def test_axes_ops():
"""TODO."""
# Subtraction
def test_sub(axes1, axes2, target):
"""
TODO.
Arguments:
axes1: TODO
axes2: TODO
target: TODO
Returns:
"""
assert ng.make_axes(axes1) - ng.make_axes(axes2) == ng.make_axes(target)
test_sub([ax.A, ax.B], [ax.A], [ax.B])
test_sub([ax.A, ax.B], [ax.B], [ax.A])
# Combined axes length
assert FlattenedAxis([ax.A, ax.B]).length \
== ax.A.length * ax.B.length
assert ng.make_axes([ax.A, (ax.B, ax.C)]).lengths \
== (ax.A.length, ax.B.length * ax.C.length)
assert FlattenedAxis([ax.A, (ax.B, ax.C)]).length \
== ax.A.length * ax.B.length * ax.C.length
def pb_to_axis(msg):
if msg.uuid.uuid in GLOBAL_AXIS_REGISTRY: # Already deserialized
return GLOBAL_AXIS_REGISTRY[msg.uuid.uuid]
elif msg.HasField('flattened_axes'): # FlattenedAxis
axes = protobuf_to_axes(msg.flattened_axes)
axis = FlattenedAxis(axes)
else:
axis = Axis(name=msg.name, length=msg.length)
axis.uuid = uuid.UUID(bytes=msg.uuid.uuid)
GLOBAL_AXIS_REGISTRY[axis.uuid.bytes] = axis
return axis
def test_simple_tensors():
"""
tons of tests relating to reaxeing tensors.
variables names have a postfix integer which represents the dimensionality
of the value. Views have x_y postfix which means they are y dimensional
views of x dimensional buffers.
I started refactoring into smaller pieces as seen in tests above, but
stopped ...
"""
# A simple vector
td1 = TensorDescription(axes=[ax.A])
e1 = random(td1)
td2 = TensorDescription(axes=[ax.A, ax.B])
e2 = random(td2)
# Reaxes
e1_1 = tensorview(td1.broadcast([ax.A, ax.B]), e1)
e1_2 = tensorview(td1.broadcast([ax.B, ax.A]), e1)
e1_3 = tensorview(td1.broadcast([(ax.B, ax.C), ax.A]), e1)
e2_1 = tensorview(td2.broadcast([ax.B, ax.A]), e2)
e2_2 = tensorview(td2.broadcast([ax.A, ax.B]), e2)
e2_3 = tensorview(td2.flatten((
FlattenedAxis((ax.A, ax.B)),
)), e2_2)
assert e1_1.shape == (ax.A.length, ax.B.length)
assert e1_2.shape == (ax.B.length, ax.A.length)
for i in range(ax.A.length):
e1_1[i] = i
for i in range(ax.A.length):
assert e1[i] == i
for j in range(ax.B.length):
assert e1_1[i, j] == i
assert e1_2[j, i] == i
for j in range(ax.B.length * ax.C.length):
assert e1_3[j, i] == i
def val2(i, j):
return (i + 1) * (j + 2)
for i in range(ax.A.length):
for j in range(ax.B.length):
e2[i, j] = val2(i, j)
for i in range(ax.A.length):
for j in range(ax.B.length):
assert e2_1[j, i] == val2(i, j)
assert e2_2[i, j] == val2(i, j)
assert e2_3[i * ax.B.length + j] == val2(i, j)