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Diffstat (limited to 'src/runtime/CPP/CPPScheduler.cpp')
-rw-r--r--src/runtime/CPP/CPPScheduler.cpp294
1 files changed, 243 insertions, 51 deletions
diff --git a/src/runtime/CPP/CPPScheduler.cpp b/src/runtime/CPP/CPPScheduler.cpp
index a26b580b97..9fbdc3a4dd 100644
--- a/src/runtime/CPP/CPPScheduler.cpp
+++ b/src/runtime/CPP/CPPScheduler.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2016-2021 Arm Limited.
+ * Copyright (c) 2016-2023 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -26,8 +26,10 @@
#include "arm_compute/core/CPP/ICPPKernel.h"
#include "arm_compute/core/Error.h"
#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/Log.h"
#include "arm_compute/core/Utils.h"
-#include "src/runtime/CPUUtils.h"
+#include "arm_compute/core/utils/misc/Utility.h"
+
#include "support/Mutex.h"
#include <atomic>
@@ -38,6 +40,7 @@
#include <mutex>
#include <system_error>
#include <thread>
+#include <vector>
namespace arm_compute
{
@@ -51,8 +54,7 @@ public:
* @param[in] start First value that will be returned by the feeder
* @param[in] end End condition (The last value returned by get_next() will be end - 1)
*/
- explicit ThreadFeeder(unsigned int start = 0, unsigned int end = 0)
- : _atomic_counter(start), _end(end)
+ explicit ThreadFeeder(unsigned int start = 0, unsigned int end = 0) : _atomic_counter(start), _end(end)
{
}
/** Return the next element in the range if there is one.
@@ -87,25 +89,55 @@ void process_workloads(std::vector<IScheduler::Workload> &workloads, ThreadFeede
{
ARM_COMPUTE_ERROR_ON(workload_index >= workloads.size());
workloads[workload_index](info);
- }
- while(feeder.get_next(workload_index));
+ } while (feeder.get_next(workload_index));
}
+/** Set thread affinity. Pin current thread to a particular core
+ *
+ * @param[in] core_id ID of the core to which the current thread is pinned
+ */
void set_thread_affinity(int core_id)
{
- if(core_id < 0)
+ if (core_id < 0)
{
return;
}
-#if !defined(__APPLE__)
+#if !defined(_WIN64) && !defined(__APPLE__) && !defined(__OpenBSD__)
cpu_set_t set;
CPU_ZERO(&set);
CPU_SET(core_id, &set);
ARM_COMPUTE_EXIT_ON_MSG(sched_setaffinity(0, sizeof(set), &set), "Error setting thread affinity");
-#endif /* !defined(__APPLE__) */
+#endif /* !defined(__APPLE__) && !defined(__OpenBSD__) */
}
+/** There are currently 2 scheduling modes supported by CPPScheduler
+ *
+ * Linear:
+ * The default mode where all the scheduling is carried out by the main thread linearly (in a loop).
+ * E.G. If there are 8 threads in total, there will be 1 main thread + 7 threads in the thread pool, and it is main
+ * thread's responsibility to start all the other threads in the thread pool.
+ *
+ * Fanout:
+ * In fanout mode, the scheduling (starting other threads) task is distributed across many threads instead of just
+ * the main thread.
+ *
+ * The scheduler has a fixed parameter: wake_fanout, and the scheduling sequence goes like this:
+ * 1. Main thread wakes the first wake_fanout - 1 number of FanoutThreads from the thread pool
+ * From thread: 0
+ * To thread (non-inclusive): Wake_fanout - 1
+ * 2. Each FanoutThread then wakes wake_fanout number of FanoutThreads from the thread pool:
+ * From thread: (i + 1) * wake_fanout - 1
+ * To thread (non-inclusive): (i + 2) * wake_fanout - 1
+ * where i is the current thread's thread id
+ * The end is clamped at the size of the thread pool / the number of threads in use - 1
+ *
+ * E.G. for a total number of 8 threads (1 main thread, 7 FanoutThreads in thread pool) with a fanout of 3
+ * 1. Main thread wakes FanoutThread 0, 1
+ * 2. FanoutThread 0 wakes FanoutThread 2, 3, 4
+ * 3. FanoutThread 1 wakes FanoutThread 5, 6
+ */
+
class Thread final
{
public:
@@ -117,14 +149,17 @@ public:
*/
explicit Thread(int core_pin = -1);
- Thread(const Thread &) = delete;
+ Thread(const Thread &) = delete;
Thread &operator=(const Thread &) = delete;
Thread(Thread &&) = delete;
- Thread &operator=(Thread &&) = delete;
+ Thread &operator=(Thread &&) = delete;
/** Destructor. Make the thread join. */
~Thread();
+ /** Set workloads */
+ void set_workload(std::vector<IScheduler::Workload> *workloads, ThreadFeeder &feeder, const ThreadInfo &info);
+
/** Request the worker thread to start executing workloads.
*
* The thread will start by executing workloads[info.thread_id] and will then call the feeder to
@@ -133,29 +168,47 @@ public:
* @note This function will return as soon as the workloads have been sent to the worker thread.
* wait() needs to be called to ensure the execution is complete.
*/
- void start(std::vector<IScheduler::Workload> *workloads, ThreadFeeder &feeder, const ThreadInfo &info);
+ void start();
/** Wait for the current kernel execution to complete. */
- void wait();
+ std::exception_ptr wait();
/** Function ran by the worker thread. */
void worker_thread();
+ /** Set the scheduling strategy to be linear */
+ void set_linear_mode()
+ {
+ _thread_pool = nullptr;
+ _wake_beg = 0;
+ _wake_end = 0;
+ }
+
+ /** Set the scheduling strategy to be fanout */
+ void set_fanout_mode(std::list<Thread> *thread_pool, unsigned int wake_beg, unsigned int wake_end)
+ {
+ _thread_pool = thread_pool;
+ _wake_beg = wake_beg;
+ _wake_end = wake_end;
+ }
+
private:
std::thread _thread{};
ThreadInfo _info{};
- std::vector<IScheduler::Workload> *_workloads{ nullptr };
- ThreadFeeder *_feeder{ nullptr };
+ std::vector<IScheduler::Workload> *_workloads{nullptr};
+ ThreadFeeder *_feeder{nullptr};
std::mutex _m{};
std::condition_variable _cv{};
- bool _wait_for_work{ false };
- bool _job_complete{ true };
- std::exception_ptr _current_exception{ nullptr };
- int _core_pin{ -1 };
+ bool _wait_for_work{false};
+ bool _job_complete{true};
+ std::exception_ptr _current_exception{nullptr};
+ int _core_pin{-1};
+ std::list<Thread> *_thread_pool{nullptr};
+ unsigned int _wake_beg{0};
+ unsigned int _wake_end{0};
};
-Thread::Thread(int core_pin)
- : _core_pin(core_pin)
+Thread::Thread(int core_pin) : _core_pin(core_pin)
{
_thread = std::thread(&Thread::worker_thread, this);
}
@@ -163,19 +216,24 @@ Thread::Thread(int core_pin)
Thread::~Thread()
{
// Make sure worker thread has ended
- if(_thread.joinable())
+ if (_thread.joinable())
{
ThreadFeeder feeder;
- start(nullptr, feeder, ThreadInfo());
+ set_workload(nullptr, feeder, ThreadInfo());
+ start();
_thread.join();
}
}
-void Thread::start(std::vector<IScheduler::Workload> *workloads, ThreadFeeder &feeder, const ThreadInfo &info)
+void Thread::set_workload(std::vector<IScheduler::Workload> *workloads, ThreadFeeder &feeder, const ThreadInfo &info)
{
_workloads = workloads;
_feeder = &feeder;
_info = info;
+}
+
+void Thread::start()
+{
{
std::lock_guard<std::mutex> lock(_m);
_wait_for_work = true;
@@ -184,24 +242,20 @@ void Thread::start(std::vector<IScheduler::Workload> *workloads, ThreadFeeder &f
_cv.notify_one();
}
-void Thread::wait()
+std::exception_ptr Thread::wait()
{
{
std::unique_lock<std::mutex> lock(_m);
_cv.wait(lock, [&] { return _job_complete; });
}
-
- if(_current_exception)
- {
- std::rethrow_exception(_current_exception);
- }
+ return _current_exception;
}
void Thread::worker_thread()
{
set_thread_affinity(_core_pin);
- while(true)
+ while (true)
{
std::unique_lock<std::mutex> lock(_m);
_cv.wait(lock, [&] { return _wait_for_work; });
@@ -209,12 +263,24 @@ void Thread::worker_thread()
_current_exception = nullptr;
- // Time to exit
- if(_workloads == nullptr)
+ // Exit if the worker thread has not been fed with workloads
+ if (_workloads == nullptr || _feeder == nullptr)
{
return;
}
+ // Wake up more peer threads from thread pool if this job has been delegated to the current thread
+ if (_thread_pool != nullptr)
+ {
+ auto thread_it = _thread_pool->begin();
+ std::advance(thread_it, std::min(static_cast<unsigned int>(_thread_pool->size()), _wake_beg));
+ auto wake_end = std::min(_wake_end, static_cast<unsigned int>(_info.num_threads - 1));
+ for (unsigned int t = _wake_beg; t < wake_end; ++t, ++thread_it)
+ {
+ thread_it->start();
+ }
+ }
+
#ifndef ARM_COMPUTE_EXCEPTIONS_DISABLED
try
{
@@ -223,11 +289,12 @@ void Thread::worker_thread()
#ifndef ARM_COMPUTE_EXCEPTIONS_DISABLED
}
- catch(...)
+ catch (...)
{
_current_exception = std::current_exception();
}
#endif /* ARM_COMPUTE_EXCEPTIONS_DISABLED */
+ _workloads = nullptr;
_job_complete = true;
lock.unlock();
_cv.notify_one();
@@ -237,14 +304,40 @@ void Thread::worker_thread()
struct CPPScheduler::Impl final
{
+ constexpr static unsigned int m_default_wake_fanout = 4;
+ enum class Mode
+ {
+ Linear,
+ Fanout
+ };
+ enum class ModeToggle
+ {
+ None,
+ Linear,
+ Fanout
+ };
explicit Impl(unsigned int thread_hint)
- : _num_threads(thread_hint), _threads(_num_threads - 1)
+ : _num_threads(thread_hint), _threads(_num_threads - 1), _mode(Mode::Linear), _wake_fanout(0U)
{
+ const auto mode_env_v = utility::tolower(utility::getenv("ARM_COMPUTE_CPP_SCHEDULER_MODE"));
+ if (mode_env_v == "linear")
+ {
+ _forced_mode = ModeToggle::Linear;
+ }
+ else if (mode_env_v == "fanout")
+ {
+ _forced_mode = ModeToggle::Fanout;
+ }
+ else
+ {
+ _forced_mode = ModeToggle::None;
+ }
}
void set_num_threads(unsigned int num_threads, unsigned int thread_hint)
{
_num_threads = num_threads == 0 ? thread_hint : num_threads;
_threads.resize(_num_threads - 1);
+ auto_switch_mode(_num_threads);
}
void set_num_threads_with_affinity(unsigned int num_threads, unsigned int thread_hint, BindFunc func)
{
@@ -255,21 +348,79 @@ struct CPPScheduler::Impl final
// Set affinity on worked threads
_threads.clear();
- for(auto i = 1U; i < _num_threads; ++i)
+ for (auto i = 1U; i < _num_threads; ++i)
{
_threads.emplace_back(func(i, thread_hint));
}
+ auto_switch_mode(_num_threads);
+ }
+ void auto_switch_mode(unsigned int num_threads_to_use)
+ {
+ // If the environment variable is set to any of the modes, it overwrites the mode selected over num_threads_to_use
+ if (_forced_mode == ModeToggle::Fanout || (_forced_mode == ModeToggle::None && num_threads_to_use > 8))
+ {
+ set_fanout_mode(m_default_wake_fanout, num_threads_to_use);
+ ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE(
+ "Set CPPScheduler to Fanout mode, with wake up fanout : %d and %d threads to use\n",
+ this->wake_fanout(), num_threads_to_use);
+ }
+ else // Equivalent to (_forced_mode == ModeToggle::Linear || (_forced_mode == ModeToggle::None && num_threads_to_use <= 8))
+ {
+ set_linear_mode();
+ ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Set CPPScheduler to Linear mode, with %d threads to use\n",
+ num_threads_to_use);
+ }
+ }
+ void set_linear_mode()
+ {
+ for (auto &thread : _threads)
+ {
+ thread.set_linear_mode();
+ }
+ _mode = Mode::Linear;
+ _wake_fanout = 0U;
+ }
+ void set_fanout_mode(unsigned int wake_fanout, unsigned int num_threads_to_use)
+ {
+ ARM_COMPUTE_ERROR_ON(num_threads_to_use > _threads.size() + 1);
+ const auto actual_wake_fanout = std::max(2U, std::min(wake_fanout, num_threads_to_use - 1));
+ auto thread_it = _threads.begin();
+ for (auto i = 1U; i < num_threads_to_use; ++i, ++thread_it)
+ {
+ const auto wake_begin = i * actual_wake_fanout - 1;
+ const auto wake_end = std::min((i + 1) * actual_wake_fanout - 1, num_threads_to_use - 1);
+ thread_it->set_fanout_mode(&_threads, wake_begin, wake_end);
+ }
+ // Reset the remaining threads's wake up schedule
+ while (thread_it != _threads.end())
+ {
+ thread_it->set_fanout_mode(&_threads, 0U, 0U);
+ ++thread_it;
+ }
+ _mode = Mode::Fanout;
+ _wake_fanout = actual_wake_fanout;
}
unsigned int num_threads() const
{
return _num_threads;
}
+ unsigned int wake_fanout() const
+ {
+ return _wake_fanout;
+ }
+ Mode mode() const
+ {
+ return _mode;
+ }
void run_workloads(std::vector<IScheduler::Workload> &workloads);
unsigned int _num_threads;
std::list<Thread> _threads;
arm_compute::Mutex _run_workloads_mutex{};
+ Mode _mode{Mode::Linear};
+ ModeToggle _forced_mode{ModeToggle::None};
+ unsigned int _wake_fanout{0};
};
/*
@@ -281,8 +432,7 @@ CPPScheduler &CPPScheduler::get()
return scheduler;
}
-CPPScheduler::CPPScheduler()
- : _impl(std::make_unique<Impl>(num_threads_hint()))
+CPPScheduler::CPPScheduler() : _impl(std::make_unique<Impl>(num_threads_hint()))
{
}
@@ -315,36 +465,78 @@ void CPPScheduler::run_workloads(std::vector<IScheduler::Workload> &workloads)
// This is not great because different threads workloads won't run in parallel but at least they
// won't interfere each other and deadlock.
arm_compute::lock_guard<std::mutex> lock(_impl->_run_workloads_mutex);
- const unsigned int num_threads = std::min(_impl->num_threads(), static_cast<unsigned int>(workloads.size()));
- if(num_threads < 1)
+ const unsigned int num_threads_to_use = std::min(_impl->num_threads(), static_cast<unsigned int>(workloads.size()));
+ if (num_threads_to_use < 1)
{
return;
}
- ThreadFeeder feeder(num_threads, workloads.size());
+ // Re-adjust the mode if the actual number of threads to use is different from the number of threads created
+ _impl->auto_switch_mode(num_threads_to_use);
+ int num_threads_to_start = 0;
+ switch (_impl->mode())
+ {
+ case CPPScheduler::Impl::Mode::Fanout:
+ {
+ num_threads_to_start = static_cast<int>(_impl->wake_fanout()) - 1;
+ break;
+ }
+ case CPPScheduler::Impl::Mode::Linear:
+ default:
+ {
+ num_threads_to_start = static_cast<int>(num_threads_to_use) - 1;
+ break;
+ }
+ }
+ ThreadFeeder feeder(num_threads_to_use, workloads.size());
ThreadInfo info;
- info.cpu_info = &_cpu_info;
- info.num_threads = num_threads;
+ info.cpu_info = &cpu_info();
+ info.num_threads = num_threads_to_use;
unsigned int t = 0;
auto thread_it = _impl->_threads.begin();
- for(; t < num_threads - 1; ++t, ++thread_it)
+ // Set num_threads_to_use - 1 workloads to the threads as the remaining 1 is left to the main thread
+ for (; t < num_threads_to_use - 1; ++t, ++thread_it)
{
info.thread_id = t;
- thread_it->start(&workloads, feeder, info);
+ thread_it->set_workload(&workloads, feeder, info);
}
-
- info.thread_id = t;
- process_workloads(workloads, feeder, info);
+ thread_it = _impl->_threads.begin();
+ for (int i = 0; i < num_threads_to_start; ++i, ++thread_it)
+ {
+ thread_it->start();
+ }
+ info.thread_id = t; // Set main thread's thread_id
+ std::exception_ptr last_exception = nullptr;
#ifndef ARM_COMPUTE_EXCEPTIONS_DISABLED
try
{
+#endif /* ARM_COMPUTE_EXCEPTIONS_DISABLED */
+ process_workloads(workloads, feeder, info); // Main thread processes workloads
+#ifndef ARM_COMPUTE_EXCEPTIONS_DISABLED
+ }
+ catch (...)
+ {
+ last_exception = std::current_exception();
+ }
+
+ try
+ {
#endif /* ARM_COMPUTE_EXCEPTIONS_DISABLED */
- for(auto &thread : _impl->_threads)
+ thread_it = _impl->_threads.begin();
+ for (unsigned int i = 0; i < num_threads_to_use - 1; ++i, ++thread_it)
+ {
+ std::exception_ptr current_exception = thread_it->wait();
+ if (current_exception)
+ {
+ last_exception = current_exception;
+ }
+ }
+ if (last_exception)
{
- thread.wait();
+ std::rethrow_exception(last_exception);
}
#ifndef ARM_COMPUTE_EXCEPTIONS_DISABLED
}
- catch(const std::system_error &e)
+ catch (const std::system_error &e)
{
std::cerr << "Caught system_error with code " << e.code() << " meaning " << e.what() << '\n';
}