enter reinforcement

This commit is contained in:
2024-07-06 01:30:00 +08:00
parent f105ba0150
commit e3f8181056
116 changed files with 19698 additions and 0 deletions

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order: "q1 q2 q3 q4 q5 q6 q7"

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values_k_0: """
0.0000
0.0000
0.0000
"""
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
values_k_1: """
-10.0000
0.0000
10.0000
"""
q_values_k_1_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_1_action_south: """
illegal
5.0000
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
values_k_2: """
-10.0000
5.0000
10.0000
"""
q_values_k_2_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_2_action_east: """
illegal
2.5000
illegal
"""
q_values_k_2_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_2_action_south: """
illegal
5.0000
illegal
"""
q_values_k_2_action_west: """
illegal
2.5000
illegal
"""
values_k_3: """
-10.0000
5.0000
10.0000
"""
q_values_k_3_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_3_action_east: """
illegal
2.5000
illegal
"""
q_values_k_3_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_3_action_south: """
illegal
5.0000
illegal
"""
q_values_k_3_action_west: """
illegal
2.5000
illegal
"""
values_k_4: """
-10.0000
5.0000
10.0000
"""
q_values_k_4_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_4_action_east: """
illegal
2.5000
illegal
"""
q_values_k_4_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_4_action_south: """
illegal
5.0000
illegal
"""
q_values_k_4_action_west: """
illegal
2.5000
illegal
"""
values_k_5: """
-10.0000
5.0000
10.0000
"""
q_values_k_5_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_5_action_east: """
illegal
2.5000
illegal
"""
q_values_k_5_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_5_action_south: """
illegal
5.0000
illegal
"""
q_values_k_5_action_west: """
illegal
2.5000
illegal
"""
values_k_6: """
-10.0000
5.0000
10.0000
"""
q_values_k_6_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_6_action_east: """
illegal
2.5000
illegal
"""
q_values_k_6_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_6_action_south: """
illegal
5.0000
illegal
"""
q_values_k_6_action_west: """
illegal
2.5000
illegal
"""
values_k_7: """
-10.0000
5.0000
10.0000
"""
q_values_k_7_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_7_action_east: """
illegal
2.5000
illegal
"""
q_values_k_7_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_7_action_south: """
illegal
5.0000
illegal
"""
q_values_k_7_action_west: """
illegal
2.5000
illegal
"""
values_k_8: """
-10.0000
5.0000
10.0000
"""
q_values_k_8_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_8_action_east: """
illegal
2.5000
illegal
"""
q_values_k_8_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_8_action_south: """
illegal
5.0000
illegal
"""
q_values_k_8_action_west: """
illegal
2.5000
illegal
"""
values_k_9: """
-10.0000
5.0000
10.0000
"""
q_values_k_9_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_9_action_east: """
illegal
2.5000
illegal
"""
q_values_k_9_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_9_action_south: """
illegal
5.0000
illegal
"""
q_values_k_9_action_west: """
illegal
2.5000
illegal
"""
values_k_100: """
-10.0000
5.0000
10.0000
"""
q_values_k_100_action_north: """
illegal
-5.0000
illegal
"""
q_values_k_100_action_east: """
illegal
2.5000
illegal
"""
q_values_k_100_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_100_action_south: """
illegal
5.0000
illegal
"""
q_values_k_100_action_west: """
illegal
2.5000
illegal
"""
policy: """
exit
south
exit
"""
actions: """
north
east
exit
south
west
"""

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class: "ValueIterationTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.5"
noise: "0.0"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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Values at iteration 0 are correct.
Student/correct solution:
values_k_0: """
0.0000
0.0000
0.0000
"""
Q-Values at iteration 0 for action south are correct.
Student/correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action west are correct.
Student/correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action exit are correct.
Student/correct solution:
q_values_k_0_action_exit: """
-10.0000
illegal
10.0000
"""
Q-Values at iteration 0 for action east are correct.
Student/correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action north are correct.
Student/correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
Values at iteration 1 are NOT correct.
Student solution:
values_k_1: """
0.0000
0.0000
0.0000
"""
Correct solution:
values_k_1: """
-10.0000
0.0000
10.0000
"""
Q-Values at iteration 1 for action south are NOT correct.
Student solution:
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
Correct solution:
q_values_k_1_action_south: """
illegal
5.0000
illegal
"""
Q-Values at iteration 1 for action west are correct.
Student/correct solution:
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 1 for action exit are correct.
Student/correct solution:
q_values_k_1_action_exit: """
-10.0000
illegal
10.0000
"""
Q-Values at iteration 1 for action east are correct.
Student/correct solution:
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 1 for action north are NOT correct.
Student solution:
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
Correct solution:
q_values_k_1_action_north: """
illegal
-5.0000
illegal
"""

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values_k_0: """
0.0000
0.0000
0.0000
"""
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
values_k_1: """
-10.0000
0.0000
10.0000
"""
q_values_k_1_action_north: """
illegal
-5.6250
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_1_action_south: """
illegal
5.6250
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
values_k_2: """
-10.0000
5.6250
10.0000
"""
q_values_k_2_action_north: """
illegal
-4.5703
illegal
"""
q_values_k_2_action_east: """
illegal
3.1641
illegal
"""
q_values_k_2_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_2_action_south: """
illegal
6.6797
illegal
"""
q_values_k_2_action_west: """
illegal
3.1641
illegal
"""
values_k_3: """
-10.0000
6.6797
10.0000
"""
q_values_k_3_action_north: """
illegal
-4.3726
illegal
"""
q_values_k_3_action_east: """
illegal
3.7573
illegal
"""
q_values_k_3_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_3_action_south: """
illegal
6.8774
illegal
"""
q_values_k_3_action_west: """
illegal
3.7573
illegal
"""
values_k_4: """
-10.0000
6.8774
10.0000
"""
q_values_k_4_action_north: """
illegal
-4.3355
illegal
"""
q_values_k_4_action_east: """
illegal
3.8686
illegal
"""
q_values_k_4_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_4_action_south: """
illegal
6.9145
illegal
"""
q_values_k_4_action_west: """
illegal
3.8686
illegal
"""
values_k_5: """
-10.0000
6.9145
10.0000
"""
q_values_k_5_action_north: """
illegal
-4.3285
illegal
"""
q_values_k_5_action_east: """
illegal
3.8894
illegal
"""
q_values_k_5_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_5_action_south: """
illegal
6.9215
illegal
"""
q_values_k_5_action_west: """
illegal
3.8894
illegal
"""
values_k_6: """
-10.0000
6.9215
10.0000
"""
q_values_k_6_action_north: """
illegal
-4.3272
illegal
"""
q_values_k_6_action_east: """
illegal
3.8933
illegal
"""
q_values_k_6_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_6_action_south: """
illegal
6.9228
illegal
"""
q_values_k_6_action_west: """
illegal
3.8933
illegal
"""
values_k_7: """
-10.0000
6.9228
10.0000
"""
q_values_k_7_action_north: """
illegal
-4.3270
illegal
"""
q_values_k_7_action_east: """
illegal
3.8941
illegal
"""
q_values_k_7_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_7_action_south: """
illegal
6.9230
illegal
"""
q_values_k_7_action_west: """
illegal
3.8941
illegal
"""
values_k_8: """
-10.0000
6.9230
10.0000
"""
q_values_k_8_action_north: """
illegal
-4.3269
illegal
"""
q_values_k_8_action_east: """
illegal
3.8942
illegal
"""
q_values_k_8_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_8_action_south: """
illegal
6.9231
illegal
"""
q_values_k_8_action_west: """
illegal
3.8942
illegal
"""
values_k_9: """
-10.0000
6.9231
10.0000
"""
q_values_k_9_action_north: """
illegal
-4.3269
illegal
"""
q_values_k_9_action_east: """
illegal
3.8942
illegal
"""
q_values_k_9_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_9_action_south: """
illegal
6.9231
illegal
"""
q_values_k_9_action_west: """
illegal
3.8942
illegal
"""
values_k_100: """
-10.0000
6.9231
10.0000
"""
q_values_k_100_action_north: """
illegal
-4.3269
illegal
"""
q_values_k_100_action_east: """
illegal
3.8942
illegal
"""
q_values_k_100_action_exit: """
-10.0000
illegal
10.0000
"""
q_values_k_100_action_south: """
illegal
6.9231
illegal
"""
q_values_k_100_action_west: """
illegal
3.8942
illegal
"""
policy: """
exit
south
exit
"""
actions: """
north
east
exit
south
west
"""

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class: "ValueIterationTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.75"
noise: "0.25"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,132 @@
Values at iteration 0 are correct.
Student/correct solution:
values_k_0: """
0.0000
0.0000
0.0000
"""
Q-Values at iteration 0 for action south are correct.
Student/correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action west are correct.
Student/correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action exit are correct.
Student/correct solution:
q_values_k_0_action_exit: """
-10.0000
illegal
10.0000
"""
Q-Values at iteration 0 for action east are correct.
Student/correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action north are correct.
Student/correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
Values at iteration 1 are NOT correct.
Student solution:
values_k_1: """
0.0000
0.0000
0.0000
"""
Correct solution:
values_k_1: """
-10.0000
0.0000
10.0000
"""
Q-Values at iteration 1 for action south are NOT correct.
Student solution:
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
Correct solution:
q_values_k_1_action_south: """
illegal
5.6250
illegal
"""
Q-Values at iteration 1 for action west are correct.
Student/correct solution:
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 1 for action exit are correct.
Student/correct solution:
q_values_k_1_action_exit: """
-10.0000
illegal
10.0000
"""
Q-Values at iteration 1 for action east are correct.
Student/correct solution:
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 1 for action north are NOT correct.
Student solution:
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
Correct solution:
q_values_k_1_action_north: """
illegal
-5.6250
illegal
"""

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values_k_0: """
__________ 0.0000 __________
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
__________ 0.0000 __________
"""
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
values_k_1: """
__________ 10.0000 __________
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
__________ 1.0000 __________
"""
q_values_k_1_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
__________ illegal __________
"""
q_values_k_1_action_east: """
__________ illegal __________
illegal -76.0750 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.4575 illegal
__________ illegal __________
"""
q_values_k_1_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_1_action_south: """
__________ illegal __________
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_1_action_west: """
__________ illegal __________
illegal -76.0750 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.4575 illegal
__________ illegal __________
"""
values_k_2: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -8.5000 -100.0000
-100.0000 -8.5000 -100.0000
-100.0000 -8.5000 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_2_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.0025 illegal
illegal -15.0025 illegal
illegal -15.0025 illegal
__________ illegal __________
"""
q_values_k_2_action_east: """
__________ illegal __________
illegal -76.4363 illegal
illegal -76.8974 illegal
illegal -77.2225 illegal
illegal -77.1900 illegal
illegal -76.8187 illegal
__________ illegal __________
"""
q_values_k_2_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_2_action_south: """
__________ illegal __________
illegal -15.0025 illegal
illegal -15.0025 illegal
illegal -15.0025 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_2_action_west: """
__________ illegal __________
illegal -76.4363 illegal
illegal -76.8974 illegal
illegal -77.2225 illegal
illegal -77.1900 illegal
illegal -76.8187 illegal
__________ illegal __________
"""
values_k_3: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.0025 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_3_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -19.9769 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_3_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1737 illegal
illegal -77.5016 illegal
illegal -77.4663 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_3_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_3_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -19.9769 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_3_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1737 illegal
illegal -77.5016 illegal
illegal -77.4663 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_4: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_4_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_4_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_4_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_4_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_4_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_5: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_5_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_5_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_5_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_5_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_5_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_6: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_6_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_6_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_6_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_6_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_6_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_7: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_7_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_7_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_7_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_7_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_7_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_8: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_8_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_8_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_8_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_8_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_8_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_9: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_9_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_9_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_9_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_9_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_9_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
values_k_100: """
__________ 10.0000 __________
-100.0000 -0.8500 -100.0000
-100.0000 -9.1502 -100.0000
-100.0000 -15.4999 -100.0000
-100.0000 -14.4173 -100.0000
-100.0000 -7.7350 -100.0000
__________ 1.0000 __________
"""
q_values_k_100_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -9.1502 illegal
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
__________ illegal __________
"""
q_values_k_100_action_east: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
q_values_k_100_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
q_values_k_100_action_south: """
__________ illegal __________
illegal -15.4999 illegal
illegal -20.3575 illegal
illegal -19.5292 illegal
illegal -14.4173 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
q_values_k_100_action_west: """
__________ illegal __________
illegal -76.4639 illegal
illegal -77.1949 illegal
illegal -77.5016 illegal
illegal -77.4875 illegal
illegal -77.0702 illegal
__________ illegal __________
"""
policy: """
__________ exit __________
exit north exit
exit north exit
exit north exit
exit south exit
exit south exit
__________ exit __________
"""
actions: """
north
east
exit
south
west
"""

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@ -0,0 +1,27 @@
class: "ValueIterationTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
# 10 #
-100 _ -100
-100 _ -100
-100 _ -100
-100 _ -100
-100 S -100
# 1 #
"""
gridName: "bridgeGrid"
discount: "0.85"
noise: "0.1"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "500"
valueIterations: "100"
iterations: "10000"

View File

@ -0,0 +1,216 @@
Values at iteration 0 are correct.
Student/correct solution:
values_k_0: """
__________ 0.0000 __________
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
__________ 0.0000 __________
"""
Q-Values at iteration 0 for action south are correct.
Student/correct solution:
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action west are correct.
Student/correct solution:
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action exit are correct.
Student/correct solution:
q_values_k_0_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
Q-Values at iteration 0 for action east are correct.
Student/correct solution:
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action north are correct.
Student/correct solution:
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Values at iteration 1 are NOT correct.
Student solution:
values_k_1: """
__________ 0.0000 __________
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
0.0000 0.0000 0.0000
__________ 0.0000 __________
"""
Correct solution:
values_k_1: """
__________ 10.0000 __________
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
-100.0000 0.0000 -100.0000
__________ 1.0000 __________
"""
Q-Values at iteration 1 for action south are NOT correct.
Student solution:
q_values_k_1_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Correct solution:
q_values_k_1_action_south: """
__________ illegal __________
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -7.7350 illegal
__________ illegal __________
"""
Q-Values at iteration 1 for action west are NOT correct.
Student solution:
q_values_k_1_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Correct solution:
q_values_k_1_action_west: """
__________ illegal __________
illegal -76.0750 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.4575 illegal
__________ illegal __________
"""
Q-Values at iteration 1 for action exit are correct.
Student/correct solution:
q_values_k_1_action_exit: """
__________ 10.0000 __________
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
-100.0000 illegal -100.0000
__________ 1.0000 __________
"""
Q-Values at iteration 1 for action east are NOT correct.
Student solution:
q_values_k_1_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Correct solution:
q_values_k_1_action_east: """
__________ illegal __________
illegal -76.0750 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.5000 illegal
illegal -76.4575 illegal
__________ illegal __________
"""
Q-Values at iteration 1 for action north are NOT correct.
Student solution:
q_values_k_1_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Correct solution:
q_values_k_1_action_north: """
__________ illegal __________
illegal -0.8500 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
illegal -8.5000 illegal
__________ illegal __________
"""

View File

@ -0,0 +1,544 @@
values_k_0: """
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ __________ 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
values_k_1: """
-10.0000 0.0000 10.0000 0.0000 0.0000
-10.0000 0.0000 __________ 0.0000 0.0000
-10.0000 0.0000 1.0000 0.0000 0.0000
-10.0000 0.0000 __________ __________ 0.0000
-10.0000 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_north: """
illegal 0.0000 illegal 0.9000 0.0000
illegal -0.9000 __________ 0.0000 0.0000
illegal -0.8100 illegal 0.0900 0.0000
illegal -0.9000 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_east: """
illegal 7.2000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.7200 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_1_action_south: """
illegal 0.0000 illegal 0.9000 0.0000
illegal -0.9000 __________ 0.0000 0.0000
illegal -0.8100 illegal 0.0900 0.0000
illegal -0.9000 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_west: """
illegal -7.2000 illegal 7.2000 0.0000
illegal -7.2000 __________ 0.0000 0.0000
illegal -7.2000 illegal 0.7200 0.0000
illegal -7.2000 __________ __________ 0.0000
illegal -7.2000 0.0000 0.0000 0.0000
"""
values_k_2: """
-10.0000 7.2000 10.0000 7.2000 0.0000
-10.0000 0.0000 __________ 0.0000 0.0000
-10.0000 0.7200 1.0000 0.7200 0.0000
-10.0000 0.0000 __________ __________ 0.0000
-10.0000 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_north: """
illegal 5.1840 illegal 6.0840 0.6480
illegal 4.2840 __________ 5.1840 0.0000
illegal -0.8100 illegal 0.0900 0.0648
illegal -0.3816 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_east: """
illegal 7.8480 illegal 0.6480 0.0000
illegal 0.7128 __________ 0.7128 0.0000
illegal 0.7200 illegal 0.0648 0.0000
illegal 0.0648 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_2_action_south: """
illegal 0.0000 illegal 0.9000 0.6480
illegal -0.3816 __________ 0.5184 0.0000
illegal -0.8100 illegal 0.6084 0.0648
illegal -0.9000 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_west: """
illegal -6.5520 illegal 7.8480 5.1840
illegal -6.4872 __________ 0.7128 0.0000
illegal -7.2000 illegal 0.7848 0.5184
illegal -7.1352 __________ __________ 0.0000
illegal -7.2000 0.0000 0.0000 0.0000
"""
values_k_3: """
-10.0000 7.8480 10.0000 7.8480 5.1840
-10.0000 4.2840 __________ 5.1840 0.0000
-10.0000 0.7200 1.0000 0.7848 0.5184
-10.0000 0.0648 __________ __________ 0.0000
-10.0000 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_north: """
illegal 5.6506 illegal 7.0171 4.9054
illegal 5.1361 __________ 6.1171 4.1990
illegal 2.2745 illegal 3.8691 0.1173
illegal -0.3758 __________ __________ 0.3732
illegal -0.8533 0.0000 0.0000 0.0000
"""
q_values_k_3_action_east: """
illegal 8.2919 illegal 4.9054 4.1990
illegal 3.8556 __________ 0.7770 0.5132
illegal 1.1114 illegal 0.9104 0.3732
illegal 0.1115 __________ __________ 0.0467
illegal 0.0058 0.0000 0.0000 0.0000
"""
q_values_k_3_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_3_action_south: """
illegal 3.0845 illegal 5.0990 1.1729
illegal 0.0040 __________ 1.0316 0.8398
illegal -0.7633 illegal 0.7017 0.1173
illegal -0.8942 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_west: """
illegal -6.1081 illegal 8.3729 6.1171
illegal -6.4289 __________ 4.5094 4.2457
illegal -6.8086 illegal 1.2572 0.5651
illegal -7.1352 __________ __________ 0.0467
illegal -7.1942 0.0000 0.0000 0.0000
"""
values_k_4: """
-10.0000 8.2919 10.0000 8.3729 6.1171
-10.0000 5.1361 __________ 6.1171 4.2457
-10.0000 2.2745 1.0000 3.8691 0.5651
-10.0000 0.1115 __________ __________ 0.3732
-10.0000 0.0058 0.0000 0.0000 0.0000
"""
q_values_k_4_action_north: """
illegal 5.9702 illegal 7.4790 5.7084
illegal 5.5324 __________ 6.9611 5.3370
illegal 2.8880 illegal 4.5452 3.4560
illegal 0.7477 __________ __________ 0.4740
illegal -0.8198 0.0005 0.0000 0.2687
"""
q_values_k_4_action_east: """
illegal 8.4085 illegal 5.7084 5.3370
illegal 4.6490 __________ 4.1587 3.6583
illegal 1.1923 illegal 1.3056 0.8225
illegal 0.2855 __________ __________ 0.3196
illegal 0.0106 0.0000 0.0000 0.0336
"""
q_values_k_4_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_4_action_south: """
illegal 3.6980 illegal 5.8549 4.3610
illegal 1.1999 __________ 3.7184 1.3395
illegal -0.7298 illegal 2.9266 0.6678
illegal -0.8858 __________ __________ 0.0672
illegal -0.8958 0.0005 0.0000 0.0000
"""
q_values_k_4_action_west: """
illegal -5.9915 illegal 8.5041 6.9611
illegal -6.2490 __________ 5.5061 5.0057
illegal -6.7277 illegal 1.6188 3.2015
illegal -6.9948 __________ __________ 0.3196
illegal -7.1894 0.0042 0.0000 0.0336
"""
values_k_5: """
-10.0000 8.4085 10.0000 8.5041 6.9611
-10.0000 5.5324 __________ 6.9611 5.3370
-10.0000 2.8880 1.0000 4.5452 3.4560
-10.0000 0.7477 __________ __________ 0.4740
-10.0000 0.0106 0.0042 0.0000 0.2687
"""
q_values_k_5_action_north: """
illegal 6.0541 illegal 7.6495 6.4039
illegal 5.6521 __________ 7.2298 6.1188
illegal 3.1733 illegal 5.4130 4.5627
illegal 1.2467 __________ __________ 2.5736
illegal -0.3613 0.0040 0.0246 0.3655
"""
q_values_k_5_action_east: """
illegal 8.4547 illegal 6.4039 6.1188
illegal 5.0000 __________ 5.0171 4.7802
illegal 1.2852 illegal 3.5239 3.0113
illegal 0.7992 __________ __________ 0.6765
illegal 0.0713 0.0008 0.1935 0.2603
"""
q_values_k_5_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_5_action_south: """
illegal 3.9833 illegal 6.5385 5.2345
illegal 1.6773 __________ 4.3794 3.5951
illegal -0.2717 illegal 3.6736 1.0614
illegal -0.8251 __________ __________ 0.2788
illegal -0.8920 0.0040 0.0246 0.2177
"""
q_values_k_5_action_west: """
illegal -5.9453 illegal 8.5919 7.2298
illegal -6.1833 __________ 6.1864 5.9496
illegal -6.6348 illegal 1.7556 3.7955
illegal -6.9391 __________ __________ 0.6765
illegal -7.1318 0.0084 0.0030 0.0668
"""
values_k_6: """
-10.0000 8.4547 10.0000 8.5919 7.2298
-10.0000 5.6521 __________ 7.2298 6.1188
-10.0000 3.1733 1.0000 5.4130 4.5627
-10.0000 1.2467 __________ __________ 2.5736
-10.0000 0.0713 0.0084 0.1935 0.3655
"""
q_values_k_6_action_north: """
illegal 6.0874 illegal 7.7368 6.6294
illegal 5.6961 __________ 7.3875 6.4068
illegal 3.2595 illegal 5.7061 5.3034
illegal 1.4970 __________ __________ 3.7484
illegal -0.0017 0.0298 0.1730 1.9033
"""
q_values_k_6_action_east: """
illegal 8.4696 illegal 6.6294 6.4068
illegal 5.1160 __________ 5.6660 5.4669
illegal 1.3409 illegal 4.4230 4.0675
illegal 1.1896 __________ __________ 2.2966
illegal 0.1246 0.1408 0.2980 0.5277
"""
q_values_k_6_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_6_action_south: """
illegal 4.0695 illegal 6.7561 5.8295
illegal 1.8935 __________ 5.0988 4.4865
illegal 0.0876 illegal 4.3980 2.7508
illegal -0.7365 __________ __________ 0.7264
illegal -0.8479 0.0298 0.1730 0.3135
"""
q_values_k_6_action_west: """
illegal -5.9304 illegal 8.6239 7.3875
illegal -6.1535 __________ 6.4659 6.2668
illegal -6.5791 illegal 1.8579 4.6797
illegal -6.9080 __________ __________ 2.2966
illegal -7.0814 0.0528 0.0408 0.4038
"""
values_k_7: """
-10.0000 8.4696 10.0000 8.6239 7.3875
-10.0000 5.6961 __________ 7.3875 6.4068
-10.0000 3.2595 1.0000 5.7061 5.3034
-10.0000 1.4970 __________ __________ 3.7484
-10.0000 0.1246 0.1408 0.2980 1.9033
"""
q_values_k_7_action_north: """
illegal 6.0981 illegal 7.7741 6.7600
illegal 5.7108 __________ 7.4507 6.5605
illegal 3.2912 illegal 5.8863 5.6038
illegal 1.5816 __________ __________ 4.4932
illegal 0.1905 0.1394 0.3985 2.8970
"""
q_values_k_7_action_east: """
illegal 8.4749 illegal 6.7600 6.5605
illegal 5.1568 __________ 5.9026 5.7551
illegal 1.3674 illegal 4.9969 4.7324
illegal 1.3824 __________ __________ 3.3475
illegal 0.2473 0.2399 1.4240 1.8790
"""
q_values_k_7_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_7_action_south: """
illegal 4.1012 illegal 6.8839 6.0539
illegal 1.9595 __________ 5.3499 5.0599
illegal 0.2678 illegal 4.6757 3.6897
illegal -0.6755 __________ __________ 2.0451
illegal -0.7976 0.1394 0.3985 1.5685
"""
q_values_k_7_action_west: """
illegal -5.9251 illegal 8.6410 7.4507
illegal -6.1444 __________ 6.6087 6.4612
illegal -6.5526 illegal 1.8984 5.0224
illegal -6.8954 __________ __________ 3.3475
illegal -7.0541 0.1151 0.1550 0.7232
"""
values_k_8: """
-10.0000 8.4749 10.0000 8.6410 7.4507
-10.0000 5.7108 __________ 7.4507 6.5605
-10.0000 3.2912 1.0000 5.8863 5.6038
-10.0000 1.5816 __________ __________ 4.4932
-10.0000 0.2473 0.2399 1.4240 2.8970
"""
q_values_k_8_action_north: """
illegal 6.1019 illegal 7.7921 6.8128
illegal 5.7159 __________ 7.4826 6.6255
illegal 3.3017 illegal 5.9589 5.7577
illegal 1.6120 __________ __________ 4.8435
illegal 0.2603 0.3231 1.3076 3.6240
"""
q_values_k_8_action_east: """
illegal 8.4767 illegal 6.8128 6.6255
illegal 5.1707 __________ 6.0310 5.8985
illegal 1.3763 illegal 5.2350 5.0295
illegal 1.4572 __________ __________ 4.0001
illegal 0.3373 1.0685 2.3421 2.7509
"""
q_values_k_8_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_8_action_south: """
illegal 4.1117 illegal 6.9351 6.1718
illegal 1.9836 __________ 5.4992 5.2957
illegal 0.3287 illegal 4.8325 4.2692
illegal -0.5796 __________ __________ 2.8946
illegal -0.7003 0.3231 1.3076 2.4747
"""
q_values_k_8_action_west: """
illegal -5.9233 illegal 8.6483 7.4826
illegal -6.1411 __________ 6.6720 6.5394
illegal -6.5437 illegal 1.9203 5.2330
illegal -6.8815 __________ __________ 4.0001
illegal -7.0354 0.2213 0.4290 1.6904
"""
values_k_9: """
-10.0000 8.4767 10.0000 8.6483 7.4826
-10.0000 5.7159 __________ 7.4826 6.6255
-10.0000 3.3017 1.0000 5.9589 5.7577
-10.0000 1.6120 __________ __________ 4.8435
-10.0000 0.3373 1.0685 2.3421 3.6240
"""
q_values_k_9_action_north: """
illegal 6.1032 illegal 7.8002 6.8392
illegal 5.7177 __________ 7.4965 6.6572
illegal 3.3055 illegal 5.9956 5.8249
illegal 1.6223 __________ __________ 5.0174
illegal 0.3568 1.0105 2.1087 4.0243
"""
q_values_k_9_action_east: """
illegal 8.4773 illegal 6.8392 6.6572
illegal 5.1755 __________ 6.0850 5.9620
illegal 1.3795 illegal 5.3553 5.1777
illegal 1.4881 __________ __________ 4.3316
illegal 0.9447 1.8787 3.0308 3.3713
"""
q_values_k_9_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_9_action_south: """
illegal 4.1155 illegal 6.9609 6.2222
illegal 1.9917 __________ 5.5601 5.4153
illegal 0.3506 illegal 4.8986 4.5418
illegal -0.5121 __________ __________ 3.4811
illegal -0.5610 1.0105 2.1087 3.1462
"""
q_values_k_9_action_west: """
illegal -5.9227 illegal 8.6518 7.4965
illegal -6.1399 __________ 6.7021 6.5791
illegal -6.5405 illegal 1.9297 5.3226
illegal -6.8725 __________ __________ 4.3316
illegal -7.0246 0.4352 1.1909 2.4484
"""
values_k_100: """
-10.0000 8.4777 10.0000 8.6547 7.5087
-10.0000 5.7186 __________ 7.5087 6.6836
-10.0000 3.3074 1.0000 6.0258 5.8841
-10.0000 2.0045 __________ __________ 5.1665
-10.0000 2.9289 3.4513 3.9306 4.4765
"""
q_values_k_100_action_north: """
illegal 6.1039 illegal 7.8072 6.8610
illegal 5.7186 __________ 7.5087 6.6836
illegal 3.3074 illegal 6.0258 5.8841
illegal 1.6617 __________ __________ 5.1665
illegal 0.8539 3.1023 3.5435 4.4765
"""
q_values_k_100_action_east: """
illegal 8.4777 illegal 6.8610 6.6836
illegal 5.1780 __________ 6.1334 6.0175
illegal 1.4151 illegal 5.4546 5.3030
illegal 2.0045 __________ __________ 4.6523
illegal 2.9289 3.4513 3.9306 4.0910
"""
q_values_k_100_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
q_values_k_100_action_south: """
illegal 4.1174 illegal 6.9820 6.2669
illegal 1.9960 __________ 5.6159 5.5138
illegal 0.6333 illegal 4.9582 4.7918
illegal 1.3892 __________ __________ 4.1531
illegal 1.5194 3.1023 3.5435 3.9797
"""
q_values_k_100_action_west: """
illegal -5.9223 illegal 8.6547 7.5087
illegal -6.1393 __________ 6.7275 6.6116
illegal -6.5049 illegal 1.9381 5.4051
illegal -6.6387 __________ __________ 4.6523
illegal -6.7560 2.7300 3.1924 3.6979
"""
policy: """
exit east exit west west
exit north __________ north north
exit north exit north north
exit east __________ __________ north
exit east east east north
"""
actions: """
north
east
exit
south
west
"""

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class: "ValueIterationTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10 _ 10 _ _
-10 _ # _ _
-10 _ 1 _ _
-10 _ # # _
-10 S _ _ _
"""
discount: "0.9"
noise: "0.2"
livingReward: "0.0"
epsilon: "0.2"
learningRate: "0.1"
numExperiences: "3000"
valueIterations: "100"
iterations: "10000"

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Values at iteration 0 are correct.
Student/correct solution:
values_k_0: """
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ __________ 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action south are correct.
Student/correct solution:
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action west are correct.
Student/correct solution:
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action exit are correct.
Student/correct solution:
q_values_k_0_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
Q-Values at iteration 0 for action east are correct.
Student/correct solution:
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action north are correct.
Student/correct solution:
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Values at iteration 1 are NOT correct.
Student solution:
values_k_1: """
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 __________ __________ 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000
"""
Correct solution:
values_k_1: """
-10.0000 0.0000 10.0000 0.0000 0.0000
-10.0000 0.0000 __________ 0.0000 0.0000
-10.0000 0.0000 1.0000 0.0000 0.0000
-10.0000 0.0000 __________ __________ 0.0000
-10.0000 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 1 for action south are NOT correct.
Student solution:
q_values_k_1_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Correct solution:
q_values_k_1_action_south: """
illegal 0.0000 illegal 0.9000 0.0000
illegal -0.9000 __________ 0.0000 0.0000
illegal -0.8100 illegal 0.0900 0.0000
illegal -0.9000 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 1 for action west are NOT correct.
Student solution:
q_values_k_1_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Correct solution:
q_values_k_1_action_west: """
illegal -7.2000 illegal 7.2000 0.0000
illegal -7.2000 __________ 0.0000 0.0000
illegal -7.2000 illegal 0.7200 0.0000
illegal -7.2000 __________ __________ 0.0000
illegal -7.2000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 1 for action exit are correct.
Student/correct solution:
q_values_k_1_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-10.0000 illegal illegal illegal illegal
"""
Q-Values at iteration 1 for action east are NOT correct.
Student solution:
q_values_k_1_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Correct solution:
q_values_k_1_action_east: """
illegal 7.2000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.7200 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 1 for action north are NOT correct.
Student solution:
q_values_k_1_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Correct solution:
q_values_k_1_action_north: """
illegal 0.0000 illegal 0.9000 0.0000
illegal -0.9000 __________ 0.0000 0.0000
illegal -0.8100 illegal 0.0900 0.0000
illegal -0.9000 __________ __________ 0.0000
illegal -0.9000 0.0000 0.0000 0.0000
"""

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max_points: "5"
class: "PassAllTestsQuestion"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q2/1-question-2.1.test.
# File intentionally blank.

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class: "GridPolicyTest"
# Function in module in analysis that returns (discount, noise)
parameterFn: "question2a"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
_ _ _ _ _
_ # _ _ _
_ # 1 # 10
S _ _ _ _
-10 -10 -10 -10 -10
"""
gridName: "discountGrid"
# Policy specification
# _ policy choice not checked
# N, E, S, W policy action must be north, east, south, west
#
policy: """
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
E E N _ _
_ _ _ _ _
"""

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q2/2-question-2.2.test.
# File intentionally blank.

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@ -0,0 +1,31 @@
class: "GridPolicyTest"
# Function in module in analysis that returns (discount, noise)
parameterFn: "question2b"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
_ _ _ _ _
_ # _ _ _
_ # 1 # 10
S _ _ _ _
-10 -10 -10 -10 -10
"""
gridName: "discountGrid"
# Policy specification
# _ policy choice not checked
# N, E, S, W policy action must be north, east, south, west
#
policy: """
E E S _ _
N _ S _ _
N _ _ _ _
N _ _ _ _
_ _ _ _ _
"""

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q2/3-question-2.3.test.
# File intentionally blank.

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@ -0,0 +1,31 @@
class: "GridPolicyTest"
# Function in module in analysis that returns (discount, noise)
parameterFn: "question2c"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
_ _ _ _ _
_ # _ _ _
_ # 1 # 10
S _ _ _ _
-10 -10 -10 -10 -10
"""
gridName: "discountGrid"
# Policy specification
# _ policy choice not checked
# N, E, S, W policy action must be north, east, south, west
#
policy: """
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
E E E E N
_ _ _ _ _
"""

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q2/4-question-2.4.test.
# File intentionally blank.

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@ -0,0 +1,36 @@
class: "GridPolicyTest"
# Function in module in analysis that returns (discount, noise)
parameterFn: "question2d"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
_ _ _ _ _
_ # _ _ _
_ # 1 # 10
S _ _ _ _
-10 -10 -10 -10 -10
"""
gridName: "discountGrid"
# Policy specification
# _ policy choice not checked
# N, E, S, W policy action must be north, east, south, west
#
policy: """
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
N _ _ _ _
_ _ _ _ _
"""
# State the most probable path must visit
# (x,y) for a particular location; (0,0) is bottom left
# TERMINAL_STATE for the terminal state
pathVisits: "(4,2)"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q2/5-question-2.5.test.
# File intentionally blank.

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@ -0,0 +1,36 @@
class: "GridPolicyTest"
# Function in module in analysis that returns (discount, noise)
parameterFn: "question2e"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
_ _ _ _ _
_ # _ _ _
_ # 1 # 10
S _ _ _ _
-10 -10 -10 -10 -10
"""
gridName: "discountGrid"
# Policy specification
# _ policy choice not checked
# N, E, S, W policy action must be north, east, south, west
#
policy: """
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
_ _ _ _ _
"""
# State the most probable path must not visit
# (x,y) for a particular location; (0,0) is bottom left
# TERMINAL_STATE for the terminal state
pathNotVisits: "TERMINAL_STATE"

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@ -0,0 +1,2 @@
max_points: "5"
class: "NumberPassedQuestion"

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@ -0,0 +1,342 @@
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
q_values_k_2_action_north: """
illegal
0.0000
illegal
"""
q_values_k_2_action_east: """
illegal
0.0000
illegal
"""
q_values_k_2_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_2_action_south: """
illegal
0.0000
illegal
"""
q_values_k_2_action_west: """
illegal
0.0000
illegal
"""
q_values_k_3_action_north: """
illegal
0.0000
illegal
"""
q_values_k_3_action_east: """
illegal
0.0000
illegal
"""
q_values_k_3_action_exit: """
0.0000
illegal
1.9000
"""
q_values_k_3_action_south: """
illegal
0.0000
illegal
"""
q_values_k_3_action_west: """
illegal
0.0000
illegal
"""
q_values_k_4_action_north: """
illegal
0.0000
illegal
"""
q_values_k_4_action_east: """
illegal
0.0000
illegal
"""
q_values_k_4_action_exit: """
0.0000
illegal
2.7100
"""
q_values_k_4_action_south: """
illegal
0.0000
illegal
"""
q_values_k_4_action_west: """
illegal
0.0000
illegal
"""
q_values_k_5_action_north: """
illegal
0.0000
illegal
"""
q_values_k_5_action_east: """
illegal
0.0000
illegal
"""
q_values_k_5_action_exit: """
-1.0000
illegal
2.7100
"""
q_values_k_5_action_south: """
illegal
0.0000
illegal
"""
q_values_k_5_action_west: """
illegal
0.0000
illegal
"""
q_values_k_6_action_north: """
illegal
0.0000
illegal
"""
q_values_k_6_action_east: """
illegal
0.0000
illegal
"""
q_values_k_6_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_6_action_south: """
illegal
0.0000
illegal
"""
q_values_k_6_action_west: """
illegal
0.0000
illegal
"""
q_values_k_7_action_north: """
illegal
0.0000
illegal
"""
q_values_k_7_action_east: """
illegal
0.0000
illegal
"""
q_values_k_7_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_7_action_south: """
illegal
0.1720
illegal
"""
q_values_k_7_action_west: """
illegal
0.0000
illegal
"""
q_values_k_8_action_north: """
illegal
0.0000
illegal
"""
q_values_k_8_action_east: """
illegal
0.0000
illegal
"""
q_values_k_8_action_exit: """
-1.0000
illegal
4.0951
"""
q_values_k_8_action_south: """
illegal
0.1720
illegal
"""
q_values_k_8_action_west: """
illegal
0.0000
illegal
"""
q_values_k_9_action_north: """
illegal
0.0000
illegal
"""
q_values_k_9_action_east: """
illegal
0.0000
illegal
"""
q_values_k_9_action_exit: """
-1.0000
illegal
4.6856
"""
q_values_k_9_action_south: """
illegal
0.1720
illegal
"""
q_values_k_9_action_west: """
illegal
0.0000
illegal
"""
q_values_k_100_action_north: """
illegal
-0.4534
illegal
"""
q_values_k_100_action_east: """
illegal
0.4063
illegal
"""
q_values_k_100_action_exit: """
-9.4767
illegal
9.8175
"""
q_values_k_100_action_south: """
illegal
2.1267
illegal
"""
q_values_k_100_action_west: """
illegal
0.3919
illegal
"""
values: """
-9.4767
2.1267
9.8175
"""
policy: """
exit
south
exit
"""

View File

@ -0,0 +1,22 @@
class: "QLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.5"
noise: "0.0"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

View File

@ -0,0 +1,70 @@
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""

View File

@ -0,0 +1,342 @@
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
q_values_k_2_action_north: """
illegal
0.0000
illegal
"""
q_values_k_2_action_east: """
illegal
0.0000
illegal
"""
q_values_k_2_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_2_action_south: """
illegal
0.0000
illegal
"""
q_values_k_2_action_west: """
illegal
0.0000
illegal
"""
q_values_k_3_action_north: """
illegal
0.0000
illegal
"""
q_values_k_3_action_east: """
illegal
0.0000
illegal
"""
q_values_k_3_action_exit: """
0.0000
illegal
1.9000
"""
q_values_k_3_action_south: """
illegal
0.0000
illegal
"""
q_values_k_3_action_west: """
illegal
0.0000
illegal
"""
q_values_k_4_action_north: """
illegal
0.0000
illegal
"""
q_values_k_4_action_east: """
illegal
0.0000
illegal
"""
q_values_k_4_action_exit: """
0.0000
illegal
2.7100
"""
q_values_k_4_action_south: """
illegal
0.0000
illegal
"""
q_values_k_4_action_west: """
illegal
0.0000
illegal
"""
q_values_k_5_action_north: """
illegal
0.0000
illegal
"""
q_values_k_5_action_east: """
illegal
0.0000
illegal
"""
q_values_k_5_action_exit: """
-1.0000
illegal
2.7100
"""
q_values_k_5_action_south: """
illegal
0.0000
illegal
"""
q_values_k_5_action_west: """
illegal
0.0000
illegal
"""
q_values_k_6_action_north: """
illegal
0.0000
illegal
"""
q_values_k_6_action_east: """
illegal
0.0000
illegal
"""
q_values_k_6_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_6_action_south: """
illegal
0.0000
illegal
"""
q_values_k_6_action_west: """
illegal
0.0000
illegal
"""
q_values_k_7_action_north: """
illegal
0.0000
illegal
"""
q_values_k_7_action_east: """
illegal
0.0000
illegal
"""
q_values_k_7_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_7_action_south: """
illegal
0.2579
illegal
"""
q_values_k_7_action_west: """
illegal
0.0000
illegal
"""
q_values_k_8_action_north: """
illegal
0.0000
illegal
"""
q_values_k_8_action_east: """
illegal
0.0000
illegal
"""
q_values_k_8_action_exit: """
-1.0000
illegal
4.0951
"""
q_values_k_8_action_south: """
illegal
0.2579
illegal
"""
q_values_k_8_action_west: """
illegal
0.0000
illegal
"""
q_values_k_9_action_north: """
illegal
0.0000
illegal
"""
q_values_k_9_action_east: """
illegal
0.0000
illegal
"""
q_values_k_9_action_exit: """
-1.0000
illegal
4.6856
"""
q_values_k_9_action_south: """
illegal
0.2579
illegal
"""
q_values_k_9_action_west: """
illegal
0.0000
illegal
"""
q_values_k_100_action_north: """
illegal
-0.6670
illegal
"""
q_values_k_100_action_east: """
illegal
0.9499
illegal
"""
q_values_k_100_action_exit: """
-9.4767
illegal
9.8175
"""
q_values_k_100_action_south: """
illegal
3.2562
illegal
"""
q_values_k_100_action_west: """
illegal
0.8236
illegal
"""
values: """
-9.4767
3.2562
9.8175
"""
policy: """
exit
south
exit
"""

View File

@ -0,0 +1,22 @@
class: "QLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.75"
noise: "0.25"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

View File

@ -0,0 +1,70 @@
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""

View File

@ -0,0 +1,570 @@
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_exit: """
__________ 0.0000 __________
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_1_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_2_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_3_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_4_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
0.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_5_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_6_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_7_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_8_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.1000 __________
"""
q_values_k_9_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_500_action_north: """
__________ illegal __________
illegal -5.8648 illegal
illegal -0.7995 illegal
illegal -0.1671 illegal
illegal -1.2642 illegal
illegal -0.5871 illegal
__________ illegal __________
"""
q_values_k_500_action_east: """
__________ illegal __________
illegal -17.0676 illegal
illegal -26.5534 illegal
illegal -3.6957 illegal
illegal -43.5952 illegal
illegal -31.6884 illegal
__________ illegal __________
"""
q_values_k_500_action_exit: """
__________ 9.3539 __________
-96.5663 illegal -96.9097
-97.7472 illegal -94.1850
-89.0581 illegal -96.9097
-97.2187 illegal -87.8423
-92.8210 illegal -97.2187
__________ 0.9576 __________
"""
q_values_k_500_action_south: """
__________ illegal __________
illegal -6.8377 illegal
illegal -6.7277 illegal
illegal -3.4723 illegal
illegal -8.4015 illegal
illegal -5.5718 illegal
__________ illegal __________
"""
q_values_k_500_action_west: """
__________ illegal __________
illegal -27.0626 illegal
illegal -39.0610 illegal
illegal -40.5887 illegal
illegal -16.2839 illegal
illegal -20.7770 illegal
__________ illegal __________
"""
values: """
__________ 9.3539 __________
-96.5663 -5.8648 -96.9097
-97.7472 -0.7995 -94.1850
-89.0581 -0.1671 -96.9097
-97.2187 -1.2642 -87.8423
-92.8210 -0.5871 -97.2187
__________ 0.9576 __________
"""
policy: """
__________ exit __________
exit north exit
exit north exit
exit north exit
exit north exit
exit north exit
__________ exit __________
"""

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@ -0,0 +1,27 @@
class: "QLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
# 10 #
-100 _ -100
-100 _ -100
-100 _ -100
-100 _ -100
-100 S -100
# 1 #
"""
gridName: "bridgeGrid"
discount: "0.85"
noise: "0.1"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "500"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,110 @@
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_exit: """
__________ 0.0000 __________
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""

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@ -0,0 +1,456 @@
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_1_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_2_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_3_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_4_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_5_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_exit: """
0.0000 illegal 0.0000 illegal illegal
-1.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_6_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_7_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_7_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_7_action_exit: """
0.0000 illegal 0.0000 illegal illegal
-1.0000 illegal __________ illegal illegal
0.0000 illegal 0.1000 illegal illegal
0.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_7_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_7_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_8_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_8_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_8_action_exit: """
0.0000 illegal 0.0000 illegal illegal
-1.0000 illegal __________ illegal illegal
0.0000 illegal 0.1000 illegal illegal
-1.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_8_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_8_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_9_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal -0.0900 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_9_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_9_action_exit: """
0.0000 illegal 0.0000 illegal illegal
-1.0000 illegal __________ illegal illegal
0.0000 illegal 0.1000 illegal illegal
-1.0000 illegal __________ __________ illegal
-1.0000 illegal illegal illegal illegal
"""
q_values_k_9_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_9_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3000_action_north: """
illegal 4.3205 illegal 6.1517 3.8095
illegal 4.4238 __________ 5.2284 3.5129
illegal 1.0694 illegal 3.6867 2.0418
illegal 0.3423 __________ __________ 1.0655
illegal 0.0073 0.0079 0.0484 0.3768
"""
q_values_k_3000_action_east: """
illegal 8.0584 illegal 3.7245 3.3947
illegal 2.0499 __________ 3.2373 2.1742
illegal 0.8687 illegal 1.7398 1.2671
illegal 0.2927 __________ __________ 0.6669
illegal 0.0239 0.0097 0.1611 0.2051
"""
q_values_k_3000_action_exit: """
-10.0000 illegal 10.0000 illegal illegal
-10.0000 illegal __________ illegal illegal
-10.0000 illegal 1.0000 illegal illegal
-10.0000 illegal __________ __________ illegal
-9.9999 illegal illegal illegal illegal
"""
q_values_k_3000_action_south: """
illegal -0.3521 illegal 3.6948 2.9139
illegal -0.5605 __________ 2.1346 1.5674
illegal 0.2093 illegal 1.5389 0.5521
illegal -0.5505 __________ __________ 0.1006
illegal -1.8501 0.0060 0.0514 0.1223
"""
q_values_k_3000_action_west: """
illegal -6.2001 illegal 7.5146 4.9014
illegal -5.4013 __________ 4.0484 3.4126
illegal -8.0399 illegal 0.9653 1.6081
illegal -7.4767 __________ __________ 0.3934
illegal -6.3432 0.0179 0.0188 0.1028
"""
values: """
-10.0000 8.0584 10.0000 7.5146 4.9014
-10.0000 4.4238 __________ 5.2284 3.5129
-10.0000 1.0694 1.0000 3.6867 2.0418
-10.0000 0.3423 __________ __________ 1.0655
-9.9999 0.0239 0.0179 0.1611 0.3768
"""
policy: """
exit east exit west west
exit north __________ north north
exit north exit north north
exit north __________ __________ north
exit east west east north
"""

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@ -0,0 +1,24 @@
class: "QLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10 _ 10 _ _
-10 _ # _ _
-10 _ 1 _ _
-10 _ # # _
-10 S _ _ _
"""
discount: "0.9"
noise: "0.2"
livingReward: "0.0"
epsilon: "0.2"
learningRate: "0.1"
numExperiences: "3000"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,90 @@
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""

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@ -0,0 +1,2 @@
max_points: "5"
class: "PassAllTestsQuestion"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q7/1-tinygrid.test.
# File intentionally blank.

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@ -0,0 +1,22 @@
class: "EpsilonGreedyTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.5"
noise: "0.0"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q7/2-tinygrid-noisy.test.
# File intentionally blank.

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@ -0,0 +1,22 @@
class: "EpsilonGreedyTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.75"
noise: "0.25"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q7/3-bridge.test.
# File intentionally blank.

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@ -0,0 +1,27 @@
class: "EpsilonGreedyTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
# 10 #
-100 _ -100
-100 _ -100
-100 _ -100
-100 _ -100
-100 S -100
# 1 #
"""
gridName: "bridgeGrid"
discount: "0.85"
noise: "0.1"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "500"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q7/4-discountgrid.test.
# File intentionally blank.

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@ -0,0 +1,24 @@
class: "EpsilonGreedyTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10 _ 10 _ _
-10 _ # _ _
-10 _ 1 _ _
-10 _ # # _
-10 S _ _ _
"""
discount: "0.9"
noise: "0.2"
livingReward: "0.0"
epsilon: "0.2"
learningRate: "0.1"
numExperiences: "3000"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,2 @@
max_points: "2"
class: "PassAllTestsQuestion"

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@ -0,0 +1,2 @@
max_points: "1"
class: "PartialCreditQuestion"

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@ -0,0 +1,2 @@
# This is the solution file for test_cases/q9/grade-agent.test.
# File intentionally blank.

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@ -0,0 +1,6 @@
class: "EvalAgentTest"
# 100 test games after 2000 training games
pacmanParams: "-p PacmanQAgent -x 2000 -n 2100 -l smallGrid -q -f --fixRandomSeed"
winsThresholds: "70"

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@ -0,0 +1,429 @@
weights_k_0: """
{((0, 0), 'exit'): 0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
weights_k_1: """
{((0, 0), 'exit'): 1.0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
weights_k_2: """
{((0, 0), 'exit'): 1.0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_2_action_north: """
illegal
0.0000
illegal
"""
q_values_k_2_action_east: """
illegal
0.0000
illegal
"""
q_values_k_2_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_2_action_south: """
illegal
0.0000
illegal
"""
q_values_k_2_action_west: """
illegal
0.0000
illegal
"""
weights_k_3: """
{((0, 0), 'exit'): 1.9,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_3_action_north: """
illegal
0.0000
illegal
"""
q_values_k_3_action_east: """
illegal
0.0000
illegal
"""
q_values_k_3_action_exit: """
0.0000
illegal
1.9000
"""
q_values_k_3_action_south: """
illegal
0.0000
illegal
"""
q_values_k_3_action_west: """
illegal
0.0000
illegal
"""
weights_k_4: """
{((0, 0), 'exit'): 2.71,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_4_action_north: """
illegal
0.0000
illegal
"""
q_values_k_4_action_east: """
illegal
0.0000
illegal
"""
q_values_k_4_action_exit: """
0.0000
illegal
2.7100
"""
q_values_k_4_action_south: """
illegal
0.0000
illegal
"""
q_values_k_4_action_west: """
illegal
0.0000
illegal
"""
weights_k_5: """
{((0, 0), 'exit'): 2.71,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_5_action_north: """
illegal
0.0000
illegal
"""
q_values_k_5_action_east: """
illegal
0.0000
illegal
"""
q_values_k_5_action_exit: """
-1.0000
illegal
2.7100
"""
q_values_k_5_action_south: """
illegal
0.0000
illegal
"""
q_values_k_5_action_west: """
illegal
0.0000
illegal
"""
weights_k_6: """
{((0, 0), 'exit'): 3.439,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_6_action_north: """
illegal
0.0000
illegal
"""
q_values_k_6_action_east: """
illegal
0.0000
illegal
"""
q_values_k_6_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_6_action_south: """
illegal
0.0000
illegal
"""
q_values_k_6_action_west: """
illegal
0.0000
illegal
"""
weights_k_7: """
{((0, 0), 'exit'): 3.439,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.17195000000000002,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_7_action_north: """
illegal
0.0000
illegal
"""
q_values_k_7_action_east: """
illegal
0.0000
illegal
"""
q_values_k_7_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_7_action_south: """
illegal
0.1720
illegal
"""
q_values_k_7_action_west: """
illegal
0.0000
illegal
"""
weights_k_8: """
{((0, 0), 'exit'): 4.0951,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.17195000000000002,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_8_action_north: """
illegal
0.0000
illegal
"""
q_values_k_8_action_east: """
illegal
0.0000
illegal
"""
q_values_k_8_action_exit: """
-1.0000
illegal
4.0951
"""
q_values_k_8_action_south: """
illegal
0.1720
illegal
"""
q_values_k_8_action_west: """
illegal
0.0000
illegal
"""
weights_k_9: """
{((0, 0), 'exit'): 4.68559,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.17195000000000002,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_9_action_north: """
illegal
0.0000
illegal
"""
q_values_k_9_action_east: """
illegal
0.0000
illegal
"""
q_values_k_9_action_exit: """
-1.0000
illegal
4.6856
"""
q_values_k_9_action_south: """
illegal
0.1720
illegal
"""
q_values_k_9_action_west: """
illegal
0.0000
illegal
"""
weights_k_100: """
{((0, 0), 'exit'): 9.817519963685992,
((0, 1), 'east'): 0.40629236674335106,
((0, 1), 'north'): -0.4534185789984799,
((0, 1), 'south'): 2.126721095524319,
((0, 1), 'west'): 0.39193283364906867,
((0, 2), 'exit'): -9.476652366972639}
"""
q_values_k_100_action_north: """
illegal
-0.4534
illegal
"""
q_values_k_100_action_east: """
illegal
0.4063
illegal
"""
q_values_k_100_action_exit: """
-9.4767
illegal
9.8175
"""
q_values_k_100_action_south: """
illegal
2.1267
illegal
"""
q_values_k_100_action_west: """
illegal
0.3919
illegal
"""

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@ -0,0 +1,22 @@
class: "ApproximateQLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.5"
noise: "0.0"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,71 @@
==================== Iteration 0 ====================
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""

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@ -0,0 +1,429 @@
weights_k_0: """
{((0, 0), 'exit'): 0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
weights_k_1: """
{((0, 0), 'exit'): 1.0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_1_action_north: """
illegal
0.0000
illegal
"""
q_values_k_1_action_east: """
illegal
0.0000
illegal
"""
q_values_k_1_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_1_action_south: """
illegal
0.0000
illegal
"""
q_values_k_1_action_west: """
illegal
0.0000
illegal
"""
weights_k_2: """
{((0, 0), 'exit'): 1.0,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_2_action_north: """
illegal
0.0000
illegal
"""
q_values_k_2_action_east: """
illegal
0.0000
illegal
"""
q_values_k_2_action_exit: """
0.0000
illegal
1.0000
"""
q_values_k_2_action_south: """
illegal
0.0000
illegal
"""
q_values_k_2_action_west: """
illegal
0.0000
illegal
"""
weights_k_3: """
{((0, 0), 'exit'): 1.9,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_3_action_north: """
illegal
0.0000
illegal
"""
q_values_k_3_action_east: """
illegal
0.0000
illegal
"""
q_values_k_3_action_exit: """
0.0000
illegal
1.9000
"""
q_values_k_3_action_south: """
illegal
0.0000
illegal
"""
q_values_k_3_action_west: """
illegal
0.0000
illegal
"""
weights_k_4: """
{((0, 0), 'exit'): 2.71,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): 0}
"""
q_values_k_4_action_north: """
illegal
0.0000
illegal
"""
q_values_k_4_action_east: """
illegal
0.0000
illegal
"""
q_values_k_4_action_exit: """
0.0000
illegal
2.7100
"""
q_values_k_4_action_south: """
illegal
0.0000
illegal
"""
q_values_k_4_action_west: """
illegal
0.0000
illegal
"""
weights_k_5: """
{((0, 0), 'exit'): 2.71,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_5_action_north: """
illegal
0.0000
illegal
"""
q_values_k_5_action_east: """
illegal
0.0000
illegal
"""
q_values_k_5_action_exit: """
-1.0000
illegal
2.7100
"""
q_values_k_5_action_south: """
illegal
0.0000
illegal
"""
q_values_k_5_action_west: """
illegal
0.0000
illegal
"""
weights_k_6: """
{((0, 0), 'exit'): 3.439,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.0,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_6_action_north: """
illegal
0.0000
illegal
"""
q_values_k_6_action_east: """
illegal
0.0000
illegal
"""
q_values_k_6_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_6_action_south: """
illegal
0.0000
illegal
"""
q_values_k_6_action_west: """
illegal
0.0000
illegal
"""
weights_k_7: """
{((0, 0), 'exit'): 3.439,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.257925,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_7_action_north: """
illegal
0.0000
illegal
"""
q_values_k_7_action_east: """
illegal
0.0000
illegal
"""
q_values_k_7_action_exit: """
-1.0000
illegal
3.4390
"""
q_values_k_7_action_south: """
illegal
0.2579
illegal
"""
q_values_k_7_action_west: """
illegal
0.0000
illegal
"""
weights_k_8: """
{((0, 0), 'exit'): 4.0951,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.257925,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_8_action_north: """
illegal
0.0000
illegal
"""
q_values_k_8_action_east: """
illegal
0.0000
illegal
"""
q_values_k_8_action_exit: """
-1.0000
illegal
4.0951
"""
q_values_k_8_action_south: """
illegal
0.2579
illegal
"""
q_values_k_8_action_west: """
illegal
0.0000
illegal
"""
weights_k_9: """
{((0, 0), 'exit'): 4.68559,
((0, 1), 'east'): 0,
((0, 1), 'north'): 0,
((0, 1), 'south'): 0.257925,
((0, 1), 'west'): 0,
((0, 2), 'exit'): -1.0}
"""
q_values_k_9_action_north: """
illegal
0.0000
illegal
"""
q_values_k_9_action_east: """
illegal
0.0000
illegal
"""
q_values_k_9_action_exit: """
-1.0000
illegal
4.6856
"""
q_values_k_9_action_south: """
illegal
0.2579
illegal
"""
q_values_k_9_action_west: """
illegal
0.0000
illegal
"""
weights_k_100: """
{((0, 0), 'exit'): 9.817519963685992,
((0, 1), 'east'): 0.9498968104823575,
((0, 1), 'north'): -0.66699795412272,
((0, 1), 'south'): 3.256207905310105,
((0, 1), 'west'): 0.8236280735014627,
((0, 2), 'exit'): -9.476652366972639}
"""
q_values_k_100_action_north: """
illegal
-0.6670
illegal
"""
q_values_k_100_action_east: """
illegal
0.9499
illegal
"""
q_values_k_100_action_exit: """
-9.4767
illegal
9.8175
"""
q_values_k_100_action_south: """
illegal
3.2562
illegal
"""
q_values_k_100_action_west: """
illegal
0.8236
illegal
"""

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@ -0,0 +1,22 @@
class: "ApproximateQLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10
S
10
"""
discount: "0.75"
noise: "0.25"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "100"
valueIterations: "100"
iterations: "10000"

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@ -0,0 +1,71 @@
==================== Iteration 0 ====================
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000
illegal
0.0000
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal
0.0000
illegal
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal
illegal
illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal
0.0000
illegal
"""

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@ -0,0 +1,935 @@
weights_k_0: """
{((0, 1), 'exit'): 0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): 0,
((0, 5), 'exit'): 0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): 0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_exit: """
__________ 0.0000 __________
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_1: """
{((0, 1), 'exit'): 0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): 0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): 0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_1_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_1_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_1_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_2: """
{((0, 1), 'exit'): 0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): 0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): 0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_2_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_2_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_2_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_3: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): 0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): 0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_3_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_3_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_3_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_4: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): 0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_4_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_4_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_4_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_5: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): 0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): -10.0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_5_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
0.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_5_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_5_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_6: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): -10.0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): -10.0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_6_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_6_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_6_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_7: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): 0,
((0, 3), 'exit'): -10.0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0.0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): -10.0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_7_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
0.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_7_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_7_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_8: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): -10.0,
((0, 3), 'exit'): -10.0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0.0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): -10.0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_8_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.0000 __________
"""
q_values_k_8_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_8_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_9: """
{((0, 1), 'exit'): -10.0,
((0, 2), 'exit'): -10.0,
((0, 3), 'exit'): -10.0,
((0, 4), 'exit'): -10.0,
((0, 5), 'exit'): -10.0,
((1, 0), 'exit'): 0.1,
((1, 1), 'east'): 0,
((1, 1), 'north'): 0,
((1, 1), 'south'): 0,
((1, 1), 'west'): 0,
((1, 2), 'east'): 0,
((1, 2), 'north'): 0,
((1, 2), 'south'): 0,
((1, 2), 'west'): 0,
((1, 3), 'east'): 0,
((1, 3), 'north'): 0,
((1, 3), 'south'): 0.0,
((1, 3), 'west'): 0,
((1, 4), 'east'): 0,
((1, 4), 'north'): 0,
((1, 4), 'south'): 0,
((1, 4), 'west'): 0,
((1, 5), 'east'): 0,
((1, 5), 'north'): 0,
((1, 5), 'south'): 0.0,
((1, 5), 'west'): 0,
((1, 6), 'exit'): 0,
((2, 1), 'exit'): 0,
((2, 2), 'exit'): 0,
((2, 3), 'exit'): -10.0,
((2, 4), 'exit'): 0,
((2, 5), 'exit'): 0}
"""
q_values_k_9_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_exit: """
__________ 0.0000 __________
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
-10.0000 illegal -10.0000
-10.0000 illegal 0.0000
-10.0000 illegal 0.0000
__________ 0.1000 __________
"""
q_values_k_9_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
q_values_k_9_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
weights_k_500: """
{((0, 1), 'exit'): -92.82102012308148,
((0, 2), 'exit'): -97.21871610556306,
((0, 3), 'exit'): -89.05810108684878,
((0, 4), 'exit'): -97.74716004550608,
((0, 5), 'exit'): -96.56631617970748,
((1, 0), 'exit'): 0.9576088417247839,
((1, 1), 'east'): -31.68839649871871,
((1, 1), 'north'): -0.5871409700255297,
((1, 1), 'south'): -5.571799344704395,
((1, 1), 'west'): -20.777007017445538,
((1, 2), 'east'): -43.595242197319,
((1, 2), 'north'): -1.264202431807023,
((1, 2), 'south'): -8.401530599975509,
((1, 2), 'west'): -16.283916171605192,
((1, 3), 'east'): -3.6956691,
((1, 3), 'north'): -0.16712710492783758,
((1, 3), 'south'): -3.4722840178579073,
((1, 3), 'west'): -40.58867937480968,
((1, 4), 'east'): -26.553386621338632,
((1, 4), 'north'): -0.799493322153628,
((1, 4), 'south'): -6.727671187497919,
((1, 4), 'west'): -39.06095135014759,
((1, 5), 'east'): -17.067638934181446,
((1, 5), 'north'): -5.864753060887024,
((1, 5), 'south'): -6.83769420759525,
((1, 5), 'west'): -27.062643066307515,
((1, 6), 'exit'): 9.353891811077332,
((2, 1), 'exit'): -97.21871610556306,
((2, 2), 'exit'): -87.84233454094309,
((2, 3), 'exit'): -96.90968456173674,
((2, 4), 'exit'): -94.185026299696,
((2, 5), 'exit'): -96.90968456173674}
"""
q_values_k_500_action_north: """
__________ illegal __________
illegal -5.8648 illegal
illegal -0.7995 illegal
illegal -0.1671 illegal
illegal -1.2642 illegal
illegal -0.5871 illegal
__________ illegal __________
"""
q_values_k_500_action_east: """
__________ illegal __________
illegal -17.0676 illegal
illegal -26.5534 illegal
illegal -3.6957 illegal
illegal -43.5952 illegal
illegal -31.6884 illegal
__________ illegal __________
"""
q_values_k_500_action_exit: """
__________ 9.3539 __________
-96.5663 illegal -96.9097
-97.7472 illegal -94.1850
-89.0581 illegal -96.9097
-97.2187 illegal -87.8423
-92.8210 illegal -97.2187
__________ 0.9576 __________
"""
q_values_k_500_action_south: """
__________ illegal __________
illegal -6.8377 illegal
illegal -6.7277 illegal
illegal -3.4723 illegal
illegal -8.4015 illegal
illegal -5.5718 illegal
__________ illegal __________
"""
q_values_k_500_action_west: """
__________ illegal __________
illegal -27.0626 illegal
illegal -39.0610 illegal
illegal -40.5887 illegal
illegal -16.2839 illegal
illegal -20.7770 illegal
__________ illegal __________
"""

View File

@ -0,0 +1,27 @@
class: "ApproximateQLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
# 10 #
-100 _ -100
-100 _ -100
-100 _ -100
-100 _ -100
-100 S -100
# 1 #
"""
gridName: "bridgeGrid"
discount: "0.85"
noise: "0.1"
livingReward: "0.0"
epsilon: "0.5"
learningRate: "0.1"
numExperiences: "500"
valueIterations: "100"
iterations: "10000"

View File

@ -0,0 +1,111 @@
==================== Iteration 0 ====================
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_south: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_west: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_exit: """
__________ 0.0000 __________
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
0.0000 illegal 0.0000
__________ 0.0000 __________
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_east: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
__________ illegal __________
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
illegal illegal illegal
__________ illegal __________
"""
Correct solution:
q_values_k_0_action_north: """
__________ illegal __________
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
illegal 0.0000 illegal
__________ illegal __________
"""

File diff suppressed because it is too large Load Diff

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@ -0,0 +1,24 @@
class: "ApproximateQLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10 _ 10 _ _
-10 _ # _ _
-10 _ 1 _ _
-10 _ # # _
-10 S _ _ _
"""
discount: "0.9"
noise: "0.2"
livingReward: "0.0"
epsilon: "0.2"
learningRate: "0.1"
numExperiences: "3000"
valueIterations: "100"
iterations: "10000"

View File

@ -0,0 +1,91 @@
==================== Iteration 0 ====================
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""

View File

@ -0,0 +1,880 @@
weights_k_0: """
{'action=east': 0,
'action=exit': 0,
'action=north': 0,
'action=south': 0,
'action=west': 0,
'x=0': 0,
'x=1': 0,
'x=2': 0,
'x=3': 0,
'x=4': 0,
'y=0': 0,
'y=1': 0,
'y=2': 0,
'y=3': 0,
'y=4': 0,
(0, 0): 0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_1: """
{'action=east': 0,
'action=exit': 0,
'action=north': 0,
'action=south': 0.0,
'action=west': 0,
'x=0': 0,
'x=1': 0.0,
'x=2': 0,
'x=3': 0,
'x=4': 0,
'y=0': 0,
'y=1': 0.0,
'y=2': 0,
'y=3': 0,
'y=4': 0,
(0, 0): 0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_1_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_1_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_1_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_2: """
{'action=east': 0,
'action=exit': 0,
'action=north': 0,
'action=south': 0.0,
'action=west': 0,
'x=0': 0,
'x=1': 0.0,
'x=2': 0,
'x=3': 0.0,
'x=4': 0,
'y=0': 0,
'y=1': 0.0,
'y=2': 0,
'y=3': 0.0,
'y=4': 0,
(0, 0): 0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_2_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
q_values_k_2_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_2_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_3: """
{'action=east': 0,
'action=exit': -1.0,
'action=north': 0,
'action=south': 0.0,
'action=west': 0,
'x=0': -1.0,
'x=1': 0.0,
'x=2': 0,
'x=3': 0.0,
'x=4': 0,
'y=0': -1.0,
'y=1': 0.0,
'y=2': 0,
'y=3': 0.0,
'y=4': 0,
(0, 0): -1.0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_3_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_exit: """
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ illegal illegal
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ __________ illegal
-4.0000 illegal illegal illegal illegal
"""
q_values_k_3_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_3_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_4: """
{'action=east': 0.0,
'action=exit': -1.0,
'action=north': 0,
'action=south': 0.0,
'action=west': 0,
'x=0': -1.0,
'x=1': 0.0,
'x=2': 0,
'x=3': 0.0,
'x=4': 0,
'y=0': -1.0,
'y=1': 0.0,
'y=2': 0,
'y=3': 0.0,
'y=4': 0,
(0, 0): -1.0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_4_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_exit: """
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ illegal illegal
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ __________ illegal
-4.0000 illegal illegal illegal illegal
"""
q_values_k_4_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_4_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_5: """
{'action=east': 0.0,
'action=exit': -1.0,
'action=north': 0,
'action=south': 0.0,
'action=west': 0.0,
'x=0': -1.0,
'x=1': 0.0,
'x=2': 0,
'x=3': 0.0,
'x=4': 0.0,
'y=0': -1.0,
'y=1': 0.0,
'y=2': 0,
'y=3': 0.0,
'y=4': 0.0,
(0, 0): -1.0,
(0, 1): 0,
(0, 2): 0,
(0, 3): 0,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0.0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_5_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_exit: """
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ illegal illegal
-3.0000 illegal -1.0000 illegal illegal
-3.0000 illegal __________ __________ illegal
-4.0000 illegal illegal illegal illegal
"""
q_values_k_5_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_5_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_6: """
{'action=east': 0.0,
'action=exit': -1.7000000000000002,
'action=north': 0,
'action=south': 0.0,
'action=west': 0.0,
'x=0': -1.7000000000000002,
'x=1': 0.0,
'x=2': 0,
'x=3': 0.0,
'x=4': 0.0,
'y=0': -1.7000000000000002,
'y=1': 0.0,
'y=2': 0,
'y=3': 0.0,
'y=4': 0.0,
(0, 0): -1.0,
(0, 1): 0,
(0, 2): 0,
(0, 3): -0.7000000000000001,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0.0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_6_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_exit: """
-5.1000 illegal -1.7000 illegal illegal
-5.8000 illegal __________ illegal illegal
-5.1000 illegal -1.7000 illegal illegal
-5.1000 illegal __________ __________ illegal
-6.1000 illegal illegal illegal illegal
"""
q_values_k_6_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
q_values_k_6_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
weights_k_7: """
{'action=east': 0.0,
'action=exit': -1.4300000000000002,
'action=north': 0,
'action=south': 0.0,
'action=west': 0.0,
'x=0': -1.7000000000000002,
'x=1': 0.0,
'x=2': 0.27,
'x=3': 0.0,
'x=4': 0.0,
'y=0': -1.7000000000000002,
'y=1': 0.0,
'y=2': 0.27,
'y=3': 0.0,
'y=4': 0.0,
(0, 0): -1.0,
(0, 1): 0,
(0, 2): 0,
(0, 3): -0.7000000000000001,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0.27,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0.0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_7_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_7_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_7_action_exit: """
-4.8300 illegal -0.8900 illegal illegal
-5.5300 illegal __________ illegal illegal
-4.8300 illegal -0.6200 illegal illegal
-4.8300 illegal __________ __________ illegal
-5.8300 illegal illegal illegal illegal
"""
q_values_k_7_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_7_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
weights_k_8: """
{'action=east': 0.0,
'action=exit': -1.947,
'action=north': 0,
'action=south': 0.0,
'action=west': 0.0,
'x=0': -2.217,
'x=1': 0.0,
'x=2': 0.27,
'x=3': 0.0,
'x=4': 0.0,
'y=0': -2.217,
'y=1': 0.0,
'y=2': 0.27,
'y=3': 0.0,
'y=4': 0.0,
(0, 0): -1.0,
(0, 1): -0.517,
(0, 2): 0,
(0, 3): -0.7000000000000001,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): 0,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0.27,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0.0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_8_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_8_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_8_action_exit: """
-6.3810 illegal -1.4070 illegal illegal
-7.0810 illegal __________ illegal illegal
-6.3810 illegal -1.1370 illegal illegal
-6.8980 illegal __________ __________ illegal
-7.3810 illegal illegal illegal illegal
"""
q_values_k_8_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
q_values_k_8_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.5400 0.0000 0.0000
"""
weights_k_9: """
{'action=east': 0.0,
'action=exit': -1.947,
'action=north': -0.62082,
'action=south': 0.0,
'action=west': 0.0,
'x=0': -2.217,
'x=1': -0.62082,
'x=2': 0.27,
'x=3': 0.0,
'x=4': 0.0,
'y=0': -2.217,
'y=1': -0.62082,
'y=2': 0.27,
'y=3': 0.0,
'y=4': 0.0,
(0, 0): -1.0,
(0, 1): -0.517,
(0, 2): 0,
(0, 3): -0.7000000000000001,
(0, 4): 0,
(1, 0): 0.0,
(1, 1): -0.62082,
(1, 2): 0,
(1, 3): 0,
(1, 4): 0,
(2, 0): 0,
(2, 2): 0.27,
(2, 4): 0,
(3, 0): 0.0,
(3, 2): 0,
(3, 3): 0,
(3, 4): 0,
(4, 0): 0,
(4, 1): 0.0,
(4, 2): 0,
(4, 3): 0,
(4, 4): 0}
"""
q_values_k_9_action_north: """
illegal -1.8625 illegal -0.6208 -0.6208
illegal -1.8625 __________ -0.6208 -0.6208
illegal -1.8625 illegal -0.6208 -0.6208
illegal -2.4833 __________ __________ -0.6208
illegal -1.8625 -0.0808 -0.6208 -0.6208
"""
q_values_k_9_action_east: """
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.2416 __________ 0.0000 0.0000
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.8625 __________ __________ 0.0000
illegal -1.2416 0.5400 0.0000 0.0000
"""
q_values_k_9_action_exit: """
-6.3810 illegal -1.4070 illegal illegal
-7.0810 illegal __________ illegal illegal
-6.3810 illegal -1.1370 illegal illegal
-6.8980 illegal __________ __________ illegal
-7.3810 illegal illegal illegal illegal
"""
q_values_k_9_action_south: """
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.2416 __________ 0.0000 0.0000
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.8625 __________ __________ 0.0000
illegal -1.2416 0.5400 0.0000 0.0000
"""
q_values_k_9_action_west: """
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.2416 __________ 0.0000 0.0000
illegal -1.2416 illegal 0.0000 0.0000
illegal -1.8625 __________ __________ 0.0000
illegal -1.2416 0.5400 0.0000 0.0000
"""
weights_k_3000: """
{'action=east': 6.719916513522846,
'action=exit': -2.2444981376861555,
'action=north': 4.568574519923728,
'action=south': 3.761510351874819,
'action=west': 1.2828606322891556,
'x=0': -3.604063955849794,
'x=1': 0.6731476152061693,
'x=2': 4.000208353074704,
'x=3': 5.988311380073477,
'x=4': 7.0307604874198235,
'y=0': -3.604063955849794,
'y=1': 0.6731476152061693,
'y=2': 4.000208353074704,
'y=3': 5.988311380073477,
'y=4': 7.0307604874198235,
(0, 0): -0.7073688447583666,
(0, 1): -0.7542862401704076,
(0, 2): -0.7043014501203066,
(0, 3): -0.7433344649617668,
(0, 4): -0.6947729558389527,
(1, 0): 2.364273811399719,
(1, 1): -0.2695405704605499,
(1, 2): -0.7105979212702271,
(1, 3): -1.4866826750327933,
(1, 4): 0.7756949705700219,
(2, 0): 2.64064253491107,
(2, 2): -3.7381118310263166,
(2, 4): 5.097677649189953,
(3, 0): 2.505262939441149,
(3, 2): 0.27218788923837256,
(3, 3): 2.2611084206093195,
(3, 4): 0.9497521307846304,
(4, 0): 1.7330586015291545,
(4, 1): 0.980194046153168,
(4, 2): 0.78786289128181,
(4, 3): 1.493343270762865,
(4, 4): 2.0363016776928333}
"""
q_values_k_3000_action_north: """
illegal 6.6906 illegal 17.4949 20.6664
illegal 4.4282 __________ 18.8063 20.1234
illegal 5.2043 illegal 16.8174 19.4180
illegal 5.6453 __________ __________ 19.6103
illegal 8.2791 15.2096 19.0505 20.3632
"""
q_values_k_3000_action_east: """
illegal 8.8419 illegal 19.6463 22.8177
illegal 6.5795 __________ 20.9576 22.2748
illegal 7.3556 illegal 18.9687 21.5693
illegal 7.7967 __________ __________ 21.7616
illegal 10.4305 17.3610 21.2018 22.5145
"""
q_values_k_3000_action_exit: """
-10.1474 illegal 10.8536 illegal illegal
-10.1960 illegal __________ illegal illegal
-10.1569 illegal 2.0178 illegal illegal
-10.2069 illegal __________ __________ illegal
-10.1600 illegal illegal illegal illegal
"""
q_values_k_3000_action_south: """
illegal 5.8835 illegal 16.6879 19.8593
illegal 3.6211 __________ 17.9992 19.3164
illegal 4.3972 illegal 16.0103 18.6109
illegal 4.8383 __________ __________ 18.8032
illegal 7.4721 14.4026 18.2434 19.5561
"""
q_values_k_3000_action_west: """
illegal 3.4049 illegal 14.2092 17.3807
illegal 1.1425 __________ 15.5206 16.8377
illegal 1.9186 illegal 13.5317 16.1322
illegal 2.3596 __________ __________ 16.3246
illegal 4.9934 11.9239 15.7647 17.0774
"""

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class: "ApproximateQLearningTest"
# GridWorld specification
# _ is empty space
# numbers are terminal states with that value
# # is a wall
# S is a start state
#
grid: """
-10 _ 10 _ _
-10 _ # _ _
-10 _ 1 _ _
-10 _ # # _
-10 S _ _ _
"""
discount: "0.9"
noise: "0.2"
livingReward: "0.0"
epsilon: "0.2"
learningRate: "0.1"
numExperiences: "3000"
valueIterations: "100"
iterations: "10000"
extractor: "CoordinateExtractor"

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@ -0,0 +1,91 @@
==================== Iteration 0 ====================
Q-Values at iteration 0 for action 'south' are NOT correct. Student solution:
q_values_k_0_action_south: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_south: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'west' are NOT correct. Student solution:
q_values_k_0_action_west: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_west: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'exit' are NOT correct. Student solution:
q_values_k_0_action_exit: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_exit: """
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ illegal illegal
0.0000 illegal 0.0000 illegal illegal
0.0000 illegal __________ __________ illegal
0.0000 illegal illegal illegal illegal
"""
Q-Values at iteration 0 for action 'east' are NOT correct. Student solution:
q_values_k_0_action_east: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_east: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""
Q-Values at iteration 0 for action 'north' are NOT correct. Student solution:
q_values_k_0_action_north: """
illegal illegal illegal illegal illegal
illegal illegal __________ illegal illegal
illegal illegal illegal illegal illegal
illegal illegal __________ __________ illegal
illegal illegal illegal illegal illegal
"""
Correct solution:
q_values_k_0_action_north: """
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ 0.0000 0.0000
illegal 0.0000 illegal 0.0000 0.0000
illegal 0.0000 __________ __________ 0.0000
illegal 0.0000 0.0000 0.0000 0.0000
"""

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@ -0,0 +1,2 @@
max_points: "3"
class: "PassAllTestsQuestion"

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@ -0,0 +1,3 @@
class: "DeepQLearningTest"
layout: "smallGrid"

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@ -0,0 +1,2 @@
max_points: "4"
class: "PartialCreditQuestion"