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pytensor
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b096b2f8
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b096b2f8
authored
10月 06, 2014
作者:
Nicolas Ballas
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doc/library/tensor/nnet/conv.txt
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@@ -125,7 +125,7 @@ TODO: Give examples on how to use these things! They are pretty complicated.
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@@ -125,7 +125,7 @@ TODO: Give examples on how to use these things! They are pretty complicated.
- :func:`GpuCorr3dMM <theano.sandbox.cuda.blas.GpuCorr3dMM>`
- :func:`GpuCorr3dMM <theano.sandbox.cuda.blas.GpuCorr3dMM>`
This is a GPU-only 3d correlation relying on a Toeplitz matrix
This is a GPU-only 3d correlation relying on a Toeplitz matrix
and gemm implementation (see sandbox.cuda.blas.GpuCorrMM)
and gemm implementation (see sandbox.cuda.blas.GpuCorrMM)
It needs extra memory for the Toeplitz matrix, which is a 3
D matrix of shape
It needs extra memory for the Toeplitz matrix, which is a 2
D matrix of shape
``(no of channels * filter width * filter height * filter depth, output width * output height * output depth)``.
``(no of channels * filter width * filter height * filter depth, output width * output height * output depth)``.
As it provides a gradient, you can use it as a replacement for nnet.conv3d.
As it provides a gradient, you can use it as a replacement for nnet.conv3d.
Alternatively, you can use nnet.conv3d and allow Theano's graph optimizer
Alternatively, you can use nnet.conv3d and allow Theano's graph optimizer
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@@ -133,7 +133,9 @@ TODO: Give examples on how to use these things! They are pretty complicated.
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@@ -133,7 +133,9 @@ TODO: Give examples on how to use these things! They are pretty complicated.
``THEANO_FLAGS=optimizer_including=conv3d_gemm:convgrad3d_gemm:convtransp3d_gemm`` in your environment.
``THEANO_FLAGS=optimizer_including=conv3d_gemm:convgrad3d_gemm:convtransp3d_gemm`` in your environment.
This is not enabled by default because it uses some extra memory, but the
This is not enabled by default because it uses some extra memory, but the
overhead is small compared to conv3d_fft, there are no restrictions on
overhead is small compared to conv3d_fft, there are no restrictions on
input or kernel shapes.
input or kernel shapes and strides are supported. If using it,
please see the warning about a bug in CUDA 5.0 to 6.0
in sandbox.cuda.blas.GpuCorrMM.
- :func:`conv3d2d <theano.tensor.nnet.conv3d2d.conv3d>`
- :func:`conv3d2d <theano.tensor.nnet.conv3d2d.conv3d>`
Another conv3d implementation that uses the conv2d with data reshaping.
Another conv3d implementation that uses the conv2d with data reshaping.
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