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-rw-r--r--ext/pybind11/tests/test_eigen.py567
1 files changed, 524 insertions, 43 deletions
diff --git a/ext/pybind11/tests/test_eigen.py b/ext/pybind11/tests/test_eigen.py
index b0092fc8b..df08edf3d 100644
--- a/ext/pybind11/tests/test_eigen.py
+++ b/ext/pybind11/tests/test_eigen.py
@@ -1,9 +1,11 @@
import pytest
+pytestmark = pytest.requires_eigen_and_numpy
+
with pytest.suppress(ImportError):
import numpy as np
- ref = np.array([[ 0, 3, 0, 0, 0, 11],
+ ref = np.array([[ 0., 3, 0, 0, 0, 11],
[22, 0, 0, 0, 17, 11],
[ 7, 5, 0, 1, 0, 11],
[ 0, 0, 0, 0, 0, 11],
@@ -18,50 +20,140 @@ def assert_sparse_equal_ref(sparse_mat):
assert_equal_ref(sparse_mat.todense())
-@pytest.requires_eigen_and_numpy
def test_fixed():
- from pybind11_tests import fixed_r, fixed_c, fixed_passthrough_r, fixed_passthrough_c
+ from pybind11_tests import fixed_r, fixed_c, fixed_copy_r, fixed_copy_c
assert_equal_ref(fixed_c())
assert_equal_ref(fixed_r())
- assert_equal_ref(fixed_passthrough_r(fixed_r()))
- assert_equal_ref(fixed_passthrough_c(fixed_c()))
- assert_equal_ref(fixed_passthrough_r(fixed_c()))
- assert_equal_ref(fixed_passthrough_c(fixed_r()))
+ assert_equal_ref(fixed_copy_r(fixed_r()))
+ assert_equal_ref(fixed_copy_c(fixed_c()))
+ assert_equal_ref(fixed_copy_r(fixed_c()))
+ assert_equal_ref(fixed_copy_c(fixed_r()))
-@pytest.requires_eigen_and_numpy
def test_dense():
- from pybind11_tests import dense_r, dense_c, dense_passthrough_r, dense_passthrough_c
+ from pybind11_tests import dense_r, dense_c, dense_copy_r, dense_copy_c
assert_equal_ref(dense_r())
assert_equal_ref(dense_c())
- assert_equal_ref(dense_passthrough_r(dense_r()))
- assert_equal_ref(dense_passthrough_c(dense_c()))
- assert_equal_ref(dense_passthrough_r(dense_c()))
- assert_equal_ref(dense_passthrough_c(dense_r()))
+ assert_equal_ref(dense_copy_r(dense_r()))
+ assert_equal_ref(dense_copy_c(dense_c()))
+ assert_equal_ref(dense_copy_r(dense_c()))
+ assert_equal_ref(dense_copy_c(dense_r()))
+
+
+def test_partially_fixed():
+ from pybind11_tests import (partial_copy_four_rm_r, partial_copy_four_rm_c,
+ partial_copy_four_cm_r, partial_copy_four_cm_c)
+
+ ref2 = np.array([[0., 1, 2, 3], [4, 5, 6, 7], [8, 9, 10, 11], [12, 13, 14, 15]])
+ np.testing.assert_array_equal(partial_copy_four_rm_r(ref2), ref2)
+ np.testing.assert_array_equal(partial_copy_four_rm_c(ref2), ref2)
+ np.testing.assert_array_equal(partial_copy_four_rm_r(ref2[:, 1]), ref2[:, [1]])
+ np.testing.assert_array_equal(partial_copy_four_rm_c(ref2[0, :]), ref2[[0], :])
+ np.testing.assert_array_equal(partial_copy_four_rm_r(ref2[:, (0, 2)]), ref2[:, (0, 2)])
+ np.testing.assert_array_equal(
+ partial_copy_four_rm_c(ref2[(3, 1, 2), :]), ref2[(3, 1, 2), :])
+
+ np.testing.assert_array_equal(partial_copy_four_cm_r(ref2), ref2)
+ np.testing.assert_array_equal(partial_copy_four_cm_c(ref2), ref2)
+ np.testing.assert_array_equal(partial_copy_four_cm_r(ref2[:, 1]), ref2[:, [1]])
+ np.testing.assert_array_equal(partial_copy_four_cm_c(ref2[0, :]), ref2[[0], :])
+ np.testing.assert_array_equal(partial_copy_four_cm_r(ref2[:, (0, 2)]), ref2[:, (0, 2)])
+ np.testing.assert_array_equal(
+ partial_copy_four_cm_c(ref2[(3, 1, 2), :]), ref2[(3, 1, 2), :])
+
+
+def test_mutator_descriptors():
+ from pybind11_tests import fixed_mutator_r, fixed_mutator_c, fixed_mutator_a
+ zr = np.arange(30, dtype='float32').reshape(5, 6) # row-major
+ zc = zr.reshape(6, 5).transpose() # column-major
+
+ fixed_mutator_r(zr)
+ fixed_mutator_c(zc)
+ fixed_mutator_a(zr)
+ fixed_mutator_a(zc)
+ with pytest.raises(TypeError) as excinfo:
+ fixed_mutator_r(zc)
+ assert ('(numpy.ndarray[float32[5, 6], flags.writeable, flags.c_contiguous]) -> arg0: None'
+ in str(excinfo.value))
+ with pytest.raises(TypeError) as excinfo:
+ fixed_mutator_c(zr)
+ assert ('(numpy.ndarray[float32[5, 6], flags.writeable, flags.f_contiguous]) -> arg0: None'
+ in str(excinfo.value))
+ with pytest.raises(TypeError) as excinfo:
+ fixed_mutator_a(np.array([[1, 2], [3, 4]], dtype='float32'))
+ assert ('(numpy.ndarray[float32[5, 6], flags.writeable]) -> arg0: None'
+ in str(excinfo.value))
+ zr.flags.writeable = False
+ with pytest.raises(TypeError):
+ fixed_mutator_r(zr)
+ with pytest.raises(TypeError):
+ fixed_mutator_a(zr)
+
+
+def test_cpp_casting():
+ from pybind11_tests import (cpp_copy, cpp_ref_c, cpp_ref_r, cpp_ref_any,
+ fixed_r, fixed_c, get_cm_ref, get_rm_ref, ReturnTester)
+ assert cpp_copy(fixed_r()) == 22.
+ assert cpp_copy(fixed_c()) == 22.
+ z = np.array([[5., 6], [7, 8]])
+ assert cpp_copy(z) == 7.
+ assert cpp_copy(get_cm_ref()) == 21.
+ assert cpp_copy(get_rm_ref()) == 21.
+ assert cpp_ref_c(get_cm_ref()) == 21.
+ assert cpp_ref_r(get_rm_ref()) == 21.
+ with pytest.raises(RuntimeError) as excinfo:
+ # Can't reference fixed_c: it contains floats, cpp_ref_any wants doubles
+ cpp_ref_any(fixed_c())
+ assert 'Unable to cast Python instance' in str(excinfo.value)
+ with pytest.raises(RuntimeError) as excinfo:
+ # Can't reference fixed_r: it contains floats, cpp_ref_any wants doubles
+ cpp_ref_any(fixed_r())
+ assert 'Unable to cast Python instance' in str(excinfo.value)
+ assert cpp_ref_any(ReturnTester.create()) == 1.
+
+ assert cpp_ref_any(get_cm_ref()) == 21.
+ assert cpp_ref_any(get_cm_ref()) == 21.
+
+
+def test_pass_readonly_array():
+ from pybind11_tests import fixed_copy_r, fixed_r, fixed_r_const
+ z = np.full((5, 6), 42.0)
+ z.flags.writeable = False
+ np.testing.assert_array_equal(z, fixed_copy_r(z))
+ np.testing.assert_array_equal(fixed_r_const(), fixed_r())
+ assert not fixed_r_const().flags.writeable
+ np.testing.assert_array_equal(fixed_copy_r(fixed_r_const()), fixed_r_const())
-@pytest.requires_eigen_and_numpy
def test_nonunit_stride_from_python():
- from pybind11_tests import double_row, double_col, double_mat_cm, double_mat_rm
+ from pybind11_tests import (
+ double_row, double_col, double_complex, double_mat_cm, double_mat_rm,
+ double_threec, double_threer)
counting_mat = np.arange(9.0, dtype=np.float32).reshape((3, 3))
- first_row = counting_mat[0, :]
- first_col = counting_mat[:, 0]
- assert np.array_equal(double_row(first_row), 2.0 * first_row)
- assert np.array_equal(double_col(first_row), 2.0 * first_row)
- assert np.array_equal(double_row(first_col), 2.0 * first_col)
- assert np.array_equal(double_col(first_col), 2.0 * first_col)
+ second_row = counting_mat[1, :]
+ second_col = counting_mat[:, 1]
+ np.testing.assert_array_equal(double_row(second_row), 2.0 * second_row)
+ np.testing.assert_array_equal(double_col(second_row), 2.0 * second_row)
+ np.testing.assert_array_equal(double_complex(second_row), 2.0 * second_row)
+ np.testing.assert_array_equal(double_row(second_col), 2.0 * second_col)
+ np.testing.assert_array_equal(double_col(second_col), 2.0 * second_col)
+ np.testing.assert_array_equal(double_complex(second_col), 2.0 * second_col)
counting_3d = np.arange(27.0, dtype=np.float32).reshape((3, 3, 3))
slices = [counting_3d[0, :, :], counting_3d[:, 0, :], counting_3d[:, :, 0]]
for slice_idx, ref_mat in enumerate(slices):
- assert np.array_equal(double_mat_cm(ref_mat), 2.0 * ref_mat)
- assert np.array_equal(double_mat_rm(ref_mat), 2.0 * ref_mat)
+ np.testing.assert_array_equal(double_mat_cm(ref_mat), 2.0 * ref_mat)
+ np.testing.assert_array_equal(double_mat_rm(ref_mat), 2.0 * ref_mat)
+
+ # Mutator:
+ double_threer(second_row)
+ double_threec(second_col)
+ np.testing.assert_array_equal(counting_mat, [[0., 2, 2], [6, 16, 10], [6, 14, 8]])
-@pytest.requires_eigen_and_numpy
def test_nonunit_stride_to_python():
from pybind11_tests import diagonal, diagonal_1, diagonal_n, block
@@ -75,23 +167,390 @@ def test_nonunit_stride_to_python():
assert np.all(block(ref, 1, 4, 3, 2) == ref[1:4, 4:])
-@pytest.requires_eigen_and_numpy
def test_eigen_ref_to_python():
- from pybind11_tests import cholesky1, cholesky2, cholesky3, cholesky4, cholesky5, cholesky6
+ from pybind11_tests import cholesky1, cholesky2, cholesky3, cholesky4
- chols = [cholesky1, cholesky2, cholesky3, cholesky4, cholesky5, cholesky6]
+ chols = [cholesky1, cholesky2, cholesky3, cholesky4]
for i, chol in enumerate(chols, start=1):
- mymat = chol(np.array([[1, 2, 4], [2, 13, 23], [4, 23, 77]]))
+ mymat = chol(np.array([[1., 2, 4], [2, 13, 23], [4, 23, 77]]))
assert np.all(mymat == np.array([[1, 0, 0], [2, 3, 0], [4, 5, 6]])), "cholesky{}".format(i)
-@pytest.requires_eigen_and_numpy
+def assign_both(a1, a2, r, c, v):
+ a1[r, c] = v
+ a2[r, c] = v
+
+
+def array_copy_but_one(a, r, c, v):
+ z = np.array(a, copy=True)
+ z[r, c] = v
+ return z
+
+
+def test_eigen_return_references():
+ """Tests various ways of returning references and non-referencing copies"""
+ from pybind11_tests import ReturnTester
+ master = np.ones((10, 10))
+ a = ReturnTester()
+ a_get1 = a.get()
+ assert not a_get1.flags.owndata and a_get1.flags.writeable
+ assign_both(a_get1, master, 3, 3, 5)
+ a_get2 = a.get_ptr()
+ assert not a_get2.flags.owndata and a_get2.flags.writeable
+ assign_both(a_get1, master, 2, 3, 6)
+
+ a_view1 = a.view()
+ assert not a_view1.flags.owndata and not a_view1.flags.writeable
+ with pytest.raises(ValueError):
+ a_view1[2, 3] = 4
+ a_view2 = a.view_ptr()
+ assert not a_view2.flags.owndata and not a_view2.flags.writeable
+ with pytest.raises(ValueError):
+ a_view2[2, 3] = 4
+
+ a_copy1 = a.copy_get()
+ assert a_copy1.flags.owndata and a_copy1.flags.writeable
+ np.testing.assert_array_equal(a_copy1, master)
+ a_copy1[7, 7] = -44 # Shouldn't affect anything else
+ c1want = array_copy_but_one(master, 7, 7, -44)
+ a_copy2 = a.copy_view()
+ assert a_copy2.flags.owndata and a_copy2.flags.writeable
+ np.testing.assert_array_equal(a_copy2, master)
+ a_copy2[4, 4] = -22 # Shouldn't affect anything else
+ c2want = array_copy_but_one(master, 4, 4, -22)
+
+ a_ref1 = a.ref()
+ assert not a_ref1.flags.owndata and a_ref1.flags.writeable
+ assign_both(a_ref1, master, 1, 1, 15)
+ a_ref2 = a.ref_const()
+ assert not a_ref2.flags.owndata and not a_ref2.flags.writeable
+ with pytest.raises(ValueError):
+ a_ref2[5, 5] = 33
+ a_ref3 = a.ref_safe()
+ assert not a_ref3.flags.owndata and a_ref3.flags.writeable
+ assign_both(a_ref3, master, 0, 7, 99)
+ a_ref4 = a.ref_const_safe()
+ assert not a_ref4.flags.owndata and not a_ref4.flags.writeable
+ with pytest.raises(ValueError):
+ a_ref4[7, 0] = 987654321
+
+ a_copy3 = a.copy_ref()
+ assert a_copy3.flags.owndata and a_copy3.flags.writeable
+ np.testing.assert_array_equal(a_copy3, master)
+ a_copy3[8, 1] = 11
+ c3want = array_copy_but_one(master, 8, 1, 11)
+ a_copy4 = a.copy_ref_const()
+ assert a_copy4.flags.owndata and a_copy4.flags.writeable
+ np.testing.assert_array_equal(a_copy4, master)
+ a_copy4[8, 4] = 88
+ c4want = array_copy_but_one(master, 8, 4, 88)
+
+ a_block1 = a.block(3, 3, 2, 2)
+ assert not a_block1.flags.owndata and a_block1.flags.writeable
+ a_block1[0, 0] = 55
+ master[3, 3] = 55
+ a_block2 = a.block_safe(2, 2, 3, 2)
+ assert not a_block2.flags.owndata and a_block2.flags.writeable
+ a_block2[2, 1] = -123
+ master[4, 3] = -123
+ a_block3 = a.block_const(6, 7, 4, 3)
+ assert not a_block3.flags.owndata and not a_block3.flags.writeable
+ with pytest.raises(ValueError):
+ a_block3[2, 2] = -44444
+
+ a_copy5 = a.copy_block(2, 2, 2, 3)
+ assert a_copy5.flags.owndata and a_copy5.flags.writeable
+ np.testing.assert_array_equal(a_copy5, master[2:4, 2:5])
+ a_copy5[1, 1] = 777
+ c5want = array_copy_but_one(master[2:4, 2:5], 1, 1, 777)
+
+ a_corn1 = a.corners()
+ assert not a_corn1.flags.owndata and a_corn1.flags.writeable
+ a_corn1 *= 50
+ a_corn1[1, 1] = 999
+ master[0, 0] = 50
+ master[0, 9] = 50
+ master[9, 0] = 50
+ master[9, 9] = 999
+ a_corn2 = a.corners_const()
+ assert not a_corn2.flags.owndata and not a_corn2.flags.writeable
+ with pytest.raises(ValueError):
+ a_corn2[1, 0] = 51
+
+ # All of the changes made all the way along should be visible everywhere
+ # now (except for the copies, of course)
+ np.testing.assert_array_equal(a_get1, master)
+ np.testing.assert_array_equal(a_get2, master)
+ np.testing.assert_array_equal(a_view1, master)
+ np.testing.assert_array_equal(a_view2, master)
+ np.testing.assert_array_equal(a_ref1, master)
+ np.testing.assert_array_equal(a_ref2, master)
+ np.testing.assert_array_equal(a_ref3, master)
+ np.testing.assert_array_equal(a_ref4, master)
+ np.testing.assert_array_equal(a_block1, master[3:5, 3:5])
+ np.testing.assert_array_equal(a_block2, master[2:5, 2:4])
+ np.testing.assert_array_equal(a_block3, master[6:10, 7:10])
+ np.testing.assert_array_equal(a_corn1, master[0::master.shape[0] - 1, 0::master.shape[1] - 1])
+ np.testing.assert_array_equal(a_corn2, master[0::master.shape[0] - 1, 0::master.shape[1] - 1])
+
+ np.testing.assert_array_equal(a_copy1, c1want)
+ np.testing.assert_array_equal(a_copy2, c2want)
+ np.testing.assert_array_equal(a_copy3, c3want)
+ np.testing.assert_array_equal(a_copy4, c4want)
+ np.testing.assert_array_equal(a_copy5, c5want)
+
+
+def assert_keeps_alive(cl, method, *args):
+ from pybind11_tests import ConstructorStats
+ cstats = ConstructorStats.get(cl)
+ start_with = cstats.alive()
+ a = cl()
+ assert cstats.alive() == start_with + 1
+ z = method(a, *args)
+ assert cstats.alive() == start_with + 1
+ del a
+ # Here's the keep alive in action:
+ assert cstats.alive() == start_with + 1
+ del z
+ # Keep alive should have expired:
+ assert cstats.alive() == start_with
+
+
+def test_eigen_keepalive():
+ from pybind11_tests import ReturnTester, ConstructorStats
+ a = ReturnTester()
+
+ cstats = ConstructorStats.get(ReturnTester)
+ assert cstats.alive() == 1
+ unsafe = [a.ref(), a.ref_const(), a.block(1, 2, 3, 4)]
+ copies = [a.copy_get(), a.copy_view(), a.copy_ref(), a.copy_ref_const(),
+ a.copy_block(4, 3, 2, 1)]
+ del a
+ assert cstats.alive() == 0
+ del unsafe
+ del copies
+
+ for meth in [ReturnTester.get, ReturnTester.get_ptr, ReturnTester.view,
+ ReturnTester.view_ptr, ReturnTester.ref_safe, ReturnTester.ref_const_safe,
+ ReturnTester.corners, ReturnTester.corners_const]:
+ assert_keeps_alive(ReturnTester, meth)
+
+ for meth in [ReturnTester.block_safe, ReturnTester.block_const]:
+ assert_keeps_alive(ReturnTester, meth, 4, 3, 2, 1)
+
+
+def test_eigen_ref_mutators():
+ """Tests whether Eigen can mutate numpy values"""
+ from pybind11_tests import add_rm, add_cm, add_any, add1, add2
+ orig = np.array([[1., 2, 3], [4, 5, 6], [7, 8, 9]])
+ zr = np.array(orig)
+ zc = np.array(orig, order='F')
+ add_rm(zr, 1, 0, 100)
+ assert np.all(zr == np.array([[1., 2, 3], [104, 5, 6], [7, 8, 9]]))
+ add_cm(zc, 1, 0, 200)
+ assert np.all(zc == np.array([[1., 2, 3], [204, 5, 6], [7, 8, 9]]))
+
+ add_any(zr, 1, 0, 20)
+ assert np.all(zr == np.array([[1., 2, 3], [124, 5, 6], [7, 8, 9]]))
+ add_any(zc, 1, 0, 10)
+ assert np.all(zc == np.array([[1., 2, 3], [214, 5, 6], [7, 8, 9]]))
+
+ # Can't reference a col-major array with a row-major Ref, and vice versa:
+ with pytest.raises(TypeError):
+ add_rm(zc, 1, 0, 1)
+ with pytest.raises(TypeError):
+ add_cm(zr, 1, 0, 1)
+
+ # Overloads:
+ add1(zr, 1, 0, -100)
+ add2(zr, 1, 0, -20)
+ assert np.all(zr == orig)
+ add1(zc, 1, 0, -200)
+ add2(zc, 1, 0, -10)
+ assert np.all(zc == orig)
+
+ # a non-contiguous slice (this won't work on either the row- or
+ # column-contiguous refs, but should work for the any)
+ cornersr = zr[0::2, 0::2]
+ cornersc = zc[0::2, 0::2]
+
+ assert np.all(cornersr == np.array([[1., 3], [7, 9]]))
+ assert np.all(cornersc == np.array([[1., 3], [7, 9]]))
+
+ with pytest.raises(TypeError):
+ add_rm(cornersr, 0, 1, 25)
+ with pytest.raises(TypeError):
+ add_cm(cornersr, 0, 1, 25)
+ with pytest.raises(TypeError):
+ add_rm(cornersc, 0, 1, 25)
+ with pytest.raises(TypeError):
+ add_cm(cornersc, 0, 1, 25)
+ add_any(cornersr, 0, 1, 25)
+ add_any(cornersc, 0, 1, 44)
+ assert np.all(zr == np.array([[1., 2, 28], [4, 5, 6], [7, 8, 9]]))
+ assert np.all(zc == np.array([[1., 2, 47], [4, 5, 6], [7, 8, 9]]))
+
+ # You shouldn't be allowed to pass a non-writeable array to a mutating Eigen method:
+ zro = zr[0:4, 0:4]
+ zro.flags.writeable = False
+ with pytest.raises(TypeError):
+ add_rm(zro, 0, 0, 0)
+ with pytest.raises(TypeError):
+ add_any(zro, 0, 0, 0)
+ with pytest.raises(TypeError):
+ add1(zro, 0, 0, 0)
+ with pytest.raises(TypeError):
+ add2(zro, 0, 0, 0)
+
+ # integer array shouldn't be passable to a double-matrix-accepting mutating func:
+ zi = np.array([[1, 2], [3, 4]])
+ with pytest.raises(TypeError):
+ add_rm(zi)
+
+
+def test_numpy_ref_mutators():
+ """Tests numpy mutating Eigen matrices (for returned Eigen::Ref<...>s)"""
+ from pybind11_tests import (
+ get_cm_ref, get_cm_const_ref, get_rm_ref, get_rm_const_ref, reset_refs)
+ reset_refs() # In case another test already changed it
+
+ zc = get_cm_ref()
+ zcro = get_cm_const_ref()
+ zr = get_rm_ref()
+ zrro = get_rm_const_ref()
+
+ assert [zc[1, 2], zcro[1, 2], zr[1, 2], zrro[1, 2]] == [23] * 4
+
+ assert not zc.flags.owndata and zc.flags.writeable
+ assert not zr.flags.owndata and zr.flags.writeable
+ assert not zcro.flags.owndata and not zcro.flags.writeable
+ assert not zrro.flags.owndata and not zrro.flags.writeable
+
+ zc[1, 2] = 99
+ expect = np.array([[11., 12, 13], [21, 22, 99], [31, 32, 33]])
+ # We should have just changed zc, of course, but also zcro and the original eigen matrix
+ assert np.all(zc == expect)
+ assert np.all(zcro == expect)
+ assert np.all(get_cm_ref() == expect)
+
+ zr[1, 2] = 99
+ assert np.all(zr == expect)
+ assert np.all(zrro == expect)
+ assert np.all(get_rm_ref() == expect)
+
+ # Make sure the readonly ones are numpy-readonly:
+ with pytest.raises(ValueError):
+ zcro[1, 2] = 6
+ with pytest.raises(ValueError):
+ zrro[1, 2] = 6
+
+ # We should be able to explicitly copy like this (and since we're copying,
+ # the const should drop away)
+ y1 = np.array(get_cm_const_ref())
+
+ assert y1.flags.owndata and y1.flags.writeable
+ # We should get copies of the eigen data, which was modified above:
+ assert y1[1, 2] == 99
+ y1[1, 2] += 12
+ assert y1[1, 2] == 111
+ assert zc[1, 2] == 99 # Make sure we aren't referencing the original
+
+
+def test_both_ref_mutators():
+ """Tests a complex chain of nested eigen/numpy references"""
+ from pybind11_tests import (
+ incr_matrix, get_cm_ref, incr_matrix_any, even_cols, even_rows, reset_refs)
+ reset_refs() # In case another test already changed it
+
+ z = get_cm_ref() # numpy -> eigen
+ z[0, 2] -= 3
+ z2 = incr_matrix(z, 1) # numpy -> eigen -> numpy -> eigen
+ z2[1, 1] += 6
+ z3 = incr_matrix(z, 2) # (numpy -> eigen)^3
+ z3[2, 2] += -5
+ z4 = incr_matrix(z, 3) # (numpy -> eigen)^4
+ z4[1, 1] -= 1
+ z5 = incr_matrix(z, 4) # (numpy -> eigen)^5
+ z5[0, 0] = 0
+ assert np.all(z == z2)
+ assert np.all(z == z3)
+ assert np.all(z == z4)
+ assert np.all(z == z5)
+ expect = np.array([[0., 22, 20], [31, 37, 33], [41, 42, 38]])
+ assert np.all(z == expect)
+
+ y = np.array(range(100), dtype='float64').reshape(10, 10)
+ y2 = incr_matrix_any(y, 10) # np -> eigen -> np
+ y3 = incr_matrix_any(y2[0::2, 0::2], -33) # np -> eigen -> np slice -> np -> eigen -> np
+ y4 = even_rows(y3) # numpy -> eigen slice -> (... y3)
+ y5 = even_cols(y4) # numpy -> eigen slice -> (... y4)
+ y6 = incr_matrix_any(y5, 1000) # numpy -> eigen -> (... y5)
+
+ # Apply same mutations using just numpy:
+ yexpect = np.array(range(100), dtype='float64').reshape(10, 10)
+ yexpect += 10
+ yexpect[0::2, 0::2] -= 33
+ yexpect[0::4, 0::4] += 1000
+ assert np.all(y6 == yexpect[0::4, 0::4])
+ assert np.all(y5 == yexpect[0::4, 0::4])
+ assert np.all(y4 == yexpect[0::4, 0::2])
+ assert np.all(y3 == yexpect[0::2, 0::2])
+ assert np.all(y2 == yexpect)
+ assert np.all(y == yexpect)
+
+
+def test_nocopy_wrapper():
+ from pybind11_tests import get_elem, get_elem_nocopy, get_elem_rm_nocopy
+ # get_elem requires a column-contiguous matrix reference, but should be
+ # callable with other types of matrix (via copying):
+ int_matrix_colmajor = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]], order='F')
+ dbl_matrix_colmajor = np.array(int_matrix_colmajor, dtype='double', order='F', copy=True)
+ int_matrix_rowmajor = np.array(int_matrix_colmajor, order='C', copy=True)
+ dbl_matrix_rowmajor = np.array(int_matrix_rowmajor, dtype='double', order='C', copy=True)
+
+ # All should be callable via get_elem:
+ assert get_elem(int_matrix_colmajor) == 8
+ assert get_elem(dbl_matrix_colmajor) == 8
+ assert get_elem(int_matrix_rowmajor) == 8
+ assert get_elem(dbl_matrix_rowmajor) == 8
+
+ # All but the second should fail with get_elem_nocopy:
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_nocopy(int_matrix_colmajor)
+ assert ('get_elem_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.f_contiguous' in str(excinfo.value))
+ assert get_elem_nocopy(dbl_matrix_colmajor) == 8
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_nocopy(int_matrix_rowmajor)
+ assert ('get_elem_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.f_contiguous' in str(excinfo.value))
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_nocopy(dbl_matrix_rowmajor)
+ assert ('get_elem_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.f_contiguous' in str(excinfo.value))
+
+ # For the row-major test, we take a long matrix in row-major, so only the third is allowed:
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_rm_nocopy(int_matrix_colmajor)
+ assert ('get_elem_rm_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.c_contiguous' in str(excinfo.value))
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_rm_nocopy(dbl_matrix_colmajor)
+ assert ('get_elem_rm_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.c_contiguous' in str(excinfo.value))
+ assert get_elem_rm_nocopy(int_matrix_rowmajor) == 8
+ with pytest.raises(TypeError) as excinfo:
+ get_elem_rm_nocopy(dbl_matrix_rowmajor)
+ assert ('get_elem_rm_nocopy(): incompatible function arguments.' in str(excinfo.value) and
+ ', flags.c_contiguous' in str(excinfo.value))
+
+
def test_special_matrix_objects():
from pybind11_tests import incr_diag, symmetric_upper, symmetric_lower
- assert np.all(incr_diag(7) == np.diag([1, 2, 3, 4, 5, 6, 7]))
+ assert np.all(incr_diag(7) == np.diag([1., 2, 3, 4, 5, 6, 7]))
- asymm = np.array([[ 1, 2, 3, 4],
+ asymm = np.array([[ 1., 2, 3, 4],
[ 5, 6, 7, 8],
[ 9, 10, 11, 12],
[13, 14, 15, 16]])
@@ -106,9 +565,8 @@ def test_special_matrix_objects():
assert np.all(symmetric_upper(asymm) == symm_upper)
-@pytest.requires_eigen_and_numpy
def test_dense_signature(doc):
- from pybind11_tests import double_col, double_row, double_mat_rm
+ from pybind11_tests import double_col, double_row, double_complex, double_mat_rm
assert doc(double_col) == """
double_col(arg0: numpy.ndarray[float32[m, 1]]) -> numpy.ndarray[float32[m, 1]]
@@ -116,6 +574,9 @@ def test_dense_signature(doc):
assert doc(double_row) == """
double_row(arg0: numpy.ndarray[float32[1, n]]) -> numpy.ndarray[float32[1, n]]
"""
+ assert doc(double_complex) == """
+ double_complex(arg0: numpy.ndarray[complex64[m, 1]]) -> numpy.ndarray[complex64[m, 1]]
+ """
assert doc(double_mat_rm) == """
double_mat_rm(arg0: numpy.ndarray[float32[m, n]]) -> numpy.ndarray[float32[m, n]]
"""
@@ -123,23 +584,43 @@ def test_dense_signature(doc):
@pytest.requires_eigen_and_scipy
def test_sparse():
- from pybind11_tests import sparse_r, sparse_c, sparse_passthrough_r, sparse_passthrough_c
+ from pybind11_tests import sparse_r, sparse_c, sparse_copy_r, sparse_copy_c
assert_sparse_equal_ref(sparse_r())
assert_sparse_equal_ref(sparse_c())
- assert_sparse_equal_ref(sparse_passthrough_r(sparse_r()))
- assert_sparse_equal_ref(sparse_passthrough_c(sparse_c()))
- assert_sparse_equal_ref(sparse_passthrough_r(sparse_c()))
- assert_sparse_equal_ref(sparse_passthrough_c(sparse_r()))
+ assert_sparse_equal_ref(sparse_copy_r(sparse_r()))
+ assert_sparse_equal_ref(sparse_copy_c(sparse_c()))
+ assert_sparse_equal_ref(sparse_copy_r(sparse_c()))
+ assert_sparse_equal_ref(sparse_copy_c(sparse_r()))
@pytest.requires_eigen_and_scipy
def test_sparse_signature(doc):
- from pybind11_tests import sparse_passthrough_r, sparse_passthrough_c
+ from pybind11_tests import sparse_copy_r, sparse_copy_c
- assert doc(sparse_passthrough_r) == """
- sparse_passthrough_r(arg0: scipy.sparse.csr_matrix[float32]) -> scipy.sparse.csr_matrix[float32]
+ assert doc(sparse_copy_r) == """
+ sparse_copy_r(arg0: scipy.sparse.csr_matrix[float32]) -> scipy.sparse.csr_matrix[float32]
""" # noqa: E501 line too long
- assert doc(sparse_passthrough_c) == """
- sparse_passthrough_c(arg0: scipy.sparse.csc_matrix[float32]) -> scipy.sparse.csc_matrix[float32]
+ assert doc(sparse_copy_c) == """
+ sparse_copy_c(arg0: scipy.sparse.csc_matrix[float32]) -> scipy.sparse.csc_matrix[float32]
""" # noqa: E501 line too long
+
+
+def test_issue738():
+ from pybind11_tests import iss738_f1, iss738_f2
+
+ assert np.all(iss738_f1(np.array([[1., 2, 3]])) == np.array([[1., 102, 203]]))
+ assert np.all(iss738_f1(np.array([[1.], [2], [3]])) == np.array([[1.], [12], [23]]))
+
+ assert np.all(iss738_f2(np.array([[1., 2, 3]])) == np.array([[1., 102, 203]]))
+ assert np.all(iss738_f2(np.array([[1.], [2], [3]])) == np.array([[1.], [12], [23]]))
+
+
+def test_custom_operator_new():
+ """Using Eigen types as member variables requires a class-specific
+ operator new with proper alignment"""
+ from pybind11_tests import CustomOperatorNew
+
+ o = CustomOperatorNew()
+ np.testing.assert_allclose(o.a, 0.0)
+ np.testing.assert_allclose(o.b.diagonal(), 1.0)