mirror of https://github.com/google/gemma.cpp.git
341 lines
12 KiB
C++
341 lines
12 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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#ifndef THIRD_PARTY_GEMMA_CPP_UTIL_THREADING_H_
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#define THIRD_PARTY_GEMMA_CPP_UTIL_THREADING_H_
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#include <stddef.h>
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#include <memory> // std::unique_ptr
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#include <vector>
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#include "util/basics.h" // Tristate
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#include "hwy/base.h" // HWY_ASSERT
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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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#ifndef GEMMA_DISABLE_TOPOLOGY
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#define GEMMA_DISABLE_TOPOLOGY 0
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#endif // !GEMMA_DISABLE_TOPOLOGY
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namespace gcpp {
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// A slice of a 1D integer range such as the indices of packages or clusters.
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// This allows assigning them to multiple instances of our binary.
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class BoundedSlice {
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public:
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// Defaults to "use all detected".
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BoundedSlice(size_t skip = 0, size_t max = 0) : skip_(skip), max_(max) {}
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size_t Begin() const { return skip_; }
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// STL-style one past the end.
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size_t End(size_t detected) const {
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return (max_ == 0) ? detected : HWY_MIN(detected, skip_ + max_);
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}
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// Number of elements in the slice.
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size_t Num(size_t detected) const { return End(detected) - Begin(); }
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bool Contains(size_t detected, size_t idx) const {
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return Begin() <= idx && idx < End(detected);
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}
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template <class Func>
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void Foreach(const char* name, size_t detected, const Func& func) {
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if (Begin() >= detected) {
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HWY_ABORT("Invalid skip=%zu for %s, detected=%zu", skip_, name, detected);
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}
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for (size_t i = Begin(); i < End(detected); ++i) {
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func(i);
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}
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}
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private:
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// How many to skip, or equivalently, index of the first to use. It is an
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// error if this is >= `detected`, because that would leave none for this
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// instance to use.
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size_t skip_;
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// Upper bound on the number to use, or zero if no limit.
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size_t max_;
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};
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// "LP" is a logical processor, a 0-based index passed to the OS.
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using LPS = hwy::LogicalProcessorSet;
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// We want vectors of hwy::ThreadPool, which is unfortunately not movable,
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// hence we wrap them in unique_ptr.
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using PoolPtr = std::unique_ptr<hwy::ThreadPool>;
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// Wraps hwy::Topology and only keeps the subset of packages and clusters
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// apportioned by BoundedSlice, further limited by the OS affinity mask.
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// NOTE: if topology is unknown or the OS affinity is too restrictive, we fall
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// back to a single package and cluster.
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class BoundedTopology {
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public:
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BoundedTopology(BoundedSlice package_slice, BoundedSlice cluster_slice,
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BoundedSlice lp_slice);
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size_t NumPackages() const { return packages_.size(); }
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size_t NumNodes() const { return nodes_.Count(); }
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const char* TopologyString() const { return topology_string_; }
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class Cluster {
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public:
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Cluster(const LPS& enabled_lps, BoundedSlice lp_slice);
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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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// For SortByDescendingSize.
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size_t Size() const { return num_workers_; }
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// Returns vector with all enabled LPs, used for pinning.
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std::vector<size_t> LPVector() const {
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std::vector<size_t> lps;
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lps.reserve(lps_.Count());
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lps_.Foreach([&lps](size_t lp) { lps.push_back(lp); });
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return lps;
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}
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size_t Node() const { return node_; }
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private:
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void AddLP(size_t lp) {
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HWY_ASSERT(!lps_.Get(lp)); // Foreach ensures uniqueness
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lps_.Set(lp);
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++num_workers_;
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}
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// Enabled LPs; if topology is known, only the ones in this cluster.
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LPS lps_;
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// How many workers in the per-cluster pool. If 0, this Cluster is removed.
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size_t num_workers_ = 0;
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// NUMA node, set from hwy::Topology::LP::node.
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size_t node_ = 0;
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}; // Cluster
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size_t NumClusters(size_t package_idx) const {
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HWY_ASSERT(package_idx < NumPackages());
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return packages_[package_idx].clusters.size();
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}
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const Cluster& GetCluster(size_t package_idx, size_t cluster_idx) const {
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HWY_ASSERT(package_idx < NumPackages());
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const Package& package = packages_[package_idx];
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HWY_ASSERT(cluster_idx < package.clusters.size());
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return package.clusters[cluster_idx];
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}
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Cluster& GetCluster(size_t package_idx, size_t cluster_idx) {
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HWY_ASSERT(package_idx < NumPackages());
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Package& package = packages_[package_idx];
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HWY_ASSERT(cluster_idx < package.clusters.size());
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return package.clusters[cluster_idx];
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}
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private:
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struct Package {
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// Topology is unknown, rely on OS affinity and user-specified slice.
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Package(const LPS& enabled_lps, BoundedSlice lp_slice) {
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clusters.push_back(Cluster(enabled_lps, lp_slice));
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}
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Package(const LPS& enabled_lps, const hwy::Topology& topology,
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size_t package_idx, BoundedSlice cluster_slice);
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// For SortByDescendingSize.
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size_t Size() const { return clusters.size(); }
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std::vector<Cluster> clusters;
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}; // Package
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void InitFromTopology(const LPS& enabled_lps, BoundedSlice package_slice,
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BoundedSlice cluster_slice);
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void InitFromSlice(const LPS& enabled_lps, BoundedSlice lp_slice);
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#if !GEMMA_DISABLE_TOPOLOGY
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hwy::Topology topology_;
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#endif
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std::vector<Package> packages_;
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char topology_string_[96];
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LPS nodes_;
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};
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// Creates a hierarchy of thread pools according to `BoundedTopology`: one with
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// a thread per enabled package; for each of those, one with a thread per
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// enabled cluster (CCX/shared L3), and for each of those, the remaining
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// enabled cores in that cluster.
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//
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// Note that we support spin waits, thus it is important for each thread to be
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// responsive, hence we do not create more than one thread per enabled core.
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// For example, when there are two packages with four clusters of 8 cores,
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// `AllPackages` has the main thread plus one extra thread, each `AllClusters`
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// has one of the `AllPackages` threads plus three extras, each `Cluster` runs
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// on one `AllClusters` thread plus seven extra workers, for a total of
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// 1 + 2*3 + 2*(4*7) = 63 extras plus the main thread.
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//
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// Useful when there are tasks which should be parallelized by workers sharing a
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// cache, or on the same NUMA node. In both cases, individual pools have lower
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// barrier synchronization latency than one large pool. However, to utilize all
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// cores, call sites will have to use nested parallel-for loops.
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class NestedPools {
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public:
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// Neither move nor copy.
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NestedPools() = delete;
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NestedPools(const NestedPools&) = delete;
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NestedPools& operator=(const NestedPools&) = delete;
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NestedPools(NestedPools&&) = delete;
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NestedPools& operator=(NestedPools&&) = delete;
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// `max_threads` is the maximum number of threads to divide among all
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// clusters. This is more intuitive than a per-cluster limit for users who
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// may not be aware of the CPU topology.
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//
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// To ensure we do not create more threads than there are HW cores, which
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// would cause huge slowdowns when spinning, the `BoundedSlice` arguments
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// only impose upper bounds on the number of detected packages and clusters
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// rather than defining the actual number of threads.
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NestedPools(size_t max_threads, Tristate pin = Tristate::kDefault,
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BoundedSlice package_slice = BoundedSlice(),
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BoundedSlice cluster_slice = BoundedSlice(),
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BoundedSlice lp_slice = BoundedSlice());
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// Subject to `use_spinning`, enables spin waits with the goal of reducing the
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// latency of barrier synchronization. We only spin during Generate to avoid
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// wasting energy during long waits. If `use_spinning` is kDefault, we first
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// set it to kTrue or kFalse based on a heuristic.
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void MaybeStartSpinning(Tristate& use_spinning) {
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if (HWY_UNLIKELY(use_spinning == Tristate::kDefault)) {
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// The default is to only spin when pinning was enabled and supported by
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// the OS. Unless spin-waits have near-exclusive use of a core, the tail
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// latency can be higher than blocking waits.
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use_spinning = all_pinned_ ? Tristate::kTrue : Tristate::kFalse;
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}
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if (use_spinning == Tristate::kTrue) {
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SetWaitMode(hwy::PoolWaitMode::kSpin);
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}
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}
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void MaybeStopSpinning(const Tristate use_spinning) {
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HWY_DASSERT(use_spinning != Tristate::kDefault); // see MaybeStartSpinning
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if (use_spinning == Tristate::kTrue) {
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SetWaitMode(hwy::PoolWaitMode::kBlock);
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}
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}
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hwy::ThreadPool& AllPackages() { return *all_packages_; }
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hwy::ThreadPool& AllClusters(size_t package_idx) {
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HWY_DASSERT(package_idx < packages_.size());
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return packages_[package_idx].AllClusters();
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}
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hwy::ThreadPool& Cluster(size_t package_idx, size_t cluster_idx) {
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HWY_DASSERT(package_idx < packages_.size());
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return packages_[package_idx].Cluster(cluster_idx);
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}
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// For binding to NUMA nodes.
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size_t Node(size_t package_idx, size_t cluster_idx) const {
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return topology_.GetCluster(package_idx, cluster_idx).Node();
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}
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// Reasonably tight upper bound for allocating thread-local storage (TLS).
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size_t MaxWorkers() const {
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return packages_.size() * max_clusters_per_package_ *
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max_workers_per_cluster_;
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}
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// Returns the first of `cluster.NumWorkers()` TLS indices, to which callers
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// add the worker index given by `cluster.Run`.
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size_t WorkerOffset(size_t package_idx, size_t cluster_idx) const {
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return (package_idx * max_clusters_per_package_ + cluster_idx) *
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max_workers_per_cluster_;
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}
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// For Allocator
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const BoundedTopology& Topology() const { return topology_; }
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// For ShowConfig
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const char* TopologyString() const { return topology_.TopologyString(); }
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const char* PinString() const { return pin_string_; }
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// Returns a single pool on the first package: either one thread per cluster
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// if there is more than one, which maximizes available memory bandwidth, or
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// the first cluster, which is typically the whole package. For use by callers
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// that only parallelize over a 1D range, as opposed to the nested
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// parallelism of `StaticPartitionRowsAndCols`.
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hwy::ThreadPool& Pool() {
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// Only one cluster: use its pool, typically a whole socket.
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if (AllClusters(0).NumWorkers() == 1) return Cluster(0, 0);
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return AllClusters(0);
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}
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private:
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class Pinning;
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class Package {
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public:
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Package() = default; // for vector
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Package(const BoundedTopology& topology, 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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size_t NumClusters() const { return clusters_.size(); }
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size_t MaxWorkersPerCluster() const {
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size_t max_workers_per_cluster = 0;
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for (const PoolPtr& cluster : clusters_) {
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max_workers_per_cluster =
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HWY_MAX(max_workers_per_cluster, cluster->NumWorkers());
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}
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return max_workers_per_cluster;
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}
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hwy::ThreadPool& AllClusters() { return *all_clusters_; }
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hwy::ThreadPool& Cluster(size_t cluster_idx) {
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HWY_DASSERT(cluster_idx < clusters_.size());
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return *clusters_[cluster_idx];
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}
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void SetWaitMode(hwy::PoolWaitMode wait_mode) {
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all_clusters_->SetWaitMode(wait_mode);
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for (PoolPtr& cluster : clusters_) {
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cluster->SetWaitMode(wait_mode);
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}
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}
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private:
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std::vector<PoolPtr> clusters_;
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PoolPtr all_clusters_;
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}; // Package
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void SetWaitMode(hwy::PoolWaitMode wait_mode) {
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all_packages_->SetWaitMode(wait_mode);
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for (Package& package : packages_) {
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package.SetWaitMode(wait_mode);
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}
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}
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BoundedTopology topology_;
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bool all_pinned_;
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const char* pin_string_;
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std::vector<Package> packages_;
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PoolPtr all_packages_;
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// For TLS indices.
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size_t max_clusters_per_package_ = 0;
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size_t max_workers_per_cluster_ = 0;
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};
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} // namespace gcpp
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#endif // THIRD_PARTY_GEMMA_CPP_UTIL_THREADING_H_
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