Compute Library
 21.05
CLPadLayerKernel.cpp
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25 
31 #include "support/StringSupport.h"
32 
33 namespace arm_compute
34 {
35 namespace
36 {
37 Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
38 {
40  ARM_COMPUTE_UNUSED(constant_value);
42  ARM_COMPUTE_RETURN_ERROR_ON((padding.size() < 1) || (padding.size() > input->num_dimensions()));
44  {
45  ARM_COMPUTE_RETURN_ERROR_ON(padding.size() > 3);
46 
47  const auto is_reflect = static_cast<unsigned int>(mode == PaddingMode::REFLECT);
48  for(size_t i = 0; i < padding.size(); ++i)
49  {
50  ARM_COMPUTE_RETURN_ERROR_ON(padding.at(i).first > (input->dimension(i) - is_reflect));
51  ARM_COMPUTE_RETURN_ERROR_ON(padding.at(i).second > (input->dimension(i) - is_reflect));
52  }
53  }
54 
55  if(output->total_size() > 0)
56  {
57  TensorShape padded_shape = misc::shape_calculator::compute_padded_shape(input->tensor_shape(), padding);
58 
60  ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(output->tensor_shape(), padded_shape);
61  }
62 
63  return Status{};
64 }
65 } // namespace
66 
68  : _input(nullptr), _output(nullptr), _4d_enabled(false)
69 {
70 }
71 
72 void CLPadLayerKernel::configure(const ICLTensor *input, ICLTensor *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
73 {
74  configure(CLKernelLibrary::get().get_compile_context(), input, output, padding, constant_value, mode);
75 }
76 
77 void CLPadLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
78 {
80  auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(misc::shape_calculator::compute_padded_shape(input->info()->tensor_shape(), padding)));
81  ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), padding, constant_value, mode));
82 
83  auto padding_info = get_padding_info({ input, output });
84 
85  _input = input;
86  _output = output;
87  _4d_enabled = (mode == PaddingMode::CONSTANT) && (padding.size() > 3);
88 
89  // Set build options
90  const DataType &data_type = input->info()->data_type();
91  const unsigned int input_width = input->info()->dimension(0);
92  const unsigned int input_height = input->info()->dimension(1);
93  const unsigned int input_depth = input->info()->dimension(2);
94  const unsigned int pad_x_before = padding.at(0).first;
95  const unsigned int pad_y_before = padding.size() > 1 ? padding.at(1).first : 0;
96  const unsigned int pad_z_before = padding.size() > 2 ? padding.at(2).first : 0;
97  const unsigned int vec_size = adjust_vec_size(std::min(16U, 32U / static_cast<unsigned int>(element_size_from_data_type(input->info()->data_type()))), input_width);
98  const unsigned int pad_right_start = input_width + pad_x_before;
99  const unsigned int pad_x_before_remainder = pad_x_before % vec_size;
100  const unsigned int vec_size_leftover_write = vec_size - (ceil_to_multiple(output->info()->dimension(0), vec_size) - output->info()->dimension(0));
101 
102  CLBuildOptions build_opts;
103  build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(data_type));
104  build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size));
105  build_opts.add_option("-DPAD_X_BEFORE=" + support::cpp11::to_string(pad_x_before));
106  build_opts.add_option("-DSRC_WIDTH=" + support::cpp11::to_string(input_width));
107  build_opts.add_option("-DPAD_X_BEFORE_REMAINDER=" + support::cpp11::to_string(pad_x_before_remainder));
108  build_opts.add_option("-DVEC_SIZE_LEFTOVER_WRITE=" + support::cpp11::to_string(vec_size_leftover_write));
109  if(padding.size() > 1)
110  {
111  build_opts.add_option("-DPAD_Y_BEFORE=" + support::cpp11::to_string(pad_y_before));
112  build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(input_height));
113 
114  if(padding.size() > 2)
115  {
116  build_opts.add_option("-DPAD_Z_BEFORE=" + support::cpp11::to_string(pad_z_before));
117  build_opts.add_option("-DSRC_DEPTH=" + support::cpp11::to_string(input_depth));
118  }
119  }
120 
121  std::string kernel_name = "pad_layer_";
122  switch(mode)
123  {
125  {
126  kernel_name += "constant";
127 
128  const unsigned int vec_size_leftover_read = vec_size - (ceil_to_multiple(pad_right_start, vec_size) - pad_right_start);
129 
130  build_opts.add_option("-DCONST_VAL=" + string_from_pixel_value(constant_value, data_type));
131  build_opts.add_option("-DVEC_SIZE_LEFTOVER_READ=" + support::cpp11::to_string(vec_size_leftover_read));
132 
133  if(pad_x_before >= vec_size)
134  {
135  build_opts.add_option("-DTHREADS_TO_SKIP_BEFORE=" + support::cpp11::to_string(pad_x_before / vec_size));
136  build_opts.add_option("-DTHREADS_TO_SKIP_AFTER=" + support::cpp11::to_string(pad_right_start / vec_size));
137  }
138  if(_4d_enabled)
139  {
140  build_opts.add_option("-DPAD_W_BEFORE=" + support::cpp11::to_string(padding.at(3).first));
141  build_opts.add_option("-DSRC_BATCH=" + support::cpp11::to_string(input->info()->dimension(3)));
142  }
143 
144  break;
145  }
148  {
149  kernel_name += "symmetric_reflect";
150 
151  const auto is_reflect = static_cast<unsigned int>(mode == PaddingMode::REFLECT);
152 
153  const unsigned int pad_x_after_remainder = pad_right_start % vec_size;
154  const unsigned int after_pad_fact_x = (2 * input_width + pad_x_before) - is_reflect;
155  const unsigned int output_last_x = ceil_to_multiple(pad_right_start + padding.at(0).second, vec_size);
156 
157  build_opts.add_option("-DIS_REFLECT=" + support::cpp11::to_string(is_reflect));
158  build_opts.add_option("-DPAD_X_AFTER_REMAINDER=" + support::cpp11::to_string(pad_x_after_remainder));
159  build_opts.add_option("-DPAD_X_BEFORE_REMAINDER_REFL=" + support::cpp11::to_string((pad_x_before_remainder + is_reflect) % vec_size));
160  build_opts.add_option("-DPAD_X_AFTER_REMAINDER_REFL=" + support::cpp11::to_string((pad_x_after_remainder - is_reflect) % vec_size));
161  build_opts.add_option("-DAFTER_PAD_FACT_X=" + support::cpp11::to_string(after_pad_fact_x));
162  build_opts.add_option_if(after_pad_fact_x < output_last_x, "-DAFTER_PAD_REM=" + support::cpp11::to_string(after_pad_fact_x % vec_size));
163 
164  break;
165  }
166  default:
167  ARM_COMPUTE_ERROR("Padding mode not supported.");
168  }
169 
170  // Create kernel
171  _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
172 
173  // Configure window
174  Window win = calculate_max_window(*output->info(), Steps(vec_size));
175  ICLKernel::configure_internal(win);
176 
178 }
179 
180 Status CLPadLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
181 {
182  ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, padding, constant_value, mode));
183  return Status{};
184 }
185 
186 void CLPadLayerKernel::run(const Window &window, cl::CommandQueue &queue)
187 {
190 
192  unsigned int batch = 0;
193  do
194  {
195  unsigned int idx = 0;
196  add_3D_tensor_argument(idx, _input, slice);
197  add_3D_tensor_argument(idx, _output, slice);
198  if(_4d_enabled)
199  {
200  add_argument<unsigned int>(idx, batch++);
201  }
202 
203  enqueue(queue, *this, slice, lws_hint());
204  }
206 }
207 } // namespace arm_compute
Class describing the value of a pixel for any image format.
Definition: PixelValue.h:34
static Status validate(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value=PixelValue(), PaddingMode mode=PaddingMode::CONSTANT)
Static function to check if given info will lead to a valid configuration of CLPadLayerKernel.
Window calculate_max_window(const ValidRegion &valid_region, const Steps &steps, bool skip_border, BorderSize border_size)
const Window & window() const
The maximum window the kernel can be executed on.
Definition: IKernel.cpp:28
std::unordered_map< const ITensorInfo *, PaddingSize > get_padding_info(std::initializer_list< const ITensorInfo * > infos)
Stores padding information before configuring a kernel.
Definition: Utils.cpp:489
virtual size_t dimension(size_t index) const =0
Return the size of the requested dimension.
std::vector< PaddingInfo > PaddingList
List of padding information.
Definition: Types.h:434
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.
Definition: ICLKernel.cpp:32
#define ARM_COMPUTE_ERROR(msg)
Print the given message then throw an std::runtime_error.
Definition: Error.h:352
cl::NDRange lws_hint() const
Return the Local-Workgroup-Size hint.
Definition: ICLKernel.h:276
#define ARM_COMPUTE_RETURN_ON_ERROR(status)
Checks if a status contains an error and returns it.
Definition: Error.h:204
std::string to_string(T &&value)
Convert integer and float values to string.
size_t element_size_from_data_type(DataType dt)
The size in bytes of the data type.
Definition: Utils.h:185
std::string string_from_pixel_value(const PixelValue &value, const DataType data_type)
Convert a PixelValue to a string, represented through the specific data type.
Definition: Utils.cpp:248
#define ARM_COMPUTE_ERROR_ON(cond)
If the condition is true then an error message is printed and an exception thrown.
Definition: Error.h:466
static CLKernelLibrary & get()
Access the KernelLibrary singleton.
Store the tensor's metadata.
Definition: ITensorInfo.h:40
#define ARM_COMPUTE_ERROR_THROW_ON(status)
Definition: Error.h:455
Status class.
Definition: Error.h:52
#define ARM_COMPUTE_RETURN_ERROR_ON(cond)
If the condition is true, an error is returned.
Definition: Error.h:296
#define ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(...)
Definition: Validate.h:284
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.
Definition: ICLKernel.h:172
Copyright (c) 2017-2021 Arm Limited.
#define ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(...)
Definition: Validate.h:159
void add_option(std::string option)
Adds option to the existing build option list.
const DataType data_type
Definition: Im2Col.cpp:150
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.
Definition: CLHelpers.cpp:403
#define ARM_COMPUTE_UNUSED(...)
To avoid unused variables warnings.
Definition: Error.h:152
CLPadLayerKernel()
Default constructor.
PaddingMode
Padding mode to use for PadLayer.
Definition: Types.h:163
auto ceil_to_multiple(S value, T divisor) -> decltype(((value+divisor - 1)/divisor) *divisor)
Computes the smallest number larger or equal to value that is a multiple of divisor.
Definition: Utils.h:71
Class to describe a number of elements in each dimension.
Definition: Steps.h:40
const size_t input_width
std::string kernel_name
std::string get_cl_type_from_data_type(const DataType &dt)
Translates a tensor data type to the appropriate OpenCL type.
Definition: CLHelpers.cpp:37
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...
virtual ITensorInfo * info() const =0
Interface to be implemented by the child class to return the tensor's metadata.
const size_t input_height
TensorShape compute_padded_shape(const TensorShape &input_shape, const PaddingList &padding)
Calculate the padded shape of a tensor.
bool slide_window_slice_3D(Window &slice) const
Slide the passed 3D window slice.
Definition: Window.h:335
void configure(const ICLTensor *input, ICLTensor *output, const PaddingList &padding, PixelValue constant_value=PixelValue(), PaddingMode mode=PaddingMode::CONSTANT)
Set the input and output tensor.
#define ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(k)
Definition: Validate.h:915
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.
Definition: Utils.cpp:504
CLCompileContext class.
Interface for OpenCL tensor.
Definition: ICLTensor.h:42
#define ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(...)
Definition: Validate.h:541
Status validate_arguments(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output, const GEMMLowpOutputStageInfo *output_stage)
const size_t input_depth
void run(const Window &window, cl::CommandQueue &queue) override
Enqueue the OpenCL kernel to process the given window on the passed OpenCL command queue.
#define ARM_COMPUTE_ERROR_ON_NULLPTR(...)
Definition: Validate.h:157
unsigned int adjust_vec_size(unsigned int vec_size, size_t dim0)
Returns the adjusted vector size in case it is less than the input's first dimension,...
Definition: Utils.h:1157
Window first_slice_window_3D() const
First 3D slice of the window.
Definition: Window.h:291
DataType
Available data types.
Definition: Types.h:77
Describe a multidimensional execution window.
Definition: Window.h:39
#define ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(f, s)
Definition: Validate.h:201
SimpleTensor< T > slice(const SimpleTensor< T > &src, Coordinates starts, Coordinates ends)