mirror of https://github.com/google/gemma.cpp.git
401 lines
15 KiB
C++
401 lines
15 KiB
C++
// Copyright 2024 Google LLC
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// SPDX-License-Identifier: Apache-2.0
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//
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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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//
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// https://www.apache.org/licenses/LICENSE-2.0
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//
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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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#include "util/threading.h"
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#include <stdio.h>
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#include <algorithm> // std::sort
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#include <atomic>
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#include <memory> // std::make_unique
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#include <utility> // std::move
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#include <vector>
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// Placeholder for container detection, do not remove
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#include "util/basics.h"
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#include "hwy/base.h"
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#include "hwy/contrib/thread_pool/thread_pool.h"
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#include "hwy/contrib/thread_pool/topology.h"
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namespace gcpp {
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// Sort T := packages/clusters by descending 'size' so that users who only use
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// one Group get the largest.
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template <class T>
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static void SortByDescendingSize(std::vector<T>& groups) {
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std::sort(groups.begin(), groups.end(),
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[](const T& a, const T& b) { return a.Size() > b.Size(); });
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}
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BoundedTopology::BoundedTopology(BoundedSlice package_slice,
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BoundedSlice cluster_slice,
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BoundedSlice lp_slice) {
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// Regardless of topology, ignore LPs disabled via OS, taskset, or numactl.
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LPS enabled_lps;
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if (HWY_UNLIKELY(!GetThreadAffinity(enabled_lps))) {
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const size_t num_lps = hwy::TotalLogicalProcessors();
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fprintf(stderr,
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"Warning, unknown OS affinity, considering all %zu LPs enabled\n.",
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num_lps);
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for (size_t lp = 0; lp < num_lps; ++lp) {
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enabled_lps.Set(lp);
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}
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}
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// Without threading support, only keep the first enabled LP; it might still
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// make sense to pin the main thread to avoid migrations.
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if (HWY_UNLIKELY(!hwy::HaveThreadingSupport())) {
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HWY_ASSERT(enabled_lps.Any());
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const size_t lp = enabled_lps.First();
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enabled_lps = LPS();
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enabled_lps.Set(lp);
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fprintf(stderr,
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"Warning, threads not supported, using only the main thread\n.");
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}
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#if !GEMMA_DISABLE_TOPOLOGY
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if (HWY_LIKELY(!topology_.packages.empty())) {
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InitFromTopology(enabled_lps, package_slice, cluster_slice);
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}
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#endif
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// Topology unknown or no packages with enabled LPs: create a single
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// package with one cluster, and one node.
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if (HWY_UNLIKELY(NumPackages() == 0)) {
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InitFromSlice(enabled_lps, lp_slice);
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}
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HWY_ASSERT(NumPackages() != 0 && NumClusters(0) != 0 && NumNodes() != 0);
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}
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// Topology is unknown, rely on OS affinity and user-specified slice.
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BoundedTopology::Cluster::Cluster(const LPS& enabled_lps,
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BoundedSlice lp_slice) {
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// Interpret `lp_slice` as a slice of the 1-bits of `enabled_lps`, so
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// we honor both the OS affinity and the user-specified slice. Note that
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// this can be used to exclude hyperthreads because Linux groups LPs by
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// sibling index. For example, the first `num_cores` are not siblings.
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const size_t detected = enabled_lps.Count();
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size_t enabled_idx = 0;
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enabled_lps.Foreach([&](size_t lp) {
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if (lp_slice.Contains(detected, enabled_idx++)) {
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AddLP(lp);
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}
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});
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// lp_slice can only reduce the number of `enabled_lps`, and not below 1.
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HWY_ASSERT(num_workers_ != 0);
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}
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BoundedTopology::Cluster::Cluster(const LPS& enabled_lps,
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const std::vector<hwy::Topology::LP>& all_lps,
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const hwy::Topology::Cluster& tcluster) {
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bool is_first_lp = true;
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tcluster.lps.Foreach([&](size_t lp) {
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// Skip if not first-hyperthread or disabled.
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if (all_lps[lp].smt != 0 || !enabled_lps.Get(lp)) return;
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AddLP(lp);
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// Set `node` once, and ensure subsequent nodes match - we assume there
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// is only one NUMA node per cluster.
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const size_t lp_node = static_cast<size_t>(all_lps[lp].node);
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if (is_first_lp) {
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is_first_lp = false;
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node_ = lp_node;
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} else {
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static bool warned = false;
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if (lp_node != node_ && !warned) {
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warned = true;
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fprintf(stderr, "WARNING: lp %zu on node %zu != cluster node %zu.\n",
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lp, lp_node, node_);
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}
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}
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});
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}
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// NOTE: caller is responsible for checking whether `clusters` is empty.
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BoundedTopology::Package::Package(const LPS& enabled_lps,
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const hwy::Topology& topology,
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size_t package_idx,
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BoundedSlice cluster_slice) {
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const hwy::Topology::Package& tpackage = topology.packages[package_idx];
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// Populate `clusters` with the subset of clusters in `cluster_slice` that
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// have any enabled LPs. If `clusters` remains empty, the caller will
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// skip this `Package`.
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clusters.reserve(cluster_slice.Num(tpackage.clusters.size()));
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cluster_slice.Foreach(
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"cluster", tpackage.clusters.size(), [&](size_t cluster_idx) {
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const hwy::Topology::Cluster& tcluster = tpackage.clusters[cluster_idx];
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Cluster cluster(enabled_lps, topology.lps, tcluster);
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// Skip if empty, i.e. too few `enabled_lps`.
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if (HWY_LIKELY(cluster.Size() != 0)) {
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clusters.push_back(std::move(cluster));
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}
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});
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SortByDescendingSize(clusters);
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}
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#if !GEMMA_DISABLE_TOPOLOGY
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static size_t CoresFromLPs(const LPS& lps, const hwy::Topology& topology) {
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LPS cores;
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lps.Foreach([&](size_t lp) {
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if (topology.lps[lp].smt == 0) cores.Set(lp);
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});
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return cores.Count();
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}
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// Scans hwy::Topology for clusters and their size, for use by topology_string_.
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static void ScanTClusters(hwy::Topology& topology_, size_t& max_tclusters,
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size_t& max_tcluster_cores,
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size_t& max_tcluster_lps) {
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max_tclusters = 0;
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max_tcluster_cores = 0;
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max_tcluster_lps = 0;
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for (size_t package_idx = 0; package_idx < topology_.packages.size();
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++package_idx) {
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const std::vector<hwy::Topology::Cluster>& tclusters =
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topology_.packages[package_idx].clusters;
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max_tclusters = HWY_MAX(max_tclusters, tclusters.size());
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size_t tcluster_cores = 0;
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size_t tcluster_lps = 0;
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for (size_t cluster_idx = 0; cluster_idx < tclusters.size();
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++cluster_idx) {
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const size_t cores = CoresFromLPs(tclusters[cluster_idx].lps, topology_);
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const size_t lps = tclusters[cluster_idx].lps.Count();
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tcluster_cores = HWY_MAX(tcluster_cores, cores);
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tcluster_lps = HWY_MAX(tcluster_lps, lps);
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}
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if (tclusters.size() > 1 && tcluster_cores > 8) {
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fprintf(stderr,
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"Package %zu: multiple clusters with max size %zu, whereas CCX "
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"only have 8, may indicate a bug in hwy::Topology.\n",
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package_idx, tcluster_cores);
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}
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max_tcluster_cores = HWY_MAX(max_tcluster_cores, tcluster_cores);
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max_tcluster_lps = HWY_MAX(max_tcluster_lps, tcluster_lps);
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}
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HWY_ASSERT(max_tclusters != 0);
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HWY_ASSERT(max_tcluster_cores != 0);
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HWY_ASSERT(max_tcluster_lps >= max_tcluster_cores);
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}
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// Main part of ctor, called when topology is known.
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void BoundedTopology::InitFromTopology(const LPS& enabled_lps,
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BoundedSlice package_slice,
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BoundedSlice cluster_slice) {
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size_t max_tclusters, max_tcluster_cores, max_tcluster_lps;
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ScanTClusters(topology_, max_tclusters, max_tcluster_cores, max_tcluster_lps);
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// (Possibly empty) subset of `Topology` packages that have `enabled_lps`.
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package_slice.Foreach(
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"package", topology_.packages.size(), [&](size_t package_idx) {
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Package package(enabled_lps, topology_, package_idx, cluster_slice);
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// Skip if empty, i.e. too few `enabled_lps`.
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if (HWY_LIKELY(!package.clusters.empty())) {
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packages_.push_back(std::move(package));
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}
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});
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if (NumPackages() == 0) return;
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SortByDescendingSize(packages_);
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// Remember NUMA nodes that we are actually using (not just enabled).
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for (const Package& p : packages_) {
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for (const Cluster& c : p.clusters) {
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nodes_.Set(c.Node());
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}
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}
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// Scan for max BoundedTopology clusters and their size, for topology_string_.
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size_t all_max_cluster_size = 0;
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for (size_t package_idx = 0; package_idx < NumPackages(); ++package_idx) {
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size_t max_cluster_size = 0;
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for (size_t cluster_idx = 0; cluster_idx < NumClusters(package_idx);
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++cluster_idx) {
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max_cluster_size = HWY_MAX(max_cluster_size,
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GetCluster(package_idx, cluster_idx).Size());
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}
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if (NumClusters(package_idx) > 1 && max_cluster_size > 8) {
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fprintf(stderr,
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"Package %zu: multiple clusters with max size %zu, whereas CCX "
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"only have 8, may indicate a bug in BoundedTopology.\n",
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package_idx, max_cluster_size);
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}
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all_max_cluster_size = HWY_MAX(all_max_cluster_size, max_cluster_size);
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}
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snprintf(topology_string_, sizeof(topology_string_),
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"%zuS %zuX %zuC %zuH, using %zuS %zuX %zuC (nodes=%zu)",
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topology_.packages.size(), max_tclusters, max_tcluster_cores,
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max_tcluster_lps / max_tcluster_cores, packages_.size(),
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NumClusters(0), all_max_cluster_size, nodes_.Count());
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}
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#endif // !GEMMA_DISABLE_TOPOLOGY
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void BoundedTopology::InitFromSlice(const LPS& enabled_lps,
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BoundedSlice lp_slice) {
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packages_.push_back(Package(enabled_lps, lp_slice));
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snprintf(topology_string_, sizeof(topology_string_), "LPs=%zu",
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GetCluster(0, 0).Size());
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// Assume a single NUMA node.
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nodes_.Set(0);
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HWY_ASSERT(NumNodes() == 1);
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}
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static PoolPtr MakePool(size_t num_workers) {
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// `ThreadPool` expects the number of threads to create, which is one less
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// than the number of workers, but avoid underflow if zero.
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const size_t num_threads = num_workers == 0 ? 0 : num_workers - 1;
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return std::make_unique<hwy::ThreadPool>(num_threads);
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}
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static bool InContainer() {
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return false;}
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class NestedPools::Pinning {
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public:
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Pinning(Tristate pin, const BoundedTopology& topology) {
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if (pin == Tristate::kDefault) {
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// Pinning is unreliable inside containers because the hypervisor might
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// periodically change our affinity mask, or other processes might also
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// pin themselves to the same LPs.
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pin = InContainer() ? Tristate::kFalse : Tristate::kTrue;
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}
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want_pin_ = (pin == Tristate::kTrue);
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}
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// If want_pin_, tries to pin each worker in `pool` to an LP in `cluster`,
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// and sets `any_error_` if any fails.
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void MaybePin(const BoundedTopology::Cluster& cluster, PoolPtr& pool) {
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if (HWY_UNLIKELY(!want_pin_)) return;
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const std::vector<size_t> lps = cluster.LPVector();
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HWY_ASSERT(pool->NumWorkers() <= lps.size());
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pool->Run(
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0, pool->NumWorkers(),
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[this, &pool, &lps](uint64_t task, size_t thread) {
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HWY_ASSERT(task == thread); // each worker has one task
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if (HWY_UNLIKELY(!hwy::PinThreadToLogicalProcessor(lps[task]))) {
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fprintf(stderr,
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"Pinning failed for task %zu of %zu to %zu (size %zu)\n",
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task, pool->NumWorkers(), lps[task], lps.size());
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(void)any_error_.test_and_set();
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}
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});
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}
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bool WantPin() const { return want_pin_; }
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// Called ONCE after all MaybePin because it invalidates the error status.
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bool AllPinned() {
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// If !want_pin_, MaybePin will return without setting any_error_, but in
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// that case we still want to return false to avoid spinning.
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// .test() was only added in C++20, so we use .test_and_set() instead.
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return want_pin_ && !any_error_.test_and_set();
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}
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private:
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std::atomic_flag any_error_ = ATOMIC_FLAG_INIT;
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bool want_pin_; // set in ctor
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}; // Pinning
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// Used to divide max_threads and max_workers_per_package across packages and
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// clusters. Ensures small upper bounds are respected.
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static size_t DivideMaxAcross(const size_t max, const size_t instances) {
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// No limit.
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if (max == 0) return 0;
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// We have enough to distribute.
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if (max >= instances) return max / instances;
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// Use max as the upper bound for each instance because division would return
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// zero, which means 'unlimited'.
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return max;
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}
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NestedPools::NestedPools(size_t max_threads, Tristate pin,
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BoundedSlice package_slice, BoundedSlice cluster_slice,
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BoundedSlice lp_slice)
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: topology_(package_slice, cluster_slice, lp_slice) {
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Pinning pinning(pin, topology_);
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packages_.resize(topology_.NumPackages());
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all_packages_ = MakePool(packages_.size());
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const size_t max_workers_per_package =
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DivideMaxAcross(max_threads, packages_.size());
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// Each worker in all_packages_, including the main thread, will be the
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// calling thread of an all_clusters->Run, and hence pinned to one of the
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// `cluster.lps` if `pin`.
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all_packages_->Run(
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0, all_packages_->NumWorkers(), [&](uint64_t package_idx, size_t thread) {
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HWY_ASSERT(package_idx == thread); // each thread has one task
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packages_[package_idx] = Package(
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topology_, package_idx, max_workers_per_package, pinning, lp_slice);
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});
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all_pinned_ = pinning.AllPinned();
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pin_string_ = all_pinned_ ? "pinned"
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: pinning.WantPin() ? "pinning failed"
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: "pinning skipped";
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// For mapping package/cluster/thread to noncontiguous TLS indices, in case
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// cluster/thread counts differ.
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HWY_ASSERT(!packages_.empty() && packages_.size() <= 16);
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for (const Package& p : packages_) {
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max_clusters_per_package_ =
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HWY_MAX(max_clusters_per_package_, p.NumClusters());
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max_workers_per_cluster_ =
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HWY_MAX(max_workers_per_cluster_, p.MaxWorkersPerCluster());
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}
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HWY_ASSERT(max_clusters_per_package_ >= 1);
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HWY_ASSERT(max_clusters_per_package_ <= 64);
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HWY_ASSERT(max_workers_per_cluster_ >= 1);
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HWY_ASSERT(max_workers_per_cluster_ <= 256);
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}
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// `max_or_zero` == 0 means no limit.
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static inline size_t CapIfNonZero(size_t num, size_t max_or_zero) {
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return (max_or_zero == 0) ? num : HWY_MIN(num, max_or_zero);
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}
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NestedPools::Package::Package(const BoundedTopology& topology,
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size_t package_idx,
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size_t max_workers_per_package, Pinning& pinning,
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BoundedSlice lp_slice) {
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// Pre-allocate because elements are set concurrently.
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clusters_.resize(topology.NumClusters(package_idx));
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const size_t max_workers_per_cluster =
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DivideMaxAcross(max_workers_per_package, clusters_.size());
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all_clusters_ = MakePool(clusters_.size());
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// Parallel so we also pin the calling worker in `all_clusters` to
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// `cluster.lps`.
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all_clusters_->Run(
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0, all_clusters_->NumWorkers(), [&](size_t cluster_idx, size_t thread) {
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HWY_ASSERT(cluster_idx == thread); // each thread has one task
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const BoundedTopology::Cluster& cluster =
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topology.GetCluster(package_idx, cluster_idx);
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clusters_[cluster_idx] =
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MakePool(CapIfNonZero(cluster.Size(), max_workers_per_cluster));
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// Pin workers AND the calling thread from `all_clusters`.
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pinning.MaybePin(cluster, clusters_[cluster_idx]);
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});
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}
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} // namespace gcpp
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