示例#1
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def test_automatic_dimension():
    st = SimplexTree()
    assert st.__is_defined() == True
    assert st.__is_persistence_defined() == False

    # insert test
    assert st.insert([0, 1, 3], filtration=0.5) == True
    assert st.insert([0, 1, 2], filtration=1.0) == True

    assert st.num_vertices() == 4
    assert st.num_simplices() == 11

    assert st.dimension() == 2
    assert st.upper_bound_dimension() == 2

    assert st.prune_above_filtration(0.6) == True
    assert st.dimension() == 2
    assert st.upper_bound_dimension() == 2

    st.assign_filtration([0, 1, 3], 0.7)
    assert st.filtration([0, 1, 3]) == 0.7

    st.remove_maximal_simplex([0, 1, 3])
    assert st.upper_bound_dimension() == 2
    assert st.dimension() == 1
    assert st.upper_bound_dimension() == 1
示例#2
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def test_simplices_iterator():
    st = SimplexTree()

    assert st.insert([0, 1, 2], filtration=4.0) == True
    assert st.insert([2, 3, 4], filtration=2.0) == True

    for simplex in st.get_simplices():
        print("simplex is: ", simplex[0])
        assert st.find(simplex[0]) == True
        print("filtration is: ", simplex[1])
        assert st.filtration(simplex[0]) == simplex[1]
示例#3
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def test_reset_filtration():
    st = SimplexTree()

    assert st.insert([0, 1, 2], 3.) == True
    assert st.insert([0, 3], 2.) == True
    assert st.insert([3, 4, 5], 3.) == True
    assert st.insert([0, 1, 6, 7], 4.) == True

    # Guaranteed by construction
    for simplex in st.get_simplices():
        assert st.filtration(simplex[0]) >= 2.

    # dimension until 5 even if simplex tree is of dimension 3 to test the limits
    for dimension in range(5, -1, -1):
        st.reset_filtration(0., dimension)
        for simplex in st.get_skeleton(3):
            print(simplex)
            if len(simplex[0]) < (dimension) + 1:
                assert st.filtration(simplex[0]) >= 2.
            else:
                assert st.filtration(simplex[0]) == 0.
示例#4
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def test_make_filtration_non_decreasing():
    st = SimplexTree()
    assert st.__is_defined() == True
    assert st.__is_persistence_defined() == False

    # Inserted simplex:
    #    1
    #    o
    #   /X\
    #  o---o---o---o
    #  2   0   3\X/4
    #            o
    #            5
    assert st.insert([2, 1, 0], filtration=2.0) == True
    assert st.insert([3, 0], filtration=2.0) == True
    assert st.insert([3, 4, 5], filtration=2.0) == True

    assert st.make_filtration_non_decreasing() == False

    # Because of non decreasing property of simplex tree, { 0 } , { 1 } and
    # { 0, 1 } are going to be set from value 2.0 to 1.0
    st.insert([0, 1, 6, 7], filtration=1.0)

    assert st.make_filtration_non_decreasing() == False

    # Modify specific values to test make_filtration_non_decreasing
    st.assign_filtration([0, 1, 6, 7], 0.8)
    st.assign_filtration([0, 1, 6], 0.9)
    st.assign_filtration([0, 6], 0.6)
    st.assign_filtration([3, 4, 5], 1.2)
    st.assign_filtration([3, 4], 1.1)
    st.assign_filtration([4, 5], 1.99)

    assert st.make_filtration_non_decreasing() == True

    assert st.filtration([0, 1, 6, 7]) == 1.0
    assert st.filtration([0, 1, 6]) == 1.0
    assert st.filtration([0, 1]) == 1.0
    assert st.filtration([0]) == 1.0
    assert st.filtration([1]) == 1.0
    assert st.filtration([3, 4, 5]) == 2.0
    assert st.filtration([3, 4]) == 2.0
    assert st.filtration([4, 5]) == 2.0
示例#5
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def test_insertion():
    st = SimplexTree()
    assert st.__is_defined() == True
    assert st.__is_persistence_defined() == False

    # insert test
    assert st.insert([0, 1]) == True

    assert st.dimension() == 1

    assert st.insert([0, 1, 2], filtration=4.0) == True

    assert st.dimension() == 2

    assert st.num_simplices() == 7
    assert st.num_vertices() == 3

    # find test
    assert st.find([0, 1, 2]) == True
    assert st.find([0, 1]) == True
    assert st.find([0, 2]) == True
    assert st.find([0]) == True
    assert st.find([1]) == True
    assert st.find([2]) == True
    assert st.find([3]) == False
    assert st.find([0, 3]) == False
    assert st.find([1, 3]) == False
    assert st.find([2, 3]) == False

    # filtration test
    assert st.filtration([0, 1, 2]) == 4.0
    assert st.filtration([0, 2]) == 4.0
    assert st.filtration([1, 2]) == 4.0
    assert st.filtration([2]) == 4.0
    assert st.filtration([0, 1]) == 0.0
    assert st.filtration([0]) == 0.0
    assert st.filtration([1]) == 0.0

    # skeleton test
    assert list(st.get_skeleton(2)) == [
        ([0, 1, 2], 4.0),
        ([0, 1], 0.0),
        ([0, 2], 4.0),
        ([0], 0.0),
        ([1, 2], 4.0),
        ([1], 0.0),
        ([2], 4.0),
    ]
    assert list(st.get_skeleton(1)) == [
        ([0, 1], 0.0),
        ([0, 2], 4.0),
        ([0], 0.0),
        ([1, 2], 4.0),
        ([1], 0.0),
        ([2], 4.0),
    ]
    assert list(st.get_skeleton(0)) == [([0], 0.0), ([1], 0.0), ([2], 4.0)]

    # remove_maximal_simplex test
    assert st.get_cofaces([0, 1, 2], 1) == []
    st.remove_maximal_simplex([0, 1, 2])
    assert list(st.get_skeleton(2)) == [
        ([0, 1], 0.0),
        ([0, 2], 4.0),
        ([0], 0.0),
        ([1, 2], 4.0),
        ([1], 0.0),
        ([2], 4.0),
    ]
    assert st.find([0, 1, 2]) == False
    assert st.find([0, 1]) == True
    assert st.find([0, 2]) == True
    assert st.find([0]) == True
    assert st.find([1]) == True
    assert st.find([2]) == True

    assert st.persistence(persistence_dim_max=True) == [
        (1, (4.0, float("inf"))),
        (0, (0.0, float("inf"))),
    ]
    assert st.__is_persistence_defined() == True

    assert st.betti_numbers() == [1, 1]
    assert st.persistent_betti_numbers(-0.1, 10000.0) == [0, 0]
    assert st.persistent_betti_numbers(0.0, 10000.0) == [1, 0]
    assert st.persistent_betti_numbers(3.9, 10000.0) == [1, 0]
    assert st.persistent_betti_numbers(4.0, 10000.0) == [1, 1]
    assert st.persistent_betti_numbers(9999.0, 10000.0) == [1, 1]