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Georgios Pinitasd8734b52017-12-22 15:27:52 +00001/*
Manuel Bottinib56c1752020-11-18 17:56:30 +00002 * Copyright (c) 2018-2021 Arm Limited.
Georgios Pinitasd8734b52017-12-22 15:27:52 +00003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010024#include "arm_compute/graph/backends/CL/CLDeviceBackend.h"
Georgios Pinitasd8734b52017-12-22 15:27:52 +000025
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010026#include "arm_compute/graph/Graph.h"
27#include "arm_compute/graph/GraphContext.h"
28#include "arm_compute/graph/INode.h"
29#include "arm_compute/graph/Logger.h"
30#include "arm_compute/graph/Tensor.h"
31#include "arm_compute/graph/backends/BackendRegistrar.h"
32#include "arm_compute/graph/backends/CL/CLFunctionFactory.h"
33#include "arm_compute/graph/backends/CL/CLNodeValidator.h"
34#include "arm_compute/graph/backends/CL/CLSubTensorHandle.h"
35#include "arm_compute/graph/backends/CL/CLTensorHandle.h"
Georgios Pinitasd8734b52017-12-22 15:27:52 +000036
Pablo Tellodb8485a2019-09-24 11:03:47 +010037#include "arm_compute/core/CL/CLCoreRuntimeContext.h"
Georgios Pinitasd8734b52017-12-22 15:27:52 +000038#include "arm_compute/core/TensorInfo.h"
39#include "arm_compute/runtime/BlobLifetimeManager.h"
40#include "arm_compute/runtime/CL/CLBufferAllocator.h"
41#include "arm_compute/runtime/CL/CLScheduler.h"
Michalis Spyroub27e13a2019-09-27 11:04:27 +010042#include "arm_compute/runtime/IWeightsManager.h"
Georgios Pinitas26014cf2019-09-09 19:00:57 +010043#include "arm_compute/runtime/MemoryGroup.h"
Georgios Pinitasd8734b52017-12-22 15:27:52 +000044#include "arm_compute/runtime/MemoryManagerOnDemand.h"
45#include "arm_compute/runtime/PoolManager.h"
46
47#include "support/ToolchainSupport.h"
48
49namespace arm_compute
50{
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010051namespace graph
Georgios Pinitasd8734b52017-12-22 15:27:52 +000052{
53namespace backends
54{
55namespace
56{
57bool file_exists(const std::string &filename)
58{
59 std::ifstream file(filename);
60 return file.good();
61}
62} // namespace
63
64/** Register CL backend */
65static detail::BackendRegistrar<CLDeviceBackend> CLDeviceBackend_registrar(Target::CL);
66
Georgios Pinitasd8734b52017-12-22 15:27:52 +000067CLDeviceBackend::CLDeviceBackend()
Pablo Telloee8cf322019-11-13 10:44:09 +000068 : _context_count(0), _tuner(), _allocator(nullptr), _tuner_file()
Georgios Pinitasd8734b52017-12-22 15:27:52 +000069{
70}
71
72CLDeviceBackend::~CLDeviceBackend()
73{
Manuel Bottinib56c1752020-11-18 17:56:30 +000074 _tuner.save_to_file(_tuner_file);
Georgios Pinitasd8734b52017-12-22 15:27:52 +000075}
76
77void CLDeviceBackend::set_kernel_tuning(bool enable_tuning)
78{
79 _tuner.set_tune_new_kernels(enable_tuning);
80}
81
Vidhya Sudhan Loganathan050471e2019-04-25 09:27:24 +010082void CLDeviceBackend::set_kernel_tuning_mode(CLTunerMode tuning_mode)
83{
84 _tuner.set_tuner_mode(tuning_mode);
85}
86
Georgios Pinitasd8734b52017-12-22 15:27:52 +000087void CLDeviceBackend::initialize_backend()
88{
Georgios Pinitasd8734b52017-12-22 15:27:52 +000089 // Setup Scheduler
90 CLScheduler::get().default_init(&_tuner);
Georgios Pinitasd8734b52017-12-22 15:27:52 +000091 // Create allocator with new context
Georgios Pinitas40f51a62020-11-21 03:04:18 +000092 _allocator = std::make_unique<CLBufferAllocator>(nullptr /* legacy path for CLCoreRuntimeContext */);
Georgios Pinitasd8734b52017-12-22 15:27:52 +000093}
94
Anthony Barbierb6eb3532018-08-08 13:20:04 +010095void CLDeviceBackend::release_backend_context(GraphContext &ctx)
96{
97 ARM_COMPUTE_UNUSED(ctx);
98 _context_count--;
99 if(_context_count == 0) // No more context using the backend: free resources
100 {
101 _allocator = nullptr;
102 }
103}
104
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000105void CLDeviceBackend::setup_backend_context(GraphContext &ctx)
106{
Georgios Pinitasdf473ea2018-05-31 18:53:52 +0100107 // Force backend initialization
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100108 _context_count++;
109 if(_context_count == 1)
Georgios Pinitasdf473ea2018-05-31 18:53:52 +0100110 {
111 initialize_backend();
Georgios Pinitasdf473ea2018-05-31 18:53:52 +0100112 }
113
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000114 // Setup tuner
Anthony Barbier7b607dc2018-07-13 15:55:24 +0100115 _tuner_file = ctx.config().tuner_file;
Manuel Bottinib56c1752020-11-18 17:56:30 +0000116
Anthony Barbier7b607dc2018-07-13 15:55:24 +0100117 // Load tuner data if available
118 if(file_exists(_tuner_file))
119 {
120 _tuner.load_from_file(_tuner_file);
121 }
122
Georgios Pinitas9a8c6722018-03-21 17:52:35 +0000123 set_kernel_tuning(ctx.config().use_tuner);
Vidhya Sudhan Loganathan050471e2019-04-25 09:27:24 +0100124 set_kernel_tuning_mode(ctx.config().tuner_mode);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000125
126 // Setup a management backend
127 if(ctx.memory_management_ctx(Target::CL) == nullptr)
128 {
129 MemoryManagerContext mm_ctx;
Georgios Pinitas3d1489d2018-05-03 20:47:16 +0100130 mm_ctx.target = Target::CL;
131 mm_ctx.intra_mm = create_memory_manager(MemoryManagerAffinity::Buffer);
132 mm_ctx.cross_mm = create_memory_manager(MemoryManagerAffinity::Buffer);
Georgios Pinitas26014cf2019-09-09 19:00:57 +0100133 mm_ctx.cross_group = std::make_shared<MemoryGroup>(mm_ctx.cross_mm);
Georgios Pinitas9da19e92018-10-11 15:33:11 +0100134 mm_ctx.allocator = _allocator.get();
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000135
136 ctx.insert_memory_management_ctx(std::move(mm_ctx));
137 }
Michalis Spyroub27e13a2019-09-27 11:04:27 +0100138
139 // Create function level weights manager
140 if(ctx.weights_management_ctx(Target::CL) == nullptr)
141 {
142 WeightsManagerContext wm_ctx;
143 wm_ctx.target = Target::CL;
144 wm_ctx.wm = create_weights_manager();
145
146 ctx.insert_weights_management_ctx(std::move(wm_ctx));
147 }
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000148}
149
Georgios Pinitasd9eb2752018-04-03 13:44:29 +0100150bool CLDeviceBackend::is_backend_supported()
151{
152 return arm_compute::opencl_is_available();
153}
154
Georgios Pinitas3d1489d2018-05-03 20:47:16 +0100155IAllocator *CLDeviceBackend::backend_allocator()
156{
Georgios Pinitasdf473ea2018-05-31 18:53:52 +0100157 return _allocator.get();
Georgios Pinitas3d1489d2018-05-03 20:47:16 +0100158}
159
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000160std::unique_ptr<ITensorHandle> CLDeviceBackend::create_tensor(const Tensor &tensor)
161{
162 // Get tensor descriptor
163 const TensorDescriptor &tensor_desc = tensor.desc();
164 ARM_COMPUTE_ERROR_ON(tensor_desc.target != Target::CL);
165
166 // Create backend tensor handle
Giorgio Arenabb54e4e2018-04-05 17:20:34 +0100167 TensorInfo info(tensor_desc.shape, 1, tensor_desc.data_type, tensor_desc.quant_info);
Georgios Pinitascac13b12018-04-27 19:07:19 +0100168 info.set_data_layout(tensor_desc.layout);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000169
Georgios Pinitas40f51a62020-11-21 03:04:18 +0000170 return std::make_unique<CLTensorHandle>(info);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000171}
172
Georgios Pinitasee33ea52018-03-08 16:01:29 +0000173std::unique_ptr<ITensorHandle> CLDeviceBackend::create_subtensor(ITensorHandle *parent, TensorShape shape, Coordinates coords, bool extend_parent)
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000174{
175 if(parent == nullptr)
176 {
177 return nullptr;
178 }
179
Georgios Pinitas40f51a62020-11-21 03:04:18 +0000180 return std::make_unique<CLSubTensorHandle>(parent, shape, coords, extend_parent);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000181}
182
183std::unique_ptr<arm_compute::IFunction> CLDeviceBackend::configure_node(INode &node, GraphContext &ctx)
184{
185 ARM_COMPUTE_LOG_GRAPH_VERBOSE("Configuring CL node with ID : " << node.id() << std::endl);
186 ARM_COMPUTE_ERROR_ON(node.assigned_target() != Target::CL);
187
188 // Configure node
189 return CLFunctionFactory::create(&node, ctx);
190}
191
Georgios Pinitas28705162018-03-21 20:10:53 +0000192arm_compute::Status CLDeviceBackend::validate_node(INode &node)
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000193{
194 ARM_COMPUTE_LOG_GRAPH_VERBOSE("Validating CL node with ID : " << node.id() << std::endl);
Georgios Pinitas28705162018-03-21 20:10:53 +0000195 ARM_COMPUTE_ERROR_ON(node.assigned_target() != Target::CL);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000196
Georgios Pinitas28705162018-03-21 20:10:53 +0000197 return CLNodeValidator::validate(&node);
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000198}
199
200std::shared_ptr<arm_compute::IMemoryManager> CLDeviceBackend::create_memory_manager(MemoryManagerAffinity affinity)
201{
202 if(affinity == MemoryManagerAffinity::Offset)
203 {
204 ARM_COMPUTE_LOG_GRAPH_WARNING("CL Backend does not support offset affinity memory management!");
205 return nullptr;
206 }
207
208 auto lifetime_mgr = std::make_shared<BlobLifetimeManager>();
209 auto pool_mgr = std::make_shared<PoolManager>();
210 auto mm = std::make_shared<MemoryManagerOnDemand>(lifetime_mgr, pool_mgr);
211
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000212 return mm;
213}
Michalis Spyrou1a569a32019-09-10 17:20:34 +0100214
215std::shared_ptr<arm_compute::IWeightsManager> CLDeviceBackend::create_weights_manager()
216{
Michalis Spyroub27e13a2019-09-27 11:04:27 +0100217 auto weights_mgr = std::make_shared<IWeightsManager>();
218 return weights_mgr;
Michalis Spyrou1a569a32019-09-10 17:20:34 +0100219}
Georgios Pinitasd8734b52017-12-22 15:27:52 +0000220} // namespace backends
Georgios Pinitasd9eb2752018-04-03 13:44:29 +0100221} // namespace graph
Anthony Barbier7b607dc2018-07-13 15:55:24 +0100222} // namespace arm_compute