Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2018 ARM Limited. |
| 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 24 | #ifndef __ARM_COMPUTE_GRAPH_BACKENDS_DETAIL_VALIDATE_HELPERS_H__ |
| 25 | #define __ARM_COMPUTE_GRAPH_BACKENDS_DETAIL_VALIDATE_HELPERS_H__ |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 26 | |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 27 | #include "arm_compute/graph/Logger.h" |
| 28 | #include "arm_compute/graph/Tensor.h" |
| 29 | #include "arm_compute/graph/Types.h" |
| 30 | #include "arm_compute/graph/nodes/Nodes.h" |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 31 | |
| 32 | #include "arm_compute/core/Error.h" |
Georgios Pinitas | cac13b1 | 2018-04-27 19:07:19 +0100 | [diff] [blame] | 33 | #include "arm_compute/core/Helpers.h" |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 34 | #include "arm_compute/core/ITensorInfo.h" |
| 35 | |
| 36 | namespace arm_compute |
| 37 | { |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 38 | namespace graph |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 39 | { |
| 40 | namespace backends |
| 41 | { |
| 42 | namespace detail |
| 43 | { |
| 44 | /** Returns backing tensor info of a given tensor |
| 45 | * |
| 46 | * @param[in] tensor Tensor to extract the backing tensor from |
| 47 | * |
| 48 | * @return Backing tensor tensor info if present else nullptr |
| 49 | */ |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 50 | inline arm_compute::ITensorInfo *get_backing_tensor_info(arm_compute::graph::Tensor *tensor) |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 51 | { |
| 52 | return ((tensor == nullptr) || (tensor->handle() == nullptr)) ? nullptr : tensor->handle()->tensor().info(); |
| 53 | } |
| 54 | |
Georgios Pinitas | 087eaf6 | 2018-05-16 15:52:35 +0100 | [diff] [blame] | 55 | /** Validates a Channel Shuffle layer node |
| 56 | * |
| 57 | * @tparam ChannelShuffleLayer Channel Shuffle layer function type |
| 58 | * |
| 59 | * @param[in] node Node to validate |
| 60 | * |
| 61 | * @return Status |
| 62 | */ |
| 63 | template <typename ChannelShuffleLayer> |
| 64 | Status validate_channel_shuffle_layer(ChannelShuffleLayerNode &node) |
| 65 | { |
| 66 | ARM_COMPUTE_LOG_GRAPH_VERBOSE("Validating ChannelShuffle node with ID : " << node.id() << " and Name: " << node.name() << std::endl); |
| 67 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_inputs() != 1); |
| 68 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_outputs() != 1); |
| 69 | |
| 70 | // Extract IO and info |
| 71 | arm_compute::ITensorInfo *input = get_backing_tensor_info(node.input(0)); |
| 72 | arm_compute::ITensorInfo *output = get_backing_tensor_info(node.output(0)); |
| 73 | const unsigned int num_groups = node.num_groups(); |
| 74 | |
| 75 | return ChannelShuffleLayer::validate(input, output, num_groups); |
| 76 | } |
| 77 | |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 78 | /** Validates a Convolution layer node |
| 79 | * |
| 80 | * @tparam ConvolutionLayer Default Convolution layer function type |
| 81 | * @tparam DirectConvolutionLayer Direct Convolution layer function type |
| 82 | * @tparam GEMMConvolutionLayer GEMM Convolution layer function type |
| 83 | * @tparam WinogradConvolutionLayer Winograd Convolution layer function type |
| 84 | * |
| 85 | * @param[in] node Node to validate |
| 86 | * |
| 87 | * @return Status |
| 88 | */ |
| 89 | template <typename ConvolutionLayer, typename DirectConvolutionLayer, typename GEMMConvolutionLayer, typename WinogradConvolutionLayer> |
| 90 | Status validate_convolution_layer(ConvolutionLayerNode &node) |
| 91 | { |
| 92 | ARM_COMPUTE_LOG_GRAPH_VERBOSE("Validating ConvolutionLayer node with ID : " << node.id() << " and Name: " << node.name() << std::endl); |
| 93 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_inputs() != 3); |
| 94 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_outputs() != 1); |
| 95 | |
| 96 | // Extract IO and info |
Giorgio Arena | bb54e4e | 2018-04-05 17:20:34 +0100 | [diff] [blame] | 97 | arm_compute::ITensorInfo *input = get_backing_tensor_info(node.input(0)); |
| 98 | arm_compute::ITensorInfo *weights = get_backing_tensor_info(node.input(1)); |
| 99 | arm_compute::ITensorInfo *biases = get_backing_tensor_info(node.input(2)); |
| 100 | arm_compute::ITensorInfo *output = get_backing_tensor_info(node.output(0)); |
| 101 | |
| 102 | if(is_data_type_quantized_asymmetric(input->data_type())) |
| 103 | { |
| 104 | biases->set_data_type(DataType::S32); |
| 105 | } |
| 106 | |
| 107 | const PadStrideInfo conv_info = node.convolution_info(); |
| 108 | const ConvolutionMethod conv_algorithm = node.convolution_method(); |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 109 | const bool fast_math = node.fast_math_hint() == FastMathHint::Enabled; |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 110 | |
| 111 | // Validate function |
| 112 | Status status{}; |
| 113 | switch(conv_algorithm) |
| 114 | { |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 115 | case ConvolutionMethod::Direct: |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 116 | status = DirectConvolutionLayer::validate(input, weights, biases, output, conv_info); |
| 117 | break; |
| 118 | case ConvolutionMethod::GEMM: |
| 119 | status = GEMMConvolutionLayer::validate(input, weights, biases, output, conv_info); |
| 120 | break; |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 121 | case ConvolutionMethod::Winograd: |
| 122 | status = WinogradConvolutionLayer::validate(input, weights, biases, output, conv_info, ActivationLayerInfo(), fast_math); |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 123 | break; |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 124 | case ConvolutionMethod::Default: |
Georgios Pinitas | 54d6fae | 2018-05-10 15:50:14 +0100 | [diff] [blame] | 125 | status = ConvolutionLayer::validate(input, weights, biases, output, conv_info); |
| 126 | break; |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 127 | default: |
| 128 | break; |
| 129 | } |
| 130 | |
| 131 | // If validation fails try the Default approach |
Georgios Pinitas | 54d6fae | 2018-05-10 15:50:14 +0100 | [diff] [blame] | 132 | if(!bool(status)) |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 133 | { |
Giorgio Arena | 59631a1 | 2018-05-02 13:59:04 +0100 | [diff] [blame] | 134 | status = ConvolutionLayer::validate(input, weights, biases, output, conv_info /*, fast_math*/); |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 135 | if(bool(status)) |
| 136 | { |
| 137 | ARM_COMPUTE_LOG_GRAPH_INFO("Switched ConvolutionLayer method of node with ID : " |
| 138 | << node.id() << " and Name: " << node.name() << std::endl); |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 139 | node.set_convolution_method(ConvolutionMethod::Default); |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 140 | } |
| 141 | } |
| 142 | |
| 143 | return status; |
| 144 | } |
| 145 | |
| 146 | /** Validates a Depthwise Convolution layer node |
| 147 | * |
| 148 | * @tparam DepthwiseConvolutionLayer Default Depthwise Convolution layer type |
| 149 | * @tparam DepthwiseConvolutionLayer3x3 Optimized 3x3 Depthwise Convolution layer type |
| 150 | * |
| 151 | * @param[in] node Node to validate |
| 152 | * |
| 153 | * @return Status |
| 154 | */ |
| 155 | template <typename DepthwiseConvolutionLayer, typename DepthwiseConvolutionLayer3x3> |
| 156 | Status validate_depthwise_convolution_layer(DepthwiseConvolutionLayerNode &node) |
| 157 | { |
| 158 | ARM_COMPUTE_LOG_GRAPH_VERBOSE("Validating DepthwiseConvolutionLayer node with ID : " << node.id() << " and Name: " << node.name() << std::endl); |
| 159 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_inputs() != 3); |
| 160 | ARM_COMPUTE_RETURN_ERROR_ON(node.num_outputs() != 1); |
| 161 | |
| 162 | // Extract IO and info |
| 163 | arm_compute::ITensorInfo *weights = detail::get_backing_tensor_info(node.input(1)); |
| 164 | const DepthwiseConvolutionMethod dwc_algorithm = node.depthwise_convolution_method(); |
| 165 | ARM_COMPUTE_ERROR_ON(weights == nullptr); |
| 166 | |
| 167 | // TODO (geopin01) : Switch when validation is implemented |
| 168 | // Validate function |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 169 | if((dwc_algorithm == DepthwiseConvolutionMethod::Optimized3x3) && (weights->tensor_shape()[get_data_layout_dimension_index(weights->data_layout(), DataLayoutDimension::WIDTH)] != 3)) |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 170 | { |
| 171 | ARM_COMPUTE_LOG_GRAPH_INFO("Switched DepthwiseConvolutionLayer method of node with ID : " |
| 172 | << node.id() << " and Name: " << node.name() << std::endl); |
Georgios Pinitas | e222055 | 2018-07-20 13:23:44 +0100 | [diff] [blame] | 173 | node.set_depthwise_convolution_method(DepthwiseConvolutionMethod::Default); |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 174 | } |
| 175 | |
| 176 | return Status{}; |
| 177 | } |
| 178 | } // namespace detail |
| 179 | } // namespace backends |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 180 | } // namespace graph |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 181 | } // namespace arm_compute |
| 182 | |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 183 | #endif /* __ARM_COMPUTE_GRAPH_BACKENDS_DETAIL_VALIDATE_HELPERS_H__ */ |