Runtime.cpp

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//
// Copyright © 2017, 2022-2024 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
 
#include "ArmNNProfilingServiceInitialiser.hpp"
#include "Runtime.hpp"
 
#include <ProfilingOptionsConverter.hpp>
 
#include <armnn/Version.hpp>
#include <armnn/BackendRegistry.hpp>
#include <armnn/BackendHelper.hpp>
#include <armnn/Logging.hpp>
 
#include <armnn/backends/IBackendContext.hpp>
 
#include <armnn/profiling/ArmNNProfiling.hpp>
 
#include <armnn/utility/PolymorphicDowncast.hpp>
#include <armnn/utility/Timer.hpp>
 
#if !defined(ARMNN_DISABLE_DYNAMIC_BACKENDS)
#include <backendsCommon/DynamicBackendUtils.hpp>
#endif
 
#include <backendsCommon/memoryOptimizerStrategyLibrary/MemoryOptimizerStrategyLibrary.hpp>
 
#include <client/include/backends/IBackendProfiling.hpp>
 
#include <common/include/LabelsAndEventClasses.hpp>
 
#include <iostream>
 
 
using namespace armnn;
using namespace std;
 
namespace armnn
{
IRuntime::IRuntime() : pRuntimeImpl( new RuntimeImpl(armnn::IRuntime::CreationOptions())) {}
 
IRuntime::IRuntime(const IRuntime::CreationOptions& options) : pRuntimeImpl(new RuntimeImpl(options)) {}
 
IRuntime::~IRuntime() = default;
 
IRuntime* IRuntime::CreateRaw(const CreationOptions& options)
{
    return new IRuntime(options);
}
 
IRuntimePtr IRuntime::Create(const CreationOptions& options)
{
    return IRuntimePtr(CreateRaw(options), &IRuntime::Destroy);
}
 
void IRuntime::Destroy(IRuntime* runtime)
{
    delete runtime;
}
 
Status IRuntime::LoadNetwork(NetworkId& networkIdOut, IOptimizedNetworkPtr network)
{
    return pRuntimeImpl->LoadNetwork(networkIdOut, std::move(network));
}
 
Status IRuntime::LoadNetwork(NetworkId& networkIdOut,
                             IOptimizedNetworkPtr network,
                             std::string& errorMessage)
{
    return pRuntimeImpl->LoadNetwork(networkIdOut, std::move(network), errorMessage);
}
 
Status IRuntime::LoadNetwork(NetworkId& networkIdOut,
                             IOptimizedNetworkPtr network,
                             std::string& errorMessage,
                             const INetworkProperties& networkProperties)
{
    return pRuntimeImpl->LoadNetwork(networkIdOut, std::move(network), errorMessage, networkProperties);
}
 
armnn::TensorInfo IRuntime::GetInputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
{
    return pRuntimeImpl->GetInputTensorInfo(networkId, layerId);
}
 
armnn::TensorInfo IRuntime::GetOutputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
{
    return pRuntimeImpl->GetOutputTensorInfo(networkId, layerId);
}
 
std::vector<ImportedInputId> IRuntime::ImportInputs(NetworkId networkId, const InputTensors& inputTensors,
                                                    MemorySource forceImportMemorySource)
{
    return pRuntimeImpl->ImportInputs(networkId, inputTensors, forceImportMemorySource);
}
 
std::vector<ImportedOutputId> IRuntime::ImportOutputs(NetworkId networkId, const OutputTensors& outputTensors,
                                                      MemorySource forceImportMemorySource)
{
    return pRuntimeImpl->ImportOutputs(networkId, outputTensors, forceImportMemorySource);
}
 
Status IRuntime::EnqueueWorkload(NetworkId networkId,
                                 const InputTensors& inputTensors,
                                 const OutputTensors& outputTensors,
                                 std::vector<ImportedInputId> preImportedInputIds,
                                 std::vector<ImportedOutputId> preImportedOutputIds)
{
    return pRuntimeImpl->EnqueueWorkload(networkId, inputTensors, outputTensors,
                                         preImportedInputIds, preImportedOutputIds);
}
 
Status IRuntime::UnloadNetwork(NetworkId networkId)
{
    return pRuntimeImpl->UnloadNetwork(networkId);
}
 
const IDeviceSpec& IRuntime::GetDeviceSpec() const
{
    return pRuntimeImpl->GetDeviceSpec();
}
 
const std::shared_ptr<IProfiler> IRuntime::GetProfiler(NetworkId networkId) const
{
    return pRuntimeImpl->GetProfiler(networkId);
}
 
void IRuntime::RegisterDebugCallback(NetworkId networkId, const DebugCallbackFunction& func)
{
    return pRuntimeImpl->RegisterDebugCallback(networkId, func);
}
 
int RuntimeImpl::GenerateNetworkId()
{
    return m_NetworkIdCounter++;
}
 
Status RuntimeImpl::LoadNetwork(NetworkId& networkIdOut, IOptimizedNetworkPtr inNetwork)
{
    std::string ignoredErrorMessage;
    return LoadNetwork(networkIdOut, std::move(inNetwork), ignoredErrorMessage);
}
 
Status RuntimeImpl::LoadNetwork(NetworkId& networkIdOut,
                                IOptimizedNetworkPtr inNetwork,
                                std::string& errorMessage)
{
    INetworkProperties networkProperties(MemorySource::Undefined, MemorySource::Undefined);
    return LoadNetwork(networkIdOut, std::move(inNetwork), errorMessage, networkProperties);
}
 
Status RuntimeImpl::LoadNetwork(NetworkId& networkIdOut,
                                IOptimizedNetworkPtr inNetwork,
                                std::string& errorMessage,
                                const INetworkProperties& networkProperties)
{
    // Register the profiler
    auto profiler = inNetwork->GetProfiler();
    ProfilerManager::GetInstance().RegisterProfiler(profiler.get());
 
    IOptimizedNetwork* rawNetwork = inNetwork.release();
 
    networkIdOut = GenerateNetworkId();
 
    for (auto&& context : m_BackendContexts)
    {
        context.second->BeforeLoadNetwork(networkIdOut);
    }
 
    unique_ptr<LoadedNetwork> loadedNetwork = LoadedNetwork::MakeLoadedNetwork(
        std::unique_ptr<IOptimizedNetwork>(rawNetwork),
        errorMessage,
        networkProperties,
        m_ProfilingService.get());
 
    if (!loadedNetwork)
    {
        return Status::Failure;
    }
 
    {
#if !defined(ARMNN_DISABLE_THREADS)
        std::lock_guard<std::mutex> lockGuard(m_Mutex);
#endif
 
        // Stores the network
        m_LoadedNetworks[networkIdOut] = std::move(loadedNetwork);
    }
 
    for (auto&& context : m_BackendContexts)
    {
        context.second->AfterLoadNetwork(networkIdOut);
    }
 
    if (m_ProfilingService->IsProfilingEnabled())
    {
        m_ProfilingService->IncrementCounterValue(arm::pipe::NETWORK_LOADS);
    }
 
    return Status::Success;
}
 
Status RuntimeImpl::UnloadNetwork(NetworkId networkId)
{
    bool unloadOk = true;
    for (auto&& context : m_BackendContexts)
    {
        unloadOk &= context.second->BeforeUnloadNetwork(networkId);
    }
 
    if (!unloadOk)
    {
        ARMNN_LOG(warning) << "RuntimeImpl::UnloadNetwork(): failed to unload "
                              "network with ID:" << networkId << " because BeforeUnloadNetwork failed";
        return Status::Failure;
    }
 
    std::unique_ptr<arm::pipe::TimelineUtilityMethods> timelineUtils =
        arm::pipe::TimelineUtilityMethods::GetTimelineUtils(*m_ProfilingService.get());
    {
#if !defined(ARMNN_DISABLE_THREADS)
        std::lock_guard<std::mutex> lockGuard(m_Mutex);
#endif
 
        // If timeline recording is on mark the Network end of life
        if (timelineUtils)
        {
            auto search = m_LoadedNetworks.find(networkId);
            if (search != m_LoadedNetworks.end())
            {
                arm::pipe::ProfilingGuid networkGuid = search->second->GetNetworkGuid();
                timelineUtils->RecordEvent(networkGuid,
                                           arm::pipe::LabelsAndEventClasses::ARMNN_PROFILING_EOL_EVENT_CLASS);
            }
        }
 
        if (m_LoadedNetworks.erase(networkId) == 0)
        {
            ARMNN_LOG(warning) << "WARNING: RuntimeImpl::UnloadNetwork(): " << networkId << " not found!";
            return Status::Failure;
        }
 
        if (m_ProfilingService->IsProfilingEnabled())
        {
            m_ProfilingService->IncrementCounterValue(arm::pipe::NETWORK_UNLOADS);
        }
    }
 
    for (auto&& context : m_BackendContexts)
    {
        context.second->AfterUnloadNetwork(networkId);
    }
 
    // Unregister the profiler
    ProfilerManager::GetInstance().RegisterProfiler(nullptr);
 
    ARMNN_LOG(debug) << "RuntimeImpl::UnloadNetwork(): Unloaded network with ID: " << networkId;
    return Status::Success;
}
 
const std::shared_ptr<IProfiler> RuntimeImpl::GetProfiler(NetworkId networkId) const
{
    auto it = m_LoadedNetworks.find(networkId);
    if (it != m_LoadedNetworks.end())
    {
        auto& loadedNetwork = it->second;
        return loadedNetwork->GetProfiler();
    }
 
    return nullptr;
}
 
void RuntimeImpl::ReportStructure(arm::pipe::IProfilingService& profilingService)
{
    if (profilingService.IsProfilingEnabled())
    {
        LoadedNetworks::iterator it = m_LoadedNetworks.begin();
        while (it != m_LoadedNetworks.end())
        {
            auto& loadedNetwork = it->second;
            loadedNetwork->SendNetworkStructure(profilingService);
            // Increment the Iterator to point to next entry
            it++;
        }
    }
}
 
void RuntimeImpl::InitialiseProfilingService(arm::pipe::IProfilingService& profilingService)
{
    ArmNNProfilingServiceInitialiser initialiser;
    initialiser.InitialiseProfilingService(profilingService);
}
 
RuntimeImpl::RuntimeImpl(const IRuntime::CreationOptions& options)
    : m_NetworkIdCounter(0)
{
    m_ProfilingService = arm::pipe::IProfilingService::CreateProfilingService(
        arm::pipe::MAX_ARMNN_COUNTER,
        *this,
        arm::pipe::ARMNN_SOFTWARE_INFO,
        arm::pipe::ARMNN_SOFTWARE_VERSION,
        arm::pipe::ARMNN_HARDWARE_VERSION,
        *this);
    const auto start_time = armnn::GetTimeNow();
    ARMNN_LOG(info) << "ArmNN v" << ARMNN_VERSION;
    if ( options.m_ProfilingOptions.m_TimelineEnabled && !options.m_ProfilingOptions.m_EnableProfiling )
    {
        throw RuntimeException(
                "It is not possible to enable timeline reporting without profiling being enabled");
    }
#if !defined(ARMNN_DISABLE_DYNAMIC_BACKENDS)
    // Load any available/compatible dynamic backend before the runtime
    // goes through the backend registry
    LoadDynamicBackends(options.m_DynamicBackendsPath);
#endif
    armnn::BackendIdSet supportedBackends;
    for (const auto& id : BackendRegistryInstance().GetBackendIds())
    {
        // Store backend contexts for the supported ones
        try {
            auto factoryFun = BackendRegistryInstance().GetFactory(id);
 
            if (!factoryFun)
            {
                throw armnn::NullPointerException("Factory Function should not be null.");
            }
 
            auto backend = factoryFun();
 
            auto customAllocatorMapIterator = options.m_CustomAllocatorMap.find(id);
            if (customAllocatorMapIterator != options.m_CustomAllocatorMap.end() &&
                customAllocatorMapIterator->second == nullptr)
            {
#if !defined(ARMNN_DISABLE_DYNAMIC_BACKENDS)
                // We need to manually clean up  the dynamic backends before throwing an exception.
                DynamicBackendUtils::DeregisterDynamicBackends(m_DeviceSpec.GetDynamicBackends());
                m_DeviceSpec.ClearDynamicBackends();
#endif
                throw armnn::Exception("Allocator associated with id " + id.Get() + " is null");
            }
 
            // If the runtime is created in protected mode only add backends that support this mode
            if (options.m_ProtectedMode)
            {
                // check if backend supports ProtectedMode
                using BackendCapability = BackendOptions::BackendOption;
                BackendCapability protectedContentCapability {"ProtectedContentAllocation", true};
                if (!HasMatchingCapability(protectedContentCapability, id))
                {
                    // Protected Content Allocation is not supported by the backend
                    // backend should not be registered
                    ARMNN_LOG(warning) << "Backend "
                                       << id
                                       << " is not registered as does not support protected content allocation.";
                    continue;
                }
                // The user is responsible to provide a custom memory allocator which allows to allocate
                // protected memory
                if (customAllocatorMapIterator != options.m_CustomAllocatorMap.end())
                {
                    std::string err;
                    if (customAllocatorMapIterator->second->GetMemorySourceType()
                        == armnn::MemorySource::DmaBufProtected)
                    {
                        if (!backend->UseCustomMemoryAllocator(customAllocatorMapIterator->second, err))
                        {
                            ARMNN_LOG(error) << "The backend "
                                             << id
                                             << " reported an error when entering protected mode. Backend won't be"
                                             << " used. ErrorMsg: " << err;
                            continue;
                        }
                        // No errors so register the Custom Allocator with the BackendRegistry
                        BackendRegistryInstance().RegisterAllocator(id, customAllocatorMapIterator->second);
                        m_AllocatorsAddedByThisRuntime.emplace(id);
                    }
                    else
                    {
                        ARMNN_LOG(error) << "The CustomAllocator provided with the runtime options doesn't support "
                                     "protected memory. Protected mode can't be activated. The backend "
                                     << id
                                     << " is not going to be used. MemorySource must be MemorySource::DmaBufProtected";
                        continue;
                    }
                }
                else
                {
                    ARMNN_LOG(error) << "Protected mode can't be activated for backend: "
                                     << id
                                     << " no custom allocator was provided to the runtime options.";
                    continue;
                }
            }
            else
            {
                // If a custom memory allocator is provided make the backend use that instead of the default
                if (customAllocatorMapIterator != options.m_CustomAllocatorMap.end())
                {
                    std::string err;
                    if (!backend->UseCustomMemoryAllocator(customAllocatorMapIterator->second, err))
                    {
                        ARMNN_LOG(error) << "The backend "
                                         << id
                                         << " reported an error when trying to use the provided custom allocator."
                                            " Backend won't be used."
                                         << " ErrorMsg: " << err;
                        continue;
                    }
                    // No errors so register the Custom Allocator with the BackendRegistry
                    BackendRegistryInstance().RegisterAllocator(id, customAllocatorMapIterator->second);
                    m_AllocatorsAddedByThisRuntime.emplace(id);
                }
            }
 
            // check if custom memory optimizer strategy map is set
            if (!options.m_MemoryOptimizerStrategyMap.empty())
            {
                auto customMemoryOptimizerStrategyMapIterator = options.m_MemoryOptimizerStrategyMap.find(id);
                // if a memory optimizer strategy is provided make the backend use that instead of the default
                if (customMemoryOptimizerStrategyMapIterator != options.m_MemoryOptimizerStrategyMap.end())
                {
                    // no errors.. register the memory optimizer strategy with the BackendRegistry
                    BackendRegistryInstance().RegisterMemoryOptimizerStrategy(
                        id, customMemoryOptimizerStrategyMapIterator->second);
 
                    ARMNN_LOG(info) << "MemoryOptimizerStrategy  "
                                    << customMemoryOptimizerStrategyMapIterator->second->GetName()
                                    << " set for the backend " << id << ".";
                }
            }
            else
            {
                // check if to use one of the existing memory optimizer strategies is set
                std::string memoryOptimizerStrategyName = "";
                ParseOptions(options.m_BackendOptions, id, [&](std::string name, const BackendOptions::Var& value)
                {
                    if (name == "MemoryOptimizerStrategy")
                    {
                        memoryOptimizerStrategyName = ParseStringBackendOption(value, "");
                    }
                });
                if (memoryOptimizerStrategyName != "")
                {
                    std::shared_ptr<IMemoryOptimizerStrategy> strategy =
                            GetMemoryOptimizerStrategy(memoryOptimizerStrategyName);
 
                    if (!strategy)
                    {
                        ARMNN_LOG(warning) << "MemoryOptimizerStrategy: " << memoryOptimizerStrategyName
                                           << " was not found.";
                    }
                    else
                    {
                        using BackendCapability = BackendOptions::BackendOption;
                        auto strategyType = GetMemBlockStrategyTypeName(strategy->GetMemBlockStrategyType());
                        BackendCapability memOptimizeStrategyCapability {strategyType, true};
                        if (HasMatchingCapability(memOptimizeStrategyCapability, id))
                        {
                            BackendRegistryInstance().RegisterMemoryOptimizerStrategy(id, strategy);
 
                            ARMNN_LOG(info) << "MemoryOptimizerStrategy: "
                                            << memoryOptimizerStrategyName << " set for the backend " << id << ".";
                        }
                        else
                        {
                            ARMNN_LOG(warning) << "Backend "
                                               << id
                                               << " does not have multi-axis packing capability and cannot support"
                                               << "MemoryOptimizerStrategy: " << memoryOptimizerStrategyName << ".";
                        }
                    }
                }
            }
 
            auto context = backend->CreateBackendContext(options);
 
            // backends are allowed to return nullptrs if they
            // don't wish to create a backend specific context
            if (context)
            {
                m_BackendContexts.emplace(std::make_pair(id, std::move(context)));
            }
            supportedBackends.emplace(id);
 
            unique_ptr<arm::pipe::IBackendProfiling> profilingIface =
                arm::pipe::IBackendProfiling::CreateBackendProfiling(
                    arm::pipe::ConvertExternalProfilingOptions(options.m_ProfilingOptions),
                    *m_ProfilingService.get(),
                    id.Get());
 
            // Backends may also provide a profiling context. Ask for it now.
            auto profilingContext = backend->CreateBackendProfilingContext(options, profilingIface);
            // Backends that don't support profiling will return a null profiling context.
            if (profilingContext)
            {
                // Pass the context onto the profiling service.
                m_ProfilingService->AddBackendProfilingContext(id, profilingContext);
            }
        }
        catch (const BackendUnavailableException&)
        {
            // Ignore backends which are unavailable
        }
    }
 
    BackendRegistryInstance().SetProfilingService(*m_ProfilingService.get());
    // pass configuration info to the profiling service
    m_ProfilingService->ConfigureProfilingService(
        arm::pipe::ConvertExternalProfilingOptions(options.m_ProfilingOptions));
    if (options.m_ProfilingOptions.m_EnableProfiling)
    {
        // try to wait for the profiling service to initialise
        m_ProfilingService->WaitForProfilingServiceActivation(3000);
    }
 
    m_DeviceSpec.AddSupportedBackends(supportedBackends);
 
    ARMNN_LOG(info) << "Initialization time: " << std::setprecision(2)
                    << std::fixed << armnn::GetTimeDuration(start_time).count() << " ms.";
}
 
RuntimeImpl::~RuntimeImpl()
{
    const auto startTime = armnn::GetTimeNow();
    std::vector<int> networkIDs;
    try
    {
        // Coverity fix: The following code may throw an exception of type std::length_error.
        std::transform(m_LoadedNetworks.begin(), m_LoadedNetworks.end(),
                       std::back_inserter(networkIDs),
                       [](const auto &pair) { return pair.first; });
    }
    catch (const std::exception& e)
    {
        // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
        // exception of type std::length_error.
        // Using stderr instead in this context as there is no point in nesting try-catch blocks here.
        std::cerr << "WARNING: An error has occurred when getting the IDs of the networks to unload: " << e.what()
                  << "\nSome of the loaded networks may not be unloaded" << std::endl;
    }
    // We then proceed to unload all the networks which IDs have been appended to the list
    // up to the point the exception was thrown (if any).
 
    for (auto networkID : networkIDs)
    {
        try
        {
            // Coverity fix: UnloadNetwork() may throw an exception of type std::length_error,
            // boost::log::v2s_mt_posix::odr_violation or boost::log::v2s_mt_posix::system_error
            UnloadNetwork(networkID);
        }
        catch (const std::exception& e)
        {
            // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
            // exception of type std::length_error.
            // Using stderr instead in this context as there is no point in nesting try-catch blocks here.
            std::cerr << "WARNING: An error has occurred when unloading network " << networkID << ": " << e.what()
                      << std::endl;
        }
    }
#if !defined(ARMNN_DISABLE_DYNAMIC_BACKENDS)
    // Clear all dynamic backends.
    DynamicBackendUtils::DeregisterDynamicBackends(m_DeviceSpec.GetDynamicBackends());
    m_DeviceSpec.ClearDynamicBackends();
#endif
    m_BackendContexts.clear();
 
    BackendRegistryInstance().SetProfilingService(armnn::EmptyOptional());
    // Remove custom allocators that this runtime has added.
    // Note: that as backends can be per process and there can be many instances of a runtime in a process an allocator
    // may have been overwritten by another runtime.
    for_each(m_AllocatorsAddedByThisRuntime.begin(), m_AllocatorsAddedByThisRuntime.end(),
             [](BackendId id) {BackendRegistryInstance().DeregisterAllocator(id);});
 
    ARMNN_LOG(info) << "Shutdown time: " << std::setprecision(2)
                    << std::fixed << armnn::GetTimeDuration(startTime).count() << " ms.";
}
 
LoadedNetwork* RuntimeImpl::GetLoadedNetworkPtr(NetworkId networkId) const
{
#if !defined(ARMNN_DISABLE_THREADS)
    std::lock_guard<std::mutex> lockGuard(m_Mutex);
#endif
    return m_LoadedNetworks.at(networkId).get();
}
 
TensorInfo RuntimeImpl::GetInputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
{
    return GetLoadedNetworkPtr(networkId)->GetInputTensorInfo(layerId);
}
 
TensorInfo RuntimeImpl::GetOutputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
{
    return GetLoadedNetworkPtr(networkId)->GetOutputTensorInfo(layerId);
}
 
std::vector<ImportedInputId> RuntimeImpl::ImportInputs(NetworkId networkId, const InputTensors& inputTensors,
                                                       MemorySource forceImportMemorySource)
{
    return GetLoadedNetworkPtr(networkId)->ImportInputs(inputTensors, forceImportMemorySource);
}
 
std::vector<ImportedOutputId> RuntimeImpl::ImportOutputs(NetworkId networkId, const OutputTensors& outputTensors,
                                                         MemorySource forceImportMemorySource)
{
    return GetLoadedNetworkPtr(networkId)->ImportOutputs(outputTensors, forceImportMemorySource);
}
 
void RuntimeImpl::ClearImportedInputs(NetworkId networkId, const std::vector<ImportedInputId> inputIds)
{
    return GetLoadedNetworkPtr(networkId)->ClearImportedInputs(inputIds);
}
void RuntimeImpl::ClearImportedOutputs(NetworkId networkId, const std::vector<ImportedOutputId> outputIds)
{
    return GetLoadedNetworkPtr(networkId)->ClearImportedOutputs(outputIds);
}
 
Status RuntimeImpl::EnqueueWorkload(NetworkId networkId,
                                const InputTensors& inputTensors,
                                const OutputTensors& outputTensors,
                                std::vector<ImportedInputId> preImportedInputIds,
                                std::vector<ImportedOutputId> preImportedOutputIds)
{
    const auto startTime = armnn::GetTimeNow();
 
    LoadedNetwork* loadedNetwork = GetLoadedNetworkPtr(networkId);
 
    if (!loadedNetwork)
    {
        ARMNN_LOG(error) << "A Network with an id of " << networkId << " does not exist.";
        return Status::Failure;
    }
    ProfilerManager::GetInstance().RegisterProfiler(loadedNetwork->GetProfiler().get());
 
    ARMNN_SCOPED_PROFILING_EVENT(Compute::Undefined, "EnqueueWorkload");
 
    static thread_local NetworkId lastId = networkId;
    if (lastId != networkId)
    {
        LoadedNetworkFuncSafe(lastId, [](LoadedNetwork* network)
            {
                network->FreeWorkingMemory();
            });
    }
    lastId=networkId;
 
    auto status = loadedNetwork->EnqueueWorkload(inputTensors, outputTensors,
                                                 preImportedInputIds, preImportedOutputIds);
 
    // Check if we imported, if not there's no need to call the After EnqueueWorkload events
    if (!preImportedInputIds.empty() || !preImportedOutputIds.empty())
    {
        // Call After EnqueueWorkload events
        for (auto&& context : m_BackendContexts)
        {
            context.second->AfterEnqueueWorkload(networkId);
        }
    }
    ARMNN_LOG(info) << "Execution time: " << std::setprecision(2)
                    << std::fixed << armnn::GetTimeDuration(startTime).count() << " ms.";
    return status;
}
 
void RuntimeImpl::RegisterDebugCallback(NetworkId networkId, const DebugCallbackFunction& func)
{
    LoadedNetwork* loadedNetwork = GetLoadedNetworkPtr(networkId);
    loadedNetwork->RegisterDebugCallback(func);
}
 
#if !defined(ARMNN_DISABLE_DYNAMIC_BACKENDS)
void RuntimeImpl::LoadDynamicBackends(const std::string& overrideBackendPath)
{
    // Get the paths where to load the dynamic backends from
    std::vector<std::string> backendPaths = DynamicBackendUtils::GetBackendPaths(overrideBackendPath);
 
    // Get the shared objects to try to load as dynamic backends
    std::vector<std::string> sharedObjects = DynamicBackendUtils::GetSharedObjects(backendPaths);
 
    // Create a list of dynamic backends
    m_DynamicBackends = DynamicBackendUtils::CreateDynamicBackends(sharedObjects);
 
    // Register the dynamic backends in the backend registry
    armnn::BackendIdSet registeredBackendIds = DynamicBackendUtils::RegisterDynamicBackends(m_DynamicBackends);
 
    // Add the registered dynamic backend ids to the list of supported backends
    m_DeviceSpec.AddSupportedBackends(registeredBackendIds, true);
}
#endif
} // namespace armnn