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Interface for the dropout layer kernel. More...
#include <GCDropoutLayerKernel.h>
Public Member Functions | |
GCDropoutLayerKernel () | |
Default constructor. More... | |
GCDropoutLayerKernel (const GCDropoutLayerKernel &)=delete | |
Prevent instances of this class from being copied (As this class contains pointers) More... | |
GCDropoutLayerKernel & | operator= (const GCDropoutLayerKernel &)=delete |
Prevent instances of this class from being copied (As this class contains pointers) More... | |
GCDropoutLayerKernel (GCDropoutLayerKernel &&)=default | |
Allow instances of this class to be moved. More... | |
GCDropoutLayerKernel & | operator= (GCDropoutLayerKernel &&)=default |
Allow instances of this class to be moved. More... | |
void | configure (const IGCTensor *input, IGCTensor *mask, IGCTensor *output, float ratio, bool forward) |
Set the input and output of the kernel. More... | |
void | run (const Window &window) override |
Enqueue the OpenGL ES shader to process the given window. More... | |
Public Member Functions inherited from IGCKernel | |
IGCKernel () | |
Constructor. More... | |
GCKernel & | kernel () |
Returns a reference to the GLES kernel of this object. More... | |
void | add_1D_tensor_argument (unsigned int &idx, const IGCTensor *tensor, const unsigned int binding_point, const Window &window) |
Add the passed 1D tensor's parameters to the object's kernel's arguments starting from the index idx. More... | |
void | add_2D_tensor_argument (unsigned int &idx, const IGCTensor *tensor, const unsigned int binding_point, const Window &window) |
Add the passed 2D tensor's parameters to the object's kernel's arguments starting from the index idx. More... | |
void | add_3D_tensor_argument (unsigned int &idx, const IGCTensor *tensor, const unsigned int binding_point, const Window &window) |
Add the passed 3D tensor's parameters to the object's kernel's arguments starting from the index idx. More... | |
unsigned int | num_arguments_per_1D_tensor () const |
Returns the number of arguments enqueued per 1D tensor object. More... | |
unsigned int | num_arguments_per_2D_tensor () const |
Returns the number of arguments enqueued per 2D tensor object. More... | |
unsigned int | num_arguments_per_3D_tensor () const |
Returns the number of arguments enqueued per 3D tensor object. More... | |
void | set_lws_hint (gles::NDRange &lws_hint) |
Set the Local-Workgroup-Size hint. More... | |
void | set_target (GPUTarget target) |
Set the targeted GPU architecture. More... | |
GPUTarget | get_target () const |
Get the targeted GPU architecture. More... | |
Public Member Functions inherited from IKernel | |
IKernel () | |
Constructor. More... | |
virtual | ~IKernel ()=default |
Destructor. More... | |
virtual bool | is_parallelisable () const |
Indicates whether or not the kernel is parallelisable. More... | |
virtual BorderSize | border_size () const |
The size of the border for that kernel. More... | |
const Window & | window () const |
The maximum window the kernel can be executed on. More... | |
Interface for the dropout layer kernel.
Dropout is used to improve over-fit on neural networks.
Definition at line 39 of file GCDropoutLayerKernel.h.
Default constructor.
Definition at line 45 of file GCDropoutLayerKernel.cpp.
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delete |
Prevent instances of this class from being copied (As this class contains pointers)
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default |
Allow instances of this class to be moved.
void configure | ( | const IGCTensor * | input, |
IGCTensor * | mask, | ||
IGCTensor * | output, | ||
float | ratio, | ||
bool | forward | ||
) |
Set the input and output of the kernel.
[in] | input | The input tensor for this op. Data types supported: F16/F32 |
[out] | mask | The mask tensor. Data types supported: Same as input |
[out] | output | The output tensor. Data types supported: Same as input |
[in] | ratio | Dropout ratio |
[in] | forward | Forward or backward propagation |
Definition at line 50 of file GCDropoutLayerKernel.cpp.
References ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN, ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES, arm_compute::calculate_max_window(), GCKernelLibrary::create_kernel(), ITensorInfo::data_type(), ITensorInfo::element_size(), arm_compute::F16, arm_compute::F32, GCKernelLibrary::get(), ITensor::info(), arm_compute::test::validation::input, ITensorInfo::set_valid_region(), ITensorInfo::tensor_shape(), and arm_compute::support::cpp11::to_string().
Referenced by GCDropoutLayer::configure().
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delete |
Prevent instances of this class from being copied (As this class contains pointers)
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default |
Allow instances of this class to be moved.
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overridevirtual |
Enqueue the OpenGL ES shader to process the given window.
[in] | window | Region on which to execute the kernel. (Must be a valid region of the window returned by window()). |
Implements IGCKernel.
Definition at line 88 of file GCDropoutLayerKernel.cpp.
References IGCKernel::add_3D_tensor_argument(), ARM_COMPUTE_ERROR_ON_MISMATCHING_WINDOWS, ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL, arm_compute::enqueue(), Window::first_slice_window_3D(), arm_compute::test::validation::reference::slice(), Window::slide_window_slice_3D(), and IKernel::window().