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telsoa014fcda012018-03-09 14:13:49 +00001//
2// Copyright © 2017 Arm Ltd. All rights reserved.
David Beckecb56cd2018-09-05 12:52:57 +01003// SPDX-License-Identifier: MIT
telsoa014fcda012018-03-09 14:13:49 +00004//
5#include "Runtime.hpp"
6
David Beck056be3c2018-10-22 13:16:00 +01007#include <armnn/Version.hpp>
Matteo Martincighc601aa62019-10-29 15:03:22 +00008#include <armnn/BackendRegistry.hpp>
Matthew Benthamf48afc62020-01-15 17:55:08 +00009#include <armnn/Logging.hpp>
Matteo Martincighe54aa062019-08-05 14:12:11 +010010
Matteo Martincighe5b8eb92019-11-28 15:45:42 +000011#include <armnn/backends/IBackendContext.hpp>
Matteo Martincighe54aa062019-08-05 14:12:11 +010012#include <backendsCommon/DynamicBackendUtils.hpp>
telsoa014fcda012018-03-09 14:13:49 +000013
Narumol Prangnawarat85ad78c2019-11-18 15:34:23 +000014#include <ProfilingService.hpp>
Jim Flynnc4728ad2019-10-07 15:15:12 +010015
surmeh013537c2c2018-05-18 16:31:43 +010016#include <iostream>
17
telsoa014fcda012018-03-09 14:13:49 +000018#include <boost/polymorphic_cast.hpp>
19
20using namespace armnn;
21using namespace std;
22
23namespace armnn
24{
25
26IRuntime* IRuntime::CreateRaw(const CreationOptions& options)
27{
28 return new Runtime(options);
29}
30
31IRuntimePtr IRuntime::Create(const CreationOptions& options)
32{
33 return IRuntimePtr(CreateRaw(options), &IRuntime::Destroy);
34}
35
36void IRuntime::Destroy(IRuntime* runtime)
37{
38 delete boost::polymorphic_downcast<Runtime*>(runtime);
39}
40
41int Runtime::GenerateNetworkId()
42{
43 return m_NetworkIdCounter++;
44}
45
46Status Runtime::LoadNetwork(NetworkId& networkIdOut, IOptimizedNetworkPtr inNetwork)
47{
telsoa01c577f2c2018-08-31 09:22:23 +010048 std::string ignoredErrorMessage;
49 return LoadNetwork(networkIdOut, std::move(inNetwork), ignoredErrorMessage);
50}
51
52Status Runtime::LoadNetwork(NetworkId& networkIdOut,
53 IOptimizedNetworkPtr inNetwork,
David Monahan4f1e8e42019-09-04 09:22:10 +010054 std::string& errorMessage)
55{
56 INetworkProperties networkProperties;
57 return LoadNetwork(networkIdOut, std::move(inNetwork), errorMessage, networkProperties);
58}
59
60Status Runtime::LoadNetwork(NetworkId& networkIdOut,
61 IOptimizedNetworkPtr inNetwork,
62 std::string& errorMessage,
63 const INetworkProperties& networkProperties)
telsoa01c577f2c2018-08-31 09:22:23 +010064{
telsoa014fcda012018-03-09 14:13:49 +000065 IOptimizedNetwork* rawNetwork = inNetwork.release();
David Beck1b61be52018-11-08 09:19:14 +000066
67 networkIdOut = GenerateNetworkId();
68
69 for (auto&& context : m_BackendContexts)
70 {
71 context.second->BeforeLoadNetwork(networkIdOut);
72 }
73
telsoa014fcda012018-03-09 14:13:49 +000074 unique_ptr<LoadedNetwork> loadedNetwork = LoadedNetwork::MakeLoadedNetwork(
75 std::unique_ptr<OptimizedNetwork>(boost::polymorphic_downcast<OptimizedNetwork*>(rawNetwork)),
David Monahan4f1e8e42019-09-04 09:22:10 +010076 errorMessage,
77 networkProperties);
telsoa014fcda012018-03-09 14:13:49 +000078
79 if (!loadedNetwork)
80 {
81 return Status::Failure;
82 }
83
telsoa01c577f2c2018-08-31 09:22:23 +010084 {
85 std::lock_guard<std::mutex> lockGuard(m_Mutex);
86
87 // Stores the network
88 m_LoadedNetworks[networkIdOut] = std::move(loadedNetwork);
89 }
telsoa014fcda012018-03-09 14:13:49 +000090
David Beck1b61be52018-11-08 09:19:14 +000091 for (auto&& context : m_BackendContexts)
92 {
93 context.second->AfterLoadNetwork(networkIdOut);
94 }
95
Keith Davise394bd92019-12-02 15:12:19 +000096 if (profiling::ProfilingService::Instance().IsProfilingEnabled())
97 {
98 profiling::ProfilingService::Instance().IncrementCounterValue(armnn::profiling::NETWORK_LOADS);
99 }
100
telsoa014fcda012018-03-09 14:13:49 +0000101 return Status::Success;
telsoa014fcda012018-03-09 14:13:49 +0000102}
103
104Status Runtime::UnloadNetwork(NetworkId networkId)
105{
David Beck1b61be52018-11-08 09:19:14 +0000106 bool unloadOk = true;
107 for (auto&& context : m_BackendContexts)
David Beck9efb57d2018-11-05 13:40:33 +0000108 {
David Beck1b61be52018-11-08 09:19:14 +0000109 unloadOk &= context.second->BeforeUnloadNetwork(networkId);
David Beck9efb57d2018-11-05 13:40:33 +0000110 }
David Beck1b61be52018-11-08 09:19:14 +0000111
112 if (!unloadOk)
113 {
Derek Lamberti08446972019-11-26 16:38:31 +0000114 ARMNN_LOG(warning) << "Runtime::UnloadNetwork(): failed to unload "
115 "network with ID:" << networkId << " because BeforeUnloadNetwork failed";
David Beck1b61be52018-11-08 09:19:14 +0000116 return Status::Failure;
117 }
David Beck9efb57d2018-11-05 13:40:33 +0000118
telsoa014fcda012018-03-09 14:13:49 +0000119 {
telsoa01c577f2c2018-08-31 09:22:23 +0100120 std::lock_guard<std::mutex> lockGuard(m_Mutex);
121
122 if (m_LoadedNetworks.erase(networkId) == 0)
123 {
Derek Lamberti08446972019-11-26 16:38:31 +0000124 ARMNN_LOG(warning) << "WARNING: Runtime::UnloadNetwork(): " << networkId << " not found!";
telsoa01c577f2c2018-08-31 09:22:23 +0100125 return Status::Failure;
126 }
Keith Davise394bd92019-12-02 15:12:19 +0000127 if (profiling::ProfilingService::Instance().IsProfilingEnabled())
128 {
129 profiling::ProfilingService::Instance().IncrementCounterValue(armnn::profiling::NETWORK_UNLOADS);
130 }
David Beck1b61be52018-11-08 09:19:14 +0000131 }
David Beck9efb57d2018-11-05 13:40:33 +0000132
David Beck1b61be52018-11-08 09:19:14 +0000133 for (auto&& context : m_BackendContexts)
134 {
135 context.second->AfterUnloadNetwork(networkId);
telsoa01c577f2c2018-08-31 09:22:23 +0100136 }
137
Derek Lamberti08446972019-11-26 16:38:31 +0000138 ARMNN_LOG(debug) << "Runtime::UnloadNetwork(): Unloaded network with ID: " << networkId;
telsoa014fcda012018-03-09 14:13:49 +0000139 return Status::Success;
140}
141
telsoa01c577f2c2018-08-31 09:22:23 +0100142const std::shared_ptr<IProfiler> Runtime::GetProfiler(NetworkId networkId) const
143{
144 auto it = m_LoadedNetworks.find(networkId);
145 if (it != m_LoadedNetworks.end())
146 {
147 auto& loadedNetwork = it->second;
148 return loadedNetwork->GetProfiler();
149 }
150
151 return nullptr;
152}
153
telsoa014fcda012018-03-09 14:13:49 +0000154Runtime::Runtime(const CreationOptions& options)
David Beck1b61be52018-11-08 09:19:14 +0000155 : m_NetworkIdCounter(0)
telsoa014fcda012018-03-09 14:13:49 +0000156{
Derek Lamberti08446972019-11-26 16:38:31 +0000157 ARMNN_LOG(info) << "ArmNN v" << ARMNN_VERSION << "\n";
David Beck1b61be52018-11-08 09:19:14 +0000158
Jim Flynnc4728ad2019-10-07 15:15:12 +0100159 // pass configuration info to the profiling service
Jim Flynn672d06e2019-10-15 10:18:11 +0100160 armnn::profiling::ProfilingService::Instance().ConfigureProfilingService(options.m_ProfilingOptions);
Jim Flynnc4728ad2019-10-07 15:15:12 +0100161
Matteo Martincighe54aa062019-08-05 14:12:11 +0100162 // Load any available/compatible dynamic backend before the runtime
163 // goes through the backend registry
164 LoadDynamicBackends(options.m_DynamicBackendsPath);
165
Matthew Bentham9a61fa62020-02-04 10:03:55 +0000166 BackendIdSet supportedBackends;
David Beck1b61be52018-11-08 09:19:14 +0000167 for (const auto& id : BackendRegistryInstance().GetBackendIds())
168 {
169 // Store backend contexts for the supported ones
Matthew Bentham9a61fa62020-02-04 10:03:55 +0000170 try {
David Beck1b61be52018-11-08 09:19:14 +0000171 auto factoryFun = BackendRegistryInstance().GetFactory(id);
172 auto backend = factoryFun();
173 BOOST_ASSERT(backend.get() != nullptr);
174
175 auto context = backend->CreateBackendContext(options);
176
177 // backends are allowed to return nullptrs if they
178 // don't wish to create a backend specific context
179 if (context)
180 {
181 m_BackendContexts.emplace(std::make_pair(id, std::move(context)));
182 }
Matthew Bentham9a61fa62020-02-04 10:03:55 +0000183 supportedBackends.emplace(id);
David Beck1b61be52018-11-08 09:19:14 +0000184 }
Matthew Bentham9a61fa62020-02-04 10:03:55 +0000185 catch (const BackendUnavailableException&)
186 {
187 // Ignore backends which are unavailable
188 }
189
David Beck1b61be52018-11-08 09:19:14 +0000190 }
Matthew Bentham9a61fa62020-02-04 10:03:55 +0000191 m_DeviceSpec.AddSupportedBackends(supportedBackends);
surmeh01bceff2f2018-03-29 16:29:27 +0100192}
193
194Runtime::~Runtime()
195{
196 std::vector<int> networkIDs;
surmeh013537c2c2018-05-18 16:31:43 +0100197 try
198 {
199 // Coverity fix: The following code may throw an exception of type std::length_error.
200 std::transform(m_LoadedNetworks.begin(), m_LoadedNetworks.end(),
201 std::back_inserter(networkIDs),
202 [](const auto &pair) { return pair.first; });
203 }
204 catch (const std::exception& e)
205 {
206 // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
207 // exception of type std::length_error.
208 // Using stderr instead in this context as there is no point in nesting try-catch blocks here.
209 std::cerr << "WARNING: An error has occurred when getting the IDs of the networks to unload: " << e.what()
210 << "\nSome of the loaded networks may not be unloaded" << std::endl;
211 }
212 // We then proceed to unload all the networks which IDs have been appended to the list
213 // up to the point the exception was thrown (if any).
surmeh01bceff2f2018-03-29 16:29:27 +0100214
215 for (auto networkID : networkIDs)
216 {
surmeh013537c2c2018-05-18 16:31:43 +0100217 try
218 {
219 // Coverity fix: UnloadNetwork() may throw an exception of type std::length_error,
220 // boost::log::v2s_mt_posix::odr_violation or boost::log::v2s_mt_posix::system_error
221 UnloadNetwork(networkID);
222 }
223 catch (const std::exception& e)
224 {
225 // Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an
226 // exception of type std::length_error.
227 // Using stderr instead in this context as there is no point in nesting try-catch blocks here.
228 std::cerr << "WARNING: An error has occurred when unloading network " << networkID << ": " << e.what()
229 << std::endl;
230 }
telsoa014fcda012018-03-09 14:13:49 +0000231 }
Narumol Prangnawarat60a20fb2019-12-09 17:24:41 +0000232
233 // Clear all dynamic backends.
234 DynamicBackendUtils::DeregisterDynamicBackends(m_DeviceSpec.GetDynamicBackends());
235 m_DeviceSpec.ClearDynamicBackends();
telsoa014fcda012018-03-09 14:13:49 +0000236}
237
surmeh013537c2c2018-05-18 16:31:43 +0100238LoadedNetwork* Runtime::GetLoadedNetworkPtr(NetworkId networkId) const
239{
240 std::lock_guard<std::mutex> lockGuard(m_Mutex);
241 return m_LoadedNetworks.at(networkId).get();
242}
243
telsoa014fcda012018-03-09 14:13:49 +0000244TensorInfo Runtime::GetInputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
245{
surmeh013537c2c2018-05-18 16:31:43 +0100246 return GetLoadedNetworkPtr(networkId)->GetInputTensorInfo(layerId);
telsoa014fcda012018-03-09 14:13:49 +0000247}
248
249TensorInfo Runtime::GetOutputTensorInfo(NetworkId networkId, LayerBindingId layerId) const
250{
surmeh013537c2c2018-05-18 16:31:43 +0100251 return GetLoadedNetworkPtr(networkId)->GetOutputTensorInfo(layerId);
telsoa014fcda012018-03-09 14:13:49 +0000252}
253
Derek Lamberti03614f62018-10-02 15:52:46 +0100254
telsoa014fcda012018-03-09 14:13:49 +0000255Status Runtime::EnqueueWorkload(NetworkId networkId,
telsoa01c577f2c2018-08-31 09:22:23 +0100256 const InputTensors& inputTensors,
257 const OutputTensors& outputTensors)
telsoa014fcda012018-03-09 14:13:49 +0000258{
surmeh013537c2c2018-05-18 16:31:43 +0100259 LoadedNetwork* loadedNetwork = GetLoadedNetworkPtr(networkId);
Derek Lamberti03614f62018-10-02 15:52:46 +0100260
261 static thread_local NetworkId lastId = networkId;
262 if (lastId != networkId)
263 {
264 LoadedNetworkFuncSafe(lastId, [](LoadedNetwork* network)
265 {
266 network->FreeWorkingMemory();
267 });
268 }
269 lastId=networkId;
270
surmeh013537c2c2018-05-18 16:31:43 +0100271 return loadedNetwork->EnqueueWorkload(inputTensors, outputTensors);
telsoa014fcda012018-03-09 14:13:49 +0000272}
273
Nattapat Chaimanowong6e948202019-03-22 14:01:46 +0000274void Runtime::RegisterDebugCallback(NetworkId networkId, const DebugCallbackFunction& func)
275{
276 LoadedNetwork* loadedNetwork = GetLoadedNetworkPtr(networkId);
277 loadedNetwork->RegisterDebugCallback(func);
278}
279
Matteo Martincighe54aa062019-08-05 14:12:11 +0100280void Runtime::LoadDynamicBackends(const std::string& overrideBackendPath)
281{
282 // Get the paths where to load the dynamic backends from
283 std::vector<std::string> backendPaths = DynamicBackendUtils::GetBackendPaths(overrideBackendPath);
284
285 // Get the shared objects to try to load as dynamic backends
286 std::vector<std::string> sharedObjects = DynamicBackendUtils::GetSharedObjects(backendPaths);
287
288 // Create a list of dynamic backends
Matteo Martincigh0c2b2892019-08-05 14:12:11 +0100289 m_DynamicBackends = DynamicBackendUtils::CreateDynamicBackends(sharedObjects);
290
291 // Register the dynamic backends in the backend registry
Matteo Martincigh89533902019-08-15 12:08:06 +0100292 BackendIdSet registeredBackendIds = DynamicBackendUtils::RegisterDynamicBackends(m_DynamicBackends);
293
294 // Add the registered dynamic backend ids to the list of supported backends
Narumol Prangnawarat60a20fb2019-12-09 17:24:41 +0000295 m_DeviceSpec.AddSupportedBackends(registeredBackendIds, true);
telsoa014fcda012018-03-09 14:13:49 +0000296}
Matteo Martincighe54aa062019-08-05 14:12:11 +0100297
298} // namespace armnn