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pytensor
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827b4ca6
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827b4ca6
authored
7月 09, 2010
作者:
Ian Goodfellow
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fixed a typo in the dev_start_guide
added a mathematical definition of Op.grad
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b34cccb8
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2 个修改的文件
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17 行增加
和
1 行删除
+17
-1
op.txt
doc/extending/op.txt
+16
-0
dev_start_guide.txt
doc/internal/dev_start_guide.txt
+1
-1
没有找到文件。
doc/extending/op.txt
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827b4ca6
...
@@ -133,6 +133,22 @@ following methods:
...
@@ -133,6 +133,22 @@ following methods:
forgotten. Symbolic differentiation will fail on a graph that
forgotten. Symbolic differentiation will fail on a graph that
includes this Op.
includes this Op.
It is important to understand that this is not meant to return
the gradient of the Op's output but rather the gradient of some
other criterion C with respect to the Op's input.
If the outputs of your op are [ f_1, ... f_n], then
``output_derivatives`` gives [ grad_{f_1} C, grad_{f_2} C, ... , grad_{f_n} C ]
If the inputs of your op are [x_1, ..., x_n], then your Op.grad should
return [ grad_{x_1} C, grad_{x_2} C, ..., grad_{x_n} C ]
where (grad_{y} z)_i = partial z / partial y_i (and i can have any
number of dimensions)
(note: in the case where i is 2 dimensional, this definition of grad
is different from the standard mathematical definition of the gradient
of a scalar with respect to a matrix, where you transpose the indices)
At a bare minimum, a new Op must define ``make_node`` and ``perform``, which have no defaults.
At a bare minimum, a new Op must define ``make_node`` and ``perform``, which have no defaults.
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doc/internal/dev_start_guide.txt
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827b4ca6
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@@ -39,7 +39,7 @@ you should clone this repository like this:
...
@@ -39,7 +39,7 @@ you should clone this repository like this:
.. code-block:: bash
.. code-block:: bash
hg clone 'http://username:password@hg.assembla.com/theano
Theano'
hg clone 'http://username:password@hg.assembla.com/theano
' Theano
You can also clone the code anonymously:
You can also clone the code anonymously:
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...
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