John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2020 Arm Limited. |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 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 | */ |
| 24 | #include "arm_compute/graph.h" |
| 25 | |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 26 | #include "tests/NEON/Accessor.h" |
| 27 | #include "tests/validation/Validation.h" |
| 28 | #include "tests/validation/reference/FullyConnectedLayer.h" |
| 29 | #include "tests/validation/reference/Permute.h" |
| 30 | |
| 31 | #include "utils/CommonGraphOptions.h" |
| 32 | #include "utils/GraphUtils.h" |
| 33 | #include "utils/Utils.h" |
| 34 | |
| 35 | #include "ValidateExample.h" |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 36 | #include "graph_validate_utils.h" |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 37 | |
| 38 | #include <utility> |
| 39 | |
| 40 | using namespace arm_compute::utils; |
| 41 | using namespace arm_compute::graph::frontend; |
| 42 | using namespace arm_compute::graph_utils; |
| 43 | using namespace arm_compute::graph; |
| 44 | using namespace arm_compute; |
| 45 | using namespace arm_compute::test; |
| 46 | using namespace arm_compute::test::validation; |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 47 | |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 48 | namespace |
| 49 | { |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 50 | /** Fully connected command line options used to configure the graph examples |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 51 | * |
| 52 | * (Similar to common options) |
| 53 | * The options in this object get populated when "parse()" is called on the parser used to construct it. |
| 54 | * The expected workflow is: |
| 55 | * |
| 56 | * CommandLineParser parser; |
| 57 | * CommonOptions options( parser ); |
| 58 | * parser.parse(argc, argv); |
| 59 | */ |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 60 | class FullyConnectedOptions final : public CommonGraphValidateOptions |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 61 | { |
| 62 | public: |
| 63 | explicit FullyConnectedOptions(CommandLineParser &parser) noexcept |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 64 | : CommonGraphValidateOptions(parser), |
| 65 | width(parser.add_option<SimpleOption<int>>("width", 3)), |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 66 | batch(parser.add_option<SimpleOption<int>>("batch", 1)), |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 67 | input_scale(parser.add_option<SimpleOption<float>>("input_scale", 1.0f)), |
| 68 | input_offset(parser.add_option<SimpleOption<int>>("input_offset", 0)), |
| 69 | weights_scale(parser.add_option<SimpleOption<float>>("weights_scale", 1.0f)), |
| 70 | weights_offset(parser.add_option<SimpleOption<int>>("weights_offset", 0)), |
| 71 | output_scale(parser.add_option<SimpleOption<float>>("output_scale", 1.0f)), |
| 72 | output_offset(parser.add_option<SimpleOption<int>>("output_offset", 0)), |
| 73 | num_outputs(parser.add_option<SimpleOption<int>>("num_outputs", 1)), |
| 74 | input_range_low(parser.add_option<SimpleOption<uint64_t>>("input_range_low")), |
| 75 | input_range_high(parser.add_option<SimpleOption<uint64_t>>("input_range_high")), |
| 76 | weights_range_low(parser.add_option<SimpleOption<uint64_t>>("weights_range_low")), |
| 77 | weights_range_high(parser.add_option<SimpleOption<uint64_t>>("weights_range_high")) |
| 78 | { |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 79 | width->set_help("Set Input dimension width"); |
| 80 | batch->set_help("Set Input dimension batch"); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 81 | input_scale->set_help("Quantization scale from QASYMM8"); |
| 82 | input_offset->set_help("Quantization offset from QASYMM8"); |
| 83 | weights_scale->set_help("Quantization scale from QASYMM8"); |
| 84 | weights_offset->set_help("Quantization offset from QASYMM8"); |
| 85 | output_scale->set_help("Quantization scale from QASYMM8"); |
| 86 | output_offset->set_help("Quantization offset from QASYMM8"); |
| 87 | num_outputs->set_help("Number of outputs."); |
| 88 | input_range_low->set_help("Lower bound for input randomization range"); |
| 89 | input_range_high->set_help("Lower bound for input randomization range"); |
| 90 | weights_range_low->set_help("Lower bound for input randomization range"); |
| 91 | weights_range_high->set_help("Lower bound for input randomization range"); |
| 92 | } |
| 93 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 94 | /** Fill out the supplied parameters with user supplied parameters |
| 95 | * |
| 96 | * @param[out] os Output stream. |
| 97 | * @param[in] common_params Example parameters to output |
| 98 | * |
| 99 | * @return None. |
| 100 | */ |
| 101 | void consume_parameters(ExampleParams &common_params) |
| 102 | { |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 103 | common_params.input.width = width->value(); |
| 104 | common_params.input.batch = batch->value(); |
| 105 | common_params.input.quant_info = QuantizationInfo(input_scale->value(), input_offset->value()); |
| 106 | common_params.input.range_low = input_range_low->value(); |
| 107 | common_params.input.range_high = input_range_high->value(); |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 108 | |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 109 | common_params.weights.quant_info = QuantizationInfo(weights_scale->value(), weights_offset->value()); |
| 110 | common_params.weights.range_low = weights_range_low->value(); |
| 111 | common_params.weights.range_high = weights_range_high->value(); |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 112 | |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 113 | common_params.output.quant_info = QuantizationInfo(output_scale->value(), output_offset->value()); |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 114 | |
| 115 | common_params.data_type = data_type->value(); |
| 116 | common_params.fully_connected.num_outputs = num_outputs->value(); |
| 117 | } |
| 118 | |
| 119 | void print_parameters(::std::ostream &os, const ExampleParams &common_params) override |
| 120 | { |
| 121 | os << "Threads : " << common_params.common_params.threads << std::endl; |
| 122 | os << "Target : " << common_params.common_params.target << std::endl; |
| 123 | os << "Data type : " << common_params.data_type << std::endl; |
| 124 | os << "Input dimensions(X,Y, Channels, Batch) : (" << common_params.input.width << "," << common_params.input.height << "," << common_params.input.fm << "," << common_params.input.batch << ")" |
| 125 | << std::endl; |
| 126 | os << "Number of outputs : " << common_params.fully_connected.num_outputs << std::endl; |
| 127 | } |
| 128 | |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 129 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 130 | FullyConnectedOptions(const FullyConnectedOptions &) = delete; |
| 131 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 132 | FullyConnectedOptions &operator=(const FullyConnectedOptions &) = delete; |
| 133 | /** Allow instances of this class to be moved */ |
| 134 | FullyConnectedOptions(FullyConnectedOptions &&) noexcept(true) = default; |
| 135 | /** Allow instances of this class to be moved */ |
| 136 | FullyConnectedOptions &operator=(FullyConnectedOptions &&) noexcept(true) = default; |
| 137 | /** Default destructor */ |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 138 | ~FullyConnectedOptions() override = default; |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 139 | |
Michalis Spyrou | 299fdd3 | 2019-05-01 13:03:59 +0100 | [diff] [blame] | 140 | private: |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 141 | SimpleOption<int> *width; /**< Input width */ |
| 142 | SimpleOption<int> *batch; /**< Input batch */ |
| 143 | SimpleOption<float> *input_scale; /**< Input Quantization scale from QASSYMM8 */ |
| 144 | SimpleOption<int> *input_offset; /**< Input Quantization offset from QASSYMM8 */ |
| 145 | SimpleOption<float> *weights_scale; /**< Weights Quantization scale from QASSYMM8 */ |
| 146 | SimpleOption<int> *weights_offset; /**< Weights Quantization offset from QASSYMM8 */ |
| 147 | SimpleOption<float> *output_scale; /**< Output Quantization scale from QASSYMM8 */ |
| 148 | SimpleOption<int> *output_offset; /**< Output Quantization offset from QASSYMM8 */ |
| 149 | SimpleOption<int> *num_outputs; /**< Number of outputs. */ |
| 150 | SimpleOption<uint64_t> *input_range_low; /**< Lower bound for input randomization range */ |
| 151 | SimpleOption<uint64_t> *input_range_high; /**< Upper bound for input randomization range */ |
| 152 | SimpleOption<uint64_t> *weights_range_low; /**< Lower bound for weights randomization range */ |
| 153 | SimpleOption<uint64_t> *weights_range_high; /**< Upper bound for weights randomization range */ |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 154 | }; |
| 155 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 156 | /** Fully Connected Layer Graph example validation accessor class */ |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 157 | template <typename D> |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 158 | class FullyConnectedVerifyAccessor final : public VerifyAccessor<D> |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 159 | { |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 160 | using BaseClassType = VerifyAccessor<D>; |
| 161 | using BaseClassType::BaseClassType; |
| 162 | using BaseClassType::_params; |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 163 | using TBias = typename std::conditional<std::is_same<typename std::decay<D>::type, uint8_t>::value, int32_t, D>::type; |
| 164 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 165 | // Inherited methods overriden: |
| 166 | void create_tensors(arm_compute::test::SimpleTensor<D> &src, |
| 167 | arm_compute::test::SimpleTensor<D> &weights, |
| 168 | arm_compute::test::SimpleTensor<TBias> &bias, |
| 169 | ITensor &tensor) override |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 170 | { |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 171 | // Calculate Tensor shapes for verification |
| 172 | const TensorShape input_shape = TensorShape(_params.input.width, _params.input.height, _params.input.fm, _params.input.batch); |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 173 | const TensorDescriptor input_descriptor = TensorDescriptor(input_shape, _params.data_type, _params.input.quant_info); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 174 | const TensorDescriptor weights_descriptor = FullyConnectedLayerNode::compute_weights_descriptor(input_descriptor, |
| 175 | _params.fully_connected.num_outputs, |
| 176 | _params.fully_connected.info, |
| 177 | _params.weights.quant_info); |
| 178 | const TensorDescriptor output_desciptor = FullyConnectedLayerNode::compute_output_descriptor(input_descriptor, _params.fully_connected.num_outputs, _params.output.quant_info); |
| 179 | |
| 180 | //Create Input tensors |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 181 | src = SimpleTensor<D> { input_descriptor.shape, _params.data_type, 1, input_descriptor.quant_info }; |
| 182 | weights = SimpleTensor<D> { weights_descriptor.shape, _params.data_type, 1, weights_descriptor.quant_info }; |
| 183 | bias = SimpleTensor<TBias> { TensorShape(tensor.info()->tensor_shape().x()), _params.data_type, 1, _params.input.quant_info }; |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 184 | } |
| 185 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 186 | TensorShape output_shape(ITensor &tensor) override |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 187 | { |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 188 | ARM_COMPUTE_UNUSED(tensor); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 189 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 190 | const TensorShape input_shape = TensorShape(_params.input.width, _params.input.height, _params.input.fm, _params.input.batch); |
| 191 | const TensorDescriptor input_descriptor = TensorDescriptor(input_shape, _params.data_type, _params.input.quant_info); |
| 192 | const TensorDescriptor output_desciptor = FullyConnectedLayerNode::compute_output_descriptor(input_descriptor, _params.fully_connected.num_outputs, _params.output.quant_info); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 193 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 194 | return output_desciptor.shape; |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 195 | } |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 196 | |
| 197 | arm_compute::test::SimpleTensor<D> reference(arm_compute::test::SimpleTensor<D> &src, |
| 198 | arm_compute::test::SimpleTensor<D> &weights, |
| 199 | arm_compute::test::SimpleTensor<TBias> &bias, |
| 200 | const arm_compute::TensorShape &output_shape) override |
| 201 | { |
| 202 | return reference::fully_connected_layer<D>(src, weights, bias, output_shape, _params.output.quant_info); |
| 203 | } |
| 204 | |
| 205 | float relative_tolerance() override |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 206 | { |
| 207 | const std::map<arm_compute::graph::Target, const std::map<DataType, float>> relative_tolerance |
| 208 | { |
| 209 | { |
| 210 | arm_compute::graph::Target::CL, |
| 211 | { { DataType::F16, 0.2f }, |
| 212 | { DataType::F32, 0.05f }, |
| 213 | { DataType::QASYMM8, 1.0f } |
| 214 | } |
| 215 | }, |
| 216 | { |
| 217 | arm_compute::graph::Target::NEON, |
| 218 | { { DataType::F16, 0.2f }, |
| 219 | { DataType::F32, 0.01f }, |
| 220 | { DataType::QASYMM8, 1.0f } |
| 221 | } |
| 222 | } |
| 223 | }; |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 224 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 225 | return relative_tolerance.at(_params.common_params.target).at(_params.data_type); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 226 | } |
| 227 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 228 | float absolute_tolerance() override |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 229 | { |
| 230 | const std::map<Target, const std::map<DataType, float>> absolute_tolerance |
| 231 | { |
| 232 | { |
| 233 | Target::CL, |
| 234 | { { DataType::F16, 0.0f }, |
| 235 | { DataType::F32, 0.0001f }, |
| 236 | { DataType::QASYMM8, 1.0f } |
| 237 | } |
| 238 | }, |
| 239 | { |
| 240 | Target::NEON, |
| 241 | { { DataType::F16, 0.3f }, |
| 242 | { DataType::F32, 0.1f }, |
| 243 | { DataType::QASYMM8, 1.0f } |
| 244 | } |
| 245 | } |
| 246 | }; |
| 247 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 248 | return absolute_tolerance.at(_params.common_params.target).at(_params.data_type); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 249 | } |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 250 | |
| 251 | float tolerance_number() override |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 252 | { |
| 253 | const std::map<Target, const std::map<DataType, float>> absolute_tolerance |
| 254 | { |
| 255 | { |
| 256 | Target::CL, |
| 257 | { { DataType::F16, 0.07f }, |
| 258 | { DataType::F32, 0.07f }, |
| 259 | { DataType::QASYMM8, 0.0f } |
| 260 | } |
| 261 | }, |
| 262 | { |
| 263 | Target::NEON, |
| 264 | { { DataType::F16, 0.07f }, |
| 265 | { DataType::F32, 0.0f }, |
| 266 | { DataType::QASYMM8, 0.0f } |
| 267 | } |
| 268 | } |
| 269 | }; |
| 270 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 271 | return absolute_tolerance.at(_params.common_params.target).at(_params.data_type); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 272 | } |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 273 | }; |
| 274 | |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 275 | } // namespace |
| 276 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 277 | class GraphFullyConnectedValidateExample final : public GraphValidateExample<FullyConnectedLayer, FullyConnectedOptions, FullyConnectedVerifyAccessor> |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 278 | { |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 279 | using GraphValidateExample::graph; |
| 280 | |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 281 | public: |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 282 | GraphFullyConnectedValidateExample() |
| 283 | : GraphValidateExample("Fully_connected Graph example") |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 284 | { |
| 285 | } |
| 286 | |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 287 | FullyConnectedLayer GraphFunctionLayer(ExampleParams ¶ms) override |
| 288 | { |
| 289 | const PixelValue lower = PixelValue(params.input.range_low, params.data_type, params.input.quant_info); |
| 290 | const PixelValue upper = PixelValue(params.input.range_high, params.data_type, params.input.quant_info); |
| 291 | |
| 292 | const PixelValue weights_lower = PixelValue(params.weights.range_low, params.data_type, params.weights.quant_info); |
| 293 | const PixelValue weights_upper = PixelValue(params.weights.range_high, params.data_type, params.weights.quant_info); |
| 294 | |
| 295 | return FullyConnectedLayer(params.fully_connected.num_outputs, |
| 296 | get_random_accessor(weights_lower, weights_upper, 1), |
| 297 | get_random_accessor(lower, upper, 2), |
| 298 | params.fully_connected.info, params.weights.quant_info, params.output.quant_info); |
| 299 | } |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 300 | }; |
| 301 | |
| 302 | /** Main program for Graph fully_connected test |
| 303 | * |
| 304 | * @param[in] argc Number of arguments |
| 305 | * @param[in] argv Arguments ( Input dimensions [width, batch] |
| 306 | * Fully connected [num_outputs,type] |
| 307 | * Verification[tolerance_number,absolute_tolerance,relative_tolerance] ) |
| 308 | * |
| 309 | */ |
| 310 | int main(int argc, char **argv) |
| 311 | { |
John Kesapides | 8d94269 | 2019-02-26 14:52:12 +0000 | [diff] [blame] | 312 | return arm_compute::utils::run_example<GraphFullyConnectedValidateExample>(argc, argv); |
John Kesapides | 341b218 | 2019-02-22 10:05:29 +0000 | [diff] [blame] | 313 | } |