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pytensor
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1381698b
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1381698b
authored
1月 11, 2016
作者:
Arnaud Bergeron
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Add documentation about the tag.target attribute and remove false
statements about performance.
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using_gpu.txt
doc/tutorial/using_gpu.txt
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doc/tutorial/using_gpu.txt
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1381698b
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@@ -538,6 +538,12 @@ int, ...) however GPU support varies and some units can't deal with
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@@ -538,6 +538,12 @@ int, ...) however GPU support varies and some units can't deal with
double (float64) or small (less than 32 bits like int16) data types.
double (float64) or small (less than 32 bits like int16) data types.
You will get an error at compile time or runtime if this is the case.
You will get an error at compile time or runtime if this is the case.
Also, by default float inputs will get transferred to GPU, but int
will not. You can force the transfer of int inputs by setting the
tag.target attribute to None or a context name. You can also prevent
a float value from getting transferred by setting its tag.target
attribute to 'cpu'.
Complex support is untested and most likely completely broken.
Complex support is untested and most likely completely broken.
In general, large operations like matrix multiplication, or
In general, large operations like matrix multiplication, or
...
@@ -553,19 +559,12 @@ means that they are only scheduled to run and the function returns.
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@@ -553,19 +559,12 @@ means that they are only scheduled to run and the function returns.
This is made somewhat transparently by the underlying libgpuarray.
This is made somewhat transparently by the underlying libgpuarray.
A forced synchronization point is introduced when doing memory
A forced synchronization point is introduced when doing memory
transfers between device and host. Another is introduced when
transfers between device and host.
releasing active memory buffers on the GPU (active buffers are buffers
that are still in use by a kernel).
It is possible to force synchronization for a particular GpuArray by
It is possible to force synchronization for a particular GpuArray by
calling its ``sync()`` method. This is useful to get accurate timings
calling its ``sync()`` method. This is useful to get accurate timings
when doing benchmarks.
when doing benchmarks.
The forced synchronization points interact with the garbage collection
of the intermediate results. To get the fastest speed possible, you
should disable the garbage collector by using the theano flag
``allow_gc=False``. Be aware that this will increase memory usage
sometimes significantly.
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