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pytensor
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90b01e95
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90b01e95
authored
11月 16, 2010
作者:
James Bergstra
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added discussion of value attribute and precision of Out arguments to aliasing doc
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aliasing.txt
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doc/tutorial/aliasing.txt
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@@ -174,6 +174,26 @@ This pattern works regardless of the compute device, and when the compute device
makes it possible to expose Theano's internal variables without a copy, then it
goes as fast as an in-place update.
Retrieving and assigning via the .value property
------------------------------------------------
Shared variables have a ``.value`` property that is connected to ``get_value``
and ``set_value``. The borrowing behaviour of the property is controlled by a
boolean configuration variable ``config.shared.value_borrows``, which currently
defaults to ``True``. If that variable is ``True`` then an assignment like ``s.value=v``
is equivalent to ``s.set_value(v, borrow=True)``, and a retrieval like ``print
s.value`` is equivalent to ``print s.get_value(borrow=True)``. Likewise,
if ``config.shared.value_borrows`` is ``False``, then the borrow parameter that the ``.value`` property
passes to ``set_value`` and ``get_value`` is ``False``.
The ``True`` default value of ``config.shared.value_borrows`` means that
aliasing can sometimes happen and sometimes not, which can be confusing.
Be aware that the default value may be changed to ``False`` sometime in the
not-to-distant future. This change will create more copies, and potentially slow
down code that accesses ``.value`` attributes inside tight loops. To avoid this
potential impact on your code, use the ``.get_value`` and ``.set_value`` methods
directly with appropriate flags.
Borrowing when constructing Function objects
============================================
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@@ -207,7 +227,11 @@ The default is of course to *not borrow* internal results.
It is also possible to pass an ``return_internal_type=True`` flag to the ``Out``
variable which has the same interpretation as the ``return_internal_type`` flag
to the shared variable's ``get_value`` function.
to the shared variable's ``get_value`` function. Unlike ``get_value()``, the
combination of ``return_internal_type=True`` and ``borrow=True`` arguments to
``Out()`` are not guaranteed to avoid copying an output value. They are just
hints that give more flexibility to the compilation and optimization of the
graph.
*Take home message:*
When an input ``x`` to a function is not needed after the function returns and you
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@@ -218,7 +242,3 @@ When a return value ``y`` is large (in terms of memory footprint), and you only
away when it's returned, then consider marking it with an ``Out(y,
borrow=True)``.
Shared variable .value attribute
================================
TODO: talk about sharedvar.value and the associated config variable.
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