Compute Library
 24.07
NEConv3D.h
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2  * Copyright (c) 2021 Arm Limited.
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24 #ifndef ARM_COMPUTE_NECONV3D_H
25 #define ARM_COMPUTE_NECONV3D_H
26 
28 #include "arm_compute/core/Types.h"
31 
32 #include <memory>
33 
34 namespace arm_compute
35 {
36 // Forward declarations
37 class ITensor;
38 
39 /** Basic function to simulate a 3d convolution. This function calls one of the following functions:
40  * -# @ref cpu::CpuDirectConv3d
41  *
42  */
43 class NEConv3D : public IFunction
44 {
45 public:
46  /** Constructor */
47  NEConv3D();
48  /** Prevent instances of this class from being copied (As this class contains pointers) */
49  NEConv3D(const NEConv3D &) = delete;
50  /** Prevent instances of this class from being copied (As this class contains pointers) */
51  NEConv3D &operator=(const NEConv3D &) = delete;
52  /** Default move constructor */
53  NEConv3D(NEConv3D &&) = default;
54  /** Prevent instances of this class from being moved (As this class contains non movable objects) */
55  NEConv3D &operator=(NEConv3D &&) = default;
56  /** Default destructor */
57  ~NEConv3D();
58  /** Set the input and output tensors.
59  *
60  * Valid data layouts:
61  * - NDHWC
62  *
63  * Valid data type configurations:
64  * |src0 |src1 |src2 |dst |
65  * |:--------------|:------------------|:------|:--------------|
66  * |F16 |F16 |F16 |F16 |
67  * |F32 |F32 |F32 |F32 |
68  * |QASYMM8 |QASYMM8 |S32 |QASYMM8 |
69  * |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |QASYMM8_SIGNED |
70  *
71  * @param[in] input Source tensor. 4 lower dimensions represent a single input [IFM, width, height, depth],
72  * while every optional dimension from 5 and above represent a batch of inputs.
73  * @param[in] weights Weights tensor. Weights are 5D tensor with dimensions [OFM, IFM, kernel_x, kernel_y, kernel_z].
74  * @param[in] biases Biases tensor. Shared biases supported. Biases are 1D tensor with dimensions [OFM].
75  * @param[out] output Destination tensor. 4 lower dimensions represent a single output [OFM, width, height, depth], while the rest represent batch of outputs.
76  * @param[in] conv_info Contains padding, stride, acitvation information described in @ref Conv3dInfo.
77  */
78  void configure(
79  ITensor *input, const ITensor *weights, const ITensor *biases, ITensor *output, const Conv3dInfo &conv_info);
80  /** Static function to check if given info will lead to a valid configuration
81  *
82  * Similar to NEConv3D::configure()
83  *
84  * @return a status
85  */
86  static Status validate(const ITensorInfo *input,
87  const ITensorInfo *weights,
88  const ITensorInfo *biases,
89  const ITensorInfo *output,
90  const Conv3dInfo &conv_info);
91 
92  // Inherited methods overridden:
93  void run() override;
94 
95 private:
96  struct Impl;
97  std::unique_ptr<Impl> _impl;
98 };
99 } // namespace arm_compute
100 #endif /* ARM_COMPUTE_NECONV3D_H */
arm_compute::NEConv3D
Basic function to simulate a 3d convolution.
Definition: NEConv3D.h:43
FunctionDescriptors.h
arm_compute::IFunction
Base class for all functions.
Definition: IFunction.h:30
Types.h
arm_compute::ITensor
Interface for CPU tensor.
Definition: ITensor.h:36
arm_compute::NEConv3D::NEConv3D
NEConv3D()
Constructor.
Definition: NEConv3D.cpp:43
ITensorInfo.h
arm_compute::NEConv3D::run
void run() override
Run the kernels contained in the function.
Definition: NEConv3D.cpp:80
arm_compute::Status
Status class.
Definition: Error.h:52
arm_compute::NEConv3D::operator=
NEConv3D & operator=(const NEConv3D &)=delete
Prevent instances of this class from being copied (As this class contains pointers)
arm_compute::NEConv3D::~NEConv3D
~NEConv3D()
Default destructor.
arm_compute::NEConv3D::configure
void configure(ITensor *input, const ITensor *weights, const ITensor *biases, ITensor *output, const Conv3dInfo &conv_info)
Set the input and output tensors.
Definition: NEConv3D.cpp:49
IFunction.h
arm_compute
Copyright (c) 2017-2024 Arm Limited.
Definition: introduction.dox:24
arm_compute::test::validation::conv_info
conv_info
Definition: DirectConvolutionLayer.cpp:547
arm_compute::Conv3dInfo
Descriptor used by the 3d Convolution function.
Definition: FunctionDescriptors.h:85
arm_compute::NEConv3D::validate
static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *biases, const ITensorInfo *output, const Conv3dInfo &conv_info)
Static function to check if given info will lead to a valid configuration.
Definition: NEConv3D.cpp:69
arm_compute::ITensorInfo
Store the tensor's metadata.
Definition: ITensorInfo.h:44
arm_compute::test::validation::input
auto input
Definition: LSTMLayerQuantized.cpp:486