CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
259 lines
8.2 KiB
C++
259 lines
8.2 KiB
C++
// Copyright © Advanced Micro Devices, Inc., or its affiliates.
|
|
// SPDX-License-Identifier: MIT
|
|
|
|
/**
|
|
* @file ConvolutionDgradAttributes.hpp
|
|
* @brief Attributes for convolution data gradient (backward data) operations
|
|
*
|
|
* This file defines the ConvDgradAttributes class for configuring backward
|
|
* convolution operations that compute the gradient with respect to input data.
|
|
*/
|
|
|
|
#pragma once
|
|
|
|
#include "Attributes.hpp"
|
|
#include "TensorAttributes.hpp"
|
|
#include <hipdnn_frontend/Types.hpp>
|
|
#include <memory>
|
|
#include <unordered_map>
|
|
#include <vector>
|
|
|
|
namespace hipdnn_frontend::graph
|
|
{
|
|
|
|
/**
|
|
* @class ConvDgradAttributes
|
|
* @brief Configuration for convolution data gradient (backward data) operations
|
|
*
|
|
* ConvDgradAttributes specifies the parameters for computing the gradient of
|
|
* the convolution with respect to the input data (dgrad operation):
|
|
* dx = conv_bwd(dy, w)
|
|
*
|
|
* @code{.cpp}
|
|
* auto dx = graph.conv_dgrad(dy, w, ConvDgradAttributes()
|
|
* .set_padding({1, 1})
|
|
* .set_stride({1, 1}));
|
|
* // Required before validation/build; strides may be omitted and inferred.
|
|
* dx->set_dim({N, C, H, W});
|
|
* @endcode
|
|
*
|
|
* @see Graph::conv_dgrad(), ConvFpropAttributes, ConvWgradAttributes
|
|
*/
|
|
class ConvDgradAttributes : public Attributes<ConvDgradAttributes>
|
|
{
|
|
public:
|
|
ConvDgradAttributes() = default;
|
|
|
|
/// Input tensor identifiers
|
|
enum class InputNames
|
|
{
|
|
DY = 0, ///< Gradient of output tensor
|
|
W = 1 ///< Weight/filter tensor
|
|
};
|
|
typedef InputNames input_names; ///< @brief Type alias for InputNames
|
|
|
|
/// Output tensor identifiers
|
|
enum class OutputNames
|
|
{
|
|
DX = 0 ///< Gradient of input tensor
|
|
};
|
|
typedef OutputNames output_names; ///< @brief Type alias for OutputNames
|
|
|
|
std::unordered_map<InputNames, std::shared_ptr<TensorAttributes>> inputs; ///< Input tensors
|
|
std::unordered_map<OutputNames, std::shared_ptr<TensorAttributes>> outputs; ///< Output tensors
|
|
|
|
// NOLINTBEGIN(readability-identifier-naming)
|
|
std::vector<int64_t> pre_padding; ///< Padding before convolution (per spatial dim)
|
|
std::vector<int64_t> post_padding; ///< Padding after convolution (per spatial dim)
|
|
std::vector<int64_t> stride; ///< Stride (per spatial dim)
|
|
std::vector<int64_t> dilation; ///< Dilation (per spatial dim)
|
|
/// Convolution mode (default: CROSS_CORRELATION)
|
|
ConvolutionMode math_mode = ConvolutionMode::CROSS_CORRELATION;
|
|
// NOLINTEND(readability-identifier-naming)
|
|
|
|
/// @brief Get the output gradient tensor
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
std::shared_ptr<TensorAttributes> get_dy() const
|
|
{
|
|
return getInput(InputNames::DY);
|
|
}
|
|
/// @brief Get the weight/filter tensor
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
std::shared_ptr<TensorAttributes> get_w() const
|
|
{
|
|
return getInput(InputNames::W);
|
|
}
|
|
/// @brief Get the input gradient tensor
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
std::shared_ptr<TensorAttributes> get_dx() const
|
|
{
|
|
return getOutput(OutputNames::DX);
|
|
}
|
|
|
|
// Setters for tensor
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dy(std::shared_ptr<TensorAttributes>&& value)
|
|
{
|
|
return setInput(InputNames::DY, std::move(value));
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dy(const std::shared_ptr<TensorAttributes>& value)
|
|
{
|
|
return setInput(InputNames::DY, value);
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_w(std::shared_ptr<TensorAttributes>&& value)
|
|
{
|
|
return setInput(InputNames::W, std::move(value));
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_w(const std::shared_ptr<TensorAttributes>& value)
|
|
{
|
|
return setInput(InputNames::W, value);
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dx(std::shared_ptr<TensorAttributes>&& value)
|
|
{
|
|
return setOutput(OutputNames::DX, std::move(value));
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dx(const std::shared_ptr<TensorAttributes>& value)
|
|
{
|
|
return setOutput(OutputNames::DX, value);
|
|
}
|
|
|
|
/**
|
|
* @brief Set symmetric padding (same for pre and post)
|
|
* @param padding Padding values for each spatial dimension
|
|
* @return Reference to this for method chaining
|
|
*/
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_padding(const std::vector<int64_t>& padding)
|
|
{
|
|
set_pre_padding(padding);
|
|
set_post_padding(padding);
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_pre_padding(const std::vector<int64_t>& padding)
|
|
{
|
|
pre_padding = padding;
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_pre_padding(std::vector<int64_t>&& padding)
|
|
{
|
|
pre_padding = std::move(padding);
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_post_padding(const std::vector<int64_t>& padding)
|
|
{
|
|
post_padding = padding;
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_post_padding(std::vector<int64_t>&& padding)
|
|
{
|
|
post_padding = std::move(padding);
|
|
return *this;
|
|
}
|
|
|
|
/**
|
|
* @brief Set convolution stride
|
|
* @param strideVals Stride values for each spatial dimension
|
|
* @return Reference to this for method chaining
|
|
*/
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_stride(const std::vector<int64_t>& strideVals)
|
|
{
|
|
stride = strideVals;
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_stride(std::vector<int64_t>&& strideVals)
|
|
{
|
|
stride = std::move(strideVals);
|
|
return *this;
|
|
}
|
|
|
|
/**
|
|
* @brief Set filter dilation
|
|
* @param dilationVals Dilation values for each spatial dimension
|
|
* @return Reference to this for method chaining
|
|
*/
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dilation(const std::vector<int64_t>& dilationVals)
|
|
{
|
|
dilation = dilationVals;
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_dilation(std::vector<int64_t>&& dilationVals)
|
|
{
|
|
dilation = std::move(dilationVals);
|
|
return *this;
|
|
}
|
|
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvDgradAttributes& set_convolution_mode(ConvolutionMode mode)
|
|
{
|
|
math_mode = mode;
|
|
return *this;
|
|
}
|
|
|
|
/// @brief Get pre-convolution padding
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
const std::vector<int64_t>& get_pre_padding() const
|
|
{
|
|
return pre_padding;
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
const std::vector<int64_t>& get_post_padding() const
|
|
{
|
|
return post_padding;
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
const std::vector<int64_t>& get_stride() const
|
|
{
|
|
return stride;
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
const std::vector<int64_t>& get_dilation() const
|
|
{
|
|
return dilation;
|
|
}
|
|
// NOLINTNEXTLINE(readability-identifier-naming)
|
|
ConvolutionMode get_convolution_mode() const
|
|
{
|
|
return math_mode;
|
|
}
|
|
|
|
/**
|
|
* @brief Custom CRTP hook for matching convolution attributes logically.
|
|
*/
|
|
bool logicallyEqualsImpl(const ConvDgradAttributes& other) const
|
|
{
|
|
return (this->pre_padding == other.pre_padding)
|
|
&& (this->post_padding == other.post_padding) && (this->stride == other.stride)
|
|
&& (this->dilation == other.dilation) && (this->math_mode == other.math_mode);
|
|
}
|
|
|
|
/**
|
|
* @brief Custom CRTP hook for matching operational configurations strictly.
|
|
*/
|
|
bool strictEqualsImpl(const ConvDgradAttributes& other) const
|
|
{
|
|
return logicallyEqualsImpl(other);
|
|
}
|
|
};
|
|
|
|
typedef ConvDgradAttributes Conv_dgrad_attributes; ///< @brief Compatibility alias
|
|
} // namespace hipdnn_frontend::graph
|