提交 5e02f08e authored 作者: Matthew Rocklin's avatar Matthew Rocklin

Add matrix_of_scalars function

上级 8632816e
...@@ -8224,3 +8224,19 @@ def diag(v, k=0): ...@@ -8224,3 +8224,19 @@ def diag(v, k=0):
return diagonal(v, k) return diagonal(v, k)
else: else:
raise ValueError("Input must be 1- or 2-d.") raise ValueError("Input must be 1- or 2-d.")
def matrix_of_scalars(list_of_lists):
""" Returns a matrix of scalars
>>> from theano.tensor import matrix_of_scalars, scalar
>>> from theano import function
>>> a,b,c,d = map(scalar, 'abcd')
>>> X = matrix_of_scalars([[a, b],
... [c, d]])
>>> f = function([a, b, c, d], X)
>>> f(1, 2, 3, 4)
array([[ 1., 2.],
[ 3., 4.]], dtype=float32)
"""
from functools import partial
return stack(*map(partial(apply, stack), list_of_lists))
...@@ -43,7 +43,8 @@ from theano.tensor import (_shared, wvector, bvector, autocast_float_as, ...@@ -43,7 +43,8 @@ from theano.tensor import (_shared, wvector, bvector, autocast_float_as,
ScalarFromTensor, TensorFromScalar, dtensor4, Rebroadcast, Alloc, ScalarFromTensor, TensorFromScalar, dtensor4, Rebroadcast, Alloc,
dtensor3, SpecifyShape, Mean, IncSubtensor, AdvancedIncSubtensor1, dtensor3, SpecifyShape, Mean, IncSubtensor, AdvancedIncSubtensor1,
itensor3, Tile, AdvancedIncSubtensor, switch, Diagonal, Diag, itensor3, Tile, AdvancedIncSubtensor, switch, Diagonal, Diag,
nonzero, flatnonzero, nonzero_values, inplace_increment) nonzero, flatnonzero, nonzero_values, inplace_increment,
matrix_of_scalars)
from theano.tests import unittest_tools as utt from theano.tests import unittest_tools as utt
...@@ -6778,6 +6779,15 @@ def test_transpose(): ...@@ -6778,6 +6779,15 @@ def test_transpose():
assert tensor.transpose(x3).name == 'x3.T' assert tensor.transpose(x3).name == 'x3.T'
assert tensor.transpose(tensor.dmatrix()).name is None assert tensor.transpose(tensor.dmatrix()).name is None
def test_matrix_of_scalars():
a,b,c,d = map(scalar, 'abcd')
X = matrix_of_scalars([[a, b],
[c, d]])
f = function([a, b, c, d], X)
result = f(1,2,3,4)
assert result.shape == (2, 2)
assert numpy.allclose(f(1, 2, 3, 4), numpy.asarray([[1,2],[3,4]]))
class TestSpecifyShape(unittest.TestCase): class TestSpecifyShape(unittest.TestCase):
def shortDescription(self): def shortDescription(self):
......
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