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testgroup
pytensor
Commits
b3f9b0e9
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b3f9b0e9
authored
8月 09, 2011
作者:
Frederic Bastien
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Updated documentation.
上级
425b4b30
隐藏空白字符变更
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1 个修改的文件
包含
9 行增加
和
7 行删除
+9
-7
tensor_grad.py
theano/tensor/tensor_grad.py
+9
-7
没有找到文件。
theano/tensor/tensor_grad.py
浏览文件 @
b3f9b0e9
...
@@ -41,12 +41,13 @@ def Rop(f, wrt, eval_points):
...
@@ -41,12 +41,13 @@ def Rop(f, wrt, eval_points):
:type eval_points: `Variable` or list of `Variable`s
:type eval_points: `Variable` or list of `Variable`s
evalutation points for each of the variables in `wrt`
evalutation points for each of the variables in `wrt`
:rtype: `Variable` or list of `Variable`s depending on type of f
:rtype: `Variable` or list
/tuple
of `Variable`s depending on type of f
:return: symbolic expression such that
:return: symbolic expression such that
R_op[i] = sum_j ( d f[i] / d wrt[j]) eval_point[j]
R_op[i] = sum_j ( d f[i] / d wrt[j]) eval_point[j]
where the indices in that expression are magic multidimensional
where the indices in that expression are magic multidimensional
indices that specify both the position within a list and all
indices that specify both the position within a list and all
coordinates of the tensor element in the last
coordinates of the tensor element in the last.
If `wrt` is a list/tuple, then return a list/tuple with the results.
"""
"""
using_list
=
isinstance
(
wrt
,
list
)
using_list
=
isinstance
(
wrt
,
list
)
...
@@ -228,12 +229,13 @@ def grad(cost, wrt, g_cost=None, consider_constant=None, warn_type=False,
...
@@ -228,12 +229,13 @@ def grad(cost, wrt, g_cost=None, consider_constant=None, warn_type=False,
- 'warn': consider the gradient zero, and print a warning.
- 'warn': consider the gradient zero, and print a warning.
- 'raise': raise an exception.
- 'raise': raise an exception.
:rtype: `Variable` or list of `Variable`s (depending upon `wrt`)
:rtype: `Variable` or list
/tuple
of `Variable`s (depending upon `wrt`)
:return: symbolic expression of gradient of `cost` with respect to `wrt`.
:return: symbolic expression of gradient of `cost` with respect to
If `wrt` is a list, then return a list containing the gradient of `cost` wrt
`wrt`. If `wrt` is a list/tuple, then return a list/tuple
each element of the list. If an element of `wrt` is not differentiable
containing the gradient of `cost` wrt each element of the list.
with respect to the output, then a zero variable is returned.
If an element of `wrt` is not differentiable with respect to the
output, then a zero variable is returned.
This function is a wrapper around the more general function
This function is a wrapper around the more general function
`theano.gradient.grad_sources_inputs``.
`theano.gradient.grad_sources_inputs``.
...
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