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authorGravatar Eugene Zhulenev <ezhulenev@google.com>2019-09-09 15:18:14 -0700
committerGravatar Eugene Zhulenev <ezhulenev@google.com>2019-09-09 15:18:14 -0700
commite3dec4dcc1854972113ba7862c801737d7955972 (patch)
tree8c09ffc39e079cb78545919a78e36839ed068212 /unsupported/Eigen/CXX11/src/ThreadPool
parent17226100c5e56d1c6064560390a4a6e16677bb45 (diff)
ThreadLocal container that does not rely on thread local storage
Diffstat (limited to 'unsupported/Eigen/CXX11/src/ThreadPool')
-rw-r--r--unsupported/Eigen/CXX11/src/ThreadPool/ThreadLocal.h222
1 files changed, 221 insertions, 1 deletions
diff --git a/unsupported/Eigen/CXX11/src/ThreadPool/ThreadLocal.h b/unsupported/Eigen/CXX11/src/ThreadPool/ThreadLocal.h
index 696c2d03b..63a168372 100644
--- a/unsupported/Eigen/CXX11/src/ThreadPool/ThreadLocal.h
+++ b/unsupported/Eigen/CXX11/src/ThreadPool/ThreadLocal.h
@@ -60,6 +60,226 @@
#endif
#endif // defined(__ANDROID__) && defined(__clang__)
-#endif // EIGEN_AVOID_THREAD_LOCAL
+#endif // EIGEN_AVOID_THREAD_LOCAL
+
+namespace Eigen {
+
+// Thread local container for elements of type Factory::T, that does not use
+// thread local storage. It will lazily initialize elements for each thread that
+// accesses this object. As long as the number of unique threads accessing this
+// storage is smaller than `kAllocationMultiplier * num_threads`, it is
+// lock-free and wait-free. Otherwise it will use a mutex for synchronization.
+//
+// Example:
+//
+// struct Counter {
+// int value;
+// }
+//
+// struct CounterFactory {
+// using T = Counter;
+//
+// Counter Allocate() { return {0}; }
+// void Release(Counter&) {}
+// };
+//
+// CounterFactory factory;
+// Eigen::ThreadLocal<CounterFactory> counter(factory, 10);
+//
+// // Each thread will have access to it's own counter object.
+// Counter& cnt = counter.local();
+// cnt++;
+//
+// WARNING: Eigen::ThreadLocal uses the OS-specific value returned by
+// std::this_thread::get_id() to identify threads. This value is not guaranteed
+// to be unique except for the life of the thread. A newly created thread may
+// get an OS-specific ID equal to that of an already destroyed thread.
+//
+// Somewhat similar to TBB thread local storage, with similar restrictions:
+// https://www.threadingbuildingblocks.org/docs/help/reference/thread_local_storage/enumerable_thread_specific_cls.html
+//
+template<typename Factory>
+class ThreadLocal {
+ // We allocate larger storage for thread local data, than the number of
+ // threads, because thread pool size might grow, or threads outside of a
+ // thread pool might steal the work. We still expect this number to be of the
+ // same order of magnitude as the original `num_threads`.
+ static constexpr int kAllocationMultiplier = 4;
+
+ using T = typename Factory::T;
+
+ // We preallocate default constructed elements in MaxSizedVector.
+ static_assert(std::is_default_constructible<T>::value,
+ "ThreadLocal data type must be default constructible");
+
+ public:
+ explicit ThreadLocal(Factory& factory, int num_threads)
+ : factory_(factory),
+ num_records_(kAllocationMultiplier * num_threads),
+ data_(num_records_),
+ ptr_(num_records_),
+ filled_records_(0) {
+ eigen_assert(num_threads >= 0);
+ data_.resize(num_records_);
+ for (int i = 0; i < num_records_; ++i) {
+ ptr_.emplace_back(nullptr);
+ }
+ }
+
+ T& local() {
+ std::thread::id this_thread = std::this_thread::get_id();
+ if (num_records_ == 0) return SpilledLocal(this_thread);
+
+ std::size_t h = std::hash<std::thread::id>()(this_thread);
+ const int start_idx = h % num_records_;
+
+ // NOTE: From the definition of `std::this_thread::get_id()` it is
+ // guaranteed that we never can have concurrent insertions with the same key
+ // to our hash-map like data structure. If we didn't find an element during
+ // the initial traversal, it's guaranteed that no one else could have
+ // inserted it while we are in this function. This allows to massively
+ // simplify out lock-free insert-only hash map.
+
+ // Check if we already have an element for `this_thread`.
+ int idx = start_idx;
+ while (ptr_[idx].load() != nullptr) {
+ ThreadIdAndValue& record = *(ptr_[idx].load());
+ if (record.thread_id == this_thread) return record.value;
+
+ idx += 1;
+ if (idx >= num_records_) idx -= num_records_;
+ if (idx == start_idx) break;
+ }
+
+ // If we are here, it means that we found an insertion point in lookup
+ // table at `idx`, or we did a full traversal and table is full.
+
+ // If lock-free storage is full, fallback on mutex.
+ if (filled_records_.load() >= num_records_)
+ return SpilledLocal(this_thread);
+
+ // We double check that we still have space to insert an element into a lock
+ // free storage. If old value in `filled_records_` is larger than the
+ // records capacity, it means that some other thread added an element while
+ // we were traversing lookup table.
+ int insertion_index =
+ filled_records_.fetch_add(1, std::memory_order_relaxed);
+ if (insertion_index >= num_records_) return SpilledLocal(this_thread);
+
+ // At this point it's guaranteed that we can access to
+ // data_[insertion_index_] without a data race.
+ data_[insertion_index] = {this_thread, factory_.Allocate()};
+
+ // That's the pointer we'll put into the lookup table.
+ ThreadIdAndValue* inserted = &data_[insertion_index];
+
+ // We'll use nullptr pointer to ThreadIdAndValue in a compare-and-swap loop.
+ ThreadIdAndValue* empty = nullptr;
+
+ // Now we have to find an insertion point into the lookup table. We start
+ // from the `idx` that was identified as an insertion point above, it's
+ // guaranteed that we will have an empty record somewhere in a lookup table
+ // (because we created a record in the `data_`).
+ const int insertion_idx = idx;
+
+ do {
+ // Always start search from the original insertion candidate.
+ idx = insertion_idx;
+ while (ptr_[idx].load() != nullptr) {
+ idx += 1;
+ if (idx >= num_records_) idx -= num_records_;
+ // If we did a full loop, it means that we don't have any free entries
+ // in the lookup table, and this means that something is terribly wrong.
+ eigen_assert(idx != insertion_idx);
+ }
+ // Atomic CAS of the pointer guarantees that any other thread, that will
+ // follow this pointer will see all the mutations in the `data_`.
+ } while (!ptr_[idx].compare_exchange_weak(empty, inserted));
+
+ return inserted->value;
+ }
+
+ // WARN: It's not thread safe to call it concurrently with `local()`.
+ void ForEach(std::function<void(std::thread::id, T & )> f) {
+ // Reading directly from `data_` is unsafe, because only CAS to the
+ // record in `ptr_` makes all changes visible to other threads.
+ for (auto& ptr : ptr_) {
+ ThreadIdAndValue* record = ptr.load();
+ if (record == nullptr) continue;
+ f(record->thread_id, record->value);
+ }
+
+ // We did not spill into the map based storage.
+ if (filled_records_.load(std::memory_order_relaxed) < num_records_) return;
+
+ // Adds a happens before edge from the last call to SpilledLocal().
+ std::unique_lock<std::mutex> lock(mu_);
+ for (auto& kv : per_thread_map_) {
+ f(kv.first, kv.second);
+ }
+ }
+
+ // WARN: It's not thread safe to call it concurrently with `local()`.
+ ~ThreadLocal() {
+ // Reading directly from `data_` is unsafe, because only CAS to the record
+ // in `ptr_` makes all changes visible to other threads.
+ for (auto& ptr : ptr_) {
+ ThreadIdAndValue* record = ptr.load();
+ if (record == nullptr) continue;
+ factory_.Release(record->value);
+ }
+
+ // We did not spill into the map based storage.
+ if (filled_records_.load(std::memory_order_relaxed) < num_records_) return;
+
+ // Adds a happens before edge from the last call to SpilledLocal().
+ std::unique_lock<std::mutex> lock(mu_);
+ for (auto& kv : per_thread_map_) {
+ factory_.Release(kv.second);
+ }
+ }
+
+ private:
+ struct ThreadIdAndValue {
+ std::thread::id thread_id;
+ T value;
+ };
+
+ // Use unordered map guarded by a mutex when lock free storage is full.
+ T& SpilledLocal(std::thread::id this_thread) {
+ std::unique_lock<std::mutex> lock(mu_);
+
+ auto it = per_thread_map_.find(this_thread);
+ if (it == per_thread_map_.end()) {
+ auto result = per_thread_map_.emplace(this_thread, factory_.Allocate());
+ eigen_assert(result.second);
+ return (*result.first).second;
+ } else {
+ return it->second;
+ }
+ }
+
+ Factory& factory_;
+ const int num_records_;
+
+ // Storage that backs lock-free lookup table `ptr_`. Records stored in this
+ // storage contiguously starting from index 0.
+ MaxSizeVector<ThreadIdAndValue> data_;
+
+ // Atomic pointers to the data stored in `data_`. Used as a lookup table for
+ // linear probing hash map (https://en.wikipedia.org/wiki/Linear_probing).
+ MaxSizeVector<std::atomic<ThreadIdAndValue*>> ptr_;
+
+ // Number of records stored in the `data_`.
+ std::atomic<int> filled_records_;
+
+ // We fallback on per thread map if lock-free storage is full. In practice
+ // this should never happen, if `num_threads` is a reasonable estimate of the
+ // number of threads running in a system.
+ std::mutex mu_; // Protects per_thread_map_.
+ std::unordered_map<std::thread::id, T> per_thread_map_;
+};
+
+} // namespace Eigen
#endif // EIGEN_CXX11_THREADPOOL_THREAD_LOCAL_H