24.02.1
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47 const ITensorInfo *rois,
49 const ROIPoolingLayerInfo &pool_info)
60 if (output->total_size() != 0)
65 output->tensor_shape());
72 const UniformQuantizationInfo rois_qinfo = rois->quantization_info().uniform();
86 : _input(nullptr), _output(nullptr), _rois(nullptr), _pool_info(0, 0, 0.f)
118 _pool_info = pool_info;
158 const std::string
kernel_name = (is_qasymm) ?
"roi_align_layer_quantized" :
"roi_align_layer";
163 ICLKernel::configure_internal(win);
188 unsigned int idx = 0;
Class to describe a number of elements in each dimension.
@ NCHW
Num samples, channels, height, width.
std::string to_string(T &&value)
Convert integer and float values to string.
@ QASYMM16
quantized, asymmetric fixed-point 16-bit number
virtual DataLayout data_layout() const =0
Get the data layout of the tensor.
unsigned int pooled_width() const
Get the pooled width of the layer.
const StringSet & options() const
Gets the current options list set.
Window calculate_max_window(const ValidRegion &valid_region, const Steps &steps, bool skip_border, BorderSize border_size)
@ NHWC
Num samples, height, width, channels.
void configure(const ICLTensor *input, const ICLTensor *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info)
Set the input and output tensors.
@ QASYMM8
quantized, asymmetric fixed-point 8-bit number unsigned
Status validate_arguments(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const PadStrideInfo &conv_info)
#define ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(k)
static constexpr size_t DimX
Alias for dimension 0 also known as X dimension.
TensorShape compute_roi_align_shape(const ITensorInfo &input, const ITensorInfo &rois, ROIPoolingLayerInfo pool_info)
Calculate the output roi align shape of a tensor.
Interface for OpenCL tensor.
void run(const Window &window, cl::CommandQueue &queue)
Enqueue the OpenCL kernel to process the given window on the passed OpenCL command queue.
unsigned int pooled_height() const
Get the pooled height of the layer.
static CLKernelLibrary & get()
Access the KernelLibrary singleton.
#define ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(...)
#define ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(t, c,...)
Manages all the OpenCL kernels compilation and caching, provides accessors for the OpenCL Context.
void add_2D_tensor_argument(unsigned int &idx, const ICLTensor *tensor, const Window &window)
Add the passed 2D tensor's parameters to the object's kernel's arguments starting from the index idx.
#define ARM_COMPUTE_RETURN_ON_ERROR(status)
Checks if a status contains an error and returns it.
virtual size_t dimension(size_t index) const =0
Return the size of the requested dimension.
#define ARM_COMPUTE_ERROR_ON_NULLPTR(...)
void set_dimension_step(size_t dimension, int step)
Set the step of a given dimension.
virtual ITensorInfo * info() const =0
Interface to be implemented by the child class to return the tensor's metadata.
#define ARM_COMPUTE_ERROR_ON(cond)
If the condition is true then an error message is printed and an exception thrown.
std::string get_data_size_from_data_type(const DataType &dt)
Get the size of a data type in number of bits.
#define ARM_COMPUTE_ERROR_THROW_ON(status)
void add_option(std::string option)
Adds option to the existing build option list.
#define ARM_COMPUTE_RETURN_ERROR_ON(cond)
If the condition is true, an error is returned.
bool auto_init_if_empty(ITensorInfo &info, const TensorShape &shape, int num_channels, DataType data_type, QuantizationInfo quantization_info=QuantizationInfo())
Auto initialize the tensor info (shape, number of channels and data type) if the current assignment i...
#define ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(tensor)
cl::Kernel create_kernel(const CLCompileContext &ctx, const std::string &kernel_name, const std::set< std::string > &build_opts=std::set< std::string >())
Creates an opencl kernel using a compile context.
CLROIAlignLayerKernel()
Constructor.
@ QASYMM8_SIGNED
quantized, asymmetric fixed-point 8-bit number signed
void add_option_if(bool cond, std::string option)
Adds option if a given condition is true;.
#define ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(f, s)
std::string float_to_string_with_full_precision(float val)
Create a string with the float in full precision.
#define ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(...)
Wrapper to configure the Khronos OpenCL C++ header.
UniformQuantizationInfo uniform() const
Return per layer quantization info.
#define ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(t,...)
virtual QuantizationInfo quantization_info() const =0
Get the quantization settings (scale and offset) of the tensor.
Window first_slice_window_3D() const
First 3D slice of the window.
const Window & window() const
The maximum window the kernel can be executed on.
std::string get_cl_type_from_data_type(const DataType &dt)
Translates a tensor data type to the appropriate OpenCL type.
static Status validate(const ITensorInfo *input, const ITensorInfo *rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info)
Static function to check if given info will lead to a valid configuration of CLROIAlignLayerKernel.
void add_3D_tensor_argument(unsigned int &idx, const ICLTensor *tensor, const Window &window)
Add the passed 3D tensor's parameters to the object's kernel's arguments starting from the index idx.
size_t get_data_layout_dimension_index(const DataLayout &data_layout, const DataLayoutDimension &data_layout_dimension)
Get the index of the given dimension.
Describe a multidimensional execution window.
@ ELEMENTWISE
Elementwise CL kernel type.
Copyright (c) 2017-2024 Arm Limited.
#define ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(...)
@ F16
16-bit floating-point number
bool has_padding_changed(const std::unordered_map< const ITensorInfo *, PaddingSize > &padding_map)
Check if the previously stored padding info has changed after configuring a kernel.
float spatial_scale() const
Get the spatial scale.
virtual const Strides & strides_in_bytes() const =0
The strides in bytes for accessing each dimension of the tensor.
cl::NDRange lws_hint() const
Return the Local-Workgroup-Size hint.
bool is_data_type_quantized_asymmetric(DataType dt)
Check if a given data type is of asymmetric quantized type.
#define ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(...)
Store the tensor's metadata.
virtual ITensorInfo & set_data_layout(const DataLayout &data_layout)=0
Set the data layout of the tensor.
@ F32
32-bit floating-point number
DataType
Available data types.
ROI Pooling Layer Information class.
std::unordered_map< const ITensorInfo *, PaddingSize > get_padding_info(std::initializer_list< const ITensorInfo * > infos)
Stores padding information before configuring a kernel.
SimpleTensor< T > slice(const SimpleTensor< T > &src, Coordinates starts, Coordinates ends)
unsigned int sampling_ratio() const
Get sampling ratio.
void enqueue(cl::CommandQueue &queue, ICLKernel &kernel, const Window &window, const cl::NDRange &lws_hint=CLKernelLibrary::get().default_ndrange(), bool use_dummy_work_items=false)
Add the kernel to the command queue with the given window.