassic.lay b/layouts/openClassic.lay
new file mode 100644
index 0000000..6760b42
--- /dev/null
+++ b/layouts/openClassic.lay
@@ -0,0 +1,9 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%
+%.. P  ....      ....   %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      .... G %
+%..  ...  ...  ...  ... %
+%..  ...  ...  ...  ... %
+%..    ....      ....  o%
+%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/originalClassic.lay b/layouts/originalClassic.lay
new file mode 100644
index 0000000..b2770c5
--- /dev/null
+++ b/layouts/originalClassic.lay
@@ -0,0 +1,27 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o%%%%.%%%%%.%%.%%%%%.%%%%o%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%..........................%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%.%%%%.%%.%%%%%%%%.%%.%%%%.%
+%......%%....%%....%%......%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%%%%% %% %%%%%.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%  %%%% %.%%%%%%
+%     .  %G  GG  G%  .     %
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%%%%%%.%            %.%%%%%%
+%%%%%%.% %%%%%%%%%% %.%%%%%%
+%............%%............%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%.%%%%.%%%%%.%%.%%%%%.%%%%.%
+%o..%%.......  .......%%..o%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%%%.%%.%%.%%%%%%%%.%%.%%.%%%
+%......%%....%%....%%......%
+%.%%%%%%%%%%.%%.%%%%%%%%%%.%
+%.............P............%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/smallClassic.lay b/layouts/smallClassic.lay
new file mode 100644
index 0000000..ce6c1d9
--- /dev/null
+++ b/layouts/smallClassic.lay
@@ -0,0 +1,7 @@
+%%%%%%%%%%%%%%%%%%%%
+%......%G  G%......%
+%.%%...%%  %%...%%.%
+%.%o.%........%.o%.%
+%.%%.%.%%%%%%.%.%%.%
+%........P.........%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/layouts/testClassic.lay b/layouts/testClassic.lay
new file mode 100644
index 0000000..4b3ffca
--- /dev/null
+++ b/layouts/testClassic.lay
@@ -0,0 +1,10 @@
+%%%%%
+% . %
+%.G.%
+% . %
+%. .%
+%   %
+%  .%
+%   %
+%P .%
+%%%%%
diff --git a/layouts/trappedClassic.lay b/layouts/trappedClassic.lay
new file mode 100644
index 0000000..289557f
--- /dev/null
+++ b/layouts/trappedClassic.lay
@@ -0,0 +1,5 @@
+%%%%%%%%
+%   P G%
+%G%%%%%%
+%....  %
+%%%%%%%%
diff --git a/layouts/trickyClassic.lay b/layouts/trickyClassic.lay
new file mode 100644
index 0000000..ffa156c
--- /dev/null
+++ b/layouts/trickyClassic.lay
@@ -0,0 +1,13 @@
+%%%%%%%%%%%%%%%%%%%%
+%o...%........%...o%
+%.%%.%.%%..%%.%.%%.%
+%.%.....%..%.....%.%
+%.%.%%.%%  %%.%%.%.%
+%...... GGGG%.%....%
+%.%....%%%%%%.%..%.%
+%.%....%  oo%.%..%.%
+%.%....% %%%%.%..%.%
+%.%...........%..%.%
+%.%%.%.%%%%%%.%.%%.%
+%o...%...P....%...o%
+%%%%%%%%%%%%%%%%%%%%
diff --git a/mira.py b/mira.py
new file mode 100644
index 0000000..90e7c08
--- /dev/null
+++ b/mira.py
@@ -0,0 +1,117 @@
+# mira.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).
+
+
+# Mira implementation
+import util
+PRINT = True
+
+class MiraClassifier:
+    """
+    Mira classifier.
+    
+    Note that the variable 'datum' in this code refers to a counter of features
+    (not to a raw samples.Datum).
+    """
+    def __init__( self, legalLabels, max_iterations):
+        self.legalLabels = legalLabels
+        self.type = "mira"
+        self.automaticTuning = False
+        self.C = 0.001
+        self.legalLabels = legalLabels
+        self.max_iterations = max_iterations
+        self.initializeWeightsToZero()
+
+    def initializeWeightsToZero(self):
+        "Resets the weights of each label to zero vectors"
+        self.weights = {}
+        for label in self.legalLabels:
+            self.weights[label] = util.Counter() # this is the data-structure you should use
+
+    def train(self, trainingData, trainingLabels, validationData, validationLabels):
+        "Outside shell to call your method. Do not modify this method."
+
+        self.features = trainingData[0].keys() # this could be useful for your code later...
+
+        if (self.automaticTuning):
+            Cgrid = [0.002, 0.004, 0.008]
+        else:
+            Cgrid = [self.C]
+
+        return self.trainAndTune(trainingData, trainingLabels, validationData, validationLabels, Cgrid)
+
+    def trainAndTune(self, trainingData, trainingLabels, validationData, validationLabels, Cgrid):
+        """
+        This method sets self.weights using MIRA.  Train the classifier for each value of C in Cgrid,
+        then store the weights that give the best accuracy on the validationData.
+        
+        Use the provided self.weights[label] data structure so that
+        the classify method works correctly. Also, recall that a
+        datum is a counter from features to values for those features
+        representing a vector of values.
+        """
+        myCounter = util.Counter()
+        gridWeights = util.Counter()
+        label = util.Counter()
+        mySum = 0    
+       
+        for c in Cgrid: #Loop through C grid
+            for a in range(self.max_iterations): #Return max of iterations
+                for b in range(len(trainingData)): #Return training data length
+                    for d in self.legalLabels:
+                        label[d] = trainingData[b].__mul__(self.weights[d]) #Obtain label
+                    if (trainingLabels[b] == label.argMax()):
+                        pass
+                    else:
+                        maxLabel = label.argMax() #Get max label
+                        countTwo = util.Counter()
+                        tData = trainingData[b]
+                        tLabel = trainingLabels[b]
+                        weightCalc = (self.weights[maxLabel].__sub__(self.weights[tLabel])).__mul__(tData) + 1.0
+                        multData = (2.0 / (tData.__mul__(tData)))
+                        calc = weightCalc / multData #Calculate weights
+                        minArg = min(c, calc) #Return minimum value
+                          
+                        for e in trainingData[b].keys():
+                            countTwo[e] = minArg * trainingData[b][e]
+                        self.weights[label.argMax()].__sub__(countTwo)
+                        self.weights[trainingLabels[b]].__radd__(countTwo)
+                        
+            gridWeights[c] = self.weights #Update counter
+            
+            for f in range(len(validationData)): #Return length of validation data
+                for g in validationLabels:
+                    label[g] = validationData[f].__mul__(self.weights[g]) #Obtain label
+                if (validationLabels[f] != label.argMax()):
+                    pass
+                else:
+                    mySum += 1 #Add to sum if we are at max label   
+            myCounter[c] = mySum #Update counter
+            
+        self.weights = gridWeights[myCounter.argMax()] #Update weights with highest value
+    
+
+    def classify(self, data ):
+        """
+        Classifies each datum as the label that most closely matches the prototype vector
+        for that label.  See the project description for details.
+        
+        Recall that a datum is a util.counter...
+        """
+        guesses = []
+        for datum in data:
+            vectors = util.Counter()
+            for l in self.legalLabels:
+                vectors[l] = self.weights[l] * datum
+            guesses.append(vectors.argMax())
+        return guesses
\ No newline at end of file
diff --git a/mira.pyc b/mira.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..6990049fadf64dca8567d6536c181df5eefe1cd0
GIT binary patch
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diff --git a/mostFrequent.py b/mostFrequent.py
new file mode 100644
index 0000000..60b8f10
--- /dev/null
+++ b/mostFrequent.py
@@ -0,0 +1,40 @@
+# mostFrequent.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 util
+import classificationMethod
+
+class MostFrequentClassifier(classificationMethod.ClassificationMethod):
+    """
+    The MostFrequentClassifier is a very simple classifier: for
+    every test instance presented to it, the classifier returns
+    the label that was seen most often in the training data.
+    """
+    def __init__(self, legalLabels):
+        self.guess = None
+        self.type = "mostfrequent"
+
+    def train(self, data, labels, validationData, validationLabels):
+        """
+        Find the most common label in the training data.
+        """
+        counter = util.Counter()
+        counter.incrementAll(labels, 1)
+        self.guess = counter.argMax()
+
+    def classify(self, testData):
+        """
+        Classify all test data as the most common label.
+        """
+        return [self.guess for i in testData]
diff --git a/mostFrequent.pyc b/mostFrequent.pyc
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diff --git a/naiveBayes.py b/naiveBayes.py
new file mode 100644
index 0000000..bfc2574
--- /dev/null
+++ b/naiveBayes.py
@@ -0,0 +1,175 @@
+# naiveBayes.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 util
+import classificationMethod
+import math
+
+class NaiveBayesClassifier(classificationMethod.ClassificationMethod):
+    """
+    See the project description for the specifications of the Naive Bayes classifier.
+
+    Note that the variable 'datum' in this code refers to a counter of features
+    (not to a raw samples.Datum).
+    """
+    def __init__(self, legalLabels):
+        self.legalLabels = legalLabels
+        self.type = "naivebayes"
+        self.k = 1 # this is the smoothing parameter, ** use it in your train method **
+        self.automaticTuning = False # Look at this flag to decide whether to choose k automatically ** use this in your train method **
+
+    def setSmoothing(self, k):
+        """
+        This is used by the main method to change the smoothing parameter before training.
+        Do not modify this method.
+        """
+        self.k = k
+
+    def train(self, trainingData, trainingLabels, validationData, validationLabels):
+        """
+        Outside shell to call your method. Do not modify this method.
+        """
+
+        # might be useful in your code later...
+        # this is a list of all features in the training set.
+        self.features = list(set([ f for datum in trainingData for f in datum.keys() ]));
+
+        if (self.automaticTuning):
+            kgrid = [0.001, 0.01, 0.05, 0.1, 0.5, 1, 5, 10, 20, 50]
+        else:
+            kgrid = [self.k]
+
+        self.trainAndTune(trainingData, trainingLabels, validationData, validationLabels, kgrid)
+
+    def trainAndTune(self, trainingData, trainingLabels, validationData, validationLabels, kgrid):
+        """
+        Trains the classifier by collecting counts over the training data, and
+        stores the Laplace smoothed estimates so that they can be used to classify.
+        Evaluate each value of k in kgrid to choose the smoothing parameter
+        that gives the best accuracy on the held-out validationData.
+
+        trainingData and validationData are lists of feature Counters.  The corresponding
+        label lists contain the correct label for each datum.
+
+        To get the list of all possible features or labels, use self.features and
+        self.legalLabels.
+        """
+
+        bestAccuracyCount = -1 # best accuracy so far on validation set
+
+        # Common training - get all counts from training data
+        # We only do it once - save computation in tuning smoothing parameter
+        commonPrior = util.Counter() # probability over labels
+        commonConditionalProb = util.Counter() # Conditional probability of feature feat being 1
+                                      # indexed by (feat, label)
+        commonCounts = util.Counter() # how many time I have seen feature feat with label y
+                                    # whatever inactive or active
+
+        for i in range(len(trainingData)):
+            datum = trainingData[i]
+            label = trainingLabels[i]
+            commonPrior[label] += 1
+            for feat, value in datum.items():
+                commonCounts[(feat,label)] += 1
+                if value > 0: # assume binary value
+                    commonConditionalProb[(feat, label)] += 1
+
+        for k in kgrid: # Smoothing parameter tuning loop!
+            prior = util.Counter()
+            conditionalProb = util.Counter()
+            counts = util.Counter()
+
+            # get counts from common training step
+            for key, val in commonPrior.items():
+                prior[key] += val
+            for key, val in commonCounts.items():
+                counts[key] += val
+            for key, val in commonConditionalProb.items():
+                conditionalProb[key] += val
+
+            # smoothing:
+            for label in self.legalLabels:
+                for feat in self.features:
+                    conditionalProb[ (feat, label)] +=  k
+                    counts[(feat, label)] +=  2*k # 2 because both value 0 and 1 are smoothed
+
+            # normalizing:
+            prior.normalize()
+            for x, count in conditionalProb.items():
+                conditionalProb[x] = count * 1.0 / counts[x]
+
+            self.prior = prior
+            self.conditionalProb = conditionalProb
+
+            # evaluating performance on validation set
+            predictions = self.classify(validationData)
+            accuracyCount =  [predictions[i] == validationLabels[i] for i in range(len(validationLabels))].count(True)
+
+            print "Performance on validation set for k=%f: (%.1f%%)" % (k, 100.0*accuracyCount/len(validationLabels))
+            if accuracyCount > bestAccuracyCount:
+                bestParams = (prior, conditionalProb, k)
+                bestAccuracyCount = accuracyCount
+            # end of automatic tuning loop
+        self.prior, self.conditionalProb, self.k = bestParams
+
+    def classify(self, testData):
+        """
+        Classify the data based on the posterior distribution over labels.
+
+        You shouldn't modify this method.
+        """
+        guesses = []
+        self.posteriors = [] # Log posteriors are stored for later data analysis (autograder).
+        for datum in testData:
+            posterior = self.calculateLogJointProbabilities(datum)
+            guesses.append(posterior.argMax())
+            self.posteriors.append(posterior)
+        return guesses
+
+    def calculateLogJointProbabilities(self, datum):
+        """
+        Returns the log-joint distribution over legal labels and the datum.
+        Each log-probability should be stored in the log-joint counter, e.g.
+        logJoint[3] = <Estimate of log( P(Label = 3, datum) )>
+
+        To get the list of all possible features or labels, use self.features and
+        self.legalLabels.
+        """
+        logJoint = util.Counter()
+
+        for label in self.legalLabels:
+            logJoint[label] = math.log(self.prior[label])
+            for feat, value in datum.items():
+                if value > 0:
+                    logJoint[label] += math.log(self.conditionalProb[feat,label])
+                else:
+                    logJoint[label] += math.log(1-self.conditionalProb[feat,label])
+
+        return logJoint
+
+    def findHighOddsFeatures(self, label1, label2):
+        """
+        Returns the 100 best features for the odds ratio:
+                P(feature=1 | label1)/P(feature=1 | label2)
+
+        Note: you may find 'self.features' a useful way to loop through all possible features
+        """
+        featuresOdds = []
+
+        for feat in self.features:
+            featuresOdds.append((self.conditionalProb[feat, label1]/self.conditionalProb[feat, label2], feat))
+        featuresOdds.sort()
+        featuresOdds = [feat for val, feat in featuresOdds[-100:]]
+
+        return featuresOdds
diff --git a/naiveBayes.pyc b/naiveBayes.pyc
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diff --git a/pacman.py b/pacman.py
new file mode 100644
index 0000000..740451d
--- /dev/null
+++ b/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 <options>
+    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 cPickle
+        f = open(options.gameToReplay)
+        try: recorded = cPickle.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, cPickle
+            fname = ('recorded-game-%d' % (i + 1)) +  '-'.join([str(t) for t in time.localtime()[1:6]])
+            f = file(fname, 'w')
+            components = {'layout': layout, 'actions': game.moveHistory}
+            cPickle.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/pacman.pyc b/pacman.pyc
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diff --git a/pacmanAgents.py b/pacmanAgents.py
new file mode 100644
index 0000000..ae97634
--- /dev/null
+++ b/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/pacmanAgents.pyc b/pacmanAgents.pyc
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new file mode 100644
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diff --git a/pacmandata/contest_training.pkl b/pacmandata/contest_training.pkl
new file mode 100644
index 0000000..210b552
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diff --git a/pacmandata/contest_validation.pkl b/pacmandata/contest_validation.pkl
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index 0000000..70def51
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diff --git a/pacmandata/food_validation.pkl b/pacmandata/food_validation.pkl
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diff --git a/pacmandata/stop_test.pkl b/pacmandata/stop_test.pkl
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\ No newline at end of file
diff --git a/pacmandata/suicide_test.pkl b/pacmandata/suicide_test.pkl
new file mode 100644
index 0000000..27bcb75
--- /dev/null
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diff --git a/pacmandata/suicide_validation.pkl b/pacmandata/suicide_validation.pkl
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diff --git a/perceptron.py b/perceptron.py
new file mode 100644
index 0000000..48f9a4c
--- /dev/null
+++ b/perceptron.py
@@ -0,0 +1,84 @@
+# perceptron.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).
+
+
+
+# Perceptron implementation
+import util
+PRINT = True
+
+class PerceptronClassifier:
+    """
+    Perceptron classifier.
+    Note that the variable 'datum' in this code refers to a counter of features
+    (not to a raw samples.Datum).
+    """
+    def __init__( self, legalLabels, max_iterations):
+        self.legalLabels = legalLabels
+        self.type = "perceptron"
+        self.max_iterations = max_iterations
+        self.weights = {}
+        for label in legalLabels:
+            self.weights[label] = util.Counter() # this is the data-structure you should use
+
+    def setWeights(self, weights):
+        assert len(weights) == len(self.legalLabels);
+        self.weights = weights;
+
+    def train( self, trainingData, trainingLabels, validationData, validationLabels ):
+        """
+        The training loop for the perceptron passes through the training data several
+        times and updates the weight vector for each label based on classification errors.
+        See the project description for details.
+        Use the provided self.weights[label] data structure so that
+        the classify method works correctly. Also, recall that a
+        datum is a counter from features to values for those features
+        (and thus represents a vector a values).
+        """
+        self.features = trainingData[0].keys() # could be useful later
+        # DO NOT ZERO OUT YOUR WEIGHTS BEFORE STARTING TRAINING, OR
+        # THE AUTOGRADER WILL LIKELY DEDUCT POINTS.
+        label = util.Counter()
+        for iteration in range(self.max_iterations):
+            print "Starting iteration ", iteration, "..."
+            for i in range(len(trainingData)):
+                for j in self.legalLabels: #Loop through legal labels
+                    label[j] = trainingData[i].__mul__(self.weights[j]) #Use counter class multiplication
+                if (trainingLabels[i] == label.argMax()):
+                    pass
+                else: #Use counter class functions to update weights
+                    self.weights[trainingLabels[i]].__radd__(trainingData[i])
+                    self.weights[label.argMax()].__sub__(trainingData[i])            
+
+    def classify(self, data ):
+        """
+        Classifies each datum as the label that most closely matches the prototype vector
+        for that label.  See the project description for details.
+        Recall that a datum is a util.counter...
+        """
+        guesses = []
+        for datum in data:
+            vectors = util.Counter()
+            for l in self.legalLabels:
+                vectors[l] = self.weights[l] * datum
+            guesses.append(vectors.argMax())
+        return guesses
+
+
+    def findHighWeightFeatures(self, label):
+        """
+        Returns a list of the 100 features with the greatest weight for some label
+        """
+        featuresWeights = self.weights[label].values()
+        "*** YOUR CODE HERE ***"
+        return featuresWeights
\ No newline at end of file
diff --git a/perceptron.pyc b/perceptron.pyc
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diff --git a/perceptron_pacman.py b/perceptron_pacman.py
new file mode 100644
index 0000000..35ff9cd
--- /dev/null
+++ b/perceptron_pacman.py
@@ -0,0 +1,57 @@
+# perceptron_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).
+
+
+# Perceptron implementation for apprenticeship learning
+import util
+from perceptron import PerceptronClassifier
+from pacman import GameState
+
+PRINT = True
+
+
+class PerceptronClassifierPacman(PerceptronClassifier):
+    def __init__(self, legalLabels, maxIterations):
+        PerceptronClassifier.__init__(self, legalLabels, maxIterations)
+        self.weights = util.Counter()
+
+    def classify(self, data ):
+        """
+        Data contains a list of (datum, legal moves)
+        
+        Datum is a Counter representing the features of each GameState.
+        legalMoves is a list of legal moves for that GameState.
+        """
+        guesses = []
+        for datum, legalMoves in data:
+            vectors = util.Counter()
+            for l in legalMoves:
+                vectors[l] = self.weights * datum[l] #changed from datum to datum[l]
+            guesses.append(vectors.argMax())
+        return guesses
+
+    def train( self, trainingData, trainingLabels, validationData, validationLabels ):
+        self.features = trainingData[0][0]['Stop'].keys() # could be useful later
+        # DO NOT ZERO OUT YOUR WEIGHTS BEFORE STARTING TRAINING, OR
+        # THE AUTOGRADER WILL LIKELY DEDUCT POINTS.
+        for iteration in range(self.max_iterations):
+            print "Starting iteration ", iteration, "..."
+            for i in range(len(trainingData)):
+                myLabel = trainingLabels[i] #Get label
+                datum = trainingData[i] # Get data
+                myGuess = self.classify([datum])[0]
+                if myGuess == myLabel:
+                    pass
+                else:
+                    self.weights -= datum[0][myGuess] #Guess action
+                    self.weights += datum[0][myLabel] #Correct action
\ No newline at end of file
diff --git a/perceptron_pacman.pyc b/perceptron_pacman.pyc
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diff --git a/projectParams.py b/projectParams.py
new file mode 100644
index 0000000..be5d52d
--- /dev/null
+++ b/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 = 'naiveBayes.py,perceptron.py,mira.py,dataClassifier.py,answers.py,perceptron_pacman.py'
+PROJECT_TEST_CLASSES = 'classificationTestClasses.py'
+PROJECT_NAME = 'Project 5: Classification'
+BONUS_PIC = False
diff --git a/projectParams.pyc b/projectParams.pyc
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diff --git a/samples.py b/samples.py
new file mode 100644
index 0000000..29c04c2
--- /dev/null
+++ b/samples.py
@@ -0,0 +1,213 @@
+# samples.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 util
+
+## Constants
+DATUM_WIDTH = 0 # in pixels
+DATUM_HEIGHT = 0 # in pixels
+
+## Module Classes
+
+class Datum:
+    """
+    A datum is a pixel-level encoding of digits or face/non-face edge maps.
+
+    Digits are from the MNIST dataset and face images are from the
+    easy-faces and background categories of the Caltech 101 dataset.
+
+
+    Each digit is 28x28 pixels, and each face/non-face image is 60x74
+    pixels, each pixel can take the following values:
+      0: no edge (blank)
+      1: gray pixel (+) [used for digits only]
+      2: edge [for face] or black pixel [for digit] (#)
+
+    Pixel data is stored in the 2-dimensional array pixels, which
+    maps to pixels on a plane according to standard euclidean axes
+    with the first dimension denoting the horizontal and the second
+    the vertical coordinate:
+
+      28 # # # #      #  #
+      27 # # # #      #  #
+       .
+       .
+       .
+       3 # # + #      #  #
+       2 # # # #      #  #
+       1 # # # #      #  #
+       0 # # # #      #  #
+         0 1 2 3 ... 27 28
+
+    For example, the + in the above diagram is stored in pixels[2][3], or
+    more generally pixels[column][row].
+
+    The contents of the representation can be accessed directly
+    via the getPixel and getPixels methods.
+    """
+    def __init__(self, data,width,height):
+        """
+        Create a new datum from file input (standard MNIST encoding).
+        """
+        DATUM_HEIGHT = height
+        DATUM_WIDTH=width
+        self.height = DATUM_HEIGHT
+        self.width = DATUM_WIDTH
+        if data == None:
+            data = [[' ' for i in range(DATUM_WIDTH)] for j in range(DATUM_HEIGHT)]
+        self.pixels = util.arrayInvert(convertToInteger(data))
+
+    def getPixel(self, column, row):
+        """
+        Returns the value of the pixel at column, row as 0, or 1.
+        """
+        return self.pixels[column][row]
+
+    def getPixels(self):
+        """
+        Returns all pixels as a list of lists.
+        """
+        return self.pixels
+
+    def getAsciiString(self):
+        """
+        Renders the data item as an ascii image.
+        """
+        rows = []
+        data = util.arrayInvert(self.pixels)
+        for row in data:
+            ascii = map(asciiGrayscaleConversionFunction, row)
+            rows.append( "".join(ascii) )
+        return "\n".join(rows)
+
+    def __str__(self):
+        return self.getAsciiString()
+
+
+
+# Data processing, cleanup and display functions
+
+def loadDataFile(filename, n,width,height):
+    """
+    Reads n data images from a file and returns a list of Datum objects.
+
+    (Return less then n items if the end of file is encountered).
+    """
+    DATUM_WIDTH=width
+    DATUM_HEIGHT=height
+    fin = readlines(filename)
+    fin.reverse()
+    items = []
+    for i in range(n):
+        data = []
+        for j in range(height):
+            data.append(list(fin.pop()))
+        if len(data[0]) < DATUM_WIDTH-1:
+            # we encountered end of file...
+            print "Truncating at %d examples (maximum)" % i
+            break
+        items.append(Datum(data,DATUM_WIDTH,DATUM_HEIGHT))
+    return items
+
+import zipfile
+import os
+def readlines(filename):
+    "Opens a file or reads it from the zip archive data.zip"
+    if(os.path.exists(filename)):
+        return [l[:-1] for l in open(filename).readlines()]
+    else:
+        z = zipfile.ZipFile('data.zip')
+        return z.read(filename).split('\n')
+
+def loadLabelsFile(filename, n):
+    """
+    Reads n labels from a file and returns a list of integers.
+    """
+    fin = readlines(filename)
+    labels = []
+    for line in fin[:min(n, len(fin))]:
+        if line == '':
+            break
+        labels.append(int(line))
+    return labels
+
+def loadPacmanStatesFile(filename, n):
+    f = open(filename, 'r')
+    result = cPickle.load(f)
+    f.close()
+    return result
+
+import cPickle
+import pacmanAgents
+import ghostAgents
+import textDisplay
+from pacman import ClassicGameRules, GameState
+def loadPacmanData(filename, n):
+    """
+    Return game states from specified recorded games as data, and actions taken as labels
+    """
+    components = loadPacmanStatesFile(filename, n)
+    return components['states'][:n], components['actions'][:n]
+
+def asciiGrayscaleConversionFunction(value):
+    """
+    Helper function for display purposes.
+    """
+    if(value == 0):
+        return ' '
+    elif(value == 1):
+        return '+'
+    elif(value == 2):
+        return '#'
+
+def IntegerConversionFunction(character):
+    """
+    Helper function for file reading.
+    """
+    if(character == ' '):
+        return 0
+    elif(character == '+'):
+        return 1
+    elif(character == '#'):
+        return 2
+
+def convertToInteger(data):
+    """
+    Helper function for file reading.
+    """
+    if type(data) != type([]):
+        return IntegerConversionFunction(data)
+    else:
+        return map(convertToInteger, data)
+
+# Testing
+
+def _test():
+    import doctest
+    doctest.testmod() # Test the interactive sessions in function comments
+    n = 1
+#  items = loadDataFile("facedata/facedatatrain", n,60,70)
+#  labels = loadLabelsFile("facedata/facedatatrainlabels", n)
+    items = loadDataFile("digitdata/trainingimages", n,28,28)
+    labels = loadLabelsFile("digitdata/traininglabels", n)
+    for i in range(1):
+        print items[i]
+        print items[i]
+        print (items[i].height)
+        print (items[i].width)
+        print dir(items[i])
+        print items[i].getPixels()
+
+if __name__ == "__main__":
+    _test()
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diff --git a/testClasses.py b/testClasses.py
new file mode 100644
index 0000000..67b76b5
--- /dev/null
+++ b/testClasses.py
@@ -0,0 +1,189 @@
+# 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()
+
+
+# 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'))
+
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diff --git a/testParser.py b/testParser.py
new file mode 100644
index 0000000..ceedeaf
--- /dev/null
+++ b/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__")
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HcmV?d00001

diff --git a/test_cases/CONFIG b/test_cases/CONFIG
new file mode 100644
index 0000000..0f6c28b
--- /dev/null
+++ b/test_cases/CONFIG
@@ -0,0 +1 @@
+order: "q1 q2 q3 q4 q5 q6"
diff --git a/test_cases/q1/CONFIG b/test_cases/q1/CONFIG
new file mode 100644
index 0000000..69f6d72
--- /dev/null
+++ b/test_cases/q1/CONFIG
@@ -0,0 +1,2 @@
+max_points: "4"
+class: "PartialCreditQuestion"
\ No newline at end of file
diff --git a/test_cases/q1/grade.solution b/test_cases/q1/grade.solution
new file mode 100644
index 0000000..5233304
--- /dev/null
+++ b/test_cases/q1/grade.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q1/grade.test.
diff --git a/test_cases/q1/grade.test b/test_cases/q1/grade.test
new file mode 100644
index 0000000..af0c87b
--- /dev/null
+++ b/test_cases/q1/grade.test
@@ -0,0 +1,14 @@
+class: "GradeClassifierTest"
+classifierModule: "perceptron"
+classifierClass: "PerceptronClassifier"
+
+max_iterations: "4"
+
+datasetName: "bigDigitData"
+
+# our solution: 75%
+exactOutput: "False"
+accuracyScale: "4"
+accuracyThresholds: "70"
+
+
diff --git a/test_cases/q2/CONFIG b/test_cases/q2/CONFIG
new file mode 100644
index 0000000..279f0f0
--- /dev/null
+++ b/test_cases/q2/CONFIG
@@ -0,0 +1,2 @@
+max_points: "1"
+class: "PassAllTestsQuestion"
diff --git a/test_cases/q2/grade.solution b/test_cases/q2/grade.solution
new file mode 100644
index 0000000..470b0bf
--- /dev/null
+++ b/test_cases/q2/grade.solution
@@ -0,0 +1,2 @@
+# This is the solution file for test_cases/q2/grade.test.
+# File intentionally blank.
diff --git a/test_cases/q2/grade.test b/test_cases/q2/grade.test
new file mode 100644
index 0000000..cd5c117
--- /dev/null
+++ b/test_cases/q2/grade.test
@@ -0,0 +1,6 @@
+class: "MultipleChoiceTest"
+question: "q2"
+result: "86f7e437faa5a7fce15d1ddcb9eaeaea377667b8"
+
+
+
diff --git a/test_cases/q3/CONFIG b/test_cases/q3/CONFIG
new file mode 100644
index 0000000..df50d84
--- /dev/null
+++ b/test_cases/q3/CONFIG
@@ -0,0 +1,2 @@
+max_points: "6"
+class: "PartialCreditQuestion"
diff --git a/test_cases/q3/grade.solution b/test_cases/q3/grade.solution
new file mode 100644
index 0000000..a0d3141
--- /dev/null
+++ b/test_cases/q3/grade.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q3/grade.test.
diff --git a/test_cases/q3/grade.test b/test_cases/q3/grade.test
new file mode 100644
index 0000000..14b8e44
--- /dev/null
+++ b/test_cases/q3/grade.test
@@ -0,0 +1,12 @@
+class: "GradeClassifierTest"
+classifierModule: "mira"
+classifierClass: "MiraClassifier"
+
+max_iterations: "5"
+
+datasetName: "bigDigitData"
+
+# our solution: 87%
+exactOutput: "False"
+accuracyScale: "6"
+accuracyThresholds: "80"
diff --git a/test_cases/q4/CONFIG b/test_cases/q4/CONFIG
new file mode 100644
index 0000000..df50d84
--- /dev/null
+++ b/test_cases/q4/CONFIG
@@ -0,0 +1,2 @@
+max_points: "6"
+class: "PartialCreditQuestion"
diff --git a/test_cases/q4/grade.solution b/test_cases/q4/grade.solution
new file mode 100644
index 0000000..754912b
--- /dev/null
+++ b/test_cases/q4/grade.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q4/grade.test.
diff --git a/test_cases/q4/grade.test b/test_cases/q4/grade.test
new file mode 100644
index 0000000..1e1716d
--- /dev/null
+++ b/test_cases/q4/grade.test
@@ -0,0 +1,14 @@
+class: "GradeClassifierTest"
+classifierModule: "naiveBayes"
+classifierClass: "NaiveBayesClassifier"
+
+automaticTuning: "True"
+featureFunction: "enhancedFeatureExtractorDigit"
+
+datasetName: "bigDigitData"
+
+# baseline is 79%
+# our solution is 85%
+exactOutput: "False"
+accuracyScale: "3"
+accuracyThresholds: "80 84"
diff --git a/test_cases/q5/CONFIG b/test_cases/q5/CONFIG
new file mode 100644
index 0000000..426bfe9
--- /dev/null
+++ b/test_cases/q5/CONFIG
@@ -0,0 +1,2 @@
+max_points: "4"
+class: "PartialCreditQuestion"
diff --git a/test_cases/q5/contest.solution b/test_cases/q5/contest.solution
new file mode 100644
index 0000000..64e2eb2
--- /dev/null
+++ b/test_cases/q5/contest.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q5/contest.test.
diff --git a/test_cases/q5/contest.test b/test_cases/q5/contest.test
new file mode 100644
index 0000000..2a95771
--- /dev/null
+++ b/test_cases/q5/contest.test
@@ -0,0 +1,13 @@
+class: "GradeClassifierTest"
+classifierModule: "perceptron_pacman"
+classifierClass: "PerceptronClassifierPacman"
+
+max_iterations: "5"
+
+datasetName: "contestData"
+
+featureFunction: "basicFeatureExtractorPacman"
+
+exactOutput: "False"
+accuracyScale: "2"
+accuracyThresholds: "70"
diff --git a/test_cases/q5/suicide.solution b/test_cases/q5/suicide.solution
new file mode 100644
index 0000000..4225a69
--- /dev/null
+++ b/test_cases/q5/suicide.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q5/suicide.test.
diff --git a/test_cases/q5/suicide.test b/test_cases/q5/suicide.test
new file mode 100644
index 0000000..c104a47
--- /dev/null
+++ b/test_cases/q5/suicide.test
@@ -0,0 +1,13 @@
+class: "GradeClassifierTest"
+classifierModule: "perceptron_pacman"
+classifierClass: "PerceptronClassifierPacman"
+
+max_iterations: "5"
+
+datasetName: "suicideData"
+
+featureFunction: "basicFeatureExtractorPacman"
+
+exactOutput: "False"
+accuracyScale: "2"
+accuracyThresholds: "70"
diff --git a/test_cases/q6/CONFIG b/test_cases/q6/CONFIG
new file mode 100644
index 0000000..426bfe9
--- /dev/null
+++ b/test_cases/q6/CONFIG
@@ -0,0 +1,2 @@
+max_points: "4"
+class: "PartialCreditQuestion"
diff --git a/test_cases/q6/contest.solution b/test_cases/q6/contest.solution
new file mode 100644
index 0000000..53e04e2
--- /dev/null
+++ b/test_cases/q6/contest.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q6/contest.test.
diff --git a/test_cases/q6/contest.test b/test_cases/q6/contest.test
new file mode 100644
index 0000000..e8d63a2
--- /dev/null
+++ b/test_cases/q6/contest.test
@@ -0,0 +1,14 @@
+class: "GradeClassifierTest"
+classifierModule: "perceptron_pacman"
+classifierClass: "PerceptronClassifierPacman"
+
+automaticTuning: "True"
+featureFunction: "enhancedFeatureExtractorPacman"
+
+max_iterations: "4"
+
+datasetName: "contestData"
+
+exactOutput: "False"
+accuracyScale: "2"
+accuracyThresholds: "90"
diff --git a/test_cases/q6/suicide.solution b/test_cases/q6/suicide.solution
new file mode 100644
index 0000000..f320719
--- /dev/null
+++ b/test_cases/q6/suicide.solution
@@ -0,0 +1 @@
+# This is the solution file for test_cases/q6/suicide.test.
diff --git a/test_cases/q6/suicide.test b/test_cases/q6/suicide.test
new file mode 100644
index 0000000..6219c17
--- /dev/null
+++ b/test_cases/q6/suicide.test
@@ -0,0 +1,14 @@
+class: "GradeClassifierTest"
+classifierModule: "perceptron_pacman"
+classifierClass: "PerceptronClassifierPacman"
+
+automaticTuning: "True"
+featureFunction: "enhancedFeatureExtractorPacman"
+
+max_iterations: "4"
+
+datasetName: "suicideData"
+
+exactOutput: "False"
+accuracyScale: "2"
+accuracyThresholds: "80"
diff --git a/textDisplay.py b/textDisplay.py
new file mode 100644
index 0000000..e920ad4
--- /dev/null
+++ b/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/textDisplay.pyc b/textDisplay.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..2a83ac76f9ce96eb4e845ae4b6006f3c7b361c96
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literal 0
HcmV?d00001

diff --git a/util.py b/util.py
new file mode 100644
index 0000000..7b0cf93
--- /dev/null
+++ b/util.py
@@ -0,0 +1,653 @@
+# 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
+import cStringIO
+
+
+class FixedRandom:
+    def __init__(self):
+        fixedState = (3, (2147483648L, 507801126L, 683453281L, 310439348L, 2597246090L, \
+            2209084787L, 2267831527L, 979920060L, 3098657677L, 37650879L, 807947081L, 3974896263L, \
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+            3998836510L, 493829981L, 1623949669L, 3482036755L, 3390023939L, 833233937L, 1639668730L, \
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+            2372035079L, 3945715164L, 2029501215L, 3362012634L, 2007375355L, 4074709820L, 631485888L, \
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+            3119920613L, 531400869L, 1626487579L, 1099320497L, 407414753L, 2438623324L, 99073255L, \
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+            230984053L, 719791226L, 2718891946L, 624L), 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.
+
+      Note that this PriorityQueue does not allow you to change the priority
+      of an item.  However, you may insert the same item multiple times with
+      different priorities.
+    """
+    def  __init__(self):
+        self.heap = []
+        self.count = 0
+
+    def push(self, item, priority):
+        # FIXME: restored old behaviour to check against old results better
+        # FIXED: restored to stable behaviour
+        entry = (priority, self.count, item)
+        # entry = (priority, item)
+        heapq.heappush(self.heap, entry)
+        self.count += 1
+
+    def pop(self):
+        (_, _, item) = heapq.heappop(self.heap)
+        #  (_, item) = heapq.heappop(self.heap)
+        return item
+
+    def isEmpty(self):
+        return len(self.heap) == 0
+
+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)) == "<type 'module'>"]
+        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.
+    """
+    print "<Press enter/return to continue>"
+    raw_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/util.pyc b/util.pyc
new file mode 100644
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