GPU HW Counters via rocprofiler (#84)
* Initial support for GPU hardware counters
* Update find modules for roctracer and rocprofiler
- /opt/rocm/{rocprofiler,roctracer} path is deprecated so tweak search procedure
* Improve ConfigCPack for MPI
* Update rocprofiler
- rocm_metrics()
- minor cleanup
* Update rocm find modules
* declare rocm_metrics + call in omnitrace-avail
* relocate omnitrace-launch-compiler
* REALPATH and find_modules
* Examples cmake (may drop)
* omnitrace-avail
- hw_counter categories
- init rocm
* setenv updates for rocprofiler in library.cpp and dl.cpp
* get_rocm_events config
* gpu::hip_device_count()
* rocm_metrics returns hardware_counters::info
* - relocated library/components/roctracer_callbacks.* to library/roctracer.*
- relocated library/components/rocprofiler.* to library/rocprofiler.*
- cleaned up rocprofiler.hpp
- added perfetto output of rocprofiler
- added timemory output of rocprofiler
- renamed omni.roctracer thread to roctracer.hip
- added roctracer.hsa thread name
- updated timemory submodule to support std::variant
- updated timemory submodule to support = in config value
- updated timemory submodule to support standalone storage
- updated timemory submodule to support new hw counter apis
- updated timemory submodule to prevent label/description caching in data_tracker
* update omnitrace-avail info_type generation
* Update timemory submodule
* rocprofiler component
* cmake formatting
* omnitrace-avail handle no GPUs
- Add -c command-line option for --categories
- support verbosity
* hsa_rsrc_factory throws exceptions
- throw exceptions to avoid aborting on HSA_STATUS_ERROR_NOT_INITIALIZED when advantageous
- removed duplicate specialization of is_available for component::rocprofiler
* rocprofiler symbols for when disabled
* Fix warning in omnitrace-avail
- std::stringstream from initializer list would use explicit constructor
* Fix finalization after settings are deleted
* Reorganized rocprofiler source
* Updated formatting
* Miscellaneous tweaks
- added using statements from timemory
- tweaked the main and thread bundle names
- fixed timemory header includes
[ROCm/rocprofiler-systems commit: 4208b5654c]
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// MIT License
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//
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// Copyright (c) 2022 Advanced Micro Devices, Inc. All Rights Reserved.
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//
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// Permission is hereby granted, free of charge, to any person obtaining a copy
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// of this software and associated documentation files (the "Software"), to deal
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// in the Software without restriction, including without limitation the rights
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// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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// copies of the Software, and to permit persons to whom the Software is
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// furnished to do so, subject to the following conditions:
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//
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// The above copyright notice and this permission notice shall be included in all
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// copies or substantial portions of the Software.
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//
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// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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// SOFTWARE.
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#include "library/components/rocprofiler.hpp"
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#include "library/common.hpp"
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#include "library/components/pthread_create_gotcha.hpp"
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#include "library/components/pthread_gotcha.hpp"
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#include "library/config.hpp"
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#include "library/debug.hpp"
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#include "library/defines.hpp"
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#include "library/dynamic_library.hpp"
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#include "library/perfetto.hpp"
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#include "library/redirect.hpp"
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#include "library/rocprofiler.hpp"
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#include "library/sampling.hpp"
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#include "library/thread_data.hpp"
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#include <timemory/storage/types.hpp>
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#include <timemory/utility/types.hpp>
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#include <timemory/variadic/functional.hpp>
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#include <timemory/variadic/lightweight_tuple.hpp>
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#include <rocprofiler.h>
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#include <cstdint>
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#include <string_view>
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#include <type_traits>
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TIMEMORY_STATISTICS_TYPE(component::rocm_data_tracker, component::rocm_feature_value)
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TIMEMORY_DEFINE_CONCRETE_TRAIT(report_units, component::rocm_data_tracker, false_type)
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namespace tim
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{
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namespace component
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{
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namespace
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{
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auto&
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rocprofiler_activity_count()
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{
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static std::atomic<int64_t> _v{ 0 };
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return _v;
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}
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} // namespace
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omnitrace::unique_ptr_t<rocm_data_t>&
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rocm_data(int64_t _tid)
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{
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using thread_data_t = omnitrace::thread_data<rocm_data_t, rocm_event>;
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static auto& _v = thread_data_t::instances(thread_data_t::construct_on_init{});
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return _v.at(_tid);
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}
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rocm_event::rocm_event(uint32_t _dev, uint32_t _thr, uint32_t _queue,
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std::string _event_name, rocm_metric_type _begin,
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rocm_metric_type _end, uint32_t _feature_count, void* _features_v)
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: device_id{ _dev }
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, thread_id{ _thr }
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, queue_id{ _queue }
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, entry{ _begin }
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, exit{ _end }
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, name(std::move(_event_name))
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{
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feature_values.reserve(_feature_count);
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feature_names.reserve(_feature_count);
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auto* _features = static_cast<rocprofiler_feature_t*>(_features_v);
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for(uint32_t i = 0; i < _feature_count; ++i)
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{
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const rocprofiler_feature_t* p = &_features[i];
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feature_names.emplace_back(p->name);
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switch(p->data.kind)
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{
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// Output metrics results
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case ROCPROFILER_DATA_KIND_UNINIT: break;
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case ROCPROFILER_DATA_KIND_BYTES:
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feature_values.emplace_back(
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rocm_feature_value{ p->data.result_bytes.size });
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break;
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case ROCPROFILER_DATA_KIND_INT32:
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feature_values.emplace_back(rocm_feature_value{ p->data.result_int32 });
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break;
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case ROCPROFILER_DATA_KIND_FLOAT:
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feature_values.emplace_back(rocm_feature_value{ p->data.result_float });
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break;
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case ROCPROFILER_DATA_KIND_DOUBLE:
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feature_values.emplace_back(rocm_feature_value{ p->data.result_double });
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break;
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case ROCPROFILER_DATA_KIND_INT64:
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feature_values.emplace_back(rocm_feature_value{ p->data.result_int64 });
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break;
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}
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}
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}
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std::string
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rocm_event::as_string() const
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{
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std::stringstream _ss{};
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_ss << name << ", device: " << device_id << ", queue: " << queue_id
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<< ", thread: " << thread_id << ", entry: " << entry << ", exit = " << exit;
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_ss.precision(3);
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_ss << std::fixed;
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for(size_t i = 0; i < feature_names.size(); ++i)
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{
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_ss << ", " << feature_names.at(i) << " = ";
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auto _as_string = [&_ss](auto&& itr) { _ss << std::setw(4) << itr; };
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std::visit(_as_string, feature_values.at(i));
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}
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return _ss.str();
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}
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void
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rocprofiler::preinit()
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{
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rocprofiler_data::label() = "rocprofiler";
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rocprofiler_data::description() = "ROCm hardware counters";
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}
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void
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rocprofiler::start()
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{
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if(tracker_type::start() == 0) setup();
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}
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void
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rocprofiler::stop()
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{
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if(tracker_type::stop() == 0) shutdown();
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}
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bool
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rocprofiler::is_setup()
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{
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return omnitrace::rocprofiler::is_setup();
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}
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void
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rocprofiler::add_setup(const std::string&, std::function<void()>&&)
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{}
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void
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rocprofiler::add_shutdown(const std::string&, std::function<void()>&&)
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{}
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void
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rocprofiler::remove_setup(const std::string&)
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{}
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void
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rocprofiler::remove_shutdown(const std::string&)
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{}
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void
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rocprofiler::setup()
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{
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OMNITRACE_VERBOSE_F(1, "rocprofiler is setup\n");
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}
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void
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rocprofiler::shutdown()
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{
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omnitrace::rocprofiler::post_process();
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omnitrace::rocprofiler::rocm_cleanup();
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/*
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using storage_type = typename rocprofiler_data::storage_type;
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using bundle_t = rocprofiler_data;
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using tag_t = api::omnitrace;
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auto _data = omnitrace::rocprofiler::get_data();
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auto _labels = omnitrace::rocprofiler::get_data_labels();
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auto _info = omnitrace::rocprofiler::rocm_metrics();
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int64_t _idx = 0;
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auto _scope = tim::scope::get_default();
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auto _get_metric_desc = [_info](std::string_view _v) {
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for(auto itr : _info)
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{
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if(itr.symbol().find(_v) == 0 || itr.short_description().find(_v) == 0)
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return std::make_pair(itr.short_description(), itr.long_description());
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}
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return std::make_pair(std::string{}, std::string{});
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};
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auto _debug = settings::debug();
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settings::debug() = true;
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struct hw_counters
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{};
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using rocm_counter = omnitrace::rocprofiler::rocm_counter;
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struct perfetto_rocm_event
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{
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rocm_counter entry = {};
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rocm_counter exit = {};
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rocprofiler_value value = {};
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bool operator<(const perfetto_rocm_event& _v) const
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{
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return (entry.at(0) == _v.entry.at(0)) ? exit.at(0) < _v.exit.at(0)
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: entry.at(0) < _v.entry.at(0);
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}
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};
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// contains the necessary info for export to perfetto
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auto _perfetto_raw_data =
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std::map<int64_t, std::map<int64_t, std::vector<perfetto_rocm_event>>>{};
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// contains the time-stamp regions for the counter tracks
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auto _perfetto_time_regions =
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std::map<int64_t, std::map<int64_t, std::set<uint64_t>>>{};
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// create a layout compatible for exporting to perfetto
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for(const auto& itr : _labels)
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{
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auto _dev_id = itr.first;
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auto _dev_name = JOIN("", '[', _dev_id, ']');
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for(size_t i = 0; i < itr.second.size(); ++i)
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{
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auto _metric_name = itr.second.at(i);
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auto _idx = perfetto_counter_track<hw_counters>::emplace(
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_dev_id, JOIN(' ', "Device", _metric_name, _dev_name));
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auto& _raw = _perfetto_raw_data[_dev_id][_idx];
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auto& _reg = _perfetto_time_regions[_dev_id][_idx];
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for(const auto& ditr : _data)
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{
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_raw.emplace_back(
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perfetto_rocm_event{ ditr.entry, ditr.exit, ditr.data.at(i) });
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}
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std::sort(_raw.begin(), _raw.end());
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for(auto ritr : _raw)
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{
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if(pthread_create_gotcha::is_valid_execution_time(0, ritr.entry.at(0)))
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_reg.emplace(ritr.entry.at(0));
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if(pthread_create_gotcha::is_valid_execution_time(0, ritr.exit.at(0)))
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_reg.emplace(ritr.exit.at(0));
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}
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}
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}
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for(auto& ditr : _perfetto_time_regions)
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for(auto& citr : ditr.second)
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{
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for(auto _ts = citr.second.begin(); _ts != citr.second.end(); ++_ts)
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{
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rocprofiler_value _v = {};
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auto _curr = _ts;
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auto _next = std::next(_ts);
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if(_next == citr.second.end()) continue;
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auto _min_ts = *_curr;
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auto _max_ts = (_next == citr.second.end()) ? *_curr : *_next;
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for(auto itr : _perfetto_raw_data[ditr.first][citr.first])
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{
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if(itr.entry[0] >= _min_ts && itr.exit[0] <= _max_ts)
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{
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using namespace tim::stl;
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_v += itr.value;
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}
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}
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auto _write_counter = [&](auto _v) {
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if(_min_ts == _max_ts)
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{
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using value_type = std::remove_reference_t<
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std::remove_cv_t<decay_t<decltype(_v)>>>;
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_v = static_cast<value_type>(0);
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}
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TRACE_COUNTER(
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"hardware_counter",
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perfetto_counter_track<hw_counters>::at(ditr.first, citr.first),
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_min_ts, _v);
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};
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std::visit(_write_counter, _v);
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}
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}
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for(const auto& itr : _labels)
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{
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for(size_t i = 0; i < itr.second.size(); ++i)
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{
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auto _metric_name = itr.second.at(i);
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auto _metric_desc = _get_metric_desc(_metric_name).second;
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rocprofiler_data::label() = _metric_name;
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if(!_metric_desc.empty())
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rocprofiler_data::description() = JOIN(" - ", "rocprof", _metric_desc);
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auto _dev_id = itr.first;
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auto _label = JOIN('-', "rocprofiler", _metric_name, "device", _dev_id);
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storage_type _storage{ standalone_storage{}, ++_idx, _label };
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std::vector<bundle_t> _bundles = {};
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_bundles.reserve(_data.size());
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for(const auto& ditr : _data)
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{
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auto _hash = add_hash_id(ditr.name);
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auto _v = ditr.data.at(i);
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auto _obj = std::tie(_bundles.emplace_back(bundle_t{}));
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invoke::reset<tag_t>(_obj);
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invoke::push<tag_t>(_obj, _scope, _hash, &_storage, _dev_id);
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invoke::start<tag_t>(_obj);
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invoke::store<tag_t>(_obj, _v);
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invoke::stop<tag_t>(_obj);
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invoke::pop<tag_t>(_obj, &_storage, _dev_id);
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}
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_storage.write(_label);
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}
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}
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settings::debug() = _debug;
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*/
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OMNITRACE_VERBOSE_F(1, "rocprofiler is shutdown\n");
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}
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scope::transient_destructor
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rocprofiler::protect_flush_activity()
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{
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return scope::transient_destructor([]() { --rocprofiler_activity_count(); },
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[]() { ++rocprofiler_activity_count(); });
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}
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} // namespace component
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} // namespace tim
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TIMEMORY_INSTANTIATE_EXTERN_COMPONENT(rocprofiler, false, void)
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TIMEMORY_INSTANTIATE_EXTERN_COMPONENT(rocprofiler_data, true,
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tim::component::rocprofiler_value)
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