def test_par_evaluate_dtype_TF(self, p, dtype):
"""Test the TF parameter evaluation works when a dtype is provided"""
pytest.importorskip("tensorflow", minversion="2.0")
import tensorflow as tf
x = FreeParameter("x")
x.val = tf.Variable(p)
res = par_evaluate(x, dtype=dtype)
assert res.dtype is tf.as_dtype(dtype)
def test_par_is_symbolic(self, r):
"""Recognizing symbolic parameters."""
p = FreeParameter("x")
q = MeasuredParameter(RegRef(0))
assert not par_is_symbolic(r)
assert par_is_symbolic(pf.sin(r))
assert par_is_symbolic(q)
assert par_is_symbolic(p)
assert par_is_symbolic(pf.sin(p))
assert par_is_symbolic(p + r)
assert par_is_symbolic(p - r)
assert par_is_symbolic(p * r)
assert par_is_symbolic(p / r)
assert par_is_symbolic(p**r)
assert par_is_symbolic(p - p) # no simplification
# object array with symbols
a = np.array([[0.1, 3, 0], [0.3, 2, p], [1, 2, 4]])
assert a.dtype == object
assert par_is_symbolic(a)
# object array, no symbols
a = np.array([[0.1, 3, 0], [0.3, 2, 0], [1, 2, 4]], dtype=object)
assert a.dtype == object
assert not par_is_symbolic(a)
# float array, no symbols
a = np.array([[0.1, 3, 0], [0.3, 2, 0], [1, 2, 4]])
assert a.dtype != object
assert not par_is_symbolic(a)
assert par_is_symbolic(pf.sin(a))
def test_symbolic_p0(self, cls):
"""Decompositions cannot have a symbolic p[0]."""
x = FreeParameter("x")
with pytest.raises(
TypeError,
match=
"first parameter of a Decomposition is a square matrix, and cannot be symbolic",
):
cls(x)
def test_raw_parameter_printing(self):
"""Raw printing of parameter expressions."""
c = MeasuredParameter(RegRef(1))
d = FreeParameter("x")
assert str(c) == "q1"
assert str(d) == "{x}"
assert str(0.1234567 * d) == "0.1234567*{x}"
assert str(np.array([0, 1, -3, 0.987654]) * d) == "[0 1.0*{x} -3.0*{x} 0.987654*{x}]"
assert str(pf.exp(1 + c) / d ** 2) == "exp(q1 + 1)/{x}**2"
def test_parameter_arithmetic(self, p, q):
"""Test parameter arithmetic works as expected,"""
pp = FreeParameter("x")
qq = FreeParameter("y")
pp.val = p
qq.val = q
binary_arithmetic(pp, qq, p, q)
def test_par_str(self):
"""String representations of parameters."""
a = 0.1234567
b = np.array([0, 0.987654])
c = MeasuredParameter(RegRef(1))
d = FreeParameter('x')
assert par_str(a) == '0.1235' # rounded to 4 decimals
assert par_str(b) == '[0. 0.9877]'
assert par_str(c) == 'q1'
assert par_str(d) == '{x}'
assert par_str(b * d) == '[0 0.987654*{x}]' # not rounded to 4 decimals due to Sympy's internal settings (object array!)
def test_tdm_program(self):
"""Test converting a tdm bb_script to a TDMProgram"""
bb_script = textwrap.dedent("""\
name None
version 1.0
type tdm (temporal_modes=3)
int array p0 =
1, 2
int array p1 =
3, 4
int array p2 =
5, 6
Sgate(0.7, 0) | 1
BSgate(p0, 0.0) | [0, 1]
Rgate(p1) | 1
MeasureHomodyne(phi=p2) | 0
""")
bb = blackbird.loads(bb_script)
prog = io.to_program(bb)
assert isinstance(prog, TDMProgram)
assert len(prog) == 4
assert prog.circuit
assert prog.circuit[0].op.__class__.__name__ == "Sgate"
assert prog.circuit[0].op.p[0] == 0.7
assert prog.circuit[0].op.p[1] == 0
assert prog.circuit[0].reg[0].ind == 1
assert prog.circuit[1].op.__class__.__name__ == "BSgate"
assert prog.circuit[1].op.p[0] == FreeParameter("p0")
assert prog.circuit[1].op.p[1] == 0.0
assert prog.circuit[1].reg[0].ind == 0
assert prog.circuit[1].reg[1].ind == 1
assert prog.circuit[2].op.__class__.__name__ == "Rgate"
assert prog.circuit[2].op.p[0] == FreeParameter("p1")
assert prog.circuit[2].reg[0].ind == 1
assert prog.circuit[3].op.__class__.__name__ == "MeasureHomodyne"
assert prog.circuit[3].op.p[0] == FreeParameter("p2")
assert prog.circuit[3].reg[0].ind == 0
assert prog.concurr_modes == 2
assert prog.timebins == 2
assert prog.spatial_modes == 1
assert prog.free_params == {
"p0": FreeParameter("p0"),
"p1": FreeParameter("p1"),
"p2": FreeParameter("p2"),
}
assert all(prog.tdm_params[0] == np.array([1, 2]))
assert all(prog.tdm_params[1] == np.array([3, 4]))
assert all(prog.tdm_params[2] == np.array([5, 6]))
def test_par_str(self):
"""String representations of parameters."""
a = 0.1234567
b = np.array([0, 0.987654])
c = MeasuredParameter(RegRef(1))
d = FreeParameter("x")
assert par_str(a) == "0.1235" # rounded to 4 decimals
assert par_str(b) == "[0. 0.9877]"
assert par_str(c) == "q1"
assert par_str(d) == "{x}"
assert (
par_str(b * d) == "[0 0.987654*{x}]"
) # not rounded to 4 decimals due to Sympy's internal settings (object array!)
def test_tdm_program(self):
"""Test converting a TDM XIR program to a TDMProgram"""
xir_prog = xir.Program()
xir_prog.add_statement(xir.Statement("Sgate", [0.7, 0], (1,)))
xir_prog.add_statement(xir.Statement("BSgate", ["p0", 0.0], (0, 1)))
xir_prog.add_statement(xir.Statement("Rgate", ["p1"], (1,)))
xir_prog.add_statement(xir.Statement("MeasureHomodyne", {"phi": "p2"}, (0,)))
xir_prog.add_constant("p0", [1, 2])
xir_prog.add_constant("p1", [3, 4])
xir_prog.add_constant("p2", [5, 6])
xir_prog.add_option("_type_", "tdm")
xir_prog.add_option("N", [2])
xir_prog.add_option("shots", 3)
sf_prog = io.to_program(xir_prog)
assert isinstance(sf_prog, TDMProgram)
assert sf_prog.run_options == {"shots": 3}
assert len(sf_prog) == 4
assert sf_prog.circuit
assert sf_prog.circuit[0].op.__class__.__name__ == "Sgate"
assert sf_prog.circuit[0].op.p[0] == 0.7
assert sf_prog.circuit[0].op.p[1] == 0
assert sf_prog.circuit[0].reg[0].ind == 1
assert sf_prog.circuit[1].op.__class__.__name__ == "BSgate"
assert sf_prog.circuit[1].op.p[0] == FreeParameter("p0")
assert sf_prog.circuit[1].op.p[1] == 0.0
assert sf_prog.circuit[1].reg[0].ind == 0
assert sf_prog.circuit[1].reg[1].ind == 1
assert sf_prog.circuit[2].op.__class__.__name__ == "Rgate"
assert sf_prog.circuit[2].op.p[0] == FreeParameter("p1")
assert sf_prog.circuit[2].reg[0].ind == 1
assert sf_prog.circuit[3].op.__class__.__name__ == "MeasureHomodyne"
assert sf_prog.circuit[3].op.p[0] == FreeParameter("p2")
assert sf_prog.circuit[3].reg[0].ind == 0
assert sf_prog.concurr_modes == 2
assert sf_prog.timebins == 2
assert sf_prog.spatial_modes == 1
assert sf_prog.free_params == {
"p0": FreeParameter("p0"),
"p1": FreeParameter("p1"),
"p2": FreeParameter("p2"),
}
assert all(sf_prog.tdm_params[0] == np.array([1, 2]))
assert all(sf_prog.tdm_params[1] == np.array([3, 4]))
assert all(sf_prog.tdm_params[2] == np.array([5, 6]))
def test_par_regref_deps(self):
"""RegRef dependencies of parameters."""
r = [RegRef(k) for k in range(2)]
R0 = set([r[0]])
R = set(r)
s = 0.4
x = FreeParameter("x")
p = MeasuredParameter(r[0])
q = MeasuredParameter(r[1])
assert par_regref_deps(s) == set()
assert par_regref_deps(x) == set()
assert par_regref_deps(p) == R0
assert par_regref_deps(s * p) == R0
assert par_regref_deps(x * p) == R0
assert par_regref_deps(p + q) == R
assert par_regref_deps(s * p + q**x) == R
def test_par_evaluate(self, p):
x = FreeParameter("x")
with pytest.raises(ParameterError, match="unbound parameter with no default value"):
par_evaluate(x)
# val only
x.val = p
assert np.all(par_evaluate(x) == p)
# default only
x.val = None
x.default = p
assert np.all(par_evaluate(x) == p)
# both val and default
x.val = p
x.default = 0.0
assert np.all(par_evaluate(x) == p)
def test_parameter_unary_negation(self, p):
"""Test unary negation works as expected."""
pp = FreeParameter("x")
pp.val = p
assert par_evaluate(-p) == pytest.approx(-p)
assert par_evaluate(-pp) == pytest.approx(-p)
def test_parameter_right_literal_arithmetic(self, p, q):
"""Test parameter arithmetic works as expected."""
pp = FreeParameter("x")
pp.val = p
binary_arithmetic(pp, q, p, q)
def test_parameter_left_literal_arithmetic(self, p, q):
"""Test parameter arithmetic works as expected."""
qq = FreeParameter("x")
qq.val = q
binary_arithmetic(p, qq, p, q)
def test_par_evaluate_dtype_numpy(self, p, dtype):
"""Test the numpy parameter evaluation works when a dtype is provided"""
x = FreeParameter("x")
x.val = p
res = par_evaluate(x, dtype=dtype)
assert res.dtype.type is dtype
def test_tdm_program_script(self, use_floats):
"""Test converting a TDM XIR script to a TDMProgram"""
xir_script = inspect.cleandoc(
"""
options:
_type_: tdm;
N: [2, 3];
end;
constants:
p0: [pi, 3*pi/2, 0];
p1: [1, 0.5, pi];
p2: [0, 0, 0];
end;
Sgate(0.123, pi/4) | [2];
BSgate(p0, 0.0) | [1, 2];
Rgate(p1) | [2];
// test a gate that takes in an array
Ket([1, 0, 0]) | [0, 1];
MeasureHomodyne(phi: p0) | [0];
MeasureFock | [2];
"""
)
xir_prog = xir.parse_script(xir_script, eval_pi=True, use_floats=use_floats)
print(xir_prog.options)
sf_prog = io.to_program(xir_prog)
assert isinstance(sf_prog, TDMProgram)
assert len(sf_prog) == 6
assert sf_prog.circuit
assert sf_prog.circuit[0].op.__class__.__name__ == "Sgate"
assert sf_prog.circuit[0].op.p[0] == 0.123
assert sf_prog.circuit[0].op.p[1] == np.pi / 4
assert sf_prog.circuit[0].reg[0].ind == 2
assert sf_prog.circuit[1].op.__class__.__name__ == "BSgate"
assert sf_prog.circuit[1].op.p[0] == FreeParameter("p0")
assert sf_prog.circuit[1].op.p[1] == 0.0
assert sf_prog.circuit[1].reg[0].ind == 1
assert sf_prog.circuit[1].reg[1].ind == 2
assert sf_prog.circuit[2].op.__class__.__name__ == "Rgate"
assert sf_prog.circuit[2].op.p[0] == FreeParameter("p1")
assert sf_prog.circuit[2].reg[0].ind == 2
assert sf_prog.circuit[3].op.__class__.__name__ == "Ket"
assert np.array_equal(sf_prog.circuit[3].op.p[0], [1, 0, 0])
assert sf_prog.circuit[3].reg[0].ind == 0
assert sf_prog.circuit[3].reg[1].ind == 1
assert sf_prog.circuit[4].op.__class__.__name__ == "MeasureHomodyne"
assert sf_prog.circuit[4].op.p[0] == FreeParameter("p0")
assert sf_prog.circuit[4].reg[0].ind == 0
assert sf_prog.circuit[5].op.__class__.__name__ == "MeasureFock"
assert sf_prog.circuit[5].op.p == []
assert sf_prog.circuit[5].reg[0].ind == 2
assert sf_prog.concurr_modes == 5
assert sf_prog.timebins == 3
assert sf_prog.spatial_modes == 2
assert sf_prog.free_params == {
"p0": FreeParameter("p0"),
"p1": FreeParameter("p1"),
"p2": FreeParameter("p2"),
}
assert all(sf_prog.tdm_params[0] == np.array([np.pi, 3 * np.pi / 2, 0]))
assert all(sf_prog.tdm_params[1] == np.array([1, 0.5, np.pi]))
assert all(sf_prog.tdm_params[2] == np.array([0, 0, 0]))