Skip to content

Commit

Permalink
Switch to one-hot board states, for #36.
Browse files Browse the repository at this point in the history
  • Loading branch information
donkirkby committed Nov 13, 2023
1 parent 7f5b016 commit 0159840
Show file tree
Hide file tree
Showing 16 changed files with 454 additions and 303 deletions.
70 changes: 35 additions & 35 deletions tests/connect4/test_connect4_game.py
Original file line number Diff line number Diff line change
Expand Up @@ -5,15 +5,10 @@


def test_create_board():
expected_spaces = np.array([[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0]])
expected_spaces = np.zeros((2, 6, 7))
board = Connect4State()

assert np.array_equal(board.get_spaces(), expected_spaces)
assert np.array_equal(board.spaces, expected_spaces)


# noinspection DuplicatedCode
Expand All @@ -26,15 +21,22 @@ def test_create_board_from_text():
....X..
...XO..
"""
expected_spaces = np.array([[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, -1, 0, 0]])
expected_spaces = np.array([[[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0]]
])
board = Connect4State(text)

assert np.array_equal(board.get_spaces(), expected_spaces)
assert np.array_equal(board.spaces, expected_spaces)


# noinspection DuplicatedCode
Expand All @@ -48,25 +50,26 @@ def test_create_board_with_coordinates():
....X..
...XO..
"""
expected_board = np.array([[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, -1, 0, 0]])
expected_spaces = np.array([[[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0]]
])
board = Connect4State(text)

assert np.array_equal(board.get_spaces(), expected_board)
assert np.array_equal(board.spaces, expected_spaces)


# noinspection DuplicatedCode
def test_display():
spaces = np.array([[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, -1, 0, 0]])
expected_text = """\
.......
.......
Expand All @@ -75,19 +78,13 @@ def test_display():
....X..
...XO..
"""
text = Connect4State(spaces=spaces).display()
text = Connect4State(expected_text).display()

assert text == expected_text


# noinspection DuplicatedCode
def test_display_coordinates():
spaces = np.array([[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 1, -1, 0, 0]])
expected_text = """\
1234567
.......
Expand All @@ -97,7 +94,7 @@ def test_display_coordinates():
....X..
...XO..
"""
text = Connect4State(spaces=spaces).display(show_coordinates=True)
text = Connect4State(expected_text).display(show_coordinates=True)

assert expected_text == text

Expand Down Expand Up @@ -306,6 +303,7 @@ def test_longer_winner():
def test_vertical_winner():
text = """\
.......
.......
.....O.
.....O.
....XO.
Expand All @@ -321,6 +319,7 @@ def test_vertical_winner():
def test_diagonal1_winner():
text = """\
.......
.......
..O....
..XO...
..OXO..
Expand All @@ -335,6 +334,7 @@ def test_diagonal1_winner():

def test_diagonal2_winner():
text = """\
.......
......X
.....XO
..XOXOX
Expand Down
125 changes: 75 additions & 50 deletions tests/connect4/training_data.json
Original file line number Diff line number Diff line change
@@ -1,50 +1,75 @@
[[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 0, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 0, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, 1, 0, 0, 0, 0, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, 0]],
[[0, -1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, 0, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 0, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, 0, 0, 0, -1, 0], [-1, -1, 1, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [0, 1, 0, 0, 0, 1, 0], [-1, 1, -1, 0, 0, -1, 0], [-1, -1, 1, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [1, 1, 0, 0, 0, 1, 0], [-1, 1, -1, 0, 0, -1, 0], [-1, -1, 1, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]],
[[0, -1, 0, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 0], [-1, 1, -1, 0, 0, -1, 0], [-1, -1, 1, 0, 0, 1, 0], [1, 1, -1, 0, 0, 1, 1], [1, -1, -1, 0, 0, -1, -1]]],
[[0.925, 0.0125, 0.0125, 0.0125, 0.0125, 0.0125, 0.0125, -1.0],
[0.006535947712418301, 0.803921568627451, 0.006535947712418301, 0.0915032679738562, 0.0, 0.0915032679738562, 0.0, 1.0],
[0.0049504950495049506, 0.9900990099009901, 0.0049504950495049506, 0.0, 0.0, 0.0, 0.0, -1.0],
[0.24372759856630824, 0.7526881720430108, 0.0, 0.0, 0.0, 0.0035842293906810036, 0.0, 1.0],
[0.31141868512110726, 0.25259515570934254, 0.0, 0.0, 0.0, 0.4359861591695502, 0.0, -1.0],
[0.4260355029585799, 0.30177514792899407, 0.0, 0.0, 0.0, 0.27218934911242604, 0.0, 1.0],
[0.10596026490066225, 0.609271523178808, 0.0, 0.0, 0.0, 0.2847682119205298, 0.0, -1.0],
[0.005847953216374269, 0.6432748538011696, 0.0, 0.0, 0.0, 0.3508771929824561, 0.0, 1.0],
[0.0, 0.6474820143884892, 0.0, 0.0, 0.0, 0.35251798561151076, 0.0, -1.0],
[0.0, 0.5325443786982249, 0.0, 0.0, 0.0, 0.46745562130177515, 0.0, 1.0],
[0.23076923076923078, 0.0, 0.0, 0.0, 0.0, 0.7692307692307693, 0.0, -1.0],
[0.1339712918660287, 0.0, 0.0, 0.0, 0.0, 0.8660287081339713, 0.0, 1.0],
[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, -1.0],
[0.8602150537634409, 0.0, 0.0, 0.0, 0.0, 0.13978494623655913, 0.0, 1.0],
[0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, -1.0],
[0.0, 0.0, 0.0, 0.0, 0.0, 0.13043478260869565, 0.8695652173913043, 1.0],
[0.0, 0.0, 0.0, 0.0, 0.0, 0.5857740585774058, 0.41422594142259417, -1.0],
[0.0, 0.0, 0.8812785388127854, 0.0, 0.0, 0.0, 0.1187214611872146, 1.0],
[0.0, 0.0, 0.025735294117647058, 0.0, 0.0, 0.0, 0.9742647058823529, -1.0],
[0.0, 0.0, 0.997093023255814, 0.0, 0.0, 0.0, 0.0029069767441860465, 1.0],
[0.0, 0.0, 0.9597156398104265, 0.0, 0.0, 0.0, 0.04028436018957346, -1.0],
[0.02066115702479339, 0.0, 0.9793388429752066, 0.0, 0.0, 0.0, 0.0, 1.0],
[0.9439421338155516, 0.0, 0.0325497287522604, 0.0, 0.0, 0.0, 0.023508137432188065, -1.0],
[0.39933444259567386, 0.0, 0.5990016638935108, 0.0, 0.0, 0.0, 0.0016638935108153079, 1.0],
[0.022779043280182234, 0.0, 0.9339407744874715, 0.0, 0.0, 0.0, 0.04328018223234624, -1.0]]]
[[[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0], [1, 0, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 0, 0, 0], [1, 0, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 0, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 0, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 1, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 0, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 1, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 1, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]],
[[[0, 0, 0, 0, 1, 0, 0], [1, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0], [0, 0, 1, 1, 0, 0, 0], [0, 0, 0, 1, 1, 0, 0], [1, 1, 1, 0, 1, 0, 1]],
[[0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 1, 0, 0], [1, 0, 0, 1, 1, 0, 0], [1, 0, 0, 0, 1, 0, 0], [1, 0, 1, 0, 0, 0, 1], [0, 0, 0, 1, 0, 1, 0]]]],
[[0.004, 0.008, 0.674, 0.004, 0.024, 0.232, 0.054, 1.000],
[0.007, 0.030, 0.778, 0.005, 0.043, 0.122, 0.016, -1.000],
[0.507, 0.010, 0.013, 0.232, 0.218, 0.003, 0.018, 1.000],
[0.015, 0.029, 0.059, 0.014, 0.017, 0.848, 0.019, -1.000],
[0.051, 0.121, 0.513, 0.297, 0.006, 0.005, 0.006, 1.000],
[0.010, 0.021, 0.008, 0.946, 0.007, 0.005, 0.003, -1.000],
[0.007, 0.008, 0.022, 0.014, 0.905, 0.034, 0.010, 1.000],
[0.701, 0.006, 0.142, 0.103, 0.027, 0.004, 0.017, -1.000],
[0.003, 0.086, 0.477, 0.307, 0.014, 0.103, 0.009, 1.000],
[0.033, 0.028, 0.018, 0.726, 0.018, 0.006, 0.173, -1.000],
[0.021, 0.012, 0.088, 0.854, 0.012, 0.005, 0.008, 1.000],
[0.034, 0.008, 0.742, 0.032, 0.019, 0.046, 0.119, -1.000],
[0.005, 0.683, 0.007, 0.040, 0.120, 0.050, 0.094, 1.000],
[0.345, 0.041, 0.092, 0.427, 0.080, 0.009, 0.006, -1.000],
[0.874, 0.011, 0.006, 0.003, 0.032, 0.072, 0.003, 1.000],
[0.004, 0.169, 0.113, 0.004, 0.703, 0.004, 0.004, -1.000],
[0.097, 0.104, 0.007, 0.015, 0.007, 0.015, 0.755, 1.000],
[0.934, 0.007, 0.010, 0.010, 0.008, 0.020, 0.010, -1.000],
[0.944, 0.009, 0.009, 0.013, 0.009, 0.009, 0.009, 1.000],
[0.022, 0.012, 0.089, 0.010, 0.505, 0.352, 0.010, -1.000],
[0.030, 0.015, 0.007, 0.121, 0.812, 0.007, 0.007, 1.000],
[0.009, 0.008, 0.009, 0.028, 0.923, 0.012, 0.011, -1.000],
[0.029, 0.022, 0.043, 0.064, 0.681, 0.085, 0.077, 1.000],
[0.006, 0.003, 0.006, 0.953, 0.000, 0.026, 0.007, -1.000],
[0.052, 0.041, 0.041, 0.052, 0.000, 0.750, 0.064, 1.000]]]
Loading

0 comments on commit 0159840

Please sign in to comment.