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pytensor
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d16a6c4d
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d16a6c4d
authored
8月 11, 2014
作者:
Tanjay94
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Added infer_shape into example and fixed line syntax.
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2c3dd8d9
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extending_theano.txt
doc/tutorial/extending_theano.txt
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doc/tutorial/extending_theano.txt
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d16a6c4d
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@@ -418,7 +418,8 @@ have to be jointly optimized explicitly in the code.)
as_op
=====
- Decorator that converts a function into a basic Theano op that will call the supplied function as its implementation.
- Decorator that converts a function into a basic Theano op
that will call the supplied function as its implementation.
- Takes an optional infer_shape parameter that should be a
callable with this signature:
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@@ -431,7 +432,9 @@ as_op
.. note::
This should not be used when performance is a concern since the very basic nature of the resulting Op may interfere with certain graph optimizations.
This should not be used when performance is a concern since
the very basic nature of the resulting Op may interfere with
certain graph optimizations.
.. note::
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@@ -446,11 +449,16 @@ FromfunctionOp
.. note::
Since the resulting Op is very basic and is missing most
of the optional functionalities, some optimizations may not apply.
of the optional functionalities, some optimizations may not
apply.
If you want to help, you can supply an infer_shape function that computes the shapes of the output given the shapes of the inputs.
If you want to help, you can supply an infer_shape function
that computes the shapes of the output given the shapes of
the inputs.
Also the gradient is undefined in the resulting op and Theano will raise an error if you attempt to get the gradient of a graph containing this op.
Also the gradient is undefined in the resulting op and
Theano will raise an error if you attempt to get the
gradient of a graph containing this op.
Op Example
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@@ -468,6 +476,10 @@ Op Example
def numpy_dot(a, b):
return numpy.dot(a, b)
def infer_shape(self, node, shapes):
xshp, yshp = shapes
return [xshp[:-1] + yshp[-1:]]
You can try it as follows:
.. code-block:: python
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