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254 lines
8.3 KiB
C++
254 lines
8.3 KiB
C++
// Copyright © Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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/**
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* @file ConvolutionFpropAttributes.hpp
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* @brief Attributes for forward convolution operations
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*
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* This file defines the ConvFpropAttributes class for configuring forward
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* convolution (fprop) operations in hipDNN computational graphs.
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*/
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#pragma once
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#include "Attributes.hpp"
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#include "TensorAttributes.hpp"
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#include <hipdnn_frontend/Types.hpp>
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#include <memory>
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#include <unordered_map>
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#include <vector>
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namespace hipdnn_frontend::graph
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{
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/**
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* @class ConvFpropAttributes
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* @brief Configuration for forward convolution operations
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*
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* ConvFpropAttributes specifies the parameters for a forward convolution (fprop)
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* operation: y = conv(x, w). The operation computes the convolution of input tensor
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* x with filter tensor w.
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*
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* **Tensor Shapes:**
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* - **x** (input): `(N, C, H, W)` or `(N, C, D, H, W)` — batch, channels, spatial dims
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* - **w** (weights): `(K, C/groups, R, S)` or `(K, C/groups, T, R, S)` — output channels, input channels per group, kernel spatial dims
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* - **y** (output): `(N, K, H_out, W_out)` or `(N, K, D_out, H_out, W_out)` — batch, output channels, output spatial dims
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*
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* @code{.cpp}
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* // Create a 2D convolution with 3x3 kernel, padding=1, stride=1
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* auto y = graph.conv_fprop(x, w, ConvFpropAttributes()
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* .set_padding({1, 1})
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* .set_stride({1, 1})
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* .set_dilation({1, 1}));
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* @endcode
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*
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* @see Graph::conv_fprop(), ConvDgradAttributes, ConvWgradAttributes
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*/
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class ConvFpropAttributes : public Attributes<ConvFpropAttributes>
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{
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public:
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ConvFpropAttributes() = default;
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/// Input tensor identifiers
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enum class InputNames
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{
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X = 0, ///< Input activation tensor (NCHW or NHWC)
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W = 1 ///< Weight/filter tensor (KCRS or KRSC)
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};
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typedef InputNames input_names; ///< @brief Type alias for InputNames
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/// Output tensor identifiers
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enum class OutputNames
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{
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Y = 0 ///< Output activation tensor
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};
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typedef OutputNames output_names; ///< @brief Type alias for OutputNames
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std::unordered_map<InputNames, std::shared_ptr<TensorAttributes>> inputs; ///< Input tensors
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std::unordered_map<OutputNames, std::shared_ptr<TensorAttributes>> outputs; ///< Output tensors
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// NOLINTBEGIN(readability-identifier-naming)
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std::vector<int64_t> pre_padding; ///< Padding before convolution (per spatial dim)
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std::vector<int64_t> post_padding; ///< Padding after convolution (per spatial dim)
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std::vector<int64_t> stride; ///< Stride (per spatial dim)
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std::vector<int64_t> dilation; ///< Dilation (per spatial dim)
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/// Convolution mode (default: CROSS_CORRELATION)
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ConvolutionMode math_mode = ConvolutionMode::CROSS_CORRELATION;
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// NOLINTEND(readability-identifier-naming)
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/// @brief Get the input activation tensor
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// NOLINTNEXTLINE(readability-identifier-naming)
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std::shared_ptr<TensorAttributes> get_x() const
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{
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return getInput(InputNames::X);
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}
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/// @brief Get the weight/filter tensor
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// NOLINTNEXTLINE(readability-identifier-naming)
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std::shared_ptr<TensorAttributes> get_w() const
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{
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return getInput(InputNames::W);
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}
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/// @brief Get the output activation tensor
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// NOLINTNEXTLINE(readability-identifier-naming)
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std::shared_ptr<TensorAttributes> get_y() const
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{
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return getOutput(OutputNames::Y);
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}
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/// @brief Set the input activation tensor
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_x(std::shared_ptr<TensorAttributes>&& value)
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{
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return setInput(InputNames::X, std::move(value));
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_x(const std::shared_ptr<TensorAttributes>& value)
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{
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return setInput(InputNames::X, value);
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_w(std::shared_ptr<TensorAttributes>&& value)
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{
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return setInput(InputNames::W, std::move(value));
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_w(const std::shared_ptr<TensorAttributes>& value)
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{
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return setInput(InputNames::W, value);
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_y(std::shared_ptr<TensorAttributes>&& value)
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{
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return setOutput(OutputNames::Y, std::move(value));
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_y(const std::shared_ptr<TensorAttributes>& value)
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{
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return setOutput(OutputNames::Y, value);
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}
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/**
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* @brief Set symmetric padding (same for pre and post)
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* @param padding Padding values for each spatial dimension
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* @return Reference to this for method chaining
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*/
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_padding(const std::vector<int64_t>& padding)
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{
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pre_padding = padding;
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post_padding = padding;
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return *this;
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}
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/**
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* @brief Set pre-convolution padding
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* @param padding Padding before the input (per spatial dimension)
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* @return Reference to this for method chaining
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*/
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_pre_padding(const std::vector<int64_t>& padding)
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{
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pre_padding = padding;
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return *this;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_pre_padding(std::vector<int64_t>&& padding)
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{
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pre_padding = std::move(padding);
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return *this;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_post_padding(const std::vector<int64_t>& padding)
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{
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post_padding = padding;
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return *this;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_post_padding(std::vector<int64_t>&& padding)
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{
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post_padding = std::move(padding);
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return *this;
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}
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/**
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* @brief Set convolution stride
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* @param strideVals Stride values for each spatial dimension
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* @return Reference to this for method chaining
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*/
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_stride(const std::vector<int64_t>& strideVals)
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{
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stride = strideVals;
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return *this;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_stride(std::vector<int64_t>&& strideVals)
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{
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stride = std::move(strideVals);
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return *this;
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}
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/**
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* @brief Set filter dilation
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* @param dilationVals Dilation values for each spatial dimension
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* @return Reference to this for method chaining
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*/
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_dilation(const std::vector<int64_t>& dilationVals)
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{
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dilation = dilationVals;
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return *this;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_dilation(std::vector<int64_t>&& dilationVals)
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{
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dilation = std::move(dilationVals);
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return *this;
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}
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/**
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* @brief Set convolution mode
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* @param mode CROSS_CORRELATION (default) or CONVOLUTION
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* @return Reference to this for method chaining
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*/
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvFpropAttributes& set_convolution_mode(ConvolutionMode mode)
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{
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math_mode = mode;
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return *this;
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}
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/// @brief Get pre-convolution padding
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// NOLINTNEXTLINE(readability-identifier-naming)
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const std::vector<int64_t>& get_pre_padding() const
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{
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return pre_padding;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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const std::vector<int64_t>& get_post_padding() const
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{
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return post_padding;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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const std::vector<int64_t>& get_stride() const
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{
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return stride;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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const std::vector<int64_t>& get_dilation() const
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{
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return dilation;
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}
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// NOLINTNEXTLINE(readability-identifier-naming)
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ConvolutionMode get_convolution_mode() const
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{
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return math_mode;
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}
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};
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typedef ConvFpropAttributes Conv_fprop_attributes; ///< @brief Compatibility alias
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} // namespace hipdnn_frontend::graph
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