/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved. licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #include "paddle/fluid/platform/profiler.h" #include // NOLINT #include #include #include #include #include "paddle/fluid/platform/device_tracer.h" #include "paddle/fluid/platform/enforce.h" #include "paddle/fluid/platform/profiler/common_event.h" #include "paddle/fluid/platform/profiler/host_event_recorder.h" #include "paddle/fluid/platform/profiler/host_tracer.h" #include "paddle/fluid/platform/profiler/profiler.h" #include "paddle/fluid/platform/profiler_helper.h" #ifdef PADDLE_WITH_CUDA #include "paddle/fluid/platform/dynload/nvtx.h" #endif #include "paddle/fluid/platform/os_info.h" PADDLE_DEFINE_EXPORTED_bool(enable_rpc_profiler, false, "Enable rpc profiler or not."); DEFINE_bool(enable_host_event_recorder_hook, false, "enable HostEventRecorder, hook Profiler"); namespace paddle { namespace platform { MemEvenRecorder MemEvenRecorder::recorder; Event::Event(EventType type, std::string name, uint32_t thread_id, EventRole role, std::string attr) : type_(type), name_(name), thread_id_(thread_id), role_(role), attr_(attr) { cpu_ns_ = GetTimeInNsec(); } const EventType &Event::type() const { return type_; } double Event::CpuElapsedMs(const Event &e) const { return (e.cpu_ns_ - cpu_ns_) / (1000000.0); } double Event::CudaElapsedMs(const Event &e) const { #ifdef PADDLE_WITH_CUPTI return gpu_ns_ / 1000000.0; #else LOG_FIRST_N(WARNING, 1) << "CUDA CUPTI is not enabled"; return 0; #endif } RecordEvent::RecordEvent(const char *name, const TracerEventType type, uint32_t level, const EventRole role) { #ifndef _WIN32 #ifdef PADDLE_WITH_CUDA if (g_enable_nvprof_hook) { dynload::nvtxRangePushA(name); is_pushed_ = true; } #endif #endif if (UNLIKELY(HostTraceLevel::GetInstance().NeedTrace(level) == false)) { return; } if (FLAGS_enable_host_event_recorder_hook == false) { if (g_state != ProfilerState::kDisabled) { // avoid temp string if (type == TracerEventType::Operator || type == TracerEventType::OperatorInner || type == TracerEventType::UserDefined) { OriginalConstruct(name, role, "none"); } } return; } is_enabled_ = true; shallow_copy_name_ = name; role_ = role; type_ = type; start_ns_ = PosixInNsec(); } RecordEvent::RecordEvent(const std::string &name, const TracerEventType type, uint32_t level, const EventRole role) { #ifndef _WIN32 #ifdef PADDLE_WITH_CUDA if (g_enable_nvprof_hook) { dynload::nvtxRangePushA(name.c_str()); is_pushed_ = true; } #endif #endif if (UNLIKELY(HostTraceLevel::GetInstance().NeedTrace(level) == false)) { return; } if (FLAGS_enable_host_event_recorder_hook == false) { if (type == TracerEventType::Operator || type == TracerEventType::OperatorInner || type == TracerEventType::UserDefined) { OriginalConstruct(name, role, "none"); } return; } is_enabled_ = true; name_ = new std::string(name); role_ = role; type_ = type; start_ns_ = PosixInNsec(); } RecordEvent::RecordEvent(const std::string &name, const std::string &attr, const TracerEventType type, uint32_t level, const EventRole role) { #ifndef _WIN32 #ifdef PADDLE_WITH_CUDA if (g_enable_nvprof_hook) { dynload::nvtxRangePushA(name.c_str()); is_pushed_ = true; } #endif #endif if (UNLIKELY(HostTraceLevel::GetInstance().NeedTrace(level) == false)) { return; } if (FLAGS_enable_host_event_recorder_hook == false) { if (type == TracerEventType::Operator || type == TracerEventType::OperatorInner || type == TracerEventType::UserDefined) { OriginalConstruct(name, role, attr); } return; } is_enabled_ = true; type_ = type; name_ = new std::string(name); start_ns_ = PosixInNsec(); attr_ = new std::string(attr); } void RecordEvent::OriginalConstruct(const std::string &name, const EventRole role, const std::string &attr) { if (g_state == ProfilerState::kDisabled || name.empty()) return; // do some initialization name_ = new std::string(name); start_ns_ = PosixInNsec(); role_ = role; attr_ = new std::string(attr); is_enabled_ = true; // lock is not needed, the code below is thread-safe // Maybe need the same push/pop behavior. Event *e = PushEvent(name, role, attr); SetCurAnnotation(e); *name_ = e->name(); } void RecordEvent::End() { #ifndef _WIN32 #ifdef PADDLE_WITH_CUDA if (g_enable_nvprof_hook && is_pushed_) { dynload::nvtxRangePop(); is_pushed_ = false; } #endif #endif if (LIKELY(FLAGS_enable_host_event_recorder_hook && is_enabled_)) { uint64_t end_ns = PosixInNsec(); if (LIKELY(shallow_copy_name_ != nullptr)) { HostEventRecorder::GetInstance().RecordEvent( shallow_copy_name_, start_ns_, end_ns, role_, type_); } else if (name_ != nullptr) { if (attr_ == nullptr) { HostEventRecorder::GetInstance().RecordEvent( *name_, start_ns_, end_ns, role_, type_); } else { HostEventRecorder::GetInstance().RecordEvent( *name_, start_ns_, end_ns, role_, type_, *attr_); delete attr_; } delete name_; } // use this flag to avoid double End(); is_enabled_ = false; return; } if (g_state == ProfilerState::kDisabled || !is_enabled_) return; // lock is not needed, the code below is thread-safe DeviceTracer *tracer = GetDeviceTracer(); if (tracer) { uint64_t end_ns = PosixInNsec(); tracer->AddCPURecords(CurAnnotationName(), start_ns_, end_ns, BlockDepth(), g_thread_id); } ClearCurAnnotation(); PopEvent(*name_, role_); delete name_; delete attr_; // use this flag to avoid double End(); is_enabled_ = false; } RecordInstantEvent::RecordInstantEvent(const char *name, TracerEventType type, uint32_t level) { if (UNLIKELY(HostTraceLevel::GetInstance().NeedTrace(level) == false)) { return; } auto start_end_ns = PosixInNsec(); HostEventRecorder::GetInstance().RecordEvent( name, start_end_ns, start_end_ns, EventRole::kOrdinary, type); } void MemEvenRecorder::PushMemRecord(const void *ptr, const Place &place, size_t size) { if (g_state == ProfilerState::kDisabled) return; std::lock_guard guard(mtx_); auto &events = address_memevent_[place]; PADDLE_ENFORCE_EQ(events.count(ptr), 0, platform::errors::InvalidArgument( "The Place can't exist in the stage of PushMemRecord")); events.emplace(ptr, std::unique_ptr( new MemEvenRecorder::RecordMemEvent(place, size))); } void MemEvenRecorder::PopMemRecord(const void *ptr, const Place &place) { if (g_state == ProfilerState::kDisabled) return; std::lock_guard guard(mtx_); auto &events = address_memevent_[place]; auto iter = events.find(ptr); // The ptr maybe not in address_memevent if (iter != events.end()) { events.erase(iter); } } void MemEvenRecorder::Flush() { std::lock_guard guard(mtx_); address_memevent_.clear(); } MemEvenRecorder::RecordMemEvent::RecordMemEvent(const Place &place, size_t bytes) : place_(place), bytes_(bytes), start_ns_(PosixInNsec()), alloc_in_(CurAnnotationName()) { PushMemEvent(start_ns_, end_ns_, bytes_, place_, alloc_in_); } MemEvenRecorder::RecordMemEvent::~RecordMemEvent() { DeviceTracer *tracer = GetDeviceTracer(); end_ns_ = PosixInNsec(); auto annotation_free = CurAnnotationName(); if (tracer) { tracer->AddMemInfoRecord(start_ns_, end_ns_, bytes_, place_, alloc_in_, annotation_free, g_mem_thread_id); } PopMemEvent(start_ns_, end_ns_, bytes_, place_, annotation_free); } /*RecordRPCEvent::RecordRPCEvent(const std::string &name) { if (FLAGS_enable_rpc_profiler) { event_.reset(new platform::RecordEvent(name)); } }*/ RecordBlock::RecordBlock(int block_id) : is_enabled_(false), start_ns_(PosixInNsec()) { // lock is not needed, the code below is thread-safe if (g_state == ProfilerState::kDisabled) return; is_enabled_ = true; SetCurBlock(block_id); name_ = string::Sprintf("block_%d", block_id); } RecordBlock::~RecordBlock() { // lock is not needed, the code below is thread-safe if (g_state == ProfilerState::kDisabled || !is_enabled_) return; DeviceTracer *tracer = GetDeviceTracer(); if (tracer) { // We try to put all blocks at the same nested depth in the // same timeline lane. and distinguish the using thread_id. tracer->AddCPURecords(name_, start_ns_, PosixInNsec(), BlockDepth(), g_thread_id); } ClearCurBlock(); } void PushMemEvent(uint64_t start_ns, uint64_t end_ns, size_t bytes, const Place &place, const std::string &annotation) { GetMemEventList().Record(EventType::kPushRange, start_ns, end_ns, bytes, place, g_mem_thread_id, annotation); } void PopMemEvent(uint64_t start_ns, uint64_t end_ns, size_t bytes, const Place &place, const std::string &annotation) { GetMemEventList().Record(EventType::kPopRange, start_ns, end_ns, bytes, place, g_mem_thread_id, annotation); } void Mark(const std::string &name) { if (FLAGS_enable_host_event_recorder_hook) { HostEventRecorder::GetInstance().RecordEvent( name, 0, 0, EventRole::kOrdinary, TracerEventType::UserDefined); return; } GetEventList().Record(EventType::kMark, name, g_thread_id); } Event *PushEvent(const std::string &name, const EventRole role, std::string attr) { return GetEventList().Record(EventType::kPushRange, name, g_thread_id, role, attr); } void PopEvent(const std::string &name, const EventRole role, std::string attr) { GetEventList().Record(EventType::kPopRange, name, g_thread_id, role, attr); } void EnableProfiler(ProfilerState state) { PADDLE_ENFORCE_NE(state, ProfilerState::kDisabled, platform::errors::InvalidArgument( "Can't enable profiling, since the input state is" "ProfilerState::kDisabled")); SynchronizeAllDevice(); std::lock_guard l(profiler_mu); if (state == g_state) { return; } g_state = state; ProfilerOptions option; HostTraceLevel::GetInstance().SetLevel(option.trace_level); should_send_profile_state = true; GetDeviceTracer()->Enable(); #if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP) if (g_state == ProfilerState::kCUDA || g_state == ProfilerState::kAll || g_state == ProfilerState::kCPU) { // Generate some dummy events first to reduce the startup overhead. DummyKernelAndEvent(); GetDeviceTracer()->Reset(); } #endif // Mark the profiling start. Mark("_start_profiler_"); } void ResetProfiler() { SynchronizeAllDevice(); GetDeviceTracer()->Reset(); MemEvenRecorder::Instance().Flush(); std::lock_guard guard(g_all_event_lists_mutex); for (auto it = g_all_event_lists.begin(); it != g_all_event_lists.end(); ++it) { (*it)->Clear(); } for (auto it = g_all_mem_event_lists.begin(); it != g_all_mem_event_lists.end(); ++it) { (*it)->Clear(); } } static std::map DockHostEventRecorderHostPart(); static void DockHostEventRecorderDevicePart( const std::map &thr_events); void DisableProfiler(EventSortingKey sorted_key, const std::string &profile_path) { SynchronizeAllDevice(); auto thr_events = DockHostEventRecorderHostPart(); MemEvenRecorder::Instance().Flush(); std::lock_guard l(profiler_mu); if (g_state == ProfilerState::kDisabled) return; // Mark the profiling stop. Mark("_stop_profiler_"); DealWithShowName(); DeviceTracer *tracer = GetDeviceTracer(); if (tracer->IsEnabled()) { tracer->Disable(); DockHostEventRecorderDevicePart(thr_events); tracer->GenEventKernelCudaElapsedTime(); tracer->GenProfile(profile_path); } std::vector> all_events = GetAllEvents(); ParseEvents(all_events, true, sorted_key); ParseEvents(all_events, false, sorted_key); std::vector> all_mem_events = GetMemEvents(); ParseMemEvents(all_mem_events); ResetProfiler(); g_state = ProfilerState::kDisabled; g_tracer_option = TracerOption::kDefault; should_send_profile_state = true; } void CompleteProfilerEvents(proto::Profile *tracer_profile, std::vector> *time_events, std::vector> *mem_events) { SynchronizeAllDevice(); auto thr_events = DockHostEventRecorderHostPart(); MemEvenRecorder::Instance().Flush(); std::lock_guard l(profiler_mu); if (g_state == ProfilerState::kDisabled) return; // Mark the profiling stop. Mark("_stop_profiler_"); DeviceTracer *tracer = GetDeviceTracer(); if (tracer->IsEnabled() && tracer_profile != nullptr) { tracer->Disable(); DockHostEventRecorderDevicePart(thr_events); tracer->GenEventKernelCudaElapsedTime(); *tracer_profile = tracer->GetProfile(); } if (time_events != nullptr) { *time_events = GetAllEvents(); } if (mem_events != nullptr) { *mem_events = GetMemEvents(); } ResetProfiler(); g_state = ProfilerState::kDisabled; g_tracer_option = TracerOption::kDefault; should_send_profile_state = true; } std::vector> GetAllEvents() { std::lock_guard guard(g_all_event_lists_mutex); std::vector> result; for (auto it = g_all_event_lists.begin(); it != g_all_event_lists.end(); ++it) { result.emplace_back((*it)->Reduce()); } return result; } bool IsProfileEnabled() { return g_state != ProfilerState::kDisabled; } bool ShouldSendProfileState() { return should_send_profile_state; } std::string OpName(const framework::VariableNameMap &name_map, const std::string &type_name) { if (platform::GetTracerOption() != platform::TracerOption::kAllOpDetail || !IsProfileEnabled()) return ""; std::string ret = type_name + "%"; for (auto it = name_map.begin(); it != name_map.end(); it++) { auto name_outputs = it->second; if (!name_outputs.empty()) { ret = ret + name_outputs[0]; break; } } ret = ret + "%"; return ret; } void SetTracerOption(TracerOption option) { std::lock_guard l(profiler_mu); g_tracer_option = option; } platform::TracerOption GetTracerOption() { return g_tracer_option; } void SetProfileListener() { std::mt19937 rng; rng.seed(std::random_device()()); std::uniform_int_distribution dist6( 1, std::numeric_limits::max()); profiler_lister_id = dist6(rng); } int64_t ListenerId() { return profiler_lister_id; } void NvprofEnableRecordEvent() { SynchronizeAllDevice(); g_enable_nvprof_hook = true; } void NvprofDisableRecordEvent() { g_enable_nvprof_hook = false; } void EnableHostEventRecorder() { FLAGS_enable_host_event_recorder_hook = true; } void DisableHostEventRecorder() { FLAGS_enable_host_event_recorder_hook = false; } std::string PrintHostEvents() { std::ostringstream oss; auto host_evt_sec = HostEventRecorder::GetInstance().GatherEvents(); for (const auto &thr_evt_sec : host_evt_sec.thr_sections) { oss << thr_evt_sec.thread_id << std::endl; for (const auto &evt : thr_evt_sec.events) { oss << "{ " << evt.name << " | " << evt.start_ns << "ns | " << evt.end_ns << "ns | " << (evt.end_ns - evt.start_ns) / 1000.000 << "us }" << std::endl; } } return oss.str(); } static void EmulateEventPushAndPop( const HostEventSection &host_sec, std::map *out) { for (const auto &thr_sec : host_sec.thr_sections) { uint64_t tid = thr_sec.thread_id; auto cur_thr_list = std::make_shared>(); g_all_event_lists.emplace_front(cur_thr_list); // for nesting events std::stack evt_stk; std::stack prefix_stk; std::map start2evt; for (size_t i = 0; i < thr_sec.events.size(); ++i) { const auto &evt = thr_sec.events[i]; start2evt[evt.start_ns] = i; } auto iter = start2evt.begin(); // loop events for (size_t i = 0; i < thr_sec.events.size(); ++i) { const auto &thr_evts = thr_sec.events; const auto &evt = thr_evts[i]; // For nesting events while (!evt_stk.empty() && thr_evts[evt_stk.top()].end_ns <= evt.end_ns) { evt_stk.pop(); prefix_stk.pop(); } while (iter != start2evt.end() && thr_evts[iter->second].start_ns < evt.start_ns) { if (thr_evts[iter->second].end_ns > evt.start_ns) { evt_stk.push(iter->second); std::string prefix = thr_evts[iter->second].name; if (!prefix_stk.empty()) { prefix = prefix_stk.top() + "/" + prefix; } prefix_stk.push(prefix); } ++iter; } // Record orig event pair std::string name = prefix_stk.empty() ? evt.name : prefix_stk.top() + "/" + evt.name; const char *attr = (evt.attr == nullptr ? "none" : evt.attr); Event *orig_evt = cur_thr_list->Record(EventType::kPushRange, name, tid, evt.role, attr); (*out)[tid][evt.end_ns] = std::make_pair(orig_evt, evt.start_ns); cur_thr_list->Record(EventType::kPopRange, name, tid, evt.role, attr); } } } static void EmulateCPURecordsAdd( const HostEventSection &host_sec) { DeviceTracer *tracer = GetDeviceTracer(); if (tracer == nullptr) { return; } for (const auto &thr_sec : host_sec.thr_sections) { uint64_t tid = thr_sec.thread_id; for (const auto &evt : thr_sec.events) { tracer->AddCPURecords(evt.name, evt.start_ns, evt.end_ns, BlockDepth(), tid); } } } static void EmulateCorrelation( const std::map &thr_events) { DeviceTracer *tracer = GetDeviceTracer(); if (tracer == nullptr) { return; } tracer->AddAnnotations(thr_events); } static std::map DockHostEventRecorderHostPart() { std::map thr_events; if (FLAGS_enable_host_event_recorder_hook == false) { return thr_events; } auto host_evt_sec = HostEventRecorder::GetInstance().GatherEvents(); EmulateEventPushAndPop(host_evt_sec, &thr_events); EmulateCPURecordsAdd(host_evt_sec); return thr_events; } static void DockHostEventRecorderDevicePart( const std::map &thr_events) { if (FLAGS_enable_host_event_recorder_hook == false) { return; } EmulateCorrelation(thr_events); } } // namespace platform } // namespace paddle