telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | 93e4898 | 2018-09-05 13:05:09 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 4 | // |
| 5 | |
| 6 | #define LOG_TAG "ArmnnDriver" |
| 7 | |
| 8 | #include "ModelToINetworkConverter.hpp" |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 9 | |
| 10 | #include <log/log.h> |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 11 | |
surmeh01 | 49b9e10 | 2018-05-17 14:11:25 +0100 | [diff] [blame] | 12 | namespace armnn_driver |
| 13 | { |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame] | 14 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 15 | template<typename HalPolicy> |
Nattapat Chaimanowong | d5fd976 | 2019-04-04 13:33:10 +0100 | [diff] [blame] | 16 | ModelToINetworkConverter<HalPolicy>::ModelToINetworkConverter(const std::vector<armnn::BackendId>& backends, |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame] | 17 | const HalModel& model, |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 18 | const std::set<unsigned int>& forcedUnsupportedOperations) |
Nattapat Chaimanowong | d5fd976 | 2019-04-04 13:33:10 +0100 | [diff] [blame] | 19 | : m_Data(backends) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 20 | , m_Model(model) |
| 21 | , m_ForcedUnsupportedOperations(forcedUnsupportedOperations) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 22 | , m_ConversionResult(ConversionResult::Success) |
| 23 | { |
| 24 | try |
| 25 | { |
| 26 | Convert(); |
| 27 | } |
Derek Lamberti | b9cb844 | 2019-11-28 13:34:48 +0000 | [diff] [blame] | 28 | catch (std::exception& e) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 29 | { |
| 30 | m_ConversionResult = ConversionResult::UnsupportedFeature; |
| 31 | ALOGE("%s: Unexpected exception: %s", __func__, e.what()); |
| 32 | assert(false); |
| 33 | } |
| 34 | } |
| 35 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 36 | template<typename HalPolicy> |
| 37 | void ModelToINetworkConverter<HalPolicy>::Convert() |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 38 | { |
Sadik Armagan | 44bcc02 | 2019-06-18 17:21:36 +0100 | [diff] [blame] | 39 | using HalModel = typename HalPolicy::Model; |
| 40 | using HalOperand = typename HalPolicy::Operand; |
| 41 | using HalOperandType = typename HalPolicy::OperandType; |
Matteo Martincigh | e48bdff | 2018-09-03 13:50:50 +0100 | [diff] [blame] | 42 | |
arovir01 | a15dc11 | 2018-09-03 17:12:56 +0100 | [diff] [blame] | 43 | ALOGV("ModelToINetworkConverter::Convert(): %s", GetModelSummary<HalModel>(m_Model).c_str()); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 44 | |
| 45 | // map the memory pool into shared pointers |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 46 | m_Data.m_MemPools.clear(); |
| 47 | if (!setRunTimePoolInfosFromHidlMemories(&m_Data.m_MemPools, m_Model.pools)) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 48 | { |
| 49 | Fail("%s: Setting of run time pool infos from Hidl Memories has failed.", __func__); |
| 50 | m_ConversionResult = ConversionResult::ErrorMappingPools; |
| 51 | return; |
| 52 | } |
| 53 | |
| 54 | uint32_t totalPoolSize = 0; |
| 55 | for (auto&& pool : m_Model.pools) |
| 56 | { |
| 57 | totalPoolSize += pool.size(); |
| 58 | } |
| 59 | |
| 60 | // Create armnn::INetwork |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 61 | m_Data.m_Network = armnn::INetwork::Create(); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 62 | |
| 63 | // add operations to it |
| 64 | // track which layer outputs each operand |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 65 | m_Data.m_OutputSlotForOperand = std::vector<armnn::IOutputSlot*>(m_Model.operands.size(), nullptr); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 66 | |
| 67 | try |
| 68 | { |
| 69 | for (uint32_t i = 0; i < m_Model.inputIndexes.size(); i++) |
| 70 | { |
| 71 | // inputs in android nn are represented by operands |
| 72 | uint32_t inputIndex = m_Model.inputIndexes[i]; |
Sadik Armagan | 44bcc02 | 2019-06-18 17:21:36 +0100 | [diff] [blame] | 73 | const HalOperand& operand = m_Model.operands[inputIndex]; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 74 | const armnn::TensorInfo& tensor = GetTensorInfoForOperand(operand); |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 75 | armnn::IConnectableLayer* layer = m_Data.m_Network->AddInputLayer(i); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 76 | |
| 77 | armnn::IOutputSlot& outputSlot = layer->GetOutputSlot(0); |
| 78 | outputSlot.SetTensorInfo(GetTensorInfoForOperand(operand)); |
| 79 | |
| 80 | // store for later layers |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 81 | m_Data.m_OutputSlotForOperand[inputIndex] = &outputSlot; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 82 | } |
| 83 | } |
Sadik Armagan | 44bcc02 | 2019-06-18 17:21:36 +0100 | [diff] [blame] | 84 | catch (UnsupportedOperand<HalOperandType>& e) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 85 | { |
| 86 | Fail("%s: Operand type %s not supported in ArmnnDriver", __func__, toString(e.m_type).c_str()); |
| 87 | m_ConversionResult = ConversionResult::UnsupportedFeature; |
| 88 | } |
| 89 | catch (const armnn::InvalidArgumentException& e) |
| 90 | { |
| 91 | Fail("%s: Failed to convert input operand to TensorShape: %s", __func__, e.what()); |
| 92 | m_ConversionResult = ConversionResult::UnsupportedFeature; |
| 93 | } |
| 94 | |
| 95 | for (uint32_t operationIdx = 0; operationIdx < m_Model.operations.size(); operationIdx++) |
| 96 | { |
| 97 | const auto& operation = m_Model.operations[operationIdx]; |
| 98 | |
| 99 | bool ok = true; |
| 100 | if (m_ForcedUnsupportedOperations.find(operationIdx) != m_ForcedUnsupportedOperations.end()) |
| 101 | { |
| 102 | Fail("%s: Operation at index %i has been forced to be unsupported.", __func__, operationIdx); |
| 103 | ok = false; |
| 104 | } |
| 105 | |
| 106 | if (ok) |
| 107 | { |
| 108 | try |
| 109 | { |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 110 | ok = HalPolicy::ConvertOperation(operation, m_Model, m_Data); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 111 | } |
Sadik Armagan | 44bcc02 | 2019-06-18 17:21:36 +0100 | [diff] [blame] | 112 | catch (UnsupportedOperand<HalOperandType>& e) |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 113 | { |
| 114 | Fail("%s: Operand type %s not supported in ArmnnDriver", __func__, toString(e.m_type).c_str()); |
| 115 | ok = false; |
| 116 | } |
| 117 | catch (const armnn::InvalidArgumentException& e) |
| 118 | { |
| 119 | Fail("%s: Failed to convert operation in %s", __func__, e.what()); |
| 120 | ok = false; |
| 121 | } |
| 122 | } |
| 123 | |
| 124 | // Store whether this operation was successfully converted. |
| 125 | m_OperationSupported.emplace(operationIdx, ok); |
| 126 | |
| 127 | // Any single operation failing will fail the entire conversion. |
| 128 | // We still need to continue and check the other ones. |
| 129 | if (!ok) |
| 130 | { |
| 131 | m_ConversionResult = ConversionResult::UnsupportedFeature; |
| 132 | } |
| 133 | } |
| 134 | try |
| 135 | { |
| 136 | if (m_ConversionResult == ConversionResult::Success) |
| 137 | { |
| 138 | for (uint32_t i = 0; i < m_Model.outputIndexes.size(); i++) |
| 139 | { |
| 140 | // outputs in android nn are represented by operands |
| 141 | uint32_t outputIndex = m_Model.outputIndexes[i]; |
Sadik Armagan | 44bcc02 | 2019-06-18 17:21:36 +0100 | [diff] [blame] | 142 | const HalOperand& operand = m_Model.operands[outputIndex]; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 143 | const armnn::TensorInfo& tensor = GetTensorInfoForOperand(operand); |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 144 | armnn::IConnectableLayer* layer = m_Data.m_Network->AddOutputLayer(i); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 145 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 146 | assert(m_Data.m_OutputSlotForOperand[outputIndex]); |
| 147 | m_Data.m_OutputSlotForOperand[outputIndex]->Connect(layer->GetInputSlot(0)); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 148 | } |
| 149 | } |
| 150 | } |
| 151 | catch (const armnn::InvalidArgumentException& e) |
| 152 | { |
| 153 | Fail("%s: Failed to convert output operand to TensorShape: %s", __func__, e.what()); |
| 154 | m_ConversionResult = ConversionResult::UnsupportedFeature; |
| 155 | } |
| 156 | } |
| 157 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 158 | template<typename HalPolicy> |
| 159 | bool ModelToINetworkConverter<HalPolicy>::IsOperationSupported(uint32_t operationIndex) const |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 160 | { |
| 161 | std::map<uint32_t, bool>::const_iterator it = m_OperationSupported.find(operationIndex); |
| 162 | assert(it != m_OperationSupported.end()); |
| 163 | return it->second; |
| 164 | } |
| 165 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 166 | /// |
| 167 | /// Class template specializations |
| 168 | /// |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 169 | |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 170 | template class ModelToINetworkConverter<hal_1_0::HalPolicy>; |
| 171 | |
Matteo Martincigh | 8b287c2 | 2018-09-07 09:25:10 +0100 | [diff] [blame] | 172 | #ifdef ARMNN_ANDROID_NN_V1_1 |
arovir01 | b0717b5 | 2018-09-05 17:03:25 +0100 | [diff] [blame] | 173 | template class ModelToINetworkConverter<hal_1_1::HalPolicy>; |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame] | 174 | #endif |
| 175 | |
Mike Kelly | b5fdf38 | 2019-06-11 16:35:25 +0100 | [diff] [blame] | 176 | #ifdef ARMNN_ANDROID_NN_V1_2 |
| 177 | template class ModelToINetworkConverter<hal_1_1::HalPolicy>; |
| 178 | template class ModelToINetworkConverter<hal_1_2::HalPolicy>; |
| 179 | #endif |
| 180 | |
Matteo Martincigh | e48bdff | 2018-09-03 13:50:50 +0100 | [diff] [blame] | 181 | } // armnn_driver |