telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
Sadik Armagan | a9c2ce1 | 2020-07-14 10:02:22 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
Matteo Martincigh | c601aa6 | 2019-10-29 15:03:22 +0000 | [diff] [blame] | 5 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 6 | #pragma once |
Matteo Martincigh | c601aa6 | 2019-10-29 15:03:22 +0000 | [diff] [blame] | 7 | |
David Beck | f0b4845 | 2018-10-19 15:20:56 +0100 | [diff] [blame] | 8 | #include <armnn/ArmNN.hpp> |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 9 | #include <armnn/Logging.hpp> |
| 10 | #include <armnn/utility/Timer.hpp> |
Matteo Martincigh | c601aa6 | 2019-10-29 15:03:22 +0000 | [diff] [blame] | 11 | #include <armnn/BackendRegistry.hpp> |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 12 | #include <armnn/utility/Assert.hpp> |
Matthew Sloyan | 80c6b14 | 2020-09-08 12:00:32 +0100 | [diff] [blame] | 13 | #include <armnn/utility/NumericCast.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 14 | |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 15 | #if defined(ARMNN_SERIALIZER) |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 16 | #include "armnnDeserializer/IDeserializer.hpp" |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 17 | #endif |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 18 | #if defined(ARMNN_TF_LITE_PARSER) |
David Beck | f0b4845 | 2018-10-19 15:20:56 +0100 | [diff] [blame] | 19 | #include <armnnTfLiteParser/ITfLiteParser.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 20 | #endif |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 21 | #if defined(ARMNN_ONNX_PARSER) |
David Beck | f0b4845 | 2018-10-19 15:20:56 +0100 | [diff] [blame] | 22 | #include <armnnOnnxParser/IOnnxParser.hpp> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 23 | #endif |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 25 | #include <Filesystem.hpp> |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 26 | #include <HeapProfiling.hpp> |
Jim Flynn | 2fd6100 | 2019-05-03 12:54:26 +0100 | [diff] [blame] | 27 | #include <TensorIOUtils.hpp> |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 28 | |
David Monahan | a8837bf | 2020-04-16 10:01:56 +0100 | [diff] [blame] | 29 | #include "armnn/utility/StringUtils.hpp" |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 30 | #include <boost/exception/exception.hpp> |
| 31 | #include <boost/exception/diagnostic_information.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 32 | #include <boost/program_options.hpp> |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 33 | #include <boost/variant.hpp> |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 34 | #include <fmt/format.h> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 35 | |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 36 | #include <algorithm> |
| 37 | #include <iterator> |
Aron Virginas-Tar | 5cc8e56 | 2018-10-23 15:14:46 +0100 | [diff] [blame] | 38 | #include <fstream> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 39 | #include <map> |
| 40 | #include <string> |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 41 | #include <vector> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 42 | #include <type_traits> |
| 43 | |
Aron Virginas-Tar | 5cc8e56 | 2018-10-23 15:14:46 +0100 | [diff] [blame] | 44 | namespace |
| 45 | { |
| 46 | |
| 47 | inline bool CheckRequestedBackendsAreValid(const std::vector<armnn::BackendId>& backendIds, |
| 48 | armnn::Optional<std::string&> invalidBackendIds = armnn::EmptyOptional()) |
| 49 | { |
| 50 | if (backendIds.empty()) |
| 51 | { |
| 52 | return false; |
| 53 | } |
| 54 | |
| 55 | armnn::BackendIdSet validBackendIds = armnn::BackendRegistryInstance().GetBackendIds(); |
| 56 | |
| 57 | bool allValid = true; |
| 58 | for (const auto& backendId : backendIds) |
| 59 | { |
| 60 | if (std::find(validBackendIds.begin(), validBackendIds.end(), backendId) == validBackendIds.end()) |
| 61 | { |
| 62 | allValid = false; |
| 63 | if (invalidBackendIds) |
| 64 | { |
| 65 | if (!invalidBackendIds.value().empty()) |
| 66 | { |
| 67 | invalidBackendIds.value() += ", "; |
| 68 | } |
| 69 | invalidBackendIds.value() += backendId; |
| 70 | } |
| 71 | } |
| 72 | } |
| 73 | return allValid; |
| 74 | } |
| 75 | |
| 76 | } // anonymous namespace |
| 77 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 78 | namespace InferenceModelInternal |
| 79 | { |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 80 | using BindingPointInfo = armnn::BindingPointInfo; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 81 | |
| 82 | using QuantizationParams = std::pair<float,int32_t>; |
| 83 | |
| 84 | struct Params |
| 85 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 86 | std::string m_ModelPath; |
| 87 | std::vector<std::string> m_InputBindings; |
| 88 | std::vector<armnn::TensorShape> m_InputShapes; |
| 89 | std::vector<std::string> m_OutputBindings; |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 90 | std::vector<armnn::BackendId> m_ComputeDevices; |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 91 | std::string m_DynamicBackendsPath; |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 92 | size_t m_SubgraphId; |
| 93 | bool m_IsModelBinary; |
| 94 | bool m_VisualizePostOptimizationModel; |
| 95 | bool m_EnableFp16TurboMode; |
Narumol Prangnawarat | d8cc811 | 2020-03-24 13:54:05 +0000 | [diff] [blame] | 96 | bool m_EnableBf16TurboMode; |
Matthew Jackson | 54658b9 | 2019-08-27 15:35:59 +0100 | [diff] [blame] | 97 | bool m_PrintIntermediateLayers; |
Derek Lamberti | 132563c | 2019-12-02 16:06:40 +0000 | [diff] [blame] | 98 | bool m_ParseUnsupported; |
Sadik Armagan | a9c2ce1 | 2020-07-14 10:02:22 +0100 | [diff] [blame] | 99 | bool m_InferOutputShape; |
Sadik Armagan | a25886e | 2020-09-15 17:17:08 +0100 | [diff] [blame] | 100 | bool m_EnableFastMath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 101 | |
| 102 | Params() |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 103 | : m_ComputeDevices{} |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 104 | , m_SubgraphId(0) |
| 105 | , m_IsModelBinary(true) |
| 106 | , m_VisualizePostOptimizationModel(false) |
| 107 | , m_EnableFp16TurboMode(false) |
Narumol Prangnawarat | d8cc811 | 2020-03-24 13:54:05 +0000 | [diff] [blame] | 108 | , m_EnableBf16TurboMode(false) |
Matthew Jackson | 54658b9 | 2019-08-27 15:35:59 +0100 | [diff] [blame] | 109 | , m_PrintIntermediateLayers(false) |
Derek Lamberti | 132563c | 2019-12-02 16:06:40 +0000 | [diff] [blame] | 110 | , m_ParseUnsupported(false) |
Sadik Armagan | a9c2ce1 | 2020-07-14 10:02:22 +0100 | [diff] [blame] | 111 | , m_InferOutputShape(false) |
Sadik Armagan | a25886e | 2020-09-15 17:17:08 +0100 | [diff] [blame] | 112 | , m_EnableFastMath(false) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 113 | {} |
| 114 | }; |
| 115 | |
| 116 | } // namespace InferenceModelInternal |
| 117 | |
| 118 | template <typename IParser> |
| 119 | struct CreateNetworkImpl |
| 120 | { |
| 121 | public: |
| 122 | using Params = InferenceModelInternal::Params; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 123 | |
| 124 | static armnn::INetworkPtr Create(const Params& params, |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 125 | std::vector<armnn::BindingPointInfo>& inputBindings, |
| 126 | std::vector<armnn::BindingPointInfo>& outputBindings) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 127 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 128 | const std::string& modelPath = params.m_ModelPath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 129 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 130 | // Create a network from a file on disk |
| 131 | auto parser(IParser::Create()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 132 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 133 | std::map<std::string, armnn::TensorShape> inputShapes; |
| 134 | if (!params.m_InputShapes.empty()) |
| 135 | { |
| 136 | const size_t numInputShapes = params.m_InputShapes.size(); |
| 137 | const size_t numInputBindings = params.m_InputBindings.size(); |
| 138 | if (numInputShapes < numInputBindings) |
| 139 | { |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 140 | throw armnn::Exception(fmt::format( |
| 141 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 142 | numInputBindings, numInputShapes)); |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 143 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 144 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 145 | for (size_t i = 0; i < numInputShapes; i++) |
| 146 | { |
| 147 | inputShapes[params.m_InputBindings[i]] = params.m_InputShapes[i]; |
| 148 | } |
| 149 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 150 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 151 | std::vector<std::string> requestedOutputs = params.m_OutputBindings; |
| 152 | armnn::INetworkPtr network{nullptr, [](armnn::INetwork *){}}; |
| 153 | |
| 154 | { |
| 155 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 156 | // Handle text and binary input differently by calling the corresponding parser function |
| 157 | network = (params.m_IsModelBinary ? |
| 158 | parser->CreateNetworkFromBinaryFile(modelPath.c_str(), inputShapes, requestedOutputs) : |
| 159 | parser->CreateNetworkFromTextFile(modelPath.c_str(), inputShapes, requestedOutputs)); |
| 160 | } |
| 161 | |
| 162 | for (const std::string& inputLayerName : params.m_InputBindings) |
| 163 | { |
| 164 | inputBindings.push_back(parser->GetNetworkInputBindingInfo(inputLayerName)); |
| 165 | } |
| 166 | |
| 167 | for (const std::string& outputLayerName : params.m_OutputBindings) |
| 168 | { |
| 169 | outputBindings.push_back(parser->GetNetworkOutputBindingInfo(outputLayerName)); |
| 170 | } |
| 171 | |
| 172 | return network; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 173 | } |
| 174 | }; |
| 175 | |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 176 | #if defined(ARMNN_SERIALIZER) |
| 177 | template <> |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 178 | struct CreateNetworkImpl<armnnDeserializer::IDeserializer> |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 179 | { |
| 180 | public: |
Derek Lamberti | 0028d1b | 2019-02-20 13:57:42 +0000 | [diff] [blame] | 181 | using IParser = armnnDeserializer::IDeserializer; |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 182 | using Params = InferenceModelInternal::Params; |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 183 | |
| 184 | static armnn::INetworkPtr Create(const Params& params, |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 185 | std::vector<armnn::BindingPointInfo>& inputBindings, |
| 186 | std::vector<armnn::BindingPointInfo>& outputBindings) |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 187 | { |
| 188 | auto parser(IParser::Create()); |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 189 | ARMNN_ASSERT(parser); |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 190 | |
| 191 | armnn::INetworkPtr network{nullptr, [](armnn::INetwork *){}}; |
| 192 | |
| 193 | { |
| 194 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
Derek Lamberti | 2b183fb | 2019-02-18 16:36:57 +0000 | [diff] [blame] | 195 | |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 196 | std::error_code errorCode; |
| 197 | fs::path pathToFile(params.m_ModelPath); |
| 198 | if (!fs::exists(pathToFile, errorCode)) |
Derek Lamberti | 2b183fb | 2019-02-18 16:36:57 +0000 | [diff] [blame] | 199 | { |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 200 | throw armnn::FileNotFoundException(fmt::format("Cannot find the file ({0}) errorCode: {1} {2}", |
| 201 | params.m_ModelPath, |
| 202 | errorCode.message(), |
Derek Lamberti | 2b183fb | 2019-02-18 16:36:57 +0000 | [diff] [blame] | 203 | CHECK_LOCATION().AsString())); |
| 204 | } |
| 205 | std::ifstream file(params.m_ModelPath, std::ios::binary); |
| 206 | |
| 207 | network = parser->CreateNetworkFromBinary(file); |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 208 | } |
| 209 | |
Matthew Sloyan | 80c6b14 | 2020-09-08 12:00:32 +0100 | [diff] [blame] | 210 | unsigned int subgraphId = armnn::numeric_cast<unsigned int>(params.m_SubgraphId); |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 211 | |
| 212 | for (const std::string& inputLayerName : params.m_InputBindings) |
| 213 | { |
Derek Lamberti | 8ddae33 | 2019-02-21 16:29:43 +0000 | [diff] [blame] | 214 | armnnDeserializer::BindingPointInfo inputBinding = |
Derek Lamberti | ff05cc5 | 2019-04-26 13:05:17 +0100 | [diff] [blame] | 215 | parser->GetNetworkInputBindingInfo(subgraphId, inputLayerName); |
Derek Lamberti | 8ddae33 | 2019-02-21 16:29:43 +0000 | [diff] [blame] | 216 | inputBindings.push_back(std::make_pair(inputBinding.m_BindingId, inputBinding.m_TensorInfo)); |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 217 | } |
| 218 | |
| 219 | for (const std::string& outputLayerName : params.m_OutputBindings) |
| 220 | { |
Derek Lamberti | 8ddae33 | 2019-02-21 16:29:43 +0000 | [diff] [blame] | 221 | armnnDeserializer::BindingPointInfo outputBinding = |
Derek Lamberti | ff05cc5 | 2019-04-26 13:05:17 +0100 | [diff] [blame] | 222 | parser->GetNetworkOutputBindingInfo(subgraphId, outputLayerName); |
Derek Lamberti | 8ddae33 | 2019-02-21 16:29:43 +0000 | [diff] [blame] | 223 | outputBindings.push_back(std::make_pair(outputBinding.m_BindingId, outputBinding.m_TensorInfo)); |
Aron Virginas-Tar | 64e4ccb | 2019-02-12 11:27:53 +0000 | [diff] [blame] | 224 | } |
| 225 | |
| 226 | return network; |
| 227 | } |
| 228 | }; |
| 229 | #endif |
| 230 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 231 | #if defined(ARMNN_TF_LITE_PARSER) |
| 232 | template <> |
| 233 | struct CreateNetworkImpl<armnnTfLiteParser::ITfLiteParser> |
| 234 | { |
| 235 | public: |
| 236 | using IParser = armnnTfLiteParser::ITfLiteParser; |
| 237 | using Params = InferenceModelInternal::Params; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 238 | |
| 239 | static armnn::INetworkPtr Create(const Params& params, |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 240 | std::vector<armnn::BindingPointInfo>& inputBindings, |
| 241 | std::vector<armnn::BindingPointInfo>& outputBindings) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 242 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 243 | const std::string& modelPath = params.m_ModelPath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 244 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 245 | // Create a network from a file on disk |
Derek Lamberti | 132563c | 2019-12-02 16:06:40 +0000 | [diff] [blame] | 246 | IParser::TfLiteParserOptions options; |
| 247 | options.m_StandInLayerForUnsupported = params.m_ParseUnsupported; |
Sadik Armagan | a9c2ce1 | 2020-07-14 10:02:22 +0100 | [diff] [blame] | 248 | options.m_InferAndValidate = params.m_InferOutputShape; |
Derek Lamberti | 132563c | 2019-12-02 16:06:40 +0000 | [diff] [blame] | 249 | auto parser(IParser::Create(options)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 250 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 251 | armnn::INetworkPtr network{nullptr, [](armnn::INetwork *){}}; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 252 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 253 | { |
| 254 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 255 | network = parser->CreateNetworkFromBinaryFile(modelPath.c_str()); |
| 256 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 257 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 258 | for (const std::string& inputLayerName : params.m_InputBindings) |
| 259 | { |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 260 | armnn::BindingPointInfo inputBinding = |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 261 | parser->GetNetworkInputBindingInfo(params.m_SubgraphId, inputLayerName); |
| 262 | inputBindings.push_back(inputBinding); |
| 263 | } |
| 264 | |
| 265 | for (const std::string& outputLayerName : params.m_OutputBindings) |
| 266 | { |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 267 | armnn::BindingPointInfo outputBinding = |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 268 | parser->GetNetworkOutputBindingInfo(params.m_SubgraphId, outputLayerName); |
| 269 | outputBindings.push_back(outputBinding); |
| 270 | } |
| 271 | |
| 272 | return network; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 273 | } |
| 274 | }; |
| 275 | #endif |
| 276 | |
| 277 | #if defined(ARMNN_ONNX_PARSER) |
| 278 | template <> |
| 279 | struct CreateNetworkImpl<armnnOnnxParser::IOnnxParser> |
| 280 | { |
| 281 | public: |
| 282 | using IParser = armnnOnnxParser::IOnnxParser; |
| 283 | using Params = InferenceModelInternal::Params; |
| 284 | using BindingPointInfo = InferenceModelInternal::BindingPointInfo; |
| 285 | |
| 286 | static armnn::INetworkPtr Create(const Params& params, |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 287 | std::vector<BindingPointInfo>& inputBindings, |
| 288 | std::vector<BindingPointInfo>& outputBindings) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 289 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 290 | const std::string& modelPath = params.m_ModelPath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 291 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 292 | // Create a network from a file on disk |
| 293 | auto parser(IParser::Create()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 294 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 295 | armnn::INetworkPtr network{nullptr, [](armnn::INetwork *){}}; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 296 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 297 | { |
| 298 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 299 | network = (params.m_IsModelBinary ? |
| 300 | parser->CreateNetworkFromBinaryFile(modelPath.c_str()) : |
| 301 | parser->CreateNetworkFromTextFile(modelPath.c_str())); |
| 302 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 303 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 304 | for (const std::string& inputLayerName : params.m_InputBindings) |
| 305 | { |
| 306 | BindingPointInfo inputBinding = parser->GetNetworkInputBindingInfo(inputLayerName); |
| 307 | inputBindings.push_back(inputBinding); |
| 308 | } |
| 309 | |
| 310 | for (const std::string& outputLayerName : params.m_OutputBindings) |
| 311 | { |
| 312 | BindingPointInfo outputBinding = parser->GetNetworkOutputBindingInfo(outputLayerName); |
| 313 | outputBindings.push_back(outputBinding); |
| 314 | } |
| 315 | |
| 316 | return network; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 317 | } |
| 318 | }; |
| 319 | #endif |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 320 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 321 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 322 | |
| 323 | template <typename IParser, typename TDataType> |
| 324 | class InferenceModel |
| 325 | { |
| 326 | public: |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 327 | using DataType = TDataType; |
| 328 | using Params = InferenceModelInternal::Params; |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 329 | using QuantizationParams = InferenceModelInternal::QuantizationParams; |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 330 | using TContainer = boost::variant<std::vector<float>, std::vector<int>, std::vector<unsigned char>>; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 331 | |
| 332 | struct CommandLineOptions |
| 333 | { |
| 334 | std::string m_ModelDir; |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 335 | std::vector<std::string> m_ComputeDevices; |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 336 | std::string m_DynamicBackendsPath; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 337 | bool m_VisualizePostOptimizationModel; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 338 | bool m_EnableFp16TurboMode; |
Narumol Prangnawarat | d8cc811 | 2020-03-24 13:54:05 +0000 | [diff] [blame] | 339 | bool m_EnableBf16TurboMode; |
Pablo Tello | 507f39d | 2019-04-15 15:44:39 +0100 | [diff] [blame] | 340 | std::string m_Labels; |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 341 | |
| 342 | std::vector<armnn::BackendId> GetComputeDevicesAsBackendIds() |
| 343 | { |
| 344 | std::vector<armnn::BackendId> backendIds; |
| 345 | std::copy(m_ComputeDevices.begin(), m_ComputeDevices.end(), std::back_inserter(backendIds)); |
| 346 | return backendIds; |
| 347 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 348 | }; |
| 349 | |
| 350 | static void AddCommandLineOptions(boost::program_options::options_description& desc, CommandLineOptions& options) |
| 351 | { |
| 352 | namespace po = boost::program_options; |
| 353 | |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 354 | const std::vector<std::string> defaultComputes = { "CpuAcc", "CpuRef" }; |
David Beck | f0b4845 | 2018-10-19 15:20:56 +0100 | [diff] [blame] | 355 | |
Aron Virginas-Tar | 5cc8e56 | 2018-10-23 15:14:46 +0100 | [diff] [blame] | 356 | const std::string backendsMessage = "Which device to run layers on by default. Possible choices: " |
| 357 | + armnn::BackendRegistryInstance().GetBackendIdsAsString(); |
| 358 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 359 | desc.add_options() |
| 360 | ("model-dir,m", po::value<std::string>(&options.m_ModelDir)->required(), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 361 | "Path to directory containing model files (.caffemodel/.prototxt/.tflite)") |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 362 | ("compute,c", po::value<std::vector<std::string>>(&options.m_ComputeDevices)-> |
David Monahan | a8837bf | 2020-04-16 10:01:56 +0100 | [diff] [blame] | 363 | default_value(defaultComputes, armnn::stringUtils::StringConcat(defaultComputes, ", "))-> |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 364 | multitoken(), backendsMessage.c_str()) |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 365 | ("dynamic-backends-path,b", po::value(&options.m_DynamicBackendsPath), |
| 366 | "Path where to load any available dynamic backend from. " |
| 367 | "If left empty (the default), dynamic backends will not be used.") |
Pablo Tello | 507f39d | 2019-04-15 15:44:39 +0100 | [diff] [blame] | 368 | ("labels,l", po::value<std::string>(&options.m_Labels), |
| 369 | "Text file containing one image filename - correct label pair per line, " |
| 370 | "used to test the accuracy of the network.") |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 371 | ("visualize-optimized-model,v", |
| 372 | po::value<bool>(&options.m_VisualizePostOptimizationModel)->default_value(false), |
| 373 | "Produce a dot file useful for visualizing the graph post optimization." |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 374 | "The file will have the same name as the model with the .dot extention.") |
| 375 | ("fp16-turbo-mode", po::value<bool>(&options.m_EnableFp16TurboMode)->default_value(false), |
| 376 | "If this option is enabled FP32 layers, weights and biases will be converted " |
Narumol Prangnawarat | d8cc811 | 2020-03-24 13:54:05 +0000 | [diff] [blame] | 377 | "to FP16 where the backend supports it.") |
| 378 | ("bf16-turbo-mode", po::value<bool>(&options.m_EnableBf16TurboMode)->default_value(false), |
| 379 | "If this option is enabled FP32 layers, weights and biases will be converted " |
| 380 | "to BF16 where the backend supports it."); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 381 | } |
| 382 | |
Matthew Bentham | 3e68b97 | 2019-04-09 13:10:46 +0100 | [diff] [blame] | 383 | InferenceModel(const Params& params, |
| 384 | bool enableProfiling, |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 385 | const std::string& dynamicBackendsPath, |
Matthew Bentham | 3e68b97 | 2019-04-09 13:10:46 +0100 | [diff] [blame] | 386 | const std::shared_ptr<armnn::IRuntime>& runtime = nullptr) |
| 387 | : m_EnableProfiling(enableProfiling) |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 388 | , m_DynamicBackendsPath(dynamicBackendsPath) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 389 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 390 | if (runtime) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 391 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 392 | m_Runtime = runtime; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 393 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 394 | else |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 395 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 396 | armnn::IRuntime::CreationOptions options; |
Nina Drozd | 549ae37 | 2018-09-10 14:26:44 +0100 | [diff] [blame] | 397 | options.m_EnableGpuProfiling = m_EnableProfiling; |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 398 | options.m_DynamicBackendsPath = m_DynamicBackendsPath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 399 | m_Runtime = std::move(armnn::IRuntime::Create(options)); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 400 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 401 | |
Aron Virginas-Tar | 5cc8e56 | 2018-10-23 15:14:46 +0100 | [diff] [blame] | 402 | std::string invalidBackends; |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 403 | if (!CheckRequestedBackendsAreValid(params.m_ComputeDevices, armnn::Optional<std::string&>(invalidBackends))) |
Aron Virginas-Tar | 5cc8e56 | 2018-10-23 15:14:46 +0100 | [diff] [blame] | 404 | { |
| 405 | throw armnn::Exception("Some backend IDs are invalid: " + invalidBackends); |
| 406 | } |
| 407 | |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 408 | const auto parsing_start_time = armnn::GetTimeNow(); |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 409 | armnn::INetworkPtr network = CreateNetworkImpl<IParser>::Create(params, m_InputBindings, m_OutputBindings); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 410 | |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 411 | ARMNN_LOG(info) << "Network parsing time: " << std::setprecision(2) |
| 412 | << std::fixed << armnn::GetTimeDuration(parsing_start_time).count() << " ms\n"; |
| 413 | |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 414 | armnn::IOptimizedNetworkPtr optNet{nullptr, [](armnn::IOptimizedNetwork*){}}; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 415 | { |
| 416 | ARMNN_SCOPED_HEAP_PROFILING("Optimizing"); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 417 | |
| 418 | armnn::OptimizerOptions options; |
| 419 | options.m_ReduceFp32ToFp16 = params.m_EnableFp16TurboMode; |
Narumol Prangnawarat | d8cc811 | 2020-03-24 13:54:05 +0000 | [diff] [blame] | 420 | options.m_ReduceFp32ToBf16 = params.m_EnableBf16TurboMode; |
Matthew Jackson | 54658b9 | 2019-08-27 15:35:59 +0100 | [diff] [blame] | 421 | options.m_Debug = params.m_PrintIntermediateLayers; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 422 | |
Sadik Armagan | a25886e | 2020-09-15 17:17:08 +0100 | [diff] [blame] | 423 | armnn::BackendOptions gpuAcc("GpuAcc", |
| 424 | { |
| 425 | { "FastMathEnabled", params.m_EnableFastMath } |
| 426 | }); |
| 427 | armnn::BackendOptions cpuAcc("CpuAcc", |
| 428 | { |
| 429 | { "FastMathEnabled", params.m_EnableFastMath } |
| 430 | }); |
| 431 | options.m_ModelOptions.push_back(gpuAcc); |
| 432 | options.m_ModelOptions.push_back(cpuAcc); |
| 433 | |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 434 | const auto optimization_start_time = armnn::GetTimeNow(); |
Aron Virginas-Tar | 339bcae | 2019-01-31 16:44:26 +0000 | [diff] [blame] | 435 | optNet = armnn::Optimize(*network, params.m_ComputeDevices, m_Runtime->GetDeviceSpec(), options); |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 436 | |
| 437 | ARMNN_LOG(info) << "Optimization time: " << std::setprecision(2) |
| 438 | << std::fixed << armnn::GetTimeDuration(optimization_start_time).count() << " ms\n"; |
| 439 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 440 | if (!optNet) |
| 441 | { |
| 442 | throw armnn::Exception("Optimize returned nullptr"); |
| 443 | } |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 444 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 445 | |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 446 | if (params.m_VisualizePostOptimizationModel) |
| 447 | { |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 448 | fs::path filename = params.m_ModelPath; |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 449 | filename.replace_extension("dot"); |
Rob Hughes | 9e10c2b | 2019-07-23 15:37:19 +0100 | [diff] [blame] | 450 | std::fstream file(filename.c_str(), std::ios_base::out); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 451 | optNet->SerializeToDot(file); |
| 452 | } |
| 453 | |
| 454 | armnn::Status ret; |
| 455 | { |
| 456 | ARMNN_SCOPED_HEAP_PROFILING("LoadNetwork"); |
| 457 | ret = m_Runtime->LoadNetwork(m_NetworkIdentifier, std::move(optNet)); |
| 458 | } |
| 459 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 460 | if (ret == armnn::Status::Failure) |
| 461 | { |
| 462 | throw armnn::Exception("IRuntime::LoadNetwork failed"); |
| 463 | } |
| 464 | } |
| 465 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 466 | void CheckInputIndexIsValid(unsigned int inputIndex) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 467 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 468 | if (m_InputBindings.size() < inputIndex + 1) |
| 469 | { |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 470 | throw armnn::Exception(fmt::format("Input index out of range: {}", inputIndex)); |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 471 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 472 | } |
| 473 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 474 | void CheckOutputIndexIsValid(unsigned int outputIndex) const |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 475 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 476 | if (m_OutputBindings.size() < outputIndex + 1) |
| 477 | { |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 478 | throw armnn::Exception(fmt::format("Output index out of range: {}", outputIndex)); |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 479 | } |
| 480 | } |
| 481 | |
Aron Virginas-Tar | c82c873 | 2019-10-24 17:07:43 +0100 | [diff] [blame] | 482 | unsigned int GetInputSize(unsigned int inputIndex = 0u) const |
| 483 | { |
| 484 | CheckInputIndexIsValid(inputIndex); |
| 485 | return m_InputBindings[inputIndex].second.GetNumElements(); |
| 486 | } |
| 487 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 488 | unsigned int GetOutputSize(unsigned int outputIndex = 0u) const |
| 489 | { |
| 490 | CheckOutputIndexIsValid(outputIndex); |
| 491 | return m_OutputBindings[outputIndex].second.GetNumElements(); |
| 492 | } |
| 493 | |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 494 | std::chrono::duration<double, std::milli> Run( |
| 495 | const std::vector<TContainer>& inputContainers, |
| 496 | std::vector<TContainer>& outputContainers) |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 497 | { |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 498 | for (unsigned int i = 0; i < outputContainers.size(); ++i) |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 499 | { |
| 500 | const unsigned int expectedOutputDataSize = GetOutputSize(i); |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 501 | |
| 502 | boost::apply_visitor([expectedOutputDataSize, i](auto&& value) |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 503 | { |
Matthew Sloyan | 80c6b14 | 2020-09-08 12:00:32 +0100 | [diff] [blame] | 504 | const unsigned int actualOutputDataSize = armnn::numeric_cast<unsigned int>(value.size()); |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 505 | if (actualOutputDataSize < expectedOutputDataSize) |
| 506 | { |
Matthew Sloyan | 80c6b14 | 2020-09-08 12:00:32 +0100 | [diff] [blame] | 507 | unsigned int outputIndex = i; |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 508 | throw armnn::Exception( |
James Ward | 08f4016 | 2020-09-07 16:45:07 +0100 | [diff] [blame] | 509 | fmt::format("Not enough data for output #{0}: expected " |
| 510 | "{1} elements, got {2}", outputIndex, expectedOutputDataSize, actualOutputDataSize)); |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 511 | } |
| 512 | }, |
| 513 | outputContainers[i]); |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 514 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 515 | |
| 516 | std::shared_ptr<armnn::IProfiler> profiler = m_Runtime->GetProfiler(m_NetworkIdentifier); |
| 517 | if (profiler) |
| 518 | { |
| 519 | profiler->EnableProfiling(m_EnableProfiling); |
| 520 | } |
| 521 | |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 522 | // Start timer to record inference time in EnqueueWorkload (in milliseconds) |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 523 | const auto start_time = armnn::GetTimeNow(); |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 524 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 525 | armnn::Status ret = m_Runtime->EnqueueWorkload(m_NetworkIdentifier, |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 526 | MakeInputTensors(inputContainers), |
| 527 | MakeOutputTensors(outputContainers)); |
Sadik Armagan | 2b7a158 | 2018-09-05 16:33:58 +0100 | [diff] [blame] | 528 | |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 529 | const auto duration = armnn::GetTimeDuration(start_time); |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 530 | |
Sadik Armagan | 2b7a158 | 2018-09-05 16:33:58 +0100 | [diff] [blame] | 531 | // if profiling is enabled print out the results |
| 532 | if (profiler && profiler->IsProfilingEnabled()) |
| 533 | { |
| 534 | profiler->Print(std::cout); |
| 535 | } |
| 536 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 537 | if (ret == armnn::Status::Failure) |
| 538 | { |
| 539 | throw armnn::Exception("IRuntime::EnqueueWorkload failed"); |
| 540 | } |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 541 | else |
| 542 | { |
alered01 | a7227ac | 2020-05-07 14:58:29 +0100 | [diff] [blame] | 543 | return duration; |
James Conroy | 7b4886f | 2019-04-11 10:23:58 +0100 | [diff] [blame] | 544 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 545 | } |
| 546 | |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 547 | const armnn::BindingPointInfo& GetInputBindingInfo(unsigned int inputIndex = 0u) const |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 548 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 549 | CheckInputIndexIsValid(inputIndex); |
| 550 | return m_InputBindings[inputIndex]; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 551 | } |
| 552 | |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 553 | const std::vector<armnn::BindingPointInfo>& GetInputBindingInfos() const |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 554 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 555 | return m_InputBindings; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 556 | } |
| 557 | |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 558 | const armnn::BindingPointInfo& GetOutputBindingInfo(unsigned int outputIndex = 0u) const |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 559 | { |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 560 | CheckOutputIndexIsValid(outputIndex); |
| 561 | return m_OutputBindings[outputIndex]; |
| 562 | } |
| 563 | |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 564 | const std::vector<armnn::BindingPointInfo>& GetOutputBindingInfos() const |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 565 | { |
| 566 | return m_OutputBindings; |
| 567 | } |
| 568 | |
| 569 | QuantizationParams GetQuantizationParams(unsigned int outputIndex = 0u) const |
| 570 | { |
| 571 | CheckOutputIndexIsValid(outputIndex); |
| 572 | return std::make_pair(m_OutputBindings[outputIndex].second.GetQuantizationScale(), |
| 573 | m_OutputBindings[outputIndex].second.GetQuantizationOffset()); |
| 574 | } |
| 575 | |
Narumol Prangnawarat | 4628d05 | 2019-02-25 17:26:05 +0000 | [diff] [blame] | 576 | QuantizationParams GetInputQuantizationParams(unsigned int inputIndex = 0u) const |
| 577 | { |
| 578 | CheckInputIndexIsValid(inputIndex); |
| 579 | return std::make_pair(m_InputBindings[inputIndex].second.GetQuantizationScale(), |
| 580 | m_InputBindings[inputIndex].second.GetQuantizationOffset()); |
| 581 | } |
| 582 | |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 583 | std::vector<QuantizationParams> GetAllQuantizationParams() const |
| 584 | { |
| 585 | std::vector<QuantizationParams> quantizationParams; |
| 586 | for (unsigned int i = 0u; i < m_OutputBindings.size(); i++) |
| 587 | { |
| 588 | quantizationParams.push_back(GetQuantizationParams(i)); |
| 589 | } |
| 590 | return quantizationParams; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 591 | } |
| 592 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 593 | private: |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 594 | armnn::NetworkId m_NetworkIdentifier; |
| 595 | std::shared_ptr<armnn::IRuntime> m_Runtime; |
| 596 | |
Jim Flynn | b4d7eae | 2019-05-01 14:44:27 +0100 | [diff] [blame] | 597 | std::vector<armnn::BindingPointInfo> m_InputBindings; |
| 598 | std::vector<armnn::BindingPointInfo> m_OutputBindings; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 599 | bool m_EnableProfiling; |
Matteo Martincigh | 00dda4a | 2019-08-14 11:42:30 +0100 | [diff] [blame] | 600 | std::string m_DynamicBackendsPath; |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 601 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 602 | template<typename TContainer> |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 603 | armnn::InputTensors MakeInputTensors(const std::vector<TContainer>& inputDataContainers) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 604 | { |
Jim Flynn | 2fd6100 | 2019-05-03 12:54:26 +0100 | [diff] [blame] | 605 | return armnnUtils::MakeInputTensors(m_InputBindings, inputDataContainers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 606 | } |
| 607 | |
| 608 | template<typename TContainer> |
Aron Virginas-Tar | 7cf0eaa | 2019-01-24 17:05:36 +0000 | [diff] [blame] | 609 | armnn::OutputTensors MakeOutputTensors(std::vector<TContainer>& outputDataContainers) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 610 | { |
Jim Flynn | 2fd6100 | 2019-05-03 12:54:26 +0100 | [diff] [blame] | 611 | return armnnUtils::MakeOutputTensors(m_OutputBindings, outputDataContainers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 612 | } |
Ferran Balaguer | c602f29 | 2019-02-08 17:09:55 +0000 | [diff] [blame] | 613 | }; |