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Laurent Carlier749294b2020-06-01 09:03:17 +01001//
telsoa014fcda012018-03-09 14:13:49 +00002// 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#pragma once
6
Derek Lamberti836b27b2019-11-20 10:51:57 +00007#include "BackendOptions.hpp"
telsoa014fcda012018-03-09 14:13:49 +00008#include "INetwork.hpp"
telsoa01c577f2c2018-08-31 09:22:23 +01009#include "IProfiler.hpp"
Mike Kelly55a8ffd2021-04-07 20:10:49 +010010#include "IWorkingMemHandle.hpp"
Keith Davise813d672021-04-22 10:10:34 +010011#include "IAsyncExecutionCallback.hpp"
Matthew Bentham313e1c82019-03-25 17:37:47 +000012#include "Tensor.hpp"
13#include "Types.hpp"
telsoa014fcda012018-03-09 14:13:49 +000014#include "TypesUtils.hpp"
Jim Flynn4e755a52020-03-29 17:48:26 +010015#include "profiling/ILocalPacketHandler.hpp"
telsoa014fcda012018-03-09 14:13:49 +000016
David Monahan801e2d52021-07-19 17:06:30 +010017#include <armnn/backends/ICustomAllocator.hpp>
Matthew Bentham313e1c82019-03-25 17:37:47 +000018#include <memory>
19
telsoa014fcda012018-03-09 14:13:49 +000020namespace armnn
21{
22
23using NetworkId = int;
24
telsoa01c577f2c2018-08-31 09:22:23 +010025class IGpuAccTunedParameters;
telsoa014fcda012018-03-09 14:13:49 +000026
Kevin Mayd92a6e42021-02-04 10:27:41 +000027struct RuntimeImpl;
telsoa014fcda012018-03-09 14:13:49 +000028class IRuntime;
29using IRuntimePtr = std::unique_ptr<IRuntime, void(*)(IRuntime* runtime)>;
30
David Monahan4f1e8e42019-09-04 09:22:10 +010031struct INetworkProperties
32{
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010033 ARMNN_DEPRECATED_MSG("Please use INetworkProperties constructor with MemorySource argument")
34 INetworkProperties(bool importEnabled = false,
35 bool exportEnabled = false,
Finn Williamsf364d532021-06-09 17:07:33 +010036 bool asyncEnabled = false)
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010037 : m_ImportEnabled(importEnabled)
38 , m_ExportEnabled(exportEnabled)
39 , m_AsyncEnabled(asyncEnabled)
Narumol Prangnawarate5f0b242021-05-07 17:52:36 +010040 , m_InputSource(m_ImportEnabled ? MemorySource::Malloc : MemorySource::Undefined)
41 , m_OutputSource(m_ExportEnabled ? MemorySource::Malloc : MemorySource::Undefined)
42 {}
David Monahan4f1e8e42019-09-04 09:22:10 +010043
Finn Williamsf364d532021-06-09 17:07:33 +010044 ARMNN_DEPRECATED_MSG("Please use INetworkProperties constructor without numThreads argument")
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010045 INetworkProperties(bool asyncEnabled,
46 MemorySource m_InputSource,
Keith Davise813d672021-04-22 10:10:34 +010047 MemorySource m_OutputSource,
Finn Williamsf364d532021-06-09 17:07:33 +010048 size_t numThreads)
49 : m_ImportEnabled(m_InputSource != MemorySource::Undefined)
50 , m_ExportEnabled(m_OutputSource != MemorySource::Undefined)
51 , m_AsyncEnabled(asyncEnabled)
52 , m_InputSource(m_InputSource)
53 , m_OutputSource(m_OutputSource)
54 {
55 armnn::IgnoreUnused(numThreads);
56 }
57
58 INetworkProperties(bool asyncEnabled,
59 MemorySource m_InputSource,
60 MemorySource m_OutputSource)
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010061 : m_ImportEnabled(m_InputSource != MemorySource::Undefined)
62 , m_ExportEnabled(m_OutputSource != MemorySource::Undefined)
63 , m_AsyncEnabled(asyncEnabled)
64 , m_InputSource(m_InputSource)
65 , m_OutputSource(m_OutputSource)
66 {}
67
68 /// Deprecated and will be removed in future release.
David Monahan4f1e8e42019-09-04 09:22:10 +010069 const bool m_ImportEnabled;
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010070 /// Deprecated and will be removed in future release.
David Monahan4f1e8e42019-09-04 09:22:10 +010071 const bool m_ExportEnabled;
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010072
Keith Davise813d672021-04-22 10:10:34 +010073 const bool m_AsyncEnabled;
Keith Davise813d672021-04-22 10:10:34 +010074
Francis Murtagh73d3e2e2021-04-29 14:23:04 +010075 const MemorySource m_InputSource;
76 const MemorySource m_OutputSource;
David Monahan4f1e8e42019-09-04 09:22:10 +010077
78 virtual ~INetworkProperties() {}
79};
80
Mike Kelly386ff1a2021-03-29 15:04:50 +010081using namespace armnn::experimental;
82
telsoa014fcda012018-03-09 14:13:49 +000083class IRuntime
84{
85public:
86 struct CreationOptions
87 {
telsoa01c577f2c2018-08-31 09:22:23 +010088 CreationOptions()
89 : m_GpuAccTunedParameters(nullptr)
90 , m_EnableGpuProfiling(false)
Matteo Martincighe7d44982019-08-05 12:16:47 +010091 , m_DynamicBackendsPath("")
David Monahan801e2d52021-07-19 17:06:30 +010092 , m_CustomAllocator(nullptr)
Jan Eilers15fcc7e2021-07-14 13:50:15 +010093 , m_ProtectedMode(false)
telsoa01c577f2c2018-08-31 09:22:23 +010094 {}
telsoa014fcda012018-03-09 14:13:49 +000095
telsoa01c577f2c2018-08-31 09:22:23 +010096 /// If set, uses the GpuAcc tuned parameters from the given object when executing GPU workloads.
97 /// It will also be updated with new tuned parameters if it is configured to do so.
98 std::shared_ptr<IGpuAccTunedParameters> m_GpuAccTunedParameters;
99
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000100 /// Setting this flag will allow the user to obtain GPU profiling information from the runtime.
telsoa01c577f2c2018-08-31 09:22:23 +0100101 bool m_EnableGpuProfiling;
Matteo Martincighe7d44982019-08-05 12:16:47 +0100102
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000103 /// Setting this value will override the paths set by the DYNAMIC_BACKEND_PATHS compiler directive
104 /// Only a single path is allowed for the override
Matteo Martincighe7d44982019-08-05 12:16:47 +0100105 std::string m_DynamicBackendsPath;
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100106
David Monahan801e2d52021-07-19 17:06:30 +0100107 /// A Custom Allocator used for allocation of working memory in the backends.
108 /// Set this for when you need to allocate Protected Working Memory, required for ProtectedMode
109 /// Only supported for GpuAcc
110 ICustomAllocator* m_CustomAllocator;
111
Jan Eilers15fcc7e2021-07-14 13:50:15 +0100112 /// Setting this flag will allow the user to create the Runtime in protected mode.
113 /// It will run all the inferences on protected memory and will make sure that
114 /// INetworkProperties::m_ImportEnabled set to true with MemorySource::DmaBufProtected option
115 /// This will use Protected Memory Allocator associated with the backend
116 bool m_ProtectedMode;
117
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100118 struct ExternalProfilingOptions
119 {
120 ExternalProfilingOptions()
121 : m_EnableProfiling(false)
Jim Flynn4e755a52020-03-29 17:48:26 +0100122 , m_TimelineEnabled(false)
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100123 , m_OutgoingCaptureFile("")
124 , m_IncomingCaptureFile("")
125 , m_FileOnly(false)
Colm Donelan02705242019-11-14 14:19:07 +0000126 , m_CapturePeriod(LOWEST_CAPTURE_PERIOD)
Isabella Gottardia0687ee2020-03-11 18:04:20 +0000127 , m_FileFormat("binary")
Jim Flynn4e755a52020-03-29 17:48:26 +0100128 , m_LocalPacketHandlers()
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100129 {}
130
131 bool m_EnableProfiling;
Jim Flynn4e755a52020-03-29 17:48:26 +0100132 bool m_TimelineEnabled;
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100133 std::string m_OutgoingCaptureFile;
134 std::string m_IncomingCaptureFile;
135 bool m_FileOnly;
136 uint32_t m_CapturePeriod;
Isabella Gottardia0687ee2020-03-11 18:04:20 +0000137 std::string m_FileFormat;
Jim Flynn4e755a52020-03-29 17:48:26 +0100138 std::vector<armnn::profiling::ILocalPacketHandlerSharedPtr> m_LocalPacketHandlers;
Aron Virginas-Tar1a0f6912019-08-23 15:18:44 +0100139 };
Jim Flynn4951b8c2019-10-03 10:04:30 -0700140 ExternalProfilingOptions m_ProfilingOptions;
Derek Lamberti836b27b2019-11-20 10:51:57 +0000141
142 /// Pass backend specific options.
143 ///
144 /// For example, to enable GpuAcc tuning add the following
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000145 /// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~.cpp
Derek Lamberti836b27b2019-11-20 10:51:57 +0000146 /// m_BackendOption.emplace_back(
147 /// BackendOptions{"GpuAcc",
148 /// {
149 /// {"TuningLevel", 2},
150 /// {"TuningFile", filename}
151 /// }
152 /// });
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000153 /// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Derek Lamberti836b27b2019-11-20 10:51:57 +0000154 /// Execute representative workloads through the runtime to generate tuning data.
155 /// The tuning file is written once the runtime is destroyed
156
157 /// To execute with the tuning data, start up with just the tuning file specified.
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000158 /// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~.cpp
Derek Lamberti836b27b2019-11-20 10:51:57 +0000159 /// m_BackendOption.emplace_back(
160 /// BackendOptions{"GpuAcc",
161 /// {
162 /// {"TuningFile", filename}
163 /// }
164 /// });
Ryan OShea2bbfaa72020-02-12 16:15:27 +0000165 /// ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Derek Lamberti836b27b2019-11-20 10:51:57 +0000166
167 /// The following backend options are available:
168 /// GpuAcc:
169 /// "TuningLevel" : int [0..3] (0=UseOnly(default) | 1=RapidTuning | 2=NormalTuning | 3=ExhaustiveTuning)
170 /// "TuningFile" : string [filenameString]
171 /// "KernelProfilingEnabled" : bool [true | false]
172 std::vector<BackendOptions> m_BackendOptions;
telsoa014fcda012018-03-09 14:13:49 +0000173 };
174
175 static IRuntime* CreateRaw(const CreationOptions& options);
176 static IRuntimePtr Create(const CreationOptions& options);
177 static void Destroy(IRuntime* runtime);
178
telsoa01c577f2c2018-08-31 09:22:23 +0100179 /// Loads a complete network into the IRuntime.
180 /// @param [out] networkIdOut - Unique identifier for the network is returned in this reference.
181 /// @param [in] network - Complete network to load into the IRuntime.
telsoa014fcda012018-03-09 14:13:49 +0000182 /// The runtime takes ownership of the network once passed in.
183 /// @return armnn::Status
Kevin Mayd92a6e42021-02-04 10:27:41 +0000184 Status LoadNetwork(NetworkId& networkIdOut, IOptimizedNetworkPtr network);
telsoa014fcda012018-03-09 14:13:49 +0000185
telsoa01c577f2c2018-08-31 09:22:23 +0100186 /// Load a complete network into the IRuntime.
187 /// @param [out] networkIdOut Unique identifier for the network is returned in this reference.
188 /// @param [in] network Complete network to load into the IRuntime.
189 /// @param [out] errorMessage Error message if there were any errors.
190 /// The runtime takes ownership of the network once passed in.
191 /// @return armnn::Status
Kevin Mayd92a6e42021-02-04 10:27:41 +0000192 Status LoadNetwork(NetworkId& networkIdOut,
193 IOptimizedNetworkPtr network,
194 std::string& errorMessage);
David Monahan4f1e8e42019-09-04 09:22:10 +0100195
Kevin Mayd92a6e42021-02-04 10:27:41 +0000196 Status LoadNetwork(NetworkId& networkIdOut,
197 IOptimizedNetworkPtr network,
198 std::string& errorMessage,
199 const INetworkProperties& networkProperties);
telsoa01c577f2c2018-08-31 09:22:23 +0100200
Kevin Mayd92a6e42021-02-04 10:27:41 +0000201 TensorInfo GetInputTensorInfo(NetworkId networkId, LayerBindingId layerId) const;
202 TensorInfo GetOutputTensorInfo(NetworkId networkId, LayerBindingId layerId) const;
telsoa014fcda012018-03-09 14:13:49 +0000203
telsoa01c577f2c2018-08-31 09:22:23 +0100204 /// Evaluates a network using input in inputTensors and outputs filled into outputTensors
Kevin Mayd92a6e42021-02-04 10:27:41 +0000205 Status EnqueueWorkload(NetworkId networkId,
206 const InputTensors& inputTensors,
207 const OutputTensors& outputTensors);
telsoa014fcda012018-03-09 14:13:49 +0000208
Mike Kelly55a8ffd2021-04-07 20:10:49 +0100209 /// This is an experimental function.
210 /// Evaluates a network using input in inputTensors and outputs filled into outputTensors.
211 /// This function performs a thread safe execution of the network. Returns once execution is complete.
212 /// Will block until this and any other thread using the same workingMem object completes.
213 Status Execute(IWorkingMemHandle& workingMemHandle,
214 const InputTensors& inputTensors,
215 const OutputTensors& outputTensors);
216
telsoa01c577f2c2018-08-31 09:22:23 +0100217 /// Unloads a network from the IRuntime.
telsoa014fcda012018-03-09 14:13:49 +0000218 /// At the moment this only removes the network from the m_Impl->m_Network.
219 /// This might need more work in the future to be AndroidNN compliant.
telsoa01c577f2c2018-08-31 09:22:23 +0100220 /// @param [in] networkId - Unique identifier for the network to be unloaded. Generated in LoadNetwork().
telsoa014fcda012018-03-09 14:13:49 +0000221 /// @return armnn::Status
Kevin Mayd92a6e42021-02-04 10:27:41 +0000222 Status UnloadNetwork(NetworkId networkId);
telsoa014fcda012018-03-09 14:13:49 +0000223
Kevin Mayd92a6e42021-02-04 10:27:41 +0000224 const IDeviceSpec& GetDeviceSpec() const;
telsoa01c577f2c2018-08-31 09:22:23 +0100225
Mike Kelly55a8ffd2021-04-07 20:10:49 +0100226 /// Create a new unique WorkingMemHandle object. Create multiple handles if you wish to have
227 /// overlapped Execution by calling this function from different threads.
228 std::unique_ptr<IWorkingMemHandle> CreateWorkingMemHandle(NetworkId networkId);
229
telsoa01c577f2c2018-08-31 09:22:23 +0100230 /// Gets the profiler corresponding to the given network id.
231 /// @param networkId The id of the network for which to get the profile.
232 /// @return A pointer to the requested profiler, or nullptr if not found.
Kevin Mayd92a6e42021-02-04 10:27:41 +0000233 const std::shared_ptr<IProfiler> GetProfiler(NetworkId networkId) const;
telsoa014fcda012018-03-09 14:13:49 +0000234
Nattapat Chaimanowong6e948202019-03-22 14:01:46 +0000235 /// Registers a callback function to debug layers performing custom computations on intermediate tensors.
236 /// @param networkId The id of the network to register the callback.
237 /// @param func callback function to pass to the debug layer.
Kevin Mayd92a6e42021-02-04 10:27:41 +0000238 void RegisterDebugCallback(NetworkId networkId, const DebugCallbackFunction& func);
Nattapat Chaimanowong6e948202019-03-22 14:01:46 +0000239
telsoa014fcda012018-03-09 14:13:49 +0000240protected:
Kevin Mayd92a6e42021-02-04 10:27:41 +0000241 IRuntime();
242 IRuntime(const IRuntime::CreationOptions& options);
243 ~IRuntime();
244
245 std::unique_ptr<RuntimeImpl> pRuntimeImpl;
telsoa014fcda012018-03-09 14:13:49 +0000246};
247
Derek Lamberti836b27b2019-11-20 10:51:57 +0000248
249/// The following API is replaced by the backend options API.
telsoa01c577f2c2018-08-31 09:22:23 +0100250using IGpuAccTunedParametersPtr = std::shared_ptr<IGpuAccTunedParameters>;
telsoa014fcda012018-03-09 14:13:49 +0000251
telsoa01c577f2c2018-08-31 09:22:23 +0100252/// Manages a set of GpuAcc parameters which have been tuned for maximum performance.
253/// Passes an instance of this object to the IRuntime::Create() method (via IRuntime::CreationOptions) to use it
254/// for all GPU workload execution.
telsoa014fcda012018-03-09 14:13:49 +0000255///
256/// Can be created in two modes:
telsoa01c577f2c2018-08-31 09:22:23 +0100257/// - In UseTunedParameters mode, the parameters stored in this object are used to execute GPU workloads.
258/// - In UpdateTunedParameters mode, additionally, whenever a GPU workload is executed for the first time, the
telsoa014fcda012018-03-09 14:13:49 +0000259/// optimum parameters will be found and stored in this object. WARNING - This tuning can be slow.
260///
telsoa01c577f2c2018-08-31 09:22:23 +0100261/// The parameters can be loaded from and saved to a file so that you can first run a slow initial read-write
telsoa014fcda012018-03-09 14:13:49 +0000262/// execution, save the parameters for later and then run fast read-only executions using the optimised parameters.
telsoa01c577f2c2018-08-31 09:22:23 +0100263class IGpuAccTunedParameters
telsoa014fcda012018-03-09 14:13:49 +0000264{
265public:
266 enum class Mode
267 {
268 UseTunedParameters,
269 UpdateTunedParameters
270 };
271
Ruomei Yan49937f32019-04-25 14:24:05 +0100272 enum class TuningLevel
273 {
Inki Dae23dbe3d2021-03-16 16:24:09 +0900274 Rapid = 1,
275 Normal = 2,
276 Exhaustive = 3
Ruomei Yan49937f32019-04-25 14:24:05 +0100277 };
278
telsoa014fcda012018-03-09 14:13:49 +0000279 /// Creates an IClTunedParameters with the given mode.
280 /// @{
Ruomei Yan49937f32019-04-25 14:24:05 +0100281 static IGpuAccTunedParameters* CreateRaw(Mode mode, TuningLevel tunerMode);
282 static IGpuAccTunedParametersPtr Create(Mode mode, TuningLevel tunerMode);
telsoa014fcda012018-03-09 14:13:49 +0000283 /// @}
telsoa01c577f2c2018-08-31 09:22:23 +0100284 static void Destroy(IGpuAccTunedParameters* params);
telsoa014fcda012018-03-09 14:13:49 +0000285
286 /// Loads an existing set of tuned parameters from the given file.
287 /// If there is an error loading the file, an armnn::Exception is thrown.
288 virtual void Load(const char* filename) = 0;
289
290 /// Saves the current set of tuned parameters to the given file.
291 /// If there is an error saving to the file, an armnn::Exception is thrown.
292 virtual void Save(const char* filename) const = 0;
293
294protected:
telsoa01c577f2c2018-08-31 09:22:23 +0100295 virtual ~IGpuAccTunedParameters() {};
telsoa014fcda012018-03-09 14:13:49 +0000296};
297
David Monahan4f1e8e42019-09-04 09:22:10 +0100298} // namespace armnn