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When running a task using parallel_for_each, we get the following distribution: ... Parallel for: n_elements: 7271 Parallel for: minimum elements per thread: 10 Parallel for: elts_per_thread: 1817 Parallel for: elements on worker thread 0 : 1817 Parallel for: elements on worker thread 1 : 1817 Parallel for: elements on worker thread 2 : 1817 Parallel for: elements on worker thread 3 : 0 Parallel for: elements on main thread : 1820 ... Note that there are 4 active threads, and scheduling elts_per_thread on each of those handles 4 * 1817 == 7268, leaving 3 "left over" elements. These leftovers are currently handled in the main thread. That doesn't seem to matter much for this example, but for say 10 threads and 99 elements, you'd have 9 threads handling 9 elements and 1 thread handling 18 elements. Instead, distribute the left over elements over the worker threads, such that we have: ... Parallel for: elements on worker thread 0 : 1818 Parallel for: elements on worker thread 1 : 1818 Parallel for: elements on worker thread 2 : 1818 Parallel for: elements on worker thread 3 : 0 Parallel for: elements on main thread : 1817 ... Tested on x86_64-linux.
231 lines
6.6 KiB
C++
231 lines
6.6 KiB
C++
/* Parallel for loops
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Copyright (C) 2019-2022 Free Software Foundation, Inc.
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This file is part of GDB.
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This program is free software; you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation; either version 3 of the License, or
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(at your option) any later version.
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This program is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License
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along with this program. If not, see <http://www.gnu.org/licenses/>. */
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#ifndef GDBSUPPORT_PARALLEL_FOR_H
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#define GDBSUPPORT_PARALLEL_FOR_H
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#include <algorithm>
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#include <type_traits>
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#include "gdbsupport/thread-pool.h"
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namespace gdb
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{
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namespace detail
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{
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/* This is a helper class that is used to accumulate results for
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parallel_for. There is a specialization for 'void', below. */
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template<typename T>
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struct par_for_accumulator
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{
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public:
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explicit par_for_accumulator (size_t n_threads)
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: m_futures (n_threads)
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{
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}
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/* The result type that is accumulated. */
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typedef std::vector<T> result_type;
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/* Post the Ith task to a background thread, and store a future for
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later. */
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void post (size_t i, std::function<T ()> task)
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{
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m_futures[i]
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= gdb::thread_pool::g_thread_pool->post_task (std::move (task));
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}
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/* Invoke TASK in the current thread, then compute all the results
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from all background tasks and put them into a result vector,
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which is returned. */
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result_type finish (gdb::function_view<T ()> task)
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{
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result_type result (m_futures.size () + 1);
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result.back () = task ();
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for (size_t i = 0; i < m_futures.size (); ++i)
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result[i] = m_futures[i].get ();
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return result;
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}
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private:
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/* A vector of futures coming from the tasks run in the
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background. */
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std::vector<gdb::future<T>> m_futures;
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};
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/* See the generic template. */
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template<>
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struct par_for_accumulator<void>
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{
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public:
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explicit par_for_accumulator (size_t n_threads)
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: m_futures (n_threads)
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{
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}
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/* This specialization does not compute results. */
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typedef void result_type;
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void post (size_t i, std::function<void ()> task)
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{
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m_futures[i]
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= gdb::thread_pool::g_thread_pool->post_task (std::move (task));
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}
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result_type finish (gdb::function_view<void ()> task)
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{
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task ();
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for (auto &future : m_futures)
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{
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/* Use 'get' and not 'wait', to propagate any exception. */
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future.get ();
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}
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}
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private:
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std::vector<gdb::future<void>> m_futures;
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};
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}
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/* A very simple "parallel for". This splits the range of iterators
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into subranges, and then passes each subrange to the callback. The
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work may or may not be done in separate threads.
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This approach was chosen over having the callback work on single
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items because it makes it simple for the caller to do
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once-per-subrange initialization and destruction.
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The parameter N says how batching ought to be done -- there will be
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at least N elements processed per thread. Setting N to 0 is not
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allowed.
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If the function returns a non-void type, then a vector of the
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results is returned. The size of the resulting vector depends on
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the number of threads that were used. */
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template<class RandomIt, class RangeFunction>
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typename gdb::detail::par_for_accumulator<
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typename std::result_of<RangeFunction (RandomIt, RandomIt)>::type
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>::result_type
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parallel_for_each (unsigned n, RandomIt first, RandomIt last,
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RangeFunction callback)
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{
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using result_type
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= typename std::result_of<RangeFunction (RandomIt, RandomIt)>::type;
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/* If enabled, print debug info about how the work is distributed across
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the threads. */
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const int parallel_for_each_debug = false;
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size_t n_worker_threads = thread_pool::g_thread_pool->thread_count ();
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size_t n_threads = n_worker_threads;
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size_t n_elements = last - first;
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size_t elts_per_thread = 0;
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size_t elts_left_over = 0;
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if (n_threads > 1)
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{
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/* Require that there should be at least N elements in a
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thread. */
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gdb_assert (n > 0);
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if (n_elements / n_threads < n)
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n_threads = std::max (n_elements / n, (size_t) 1);
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elts_per_thread = n_elements / n_threads;
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elts_left_over = n_elements % n_threads;
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/* n_elements == n_threads * elts_per_thread + elts_left_over. */
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}
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size_t count = n_threads == 0 ? 0 : n_threads - 1;
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gdb::detail::par_for_accumulator<result_type> results (count);
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if (parallel_for_each_debug)
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{
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debug_printf (_("Parallel for: n_elements: %zu\n"), n_elements);
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debug_printf (_("Parallel for: minimum elements per thread: %u\n"), n);
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debug_printf (_("Parallel for: elts_per_thread: %zu\n"), elts_per_thread);
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}
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for (int i = 0; i < count; ++i)
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{
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RandomIt end = first + elts_per_thread;
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if (i < elts_left_over)
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/* Distribute the leftovers over the worker threads, to avoid having
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to handle all of them in a single thread. */
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end++;
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if (parallel_for_each_debug)
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debug_printf (_("Parallel for: elements on worker thread %i\t: %zu\n"),
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i, (size_t)(end - first));
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results.post (i, [=] ()
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{
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return callback (first, end);
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});
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first = end;
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}
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for (int i = count; i < n_worker_threads; ++i)
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if (parallel_for_each_debug)
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debug_printf (_("Parallel for: elements on worker thread %i\t: 0\n"), i);
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/* Process all the remaining elements in the main thread. */
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if (parallel_for_each_debug)
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debug_printf (_("Parallel for: elements on main thread\t\t: %zu\n"),
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(size_t)(last - first));
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return results.finish ([=] ()
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{
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return callback (first, last);
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});
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}
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/* A sequential drop-in replacement of parallel_for_each. This can be useful
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when debugging multi-threading behaviour, and you want to limit
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multi-threading in a fine-grained way. */
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template<class RandomIt, class RangeFunction>
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typename gdb::detail::par_for_accumulator<
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typename std::result_of<RangeFunction (RandomIt, RandomIt)>::type
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>::result_type
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sequential_for_each (unsigned n, RandomIt first, RandomIt last,
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RangeFunction callback)
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{
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using result_type
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= typename std::result_of<RangeFunction (RandomIt, RandomIt)>::type;
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gdb::detail::par_for_accumulator<result_type> results (0);
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/* Process all the remaining elements in the main thread. */
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return results.finish ([=] ()
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{
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return callback (first, last);
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});
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}
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}
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#endif /* GDBSUPPORT_PARALLEL_FOR_H */
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