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198 lines
5.9 KiB
198 lines
5.9 KiB
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
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licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License. */
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#pragma once
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#include <forward_list>
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#include <list>
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#include <mutex>
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#include <vector>
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#include "paddle/platform/device_context.h"
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namespace paddle {
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namespace platform {
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enum EventKind { kMark, kPushRange, kPopRange };
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inline uint64_t GetTimeInNsec() {
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// using std::chrono;
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using clock = std::conditional<std::chrono::high_resolution_clock::is_steady,
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std::chrono::high_resolution_clock,
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std::chrono::steady_clock>::type;
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return std::chrono::duration_cast<std::chrono::nanoseconds>(
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clock::now().time_since_epoch())
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.count();
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}
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class Event {
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public:
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// the DeviceContext is used to get the cuda stream.
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Event(EventKind kind, std::string name, uint32_t thread_id,
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const platform::DeviceContext* dev_ctx = nullptr)
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: kind_(kind), name_(std::move(name)), thread_id_(thread_id) {
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has_cuda_ = false;
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#ifdef PADDLE_WITH_CUDA
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auto* cuda_dev_ctx =
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static_cast<const platform::CUDADeviceContext*>(dev_ctx);
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if (cuda_dev_ctx) {
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PADDLE_ENFORCE(cudaGetDevice(&device_));
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PADDLE_ENFORCE(cudaEventCreate(&event_));
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auto stream = cuda_dev_ctx->stream();
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PADDLE_ENFORCE(cudaEventRecord(event_, stream));
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has_cuda_ = true;
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}
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#endif
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cpu_ns_ = GetTimeInNsec();
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}
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std::string kind() const {
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switch (kind_) {
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case EventKind::kMark:
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return "mark";
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case EventKind::kPushRange:
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return "push";
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case EventKind::kPopRange:
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return "pop";
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}
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PADDLE_THROW("Unknown EventKind.");
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}
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std::string name() const { return name_; }
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bool has_cuda() const { return has_cuda_; }
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#ifdef PADDLE_WITH_CUDA
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cudaEvent_t event() const { return event_; }
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int device() const { return device_; }
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#endif
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double CpuElapsedUs(const Event& e) const {
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return (e.cpu_ns_ - cpu_ns_) / (1000.0);
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}
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double CudaElapsedUs(const Event& e) const {
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#ifdef PADDLE_WITH_CUDA
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PADDLE_ENFORCE(e.has_cuda() && has_cuda());
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PADDLE_ENFORCE(e.device() == device());
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PADDLE_ENFORCE(cudaEventSynchronize(event_));
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PADDLE_ENFORCE(cudaEventSynchronize(e.event()));
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float ms;
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PADDLE_ENFORCE(cudaEventElapsedTime(&ms, event_, e.event()));
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return ms * 1000.0;
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#else
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PADDLE_THROW("CUDA is not enabled");
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#endif
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}
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private:
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EventKind kind_;
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std::string name_;
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uint32_t thread_id_;
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int64_t cpu_ns_;
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bool has_cuda_;
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#ifdef PADDLE_WITH_CUDA
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cudaEvent_t event_ = nullptr;
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int device_ = -1;
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#endif
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};
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struct EventList {
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constexpr static std::size_t kMB = 1024 * 1024;
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constexpr static std::size_t kEventBlockSize = 16 * kMB;
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constexpr static std::size_t kEventSize = sizeof(Event);
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constexpr static std::size_t kEventAlign = alignof(Event);
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constexpr static std::size_t kNumBlock =
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kEventBlockSize /
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((kEventSize + kEventAlign - 1) / kEventAlign * kEventAlign);
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template <typename... Args>
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void Record(Args&&... args) {
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if (event_blocks.empty() || event_blocks.front().size() == kNumBlock) {
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event_blocks.emplace_front();
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event_blocks.front().reserve(kNumBlock);
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}
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event_blocks.front().emplace_back(std::forward<Args>(args)...);
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}
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std::vector<Event> Reduce() {
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std::vector<Event> result;
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for (auto& block : event_blocks) {
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result.insert(result.begin(), std::make_move_iterator(block.begin()),
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std::make_move_iterator(block.end()));
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}
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event_blocks.clear();
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return result;
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}
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std::forward_list<std::vector<Event>> event_blocks;
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};
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enum ProfilerState {
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kDisabled,
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kCPU,
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kCUDA,
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};
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// The profiler state, the initial value is ProfilerState::kDisabled
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extern ProfilerState kState;
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// The global mutex
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extern std::mutex kAllEventListsMutex;
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// The total event lists of all threads
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extern std::list<std::shared_ptr<EventList>> kAllEventLists;
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// The thread local event list only can be accessed by the specific thread
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extern thread_local std::shared_ptr<EventList> kEventList;
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// The thread index of each thread
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extern thread_local int32_t kThreadId;
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// The kNextThreadId is a global counter for threads, by the kThreadId and
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// kNextThreadId, we can know how many threads have created EventList.
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extern uint32_t kNextThreadId;
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inline EventList& GetEventList() {
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if (!kEventList) {
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std::lock_guard<std::mutex> guard(kAllEventListsMutex);
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kEventList = std::make_shared<EventList>();
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kThreadId = kNextThreadId++;
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kAllEventLists.emplace_front(kEventList);
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}
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return *kEventList;
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}
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inline void Mark(const std::string name,
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const platform::DeviceContext* dev_ctx = nullptr) {
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GetEventList().Record(EventKind::kMark, std::move(name), kThreadId, dev_ctx);
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}
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struct RecordEvent {
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explicit RecordEvent(const std::string name,
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platform::DeviceContext* dev_ctx = nullptr) {
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if (kState == ProfilerState::kDisabled) return;
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dev_ctx_ = dev_ctx;
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GetEventList().Record(EventKind::kPushRange, std::move(name), kThreadId,
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dev_ctx_);
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}
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~RecordEvent() {
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if (kState == ProfilerState::kDisabled) return;
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GetEventList().Record(EventKind::kPopRange, std::string(), kThreadId,
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dev_ctx_);
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}
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platform::DeviceContext* dev_ctx_;
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};
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void EnableProfiler(ProfilerState state);
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std::vector<std::vector<Event>> DisableProfiler();
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} // namespace platform
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} // namespace paddle
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