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- // Copyright 2017 Google Inc. All Rights Reserved.
- //
- // Licensed under the Apache License, Version 2.0 (the "License");
- // you may not use this file except in compliance with the License.
- // You may obtain a copy of the License at
- //
- // http://www.apache.org/licenses/LICENSE-2.0
- //
- // Unless required by applicable law or agreed to in writing, software
- // distributed under the License is distributed on an "AS IS" BASIS,
- // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- // See the License for the specific language governing permissions and
- // limitations under the License.
- #ifndef HIGHWAY_HWY_PROFILER_H_
- #define HIGHWAY_HWY_PROFILER_H_
- // High precision, low overhead time measurements. Returns exact call counts and
- // total elapsed time for user-defined 'zones' (code regions, i.e. C++ scopes).
- //
- // Uses RAII to capture begin/end timestamps, with user-specified zone names:
- // { PROFILER_ZONE("name"); /*code*/ } or
- // the name of the current function:
- // void FuncToMeasure() { PROFILER_FUNC; /*code*/ }.
- //
- // After all threads have exited any zones, invoke PROFILER_PRINT_RESULTS() to
- // print call counts and average durations [CPU cycles] to stdout, sorted in
- // descending order of total duration.
- //
- // The binary MUST be built with --dynamic_mode=off because we rely on the data
- // segments being nearby; if not, an assertion will likely fail.
- #include "hwy/base.h"
- // Configuration settings:
- // If zero, this file has no effect and no measurements will be recorded.
- #ifndef PROFILER_ENABLED
- #define PROFILER_ENABLED 0
- #endif
- // How many mebibytes to allocate (if PROFILER_ENABLED) per thread that
- // enters at least one zone. Once this buffer is full, the thread will analyze
- // and discard packets, thus temporarily adding some observer overhead.
- // Each zone occupies 16 bytes.
- #ifndef PROFILER_THREAD_STORAGE
- #define PROFILER_THREAD_STORAGE 200ULL
- #endif
- #if PROFILER_ENABLED || HWY_IDE
- #include <stddef.h>
- #include <stdint.h>
- #include <stdio.h>
- #include <string.h> // strcmp
- #include <algorithm> // std::sort
- #include <atomic>
- #include "hwy/aligned_allocator.h"
- #include "hwy/cache_control.h" // FlushStream
- // #include "hwy/contrib/sort/vqsort.h"
- #include "hwy/highway.h" // Stream
- #include "hwy/robust_statistics.h"
- #include "hwy/timer-inl.h"
- #include "hwy/timer.h"
- #define PROFILER_PRINT_OVERHEAD 0
- namespace hwy {
- // Upper bounds for fixed-size data structures (guarded via HWY_DASSERT):
- // How many threads can actually enter a zone (those that don't do not count).
- // Memory use is about kMaxThreads * PROFILER_THREAD_STORAGE MiB.
- // WARNING: a fiber library can spawn hundreds of threads.
- static constexpr size_t kMaxThreads = 256;
- static constexpr size_t kMaxDepth = 64; // Maximum nesting of zones.
- static constexpr size_t kMaxZones = 256; // Total number of zones.
- // Overwrites "to" without loading it into the cache (read-for-ownership).
- // Both pointers must be aligned.
- HWY_ATTR static void StreamCacheLine(const uint64_t* HWY_RESTRICT from,
- uint64_t* HWY_RESTRICT to) {
- namespace hn = HWY_NAMESPACE;
- const hn::ScalableTag<uint64_t> d;
- for (size_t i = 0; i < HWY_ALIGNMENT / sizeof(uint64_t); i += Lanes(d)) {
- hn::Stream(hn::Load(d, from + i), d, to + i);
- }
- }
- #pragma pack(push, 1)
- // Represents zone entry/exit events. Stores a full-resolution timestamp plus
- // an offset (representing zone name or identifying exit packets). POD.
- class Packet {
- public:
- // If offsets do not fit, UpdateOrAdd will overrun our heap allocation
- // (governed by kMaxZones). We have seen multi-megabyte offsets.
- static constexpr size_t kOffsetBits = 25;
- static constexpr uint64_t kOffsetBias = 1ULL << (kOffsetBits - 1);
- // We need full-resolution timestamps; at an effective rate of 4 GHz,
- // this permits 1 minute zone durations (for longer durations, split into
- // multiple zones). Wraparound is handled by masking.
- static constexpr size_t kTimestampBits = 64 - kOffsetBits;
- static constexpr uint64_t kTimestampMask = (1ULL << kTimestampBits) - 1;
- static Packet Make(const size_t biased_offset, const uint64_t timestamp) {
- HWY_DASSERT(biased_offset < (1ULL << kOffsetBits));
- Packet packet;
- packet.bits_ =
- (biased_offset << kTimestampBits) + (timestamp & kTimestampMask);
- return packet;
- }
- uint64_t Timestamp() const { return bits_ & kTimestampMask; }
- size_t BiasedOffset() const { return (bits_ >> kTimestampBits); }
- private:
- uint64_t bits_;
- };
- static_assert(sizeof(Packet) == 8, "Wrong Packet size");
- // Returns the address of a string literal. Assuming zone names are also
- // literals and stored nearby, we can represent them as offsets, which are
- // faster to compute than hashes or even a static index.
- //
- // This function must not be static - each call (even from other translation
- // units) must return the same value.
- inline const char* StringOrigin() {
- // Chosen such that no zone name is a prefix nor suffix of this string
- // to ensure they aren't merged (offset 0 identifies zone-exit packets).
- static const char* string_origin = "__#__";
- return string_origin - Packet::kOffsetBias;
- }
- // Representation of an active zone, stored in a stack. Used to deduct
- // child duration from the parent's self time. POD.
- struct Node {
- Packet packet;
- uint64_t child_total;
- };
- static_assert(sizeof(Node) == 16, "Wrong Node size");
- // Holds statistics for all zones with the same name. POD.
- struct Accumulator {
- static constexpr size_t kNumCallBits = 64 - Packet::kOffsetBits;
- uint64_t BiasedOffset() const { return u128.lo >> kNumCallBits; }
- uint64_t NumCalls() const { return u128.lo & ((1ULL << kNumCallBits) - 1); }
- uint64_t Duration() const { return u128.hi; }
- void Set(uint64_t biased_offset, uint64_t num_calls, uint64_t duration) {
- u128.hi = duration;
- u128.lo = (biased_offset << kNumCallBits) + num_calls;
- }
- void Add(uint64_t num_calls, uint64_t duration) {
- u128.lo += num_calls;
- u128.hi += duration;
- }
- // For fast sorting by duration, which must therefore be the hi element.
- // lo holds BiasedOffset and NumCalls.
- uint128_t u128;
- };
- static_assert(sizeof(Accumulator) == 16, "Wrong Accumulator size");
- template <typename T>
- inline T ClampedSubtract(const T minuend, const T subtrahend) {
- if (subtrahend > minuend) {
- return 0;
- }
- return minuend - subtrahend;
- }
- // Per-thread call graph (stack) and Accumulator for each zone.
- class Results {
- public:
- Results() { ZeroBytes(zones_, sizeof(zones_)); }
- // Used for computing overhead when this thread encounters its first Zone.
- // This has no observable effect apart from increasing "analyze_elapsed_".
- uint64_t ZoneDuration(const Packet* packets) {
- HWY_DASSERT(depth_ == 0);
- HWY_DASSERT(num_zones_ == 0);
- AnalyzePackets(packets, 2);
- const uint64_t duration = zones_[0].Duration();
- zones_[0].Set(0, 0, 0);
- HWY_DASSERT(depth_ == 0);
- num_zones_ = 0;
- return duration;
- }
- void SetSelfOverhead(const uint64_t self_overhead) {
- self_overhead_ = self_overhead;
- }
- void SetChildOverhead(const uint64_t child_overhead) {
- child_overhead_ = child_overhead;
- }
- // Draw all required information from the packets, which can be discarded
- // afterwards. Called whenever this thread's storage is full.
- void AnalyzePackets(const Packet* packets, const size_t num_packets) {
- namespace hn = HWY_NAMESPACE;
- const uint64_t t0 = hn::timer::Start();
- for (size_t i = 0; i < num_packets; ++i) {
- const Packet p = packets[i];
- // Entering a zone
- if (p.BiasedOffset() != Packet::kOffsetBias) {
- HWY_DASSERT(depth_ < kMaxDepth);
- nodes_[depth_].packet = p;
- nodes_[depth_].child_total = 0;
- ++depth_;
- continue;
- }
- HWY_DASSERT(depth_ != 0);
- const Node& node = nodes_[depth_ - 1];
- // Masking correctly handles unsigned wraparound.
- const uint64_t duration =
- (p.Timestamp() - node.packet.Timestamp()) & Packet::kTimestampMask;
- const uint64_t self_duration = ClampedSubtract(
- duration, self_overhead_ + child_overhead_ + node.child_total);
- UpdateOrAdd(node.packet.BiasedOffset(), 1, self_duration);
- --depth_;
- // Deduct this nested node's time from its parent's self_duration.
- if (depth_ != 0) {
- nodes_[depth_ - 1].child_total += duration + child_overhead_;
- }
- }
- const uint64_t t1 = hn::timer::Stop();
- analyze_elapsed_ += t1 - t0;
- }
- // Incorporates results from another thread. Call after all threads have
- // exited any zones.
- void Assimilate(const Results& other) {
- namespace hn = HWY_NAMESPACE;
- const uint64_t t0 = hn::timer::Start();
- HWY_DASSERT(depth_ == 0);
- HWY_DASSERT(other.depth_ == 0);
- for (size_t i = 0; i < other.num_zones_; ++i) {
- const Accumulator& zone = other.zones_[i];
- UpdateOrAdd(zone.BiasedOffset(), zone.NumCalls(), zone.Duration());
- }
- const uint64_t t1 = hn::timer::Stop();
- analyze_elapsed_ += t1 - t0 + other.analyze_elapsed_;
- }
- // Single-threaded.
- void Print() {
- namespace hn = HWY_NAMESPACE;
- const uint64_t t0 = hn::timer::Start();
- MergeDuplicates();
- // Sort by decreasing total (self) cost.
- // VQSort(&zones_[0].u128, num_zones_, SortDescending());
- std::sort(zones_, zones_ + num_zones_,
- [](const Accumulator& r1, const Accumulator& r2) {
- return r1.Duration() > r2.Duration();
- });
- const double inv_freq = 1.0 / platform::InvariantTicksPerSecond();
- const char* string_origin = StringOrigin();
- for (size_t i = 0; i < num_zones_; ++i) {
- const Accumulator& r = zones_[i];
- const uint64_t num_calls = r.NumCalls();
- printf("%-40s: %10zu x %15zu = %9.6f\n", string_origin + r.BiasedOffset(),
- num_calls, r.Duration() / num_calls,
- static_cast<double>(r.Duration()) * inv_freq);
- }
- const uint64_t t1 = hn::timer::Stop();
- analyze_elapsed_ += t1 - t0;
- printf("Total analysis [s]: %f\n",
- static_cast<double>(analyze_elapsed_) * inv_freq);
- }
- private:
- // Updates an existing Accumulator (uniquely identified by biased_offset) or
- // adds one if this is the first time this thread analyzed that zone.
- // Uses a self-organizing list data structure, which avoids dynamic memory
- // allocations and is far faster than unordered_map. Loads, updates and
- // stores the entire Accumulator with vector instructions.
- void UpdateOrAdd(const size_t biased_offset, const uint64_t num_calls,
- const uint64_t duration) {
- HWY_DASSERT(biased_offset < (1ULL << Packet::kOffsetBits));
- // Special case for first zone: (maybe) update, without swapping.
- if (zones_[0].BiasedOffset() == biased_offset) {
- zones_[0].Add(num_calls, duration);
- HWY_DASSERT(zones_[0].BiasedOffset() == biased_offset);
- return;
- }
- // Look for a zone with the same offset.
- for (size_t i = 1; i < num_zones_; ++i) {
- if (zones_[i].BiasedOffset() == biased_offset) {
- zones_[i].Add(num_calls, duration);
- HWY_DASSERT(zones_[i].BiasedOffset() == biased_offset);
- // Swap with predecessor (more conservative than move to front,
- // but at least as successful).
- const Accumulator prev = zones_[i - 1];
- zones_[i - 1] = zones_[i];
- zones_[i] = prev;
- return;
- }
- }
- // Not found; create a new Accumulator.
- HWY_DASSERT(num_zones_ < kMaxZones);
- Accumulator* HWY_RESTRICT zone = zones_ + num_zones_;
- zone->Set(biased_offset, num_calls, duration);
- HWY_DASSERT(zone->BiasedOffset() == biased_offset);
- ++num_zones_;
- }
- // Each instantiation of a function template seems to get its own copy of
- // __func__ and GCC doesn't merge them. An N^2 search for duplicates is
- // acceptable because we only expect a few dozen zones.
- void MergeDuplicates() {
- const char* string_origin = StringOrigin();
- for (size_t i = 0; i < num_zones_; ++i) {
- const size_t biased_offset = zones_[i].BiasedOffset();
- const char* name = string_origin + biased_offset;
- // Separate num_calls from biased_offset so we can add them together.
- uint64_t num_calls = zones_[i].NumCalls();
- // Add any subsequent duplicates to num_calls and total_duration.
- for (size_t j = i + 1; j < num_zones_;) {
- if (!strcmp(name, string_origin + zones_[j].BiasedOffset())) {
- num_calls += zones_[j].NumCalls();
- zones_[i].Add(0, zones_[j].Duration());
- // Fill hole with last item.
- zones_[j] = zones_[--num_zones_];
- } else { // Name differed, try next Accumulator.
- ++j;
- }
- }
- HWY_DASSERT(num_calls < (1ULL << Accumulator::kNumCallBits));
- // Re-pack regardless of whether any duplicates were found.
- zones_[i].Set(biased_offset, num_calls, zones_[i].Duration());
- }
- }
- uint64_t analyze_elapsed_ = 0;
- uint64_t self_overhead_ = 0;
- uint64_t child_overhead_ = 0;
- size_t depth_ = 0; // Number of active zones.
- size_t num_zones_ = 0; // Number of retired zones.
- alignas(HWY_ALIGNMENT) Node nodes_[kMaxDepth]; // Stack
- alignas(HWY_ALIGNMENT) Accumulator zones_[kMaxZones]; // Self-organizing list
- };
- // Per-thread packet storage, dynamically allocated.
- class ThreadSpecific {
- static constexpr size_t kBufferCapacity = HWY_ALIGNMENT / sizeof(Packet);
- public:
- // "name" is used to sanity-check offsets fit in kOffsetBits.
- explicit ThreadSpecific(const char* name)
- : max_packets_((PROFILER_THREAD_STORAGE << 20) / sizeof(Packet)),
- packets_(AllocateAligned<Packet>(max_packets_)),
- num_packets_(0),
- string_origin_(StringOrigin()) {
- // Even in optimized builds, verify that this zone's name offset fits
- // within the allotted space. If not, UpdateOrAdd is likely to overrun
- // zones_[]. Checking here on the cold path (only reached once per thread)
- // is cheap, but it only covers one zone.
- const size_t biased_offset = name - string_origin_;
- HWY_ASSERT(biased_offset <= (1ULL << Packet::kOffsetBits));
- }
- // Depends on Zone => defined below.
- void ComputeOverhead();
- void WriteEntry(const char* name, const uint64_t timestamp) {
- const size_t biased_offset = name - string_origin_;
- Write(Packet::Make(biased_offset, timestamp));
- }
- void WriteExit(const uint64_t timestamp) {
- const size_t biased_offset = Packet::kOffsetBias;
- Write(Packet::Make(biased_offset, timestamp));
- }
- void AnalyzeRemainingPackets() {
- // Ensures prior weakly-ordered streaming stores are globally visible.
- FlushStream();
- // Storage full => empty it.
- if (num_packets_ + buffer_size_ > max_packets_) {
- results_.AnalyzePackets(packets_.get(), num_packets_);
- num_packets_ = 0;
- }
- CopyBytes(buffer_, packets_.get() + num_packets_,
- buffer_size_ * sizeof(Packet));
- num_packets_ += buffer_size_;
- results_.AnalyzePackets(packets_.get(), num_packets_);
- num_packets_ = 0;
- }
- Results& GetResults() { return results_; }
- private:
- // Write packet to buffer/storage, emptying them as needed.
- void Write(const Packet packet) {
- // Buffer full => copy to storage.
- if (buffer_size_ == kBufferCapacity) {
- // Storage full => empty it.
- if (num_packets_ + kBufferCapacity > max_packets_) {
- results_.AnalyzePackets(packets_.get(), num_packets_);
- num_packets_ = 0;
- }
- // This buffering halves observer overhead and decreases the overall
- // runtime by about 3%. Casting is safe because the first member is u64.
- StreamCacheLine(
- reinterpret_cast<const uint64_t*>(buffer_),
- reinterpret_cast<uint64_t*>(packets_.get() + num_packets_));
- num_packets_ += kBufferCapacity;
- buffer_size_ = 0;
- }
- buffer_[buffer_size_] = packet;
- ++buffer_size_;
- }
- // Write-combining buffer to avoid cache pollution. Must be the first
- // non-static member to ensure cache-line alignment.
- Packet buffer_[kBufferCapacity];
- size_t buffer_size_ = 0;
- const size_t max_packets_;
- // Contiguous storage for zone enter/exit packets.
- AlignedFreeUniquePtr<Packet[]> packets_;
- size_t num_packets_;
- // Cached here because we already read this cache line on zone entry/exit.
- const char* HWY_RESTRICT string_origin_;
- Results results_;
- };
- class ThreadList {
- public:
- // Called from any thread.
- ThreadSpecific* Add(const char* name) {
- const size_t index = num_threads_.fetch_add(1, std::memory_order_relaxed);
- HWY_DASSERT(index < kMaxThreads);
- ThreadSpecific* ts = MakeUniqueAligned<ThreadSpecific>(name).release();
- threads_[index].store(ts, std::memory_order_release);
- return ts;
- }
- // Single-threaded.
- void PrintResults() {
- const auto acq = std::memory_order_acquire;
- const size_t num_threads = num_threads_.load(acq);
- ThreadSpecific* main = threads_[0].load(acq);
- main->AnalyzeRemainingPackets();
- for (size_t i = 1; i < num_threads; ++i) {
- ThreadSpecific* ts = threads_[i].load(acq);
- ts->AnalyzeRemainingPackets();
- main->GetResults().Assimilate(ts->GetResults());
- }
- if (num_threads != 0) {
- main->GetResults().Print();
- }
- }
- private:
- // Owning pointers.
- alignas(64) std::atomic<ThreadSpecific*> threads_[kMaxThreads];
- std::atomic<size_t> num_threads_{0};
- };
- // RAII zone enter/exit recorder constructed by the ZONE macro; also
- // responsible for initializing ThreadSpecific.
- class Zone {
- public:
- // "name" must be a string literal (see StringOrigin).
- HWY_NOINLINE explicit Zone(const char* name) {
- HWY_FENCE;
- ThreadSpecific* HWY_RESTRICT thread_specific = StaticThreadSpecific();
- if (HWY_UNLIKELY(thread_specific == nullptr)) {
- // Ensure the CPU supports our timer.
- char cpu[100];
- if (!platform::HaveTimerStop(cpu)) {
- HWY_ABORT("CPU %s is too old for PROFILER_ENABLED=1, exiting", cpu);
- }
- thread_specific = StaticThreadSpecific() = Threads().Add(name);
- // Must happen after setting StaticThreadSpecific, because ComputeOverhead
- // also calls Zone().
- thread_specific->ComputeOverhead();
- }
- // (Capture timestamp ASAP, not inside WriteEntry.)
- HWY_FENCE;
- const uint64_t timestamp = HWY_NAMESPACE::timer::Start();
- thread_specific->WriteEntry(name, timestamp);
- }
- HWY_NOINLINE ~Zone() {
- HWY_FENCE;
- const uint64_t timestamp = HWY_NAMESPACE::timer::Stop();
- StaticThreadSpecific()->WriteExit(timestamp);
- HWY_FENCE;
- }
- // Call exactly once after all threads have exited all zones.
- static void PrintResults() { Threads().PrintResults(); }
- private:
- // Returns reference to the thread's ThreadSpecific pointer (initially null).
- // Function-local static avoids needing a separate definition.
- static ThreadSpecific*& StaticThreadSpecific() {
- static thread_local ThreadSpecific* thread_specific;
- return thread_specific;
- }
- // Returns the singleton ThreadList. Non time-critical.
- static ThreadList& Threads() {
- static ThreadList threads_;
- return threads_;
- }
- };
- // Creates a zone starting from here until the end of the current scope.
- // Timestamps will be recorded when entering and exiting the zone.
- // "name" must be a string literal, which is ensured by merging with "".
- #define PROFILER_ZONE(name) \
- HWY_FENCE; \
- const hwy::Zone zone("" name); \
- HWY_FENCE
- // Creates a zone for an entire function (when placed at its beginning).
- // Shorter/more convenient than ZONE.
- #define PROFILER_FUNC \
- HWY_FENCE; \
- const hwy::Zone zone(__func__); \
- HWY_FENCE
- #define PROFILER_PRINT_RESULTS hwy::Zone::PrintResults
- inline void ThreadSpecific::ComputeOverhead() {
- namespace hn = HWY_NAMESPACE;
- // Delay after capturing timestamps before/after the actual zone runs. Even
- // with frequency throttling disabled, this has a multimodal distribution,
- // including 32, 34, 48, 52, 59, 62.
- uint64_t self_overhead;
- {
- const size_t kNumSamples = 32;
- uint32_t samples[kNumSamples];
- for (size_t idx_sample = 0; idx_sample < kNumSamples; ++idx_sample) {
- const size_t kNumDurations = 1024;
- uint32_t durations[kNumDurations];
- for (size_t idx_duration = 0; idx_duration < kNumDurations;
- ++idx_duration) {
- {
- PROFILER_ZONE("Dummy Zone (never shown)");
- }
- const uint64_t duration = results_.ZoneDuration(buffer_);
- buffer_size_ = 0;
- durations[idx_duration] = static_cast<uint32_t>(duration);
- HWY_DASSERT(num_packets_ == 0);
- }
- robust_statistics::CountingSort(durations, kNumDurations);
- samples[idx_sample] = robust_statistics::Mode(durations, kNumDurations);
- }
- // Median.
- robust_statistics::CountingSort(samples, kNumSamples);
- self_overhead = samples[kNumSamples / 2];
- if (PROFILER_PRINT_OVERHEAD) {
- printf("Overhead: %zu\n", self_overhead);
- }
- results_.SetSelfOverhead(self_overhead);
- }
- // Delay before capturing start timestamp / after end timestamp.
- const size_t kNumSamples = 32;
- uint32_t samples[kNumSamples];
- for (size_t idx_sample = 0; idx_sample < kNumSamples; ++idx_sample) {
- const size_t kNumDurations = 16;
- uint32_t durations[kNumDurations];
- for (size_t idx_duration = 0; idx_duration < kNumDurations;
- ++idx_duration) {
- const size_t kReps = 10000;
- // Analysis time should not be included => must fit within buffer.
- HWY_DASSERT(kReps * 2 < max_packets_);
- std::atomic_thread_fence(std::memory_order_seq_cst);
- const uint64_t t0 = hn::timer::Start();
- for (size_t i = 0; i < kReps; ++i) {
- PROFILER_ZONE("Dummy");
- }
- FlushStream();
- const uint64_t t1 = hn::timer::Stop();
- HWY_DASSERT(num_packets_ + buffer_size_ == kReps * 2);
- buffer_size_ = 0;
- num_packets_ = 0;
- const uint64_t avg_duration = (t1 - t0 + kReps / 2) / kReps;
- durations[idx_duration] =
- static_cast<uint32_t>(ClampedSubtract(avg_duration, self_overhead));
- }
- robust_statistics::CountingSort(durations, kNumDurations);
- samples[idx_sample] = robust_statistics::Mode(durations, kNumDurations);
- }
- robust_statistics::CountingSort(samples, kNumSamples);
- const uint64_t child_overhead = samples[9 * kNumSamples / 10];
- if (PROFILER_PRINT_OVERHEAD) {
- printf("Child overhead: %zu\n", child_overhead);
- }
- results_.SetChildOverhead(child_overhead);
- }
- #pragma pack(pop)
- } // namespace hwy
- #endif // PROFILER_ENABLED || HWY_IDE
- #if !PROFILER_ENABLED && !HWY_IDE
- #define PROFILER_ZONE(name)
- #define PROFILER_FUNC
- #define PROFILER_PRINT_RESULTS()
- #endif
- #endif // HIGHWAY_HWY_PROFILER_H_
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