tools/block_cache_analyzer/block_cache_trace_analyzer.cc - main - GraphTreeHeap/museumdb2

tools/block_cache_analyzer/block_cache_trace_analyzer.cc
2 331 строка94 KB
Qiaolin Yu
Block cache analyzer: Calculate miss ratio for each caller (#10823)
11 янв 2024, 01:02
11 янв 2024, 01:02fa0190f
//  Copyright (c) 2011-present, Facebook, Inc.  All rights reserved.
//  This source code is licensed under both the GPLv2 (found in the
//  COPYING file in the root directory) and Apache 2.0 License
//  (found in the LICENSE.Apache file in the root directory).

#ifdef GFLAGS
#include "tools/block_cache_analyzer/block_cache_trace_analyzer.h"

#include <algorithm>
#include <cinttypes>
#include <cstdio>
#include <cstdlib>
#include <fstream>
#include <iomanip>
#include <iostream>
#include <memory>
#include <random>
#include <sstream>

#include "monitoring/histogram.h"
#include "rocksdb/system_clock.h"
#include "rocksdb/trace_record.h"
#include "util/gflags_compat.h"
#include "util/string_util.h"

using GFLAGS_NAMESPACE::ParseCommandLineFlags;

DEFINE_string(block_cache_trace_path, "", "The trace file path.");
DEFINE_bool(is_block_cache_human_readable_trace, false,
            "Is the trace file provided for analysis generated by running "
            "block_cache_trace_analyzer with "
            "FLAGS_human_readable_trace_file_path is specified.");
DEFINE_string(
    block_cache_sim_config_path, "",
    "The config file path. One cache configuration per line. The format of a "
    "cache configuration is "
    "cache_name,num_shard_bits,ghost_capacity,cache_capacity_1,...,cache_"
    "capacity_N. Supported cache names are lru, lru_priority, lru_hybrid, and "
    "lru_hybrid_no_insert_on_row_miss. User may also add a prefix 'ghost_' to "
    "a cache_name to add a ghost cache in front of the real cache. "
    "ghost_capacity and cache_capacity can be xK, xM or xG where x is a "
    "positive number.");
DEFINE_int32(block_cache_trace_downsample_ratio, 1,
             "The trace collected accesses on one in every "
             "block_cache_trace_downsample_ratio blocks. We scale "
             "down the simulated cache size by this ratio.");
DEFINE_bool(print_block_size_stats, false,
            "Print block size distribution and the distribution break down by "
            "block type and column family.");
DEFINE_bool(print_access_count_stats, false,
            "Print access count distribution and the distribution break down "
            "by block type and column family.");
DEFINE_bool(print_data_block_access_count_stats, false,
            "Print data block accesses by user Get and Multi-Get.");
DEFINE_int32(cache_sim_warmup_seconds, 0,
             "The number of seconds to warmup simulated caches. The hit/miss "
             "counters are reset after the warmup completes.");
DEFINE_int32(analyze_bottom_k_access_count_blocks, 0,
             "Print out detailed access information for blocks with their "
             "number of accesses are the bottom k among all blocks.");
DEFINE_int32(analyze_top_k_access_count_blocks, 0,
             "Print out detailed access information for blocks with their "
             "number of accesses are the top k among all blocks.");
DEFINE_string(block_cache_analysis_result_dir, "",
              "The directory that saves block cache analysis results.");
DEFINE_string(
    timeline_labels, "",
    "Group the number of accesses per block per second using these labels. "
    "Possible labels are a combination of the following: cf (column family), "
    "sst, level, bt (block type), caller, block. For example, label \"cf_bt\" "
    "means the number of access per second is grouped by unique pairs of "
    "\"cf_bt\". A label \"all\" contains the aggregated number of accesses per "
    "second across all possible labels.");
DEFINE_string(reuse_distance_labels, "",
              "Group the reuse distance of a block using these labels. Reuse "
              "distance is defined as the cumulated size of unique blocks read "
              "between two consecutive accesses on the same block.");
DEFINE_string(
    reuse_distance_buckets, "",
    "Group blocks by their reuse distances given these buckets. For "
    "example, if 'reuse_distance_buckets' is '1K,1M,1G', we will "
    "create four buckets. The first three buckets contain the number of "
    "blocks with reuse distance less than 1KB, between 1K and 1M, between 1M "
    "and 1G, respectively. The last bucket contains the number of blocks with "
    "reuse distance larger than 1G. ");
DEFINE_string(
    reuse_interval_labels, "",
    "Group the reuse interval of a block using these labels. Reuse "
    "interval is defined as the time between two consecutive accesses "
    "on the same block.");
DEFINE_string(
    reuse_interval_buckets, "",
    "Group blocks by their reuse interval given these buckets. For "
    "example, if 'reuse_distance_buckets' is '1,10,100', we will "
    "create four buckets. The first three buckets contain the number of "
    "blocks with reuse interval less than 1 second, between 1 second and 10 "
    "seconds, between 10 seconds and 100 seconds, respectively. The last "
    "bucket contains the number of blocks with reuse interval longer than 100 "
    "seconds.");
DEFINE_string(
    reuse_lifetime_labels, "",
    "Group the reuse lifetime of a block using these labels. Reuse "
    "lifetime is defined as the time interval between the first access on a "
    "block and the last access on the same block. For blocks that are only "
    "accessed once, its lifetime is set to kMaxUint64.");
DEFINE_string(
    reuse_lifetime_buckets, "",
    "Group blocks by their reuse lifetime given these buckets. For "
    "example, if 'reuse_lifetime_buckets' is '1,10,100', we will "
    "create four buckets. The first three buckets contain the number of "
    "blocks with reuse lifetime less than 1 second, between 1 second and 10 "
    "seconds, between 10 seconds and 100 seconds, respectively. The last "
    "bucket contains the number of blocks with reuse lifetime longer than 100 "
    "seconds.");
DEFINE_string(
    analyze_callers, "",
    "The list of callers to perform a detailed analysis on. If speicfied, the "
    "analyzer will output a detailed percentage of accesses for each caller "
    "break down by column family, level, and block type. A list of available "
    "callers are: Get, MultiGet, Iterator, ApproximateSize, VerifyChecksum, "
    "SSTDumpTool, ExternalSSTIngestion, Repair, Prefetch, Compaction, "
    "CompactionRefill, Flush, SSTFileReader, Uncategorized.");
DEFINE_string(access_count_buckets, "",
              "Group number of blocks by their access count given these "
              "buckets. If specified, the analyzer will output a detailed "
              "analysis on the number of blocks grouped by their access count "
              "break down by block type and column family.");
DEFINE_int32(analyze_blocks_reuse_k_reuse_window, 0,
             "Analyze the percentage of blocks that are accessed in the "
             "[k, 2*k] seconds are accessed again in the next [2*k, 3*k], "
             "[3*k, 4*k],...,[k*(n-1), k*n] seconds. ");
DEFINE_string(analyze_get_spatial_locality_labels, "",
              "Group data blocks using these labels.");
DEFINE_string(analyze_get_spatial_locality_buckets, "",
              "Group data blocks by their statistics using these buckets.");
DEFINE_string(skew_labels, "",
              "Group the access count of a block using these labels.");
DEFINE_string(skew_buckets, "", "Group the skew labels using these buckets.");
DEFINE_bool(mrc_only, false,
            "Evaluate alternative cache policies only. When this flag is true, "
            "the analyzer does NOT maintain states of each block in memory for "
            "analysis. It only feeds the accesses into the cache simulators.");
DEFINE_string(
    analyze_correlation_coefficients_labels, "",
    "Analyze the correlation coefficients of features such as number of past "
    "accesses with regard to the number of accesses till the next access.");
DEFINE_int32(analyze_correlation_coefficients_max_number_of_values, 1000000,
             "The maximum number of values for a feature. If the number of "
             "values for a feature is larger than this max, it randomly "
             "selects 'max' number of values.");
DEFINE_string(human_readable_trace_file_path, "",
              "The filt path that saves human readable access records.");

namespace ROCKSDB_NAMESPACE {
namespace {

const std::string kMissRatioCurveFileName = "mrc";
const std::string kGroupbyBlock = "block";
const std::string kGroupbyTable = "table";
const std::string kGroupbyColumnFamily = "cf";
const std::string kGroupbySSTFile = "sst";
const std::string kGroupbyBlockType = "bt";
const std::string kGroupbyCaller = "caller";
const std::string kGroupbyLevel = "level";
const std::string kGroupbyAll = "all";
const std::set<std::string> kGroupbyLabels{
    kGroupbyBlock,     kGroupbyColumnFamily, kGroupbySSTFile, kGroupbyLevel,
    kGroupbyBlockType, kGroupbyCaller,       kGroupbyAll};
const std::string kSupportedCacheNames =
    " lru ghost_lru lru_priority ghost_lru_priority lru_hybrid "
    "ghost_lru_hybrid lru_hybrid_no_insert_on_row_miss "
    "ghost_lru_hybrid_no_insert_on_row_miss ";

// The suffix for the generated csv files.
const std::string kFileNameSuffixMissRatioTimeline = "miss_ratio_timeline";
const std::string kFileNameSuffixMissTimeline = "miss_timeline";
const std::string kFileNameSuffixSkew = "skewness";
const std::string kFileNameSuffixAccessTimeline = "access_timeline";
const std::string kFileNameSuffixCorrelation = "correlation_input";
const std::string kFileNameSuffixAvgReuseIntervalNaccesses =
    "avg_reuse_interval_naccesses";
const std::string kFileNameSuffixAvgReuseInterval = "avg_reuse_interval";
const std::string kFileNameSuffixReuseInterval = "access_reuse_interval";
const std::string kFileNameSuffixReuseLifetime = "reuse_lifetime";
const std::string kFileNameSuffixAccessReuseBlocksTimeline =
    "reuse_blocks_timeline";
const std::string kFileNameSuffixPercentOfAccessSummary =
    "percentage_of_accesses_summary";
const std::string kFileNameSuffixPercentRefKeys = "percent_ref_keys";
const std::string kFileNameSuffixPercentDataSizeOnRefKeys =
    "percent_data_size_on_ref_keys";
const std::string kFileNameSuffixPercentAccessesOnRefKeys =
    "percent_accesses_on_ref_keys";
const std::string kFileNameSuffixAccessCountSummary = "access_count_summary";

std::string block_type_to_string(TraceType type) {
  switch (type) {
    case kBlockTraceFilterBlock:
      return "Filter";
    case kBlockTraceDataBlock:
      return "Data";
    case kBlockTraceIndexBlock:
      return "Index";
    case kBlockTraceRangeDeletionBlock:
      return "RangeDeletion";
    case kBlockTraceUncompressionDictBlock:
      return "UncompressionDict";
    default:
      break;
  }
  // This cannot happen.
  return "InvalidType";
}

std::string caller_to_string(TableReaderCaller caller) {
  switch (caller) {
    case kUserGet:
      return "Get";
    case kUserMultiGet:
      return "MultiGet";
    case kUserIterator:
      return "Iterator";
    case kUserApproximateSize:
      return "ApproximateSize";
    case kUserVerifyChecksum:
      return "VerifyChecksum";
    case kSSTDumpTool:
      return "SSTDumpTool";
    case kExternalSSTIngestion:
      return "ExternalSSTIngestion";
    case kRepair:
      return "Repair";
    case kPrefetch:
      return "Prefetch";
    case kCompaction:
      return "Compaction";
    case kCompactionRefill:
      return "CompactionRefill";
    case kFlush:
      return "Flush";
    case kSSTFileReader:
      return "SSTFileReader";
    case kUncategorized:
      return "Uncategorized";
    default:
      break;
  }
  // This cannot happen.
  return "InvalidCaller";
}

TableReaderCaller string_to_caller(std::string caller_str) {
  if (caller_str == "Get") {
    return kUserGet;
  } else if (caller_str == "MultiGet") {
    return kUserMultiGet;
  } else if (caller_str == "Iterator") {
    return kUserIterator;
  } else if (caller_str == "ApproximateSize") {
    return kUserApproximateSize;
  } else if (caller_str == "VerifyChecksum") {
    return kUserVerifyChecksum;
  } else if (caller_str == "SSTDumpTool") {
    return kSSTDumpTool;
  } else if (caller_str == "ExternalSSTIngestion") {
    return kExternalSSTIngestion;
  } else if (caller_str == "Repair") {
    return kRepair;
  } else if (caller_str == "Prefetch") {
    return kPrefetch;
  } else if (caller_str == "Compaction") {
    return kCompaction;
  } else if (caller_str == "CompactionRefill") {
    return kCompactionRefill;
  } else if (caller_str == "Flush") {
    return kFlush;
  } else if (caller_str == "SSTFileReader") {
    return kSSTFileReader;
  } else if (caller_str == "Uncategorized") {
    return kUncategorized;
  }
  return TableReaderCaller::kMaxBlockCacheLookupCaller;
}

bool is_user_access(TableReaderCaller caller) {
  switch (caller) {
    case kUserGet:
    case kUserMultiGet:
    case kUserIterator:
    case kUserApproximateSize:
    case kUserVerifyChecksum:
      return true;
    default:
      break;
  }
  return false;
}

const char kBreakLine[] =
    "***************************************************************\n";

void print_break_lines(uint32_t num_break_lines) {
  for (uint32_t i = 0; i < num_break_lines; i++) {
    fprintf(stdout, kBreakLine);
  }
}

double percent(uint64_t numerator, uint64_t denomenator) {
  if (denomenator == 0) {
    return -1;
  }
  return static_cast<double>(numerator * 100.0 / denomenator);
}

std::map<uint64_t, uint64_t> adjust_time_unit(
    const std::map<uint64_t, uint64_t>& time_stats, uint64_t time_unit) {
  if (time_unit == 1) {
    return time_stats;
  }
  std::map<uint64_t, uint64_t> adjusted_time_stats;
  for (auto const& time : time_stats) {
    adjusted_time_stats[static_cast<uint64_t>(time.first / time_unit)] +=
        time.second;
  }
  return adjusted_time_stats;
}
}  // namespace

void BlockCacheTraceAnalyzer::WriteMissRatioCurves() const {
  if (!cache_simulator_) {
    return;
  }
  if (output_dir_.empty()) {
    return;
  }
  uint64_t trace_duration =
      trace_end_timestamp_in_seconds_ - trace_start_timestamp_in_seconds_;
  uint64_t total_accesses = access_sequence_number_;
  const std::string output_miss_ratio_curve_path =
      output_dir_ + "/" + std::to_string(trace_duration) + "_" +
      std::to_string(total_accesses) + "_" + kMissRatioCurveFileName;
  std::ofstream out(output_miss_ratio_curve_path);
  if (!out.is_open()) {
    return;
  }
  // Write header.
  const std::string header =
      "cache_name,num_shard_bits,ghost_capacity,capacity,miss_ratio,total_"
      "accesses";
  out << header << std::endl;
  for (auto const& config_caches : cache_simulator_->sim_caches()) {
    const CacheConfiguration& config = config_caches.first;
    for (uint32_t i = 0; i < config.cache_capacities.size(); i++) {
      double miss_ratio =
          config_caches.second[i]->miss_ratio_stats().miss_ratio();
      // Write the body.
      out << config.cache_name;
      out << ",";
      out << config.num_shard_bits;
      out << ",";
      out << config.ghost_cache_capacity;
      out << ",";
      out << config.cache_capacities[i];
      out << ",";
      out << std::fixed << std::setprecision(4) << miss_ratio;
      out << ",";
      out << config_caches.second[i]->miss_ratio_stats().total_accesses();
      out << std::endl;
    }
  }
  out.close();
}

void BlockCacheTraceAnalyzer::UpdateFeatureVectors(
    const std::vector<uint64_t>& access_sequence_number_timeline,
    const std::vector<uint64_t>& access_timeline, const std::string& label,
    std::map<std::string, Features>* label_features,
    std::map<std::string, Predictions>* label_predictions) const {
  if (access_sequence_number_timeline.empty() || access_timeline.empty()) {
    return;
  }
  assert(access_timeline.size() == access_sequence_number_timeline.size());
  uint64_t prev_access_sequence_number = access_sequence_number_timeline[0];
  uint64_t prev_access_timestamp = access_timeline[0];
  for (uint32_t i = 0; i < access_sequence_number_timeline.size(); i++) {
    uint64_t num_accesses_since_last_access =
        access_sequence_number_timeline[i] - prev_access_sequence_number;
    uint64_t elapsed_time_since_last_access =
        access_timeline[i] - prev_access_timestamp;
    prev_access_sequence_number = access_sequence_number_timeline[i];
    prev_access_timestamp = access_timeline[i];
    if (i < access_sequence_number_timeline.size() - 1) {
      (*label_features)[label].num_accesses_since_last_access.push_back(
          num_accesses_since_last_access);
      (*label_features)[label].num_past_accesses.push_back(i);
      (*label_features)[label].elapsed_time_since_last_access.push_back(
          elapsed_time_since_last_access);
    }
    if (i >= 1) {
      (*label_predictions)[label].num_accesses_till_next_access.push_back(
          num_accesses_since_last_access);
      (*label_predictions)[label].elapsed_time_till_next_access.push_back(
          elapsed_time_since_last_access);
    }
  }
}

void BlockCacheTraceAnalyzer::WriteMissRatioTimeline(uint64_t time_unit) const {
  if (!cache_simulator_ || output_dir_.empty()) {
    return;
  }
  std::map<uint64_t, std::map<std::string, std::map<uint64_t, double>>>
      cs_name_timeline;
  uint64_t start_time = std::numeric_limits<uint64_t>::max();
  uint64_t end_time = 0;
  const std::map<uint64_t, uint64_t>& trace_num_misses =
      adjust_time_unit(miss_ratio_stats_.num_misses_timeline(), time_unit);
  const std::map<uint64_t, uint64_t>& trace_num_accesses =
      adjust_time_unit(miss_ratio_stats_.num_accesses_timeline(), time_unit);
  assert(trace_num_misses.size() == trace_num_accesses.size());
  for (auto const& num_miss : trace_num_misses) {
    uint64_t time = num_miss.first;
    start_time = std::min(start_time, time);
    end_time = std::max(end_time, time);
    uint64_t miss = num_miss.second;
    auto it = trace_num_accesses.find(time);
    assert(it != trace_num_accesses.end());
    uint64_t access = it->second;
    cs_name_timeline[std::numeric_limits<uint64_t>::max()]["trace"][time] =
        percent(miss, access);
  }
  for (auto const& config_caches : cache_simulator_->sim_caches()) {
    const CacheConfiguration& config = config_caches.first;
    std::string cache_label = config.cache_name + "-" +
                              std::to_string(config.num_shard_bits) + "-" +
                              std::to_string(config.ghost_cache_capacity);
    for (uint32_t i = 0; i < config.cache_capacities.size(); i++) {
      const std::map<uint64_t, uint64_t>& num_misses = adjust_time_unit(
          config_caches.second[i]->miss_ratio_stats().num_misses_timeline(),
          time_unit);
      const std::map<uint64_t, uint64_t>& num_accesses = adjust_time_unit(
          config_caches.second[i]->miss_ratio_stats().num_accesses_timeline(),
          time_unit);
      assert(num_misses.size() == num_accesses.size());
      for (auto const& num_miss : num_misses) {
        uint64_t time = num_miss.first;
        start_time = std::min(start_time, time);
        end_time = std::max(end_time, time);
        uint64_t miss = num_miss.second;
        auto it = num_accesses.find(time);
        assert(it != num_accesses.end());
        uint64_t access = it->second;
        cs_name_timeline[config.cache_capacities[i]][cache_label][time] =
            percent(miss, access);
      }
    }
  }
  for (auto const& it : cs_name_timeline) {
    const std::string output_miss_ratio_timeline_path =
        output_dir_ + "/" + std::to_string(it.first) + "_" +
        std::to_string(time_unit) + "_" + kFileNameSuffixMissRatioTimeline;
    std::ofstream out(output_miss_ratio_timeline_path);
    if (!out.is_open()) {
      return;
    }
    std::string header("time");
    for (uint64_t now = start_time; now <= end_time; now++) {
      header += ",";
      header += std::to_string(now);
    }
    out << header << std::endl;
    for (auto const& label : it.second) {
      std::string row(label.first);
      for (uint64_t now = start_time; now <= end_time; now++) {
        auto misses = label.second.find(now);
        row += ",";
        if (misses != label.second.end()) {
          row += std::to_string(misses->second);
        } else {
          row += "0";
        }
      }
      out << row << std::endl;
    }
    out.close();
  }
}

void BlockCacheTraceAnalyzer::WriteMissTimeline(uint64_t time_unit) const {
  if (!cache_simulator_ || output_dir_.empty()) {
    return;
  }
  std::map<uint64_t, std::map<std::string, std::map<uint64_t, uint64_t>>>
      cs_name_timeline;
  uint64_t start_time = std::numeric_limits<uint64_t>::max();
  uint64_t end_time = 0;
  const std::map<uint64_t, uint64_t>& trace_num_misses =
      adjust_time_unit(miss_ratio_stats_.num_misses_timeline(), time_unit);
  for (auto const& num_miss : trace_num_misses) {
    uint64_t time = num_miss.first;
    start_time = std::min(start_time, time);
    end_time = std::max(end_time, time);
    uint64_t miss = num_miss.second;
    cs_name_timeline[std::numeric_limits<uint64_t>::max()]["trace"][time] =
        miss;
  }
  for (auto const& config_caches : cache_simulator_->sim_caches()) {
    const CacheConfiguration& config = config_caches.first;
    std::string cache_label = config.cache_name + "-" +
                              std::to_string(config.num_shard_bits) + "-" +
                              std::to_string(config.ghost_cache_capacity);
    for (uint32_t i = 0; i < config.cache_capacities.size(); i++) {
      const std::map<uint64_t, uint64_t>& num_misses = adjust_time_unit(
          config_caches.second[i]->miss_ratio_stats().num_misses_timeline(),
          time_unit);
      for (auto const& num_miss : num_misses) {
        uint64_t time = num_miss.first;
        start_time = std::min(start_time, time);
        end_time = std::max(end_time, time);
        uint64_t miss = num_miss.second;
        cs_name_timeline[config.cache_capacities[i]][cache_label][time] = miss;
      }
    }
  }
  for (auto const& it : cs_name_timeline) {
    const std::string output_miss_ratio_timeline_path =
        output_dir_ + "/" + std::to_string(it.first) + "_" +
        std::to_string(time_unit) + "_" + kFileNameSuffixMissTimeline;
    std::ofstream out(output_miss_ratio_timeline_path);
    if (!out.is_open()) {
      return;
    }
    std::string header("time");
    for (uint64_t now = start_time; now <= end_time; now++) {
      header += ",";
      header += std::to_string(now);
    }
    out << header << std::endl;
    for (auto const& label : it.second) {
      std::string row(label.first);
      for (uint64_t now = start_time; now <= end_time; now++) {
        auto misses = label.second.find(now);
        row += ",";
        if (misses != label.second.end()) {
          row += std::to_string(misses->second);
        } else {
          row += "0";
        }
      }
      out << row << std::endl;
    }
    out.close();
  }
}

void BlockCacheTraceAnalyzer::WriteSkewness(
    const std::string& label_str, const std::vector<uint64_t>& percent_buckets,
    TraceType target_block_type) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, uint64_t> label_naccesses;
  uint64_t total_naccesses = 0;
  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType type,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    if (target_block_type != TraceType::kTraceMax &&
        target_block_type != type) {
      return;
    }
    const std::string label = BuildLabel(
        labels, cf_name, fd, level, type,
        TableReaderCaller::kMaxBlockCacheLookupCaller, block_id, block);
    label_naccesses[label] += block.num_accesses;
    total_naccesses += block.num_accesses;
  };
  TraverseBlocks(block_callback, &labels);
  std::map<std::string, std::map<uint64_t, uint64_t>> label_bucket_naccesses;
  std::vector<std::pair<std::string, uint64_t>> pairs;
  for (auto const& itr : label_naccesses) {
    pairs.emplace_back(itr);
  }
  // Sort in descending order.
  sort(pairs.begin(), pairs.end(),
       [](const std::pair<std::string, uint64_t>& a,
          const std::pair<std::string, uint64_t>& b) {
         return b.second < a.second;
       });

  size_t prev_start_index = 0;
  for (auto const& percent : percent_buckets) {
    label_bucket_naccesses[label_str][percent] = 0;
    size_t end_index = 0;
    if (percent == std::numeric_limits<uint64_t>::max()) {
      end_index = label_naccesses.size();
    } else {
      end_index = percent * label_naccesses.size() / 100;
    }
    for (size_t i = prev_start_index; i < end_index; i++) {
      label_bucket_naccesses[label_str][percent] += pairs[i].second;
    }
    prev_start_index = end_index;
  }
  std::string filename_suffix;
  if (target_block_type != TraceType::kTraceMax) {
    filename_suffix = block_type_to_string(target_block_type);
    filename_suffix += "_";
  }
  filename_suffix += kFileNameSuffixSkew;
  WriteStatsToFile(label_str, percent_buckets, filename_suffix,
                   label_bucket_naccesses, total_naccesses);
}

void BlockCacheTraceAnalyzer::WriteCorrelationFeatures(
    const std::string& label_str, uint32_t max_number_of_values) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, Features> label_features;
  std::map<std::string, Predictions> label_predictions;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t fd, uint32_t level,
          TraceType block_type, const std::string& /*block_key*/,
          uint64_t /*block_key_id*/, const BlockAccessInfo& block) {
        if (block.table_id == 0 && labels.find(kGroupbyTable) != labels.end()) {
          // We only know table id information for get requests.
          return;
        }
        if (labels.find(kGroupbyCaller) != labels.end()) {
          // Group by caller.
          for (auto const& caller_map : block.caller_access_timeline) {
            const std::string label =
                BuildLabel(labels, cf_name, fd, level, block_type,
                           caller_map.first, /*block_id=*/0, block);
            auto it = block.caller_access_sequence__number_timeline.find(
                caller_map.first);
            assert(it != block.caller_access_sequence__number_timeline.end());
            UpdateFeatureVectors(it->second, caller_map.second, label,
                                 &label_features, &label_predictions);
          }
          return;
        }
        const std::string label =
            BuildLabel(labels, cf_name, fd, level, block_type,
                       TableReaderCaller::kMaxBlockCacheLookupCaller,
                       /*block_id=*/0, block);
        UpdateFeatureVectors(block.access_sequence_number_timeline,
                             block.access_timeline, label, &label_features,
                             &label_predictions);
      };
  TraverseBlocks(block_callback, &labels);
  WriteCorrelationFeaturesToFile(label_str, label_features, label_predictions,
                                 max_number_of_values);
}

void BlockCacheTraceAnalyzer::WriteCorrelationFeaturesToFile(
    const std::string& label,
    const std::map<std::string, Features>& label_features,
    const std::map<std::string, Predictions>& label_predictions,
    uint32_t max_number_of_values) const {
  for (auto const& label_feature_vectors : label_features) {
    const Features& past = label_feature_vectors.second;
    auto it = label_predictions.find(label_feature_vectors.first);
    assert(it != label_predictions.end());
    const Predictions& future = it->second;
    const std::string output_path = output_dir_ + "/" + label + "_" +
                                    label_feature_vectors.first + "_" +
                                    kFileNameSuffixCorrelation;
    std::ofstream out(output_path);
    if (!out.is_open()) {
      return;
    }
    std::string header(
        "num_accesses_since_last_access,elapsed_time_since_last_access,num_"
        "past_accesses,num_accesses_till_next_access,elapsed_time_till_next_"
        "access");
    out << header << std::endl;
    std::vector<uint32_t> indexes;
    for (uint32_t i = 0; i < past.num_accesses_since_last_access.size(); i++) {
      indexes.push_back(i);
    }
    RandomShuffle(indexes.begin(), indexes.end());
    for (uint32_t i = 0; i < max_number_of_values && i < indexes.size(); i++) {
      uint32_t rand_index = indexes[i];
      out << std::to_string(past.num_accesses_since_last_access[rand_index])
          << ",";
      out << std::to_string(past.elapsed_time_since_last_access[rand_index])
          << ",";
      out << std::to_string(past.num_past_accesses[rand_index]) << ",";
      out << std::to_string(future.num_accesses_till_next_access[rand_index])
          << ",";
      out << std::to_string(future.elapsed_time_till_next_access[rand_index])
          << std::endl;
    }
    out.close();
  }
}

void BlockCacheTraceAnalyzer::WriteCorrelationFeaturesForGet(
    uint32_t max_number_of_values) const {
  std::string label = "GetKeyInfo";
  std::map<std::string, Features> label_features;
  std::map<std::string, Predictions> label_predictions;
  for (auto const& get_info : get_key_info_map_) {
    const GetKeyInfo& info = get_info.second;
    UpdateFeatureVectors(info.access_sequence_number_timeline,
                         info.access_timeline, label, &label_features,
                         &label_predictions);
  }
  WriteCorrelationFeaturesToFile(label, label_features, label_predictions,
                                 max_number_of_values);
}

std::set<std::string> BlockCacheTraceAnalyzer::ParseLabelStr(
    const std::string& label_str) const {
  std::stringstream ss(label_str);
  std::set<std::string> labels;
  // label_str is in the form of "label1_label2_label3", e.g., cf_bt.
  while (ss.good()) {
    std::string label_name;
    getline(ss, label_name, '_');
    if (kGroupbyLabels.find(label_name) == kGroupbyLabels.end()) {
      // Unknown label name.
      fprintf(stderr, "Unknown label name %s, label string %s\n",
              label_name.c_str(), label_str.c_str());
      return {};
    }
    labels.insert(label_name);
  }
  return labels;
}

std::string BlockCacheTraceAnalyzer::BuildLabel(
    const std::set<std::string>& labels, const std::string& cf_name,
    uint64_t fd, uint32_t level, TraceType type, TableReaderCaller caller,
    uint64_t block_key, const BlockAccessInfo& block) const {
  std::map<std::string, std::string> label_value_map;
  label_value_map[kGroupbyAll] = kGroupbyAll;
  label_value_map[kGroupbyLevel] = std::to_string(level);
  label_value_map[kGroupbyCaller] = caller_to_string(caller);
  label_value_map[kGroupbySSTFile] = std::to_string(fd);
  label_value_map[kGroupbyBlockType] = block_type_to_string(type);
  label_value_map[kGroupbyColumnFamily] = cf_name;
  label_value_map[kGroupbyBlock] = std::to_string(block_key);
  label_value_map[kGroupbyTable] = std::to_string(block.table_id);
  // Concatenate the label values.
  std::string label;
  for (auto const& l : labels) {
    label += label_value_map[l];
    label += "-";
  }
  if (!label.empty()) {
    label.pop_back();
  }
  return label;
}

void BlockCacheTraceAnalyzer::TraverseBlocks(
    std::function<void(const std::string& /*cf_name*/, uint64_t /*fd*/,
                       uint32_t /*level*/, TraceType /*block_type*/,
                       const std::string& /*block_key*/,
                       uint64_t /*block_key_id*/,
                       const BlockAccessInfo& /*block_access_info*/)>
        block_callback,
    std::set<std::string>* labels) const {
  for (auto const& cf_aggregates : cf_aggregates_map_) {
    // Stats per column family.
    const std::string& cf_name = cf_aggregates.first;
    for (auto const& file_aggregates : cf_aggregates.second.fd_aggregates_map) {
      // Stats per SST file.
      const uint64_t fd = file_aggregates.first;
      const uint32_t level = file_aggregates.second.level;
      for (auto const& block_type_aggregates :
           file_aggregates.second.block_type_aggregates_map) {
        // Stats per block type.
        const TraceType type = block_type_aggregates.first;
        for (auto const& block_access_info :
             block_type_aggregates.second.block_access_info_map) {
          // Stats per block.
          if (labels && block_access_info.second.table_id == 0 &&
              labels->find(kGroupbyTable) != labels->end()) {
            // We only know table id information for get requests.
            return;
          }
          block_callback(cf_name, fd, level, type, block_access_info.first,
                         block_access_info.second.block_id,
                         block_access_info.second);
        }
      }
    }
  }
}

void BlockCacheTraceAnalyzer::WriteGetSpatialLocality(
    const std::string& label_str,
    const std::vector<uint64_t>& percent_buckets) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, std::map<uint64_t, uint64_t>> label_pnrefkeys_nblocks;
  std::map<std::string, std::map<uint64_t, uint64_t>> label_pnrefs_nblocks;
  std::map<std::string, std::map<uint64_t, uint64_t>> label_pndatasize_nblocks;
  uint64_t nblocks = 0;
  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType /*block_type*/,
                            const std::string& /*block_key*/,
                            uint64_t /*block_key_id*/,
                            const BlockAccessInfo& block) {
    if (block.num_keys == 0) {
      return;
    }
    uint64_t naccesses = 0;
    for (auto const& key_access : block.key_num_access_map) {
      for (auto const& caller_access : key_access.second) {
        if (caller_access.first == TableReaderCaller::kUserGet) {
          naccesses += caller_access.second;
        }
      }
    }
    const std::string label =
        BuildLabel(labels, cf_name, fd, level, TraceType::kBlockTraceDataBlock,
                   TableReaderCaller::kUserGet, /*block_id=*/0, block);

    const uint64_t percent_referenced_for_existing_keys =
        static_cast<uint64_t>(std::max(
            percent(block.key_num_access_map.size(), block.num_keys), 0.0));
    const uint64_t percent_accesses_for_existing_keys =
        static_cast<uint64_t>(std::max(
            percent(block.num_referenced_key_exist_in_block, naccesses), 0.0));
    const uint64_t percent_referenced_data_size = static_cast<uint64_t>(
        std::max(percent(block.referenced_data_size, block.block_size), 0.0));
    if (label_pnrefkeys_nblocks.find(label) == label_pnrefkeys_nblocks.end()) {
      for (auto const& percent_bucket : percent_buckets) {
        label_pnrefkeys_nblocks[label][percent_bucket] = 0;
        label_pnrefs_nblocks[label][percent_bucket] = 0;
        label_pndatasize_nblocks[label][percent_bucket] = 0;
      }
    }
    label_pnrefkeys_nblocks[label]
        .upper_bound(percent_referenced_for_existing_keys)
        ->second += 1;
    label_pnrefs_nblocks[label]
        .upper_bound(percent_accesses_for_existing_keys)
        ->second += 1;
    label_pndatasize_nblocks[label]
        .upper_bound(percent_referenced_data_size)
        ->second += 1;
    nblocks += 1;
  };
  TraverseBlocks(block_callback, &labels);
  WriteStatsToFile(label_str, percent_buckets, kFileNameSuffixPercentRefKeys,
                   label_pnrefkeys_nblocks, nblocks);
  WriteStatsToFile(label_str, percent_buckets,
                   kFileNameSuffixPercentAccessesOnRefKeys,
                   label_pnrefs_nblocks, nblocks);
  WriteStatsToFile(label_str, percent_buckets,
                   kFileNameSuffixPercentDataSizeOnRefKeys,
                   label_pndatasize_nblocks, nblocks);
}

void BlockCacheTraceAnalyzer::WriteAccessTimeline(const std::string& label_str,
                                                  uint64_t time_unit,
                                                  bool user_access_only) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  uint64_t start_time = std::numeric_limits<uint64_t>::max();
  uint64_t end_time = 0;
  std::map<std::string, std::map<uint64_t, uint64_t>> label_access_timeline;
  std::map<uint64_t, std::vector<std::string>> access_count_block_id_map;

  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType type,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    uint64_t naccesses = 0;
    for (auto const& timeline : block.caller_num_accesses_timeline) {
      const TableReaderCaller caller = timeline.first;
      if (user_access_only && !is_user_access(caller)) {
        continue;
      }
      const std::string label =
          BuildLabel(labels, cf_name, fd, level, type, caller, block_id, block);
      for (auto const& naccess : timeline.second) {
        const uint64_t timestamp = naccess.first / time_unit;
        const uint64_t num = naccess.second;
        label_access_timeline[label][timestamp] += num;
        start_time = std::min(start_time, timestamp);
        end_time = std::max(end_time, timestamp);
        naccesses += num;
      }
    }
    if (naccesses > 0) {
      access_count_block_id_map[naccesses].push_back(std::to_string(block_id));
    }
  };
  TraverseBlocks(block_callback, &labels);

  // We have label_access_timeline now. Write them into a file.
  const std::string user_access_prefix =
      user_access_only ? "user_access_only_" : "all_access_";
  const std::string output_path = output_dir_ + "/" + user_access_prefix +
                                  label_str + "_" + std::to_string(time_unit) +
                                  "_" + kFileNameSuffixAccessTimeline;
  std::ofstream out(output_path);
  if (!out.is_open()) {
    return;
  }
  std::string header("time");
  if (labels.find("block") != labels.end()) {
    for (uint64_t now = start_time; now <= end_time; now++) {
      header += ",";
      header += std::to_string(now);
    }
    out << header << std::endl;
    // Write the most frequently accessed blocks first.
    for (auto naccess_it = access_count_block_id_map.rbegin();
         naccess_it != access_count_block_id_map.rend(); naccess_it++) {
      for (auto& block_id_it : naccess_it->second) {
        std::string row(block_id_it);
        for (uint64_t now = start_time; now <= end_time; now++) {
          auto it = label_access_timeline[block_id_it].find(now);
          row += ",";
          if (it != label_access_timeline[block_id_it].end()) {
            row += std::to_string(it->second);
          } else {
            row += "0";
          }
        }
        out << row << std::endl;
      }
    }
    out.close();
    return;
  }
  for (uint64_t now = start_time; now <= end_time; now++) {
    header += ",";
    header += std::to_string(now);
  }
  out << header << std::endl;
  for (auto const& label : label_access_timeline) {
    std::string row(label.first);
    for (uint64_t now = start_time; now <= end_time; now++) {
      auto it = label.second.find(now);
      row += ",";
      if (it != label.second.end()) {
        row += std::to_string(it->second);
      } else {
        row += "0";
      }
    }
    out << row << std::endl;
  }

  out.close();
}

void BlockCacheTraceAnalyzer::WriteReuseDistance(
    const std::string& label_str,
    const std::vector<uint64_t>& distance_buckets) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, std::map<uint64_t, uint64_t>> label_distance_num_reuses;
  uint64_t total_num_reuses = 0;
  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType type,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    const std::string label = BuildLabel(
        labels, cf_name, fd, level, type,
        TableReaderCaller::kMaxBlockCacheLookupCaller, block_id, block);
    if (label_distance_num_reuses.find(label) ==
        label_distance_num_reuses.end()) {
      // The first time we encounter this label.
      for (auto const& distance_bucket : distance_buckets) {
        label_distance_num_reuses[label][distance_bucket] = 0;
      }
    }
    for (auto const& reuse_distance : block.reuse_distance_count) {
      label_distance_num_reuses[label]
          .upper_bound(reuse_distance.first)
          ->second += reuse_distance.second;
      total_num_reuses += reuse_distance.second;
    }
  };
  TraverseBlocks(block_callback, &labels);
  // We have label_naccesses and label_distance_num_reuses now. Write them into
  // a file.
  const std::string output_path =
      output_dir_ + "/" + label_str + "_reuse_distance";
  std::ofstream out(output_path);
  if (!out.is_open()) {
    return;
  }
  std::string header("bucket");
  for (auto const& label_it : label_distance_num_reuses) {
    header += ",";
    header += label_it.first;
  }
  out << header << std::endl;
  for (auto const& bucket : distance_buckets) {
    std::string row(std::to_string(bucket));
    for (auto const& label_it : label_distance_num_reuses) {
      auto const& it = label_it.second.find(bucket);
      assert(it != label_it.second.end());
      row += ",";
      row += std::to_string(percent(it->second, total_num_reuses));
    }
    out << row << std::endl;
  }
  out.close();
}

void BlockCacheTraceAnalyzer::UpdateReuseIntervalStats(
    const std::string& label, const std::vector<uint64_t>& time_buckets,
    const std::map<uint64_t, uint64_t> timeline,
    std::map<std::string, std::map<uint64_t, uint64_t>>* label_time_num_reuses,
    uint64_t* total_num_reuses) const {
  assert(label_time_num_reuses);
  assert(total_num_reuses);
  if (label_time_num_reuses->find(label) == label_time_num_reuses->end()) {
    // The first time we encounter this label.
    for (auto const& time_bucket : time_buckets) {
      (*label_time_num_reuses)[label][time_bucket] = 0;
    }
  }
  auto it = timeline.begin();
  uint64_t prev_timestamp = it->first;
  const uint64_t prev_num = it->second;
  it++;
  // Reused within one second.
  if (prev_num > 1) {
    (*label_time_num_reuses)[label].upper_bound(0)->second += prev_num - 1;
    *total_num_reuses += prev_num - 1;
  }
  while (it != timeline.end()) {
    const uint64_t timestamp = it->first;
    const uint64_t num = it->second;
    const uint64_t reuse_interval = timestamp - prev_timestamp;
    (*label_time_num_reuses)[label].upper_bound(reuse_interval)->second += 1;
    if (num > 1) {
      (*label_time_num_reuses)[label].upper_bound(0)->second += num - 1;
    }
    prev_timestamp = timestamp;
    *total_num_reuses += num;
    it++;
  }
}

void BlockCacheTraceAnalyzer::WriteStatsToFile(
    const std::string& label_str, const std::vector<uint64_t>& time_buckets,
    const std::string& filename_suffix,
    const std::map<std::string, std::map<uint64_t, uint64_t>>& label_data,
    uint64_t ntotal) const {
  const std::string output_path =
      output_dir_ + "/" + label_str + "_" + filename_suffix;
  std::ofstream out(output_path);
  if (!out.is_open()) {
    return;
  }
  std::string header("bucket");
  for (auto const& label_it : label_data) {
    header += ",";
    header += label_it.first;
  }
  out << header << std::endl;
  for (auto const& bucket : time_buckets) {
    std::string row(std::to_string(bucket));
    for (auto const& label_it : label_data) {
      auto const& it = label_it.second.find(bucket);
      assert(it != label_it.second.end());
      row += ",";
      row += std::to_string(percent(it->second, ntotal));
    }
    out << row << std::endl;
  }
  out.close();
}

void BlockCacheTraceAnalyzer::WriteReuseInterval(
    const std::string& label_str,
    const std::vector<uint64_t>& time_buckets) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, std::map<uint64_t, uint64_t>> label_time_num_reuses;
  std::map<std::string, std::map<uint64_t, uint64_t>> label_avg_reuse_nblocks;
  std::map<std::string, std::map<uint64_t, uint64_t>> label_avg_reuse_naccesses;

  uint64_t total_num_reuses = 0;
  uint64_t total_nblocks = 0;
  uint64_t total_accesses = 0;
  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType type,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    total_nblocks++;
    total_accesses += block.num_accesses;
    uint64_t avg_reuse_interval = 0;
    if (block.num_accesses > 1) {
      avg_reuse_interval = ((block.last_access_time - block.first_access_time) /
                            kMicrosInSecond) /
                           block.num_accesses;
    } else {
      avg_reuse_interval = std::numeric_limits<uint64_t>::max() - 1;
    }
    if (labels.find(kGroupbyCaller) != labels.end()) {
      for (auto const& timeline : block.caller_num_accesses_timeline) {
        const TableReaderCaller caller = timeline.first;
        const std::string label = BuildLabel(labels, cf_name, fd, level, type,
                                             caller, block_id, block);
        UpdateReuseIntervalStats(label, time_buckets, timeline.second,
                                 &label_time_num_reuses, &total_num_reuses);
      }
      return;
    }
    // Does not group by caller so we need to flatten the access timeline.
    const std::string label = BuildLabel(
        labels, cf_name, fd, level, type,
        TableReaderCaller::kMaxBlockCacheLookupCaller, block_id, block);
    std::map<uint64_t, uint64_t> timeline;
    for (auto const& caller_timeline : block.caller_num_accesses_timeline) {
      for (auto const& time_naccess : caller_timeline.second) {
        timeline[time_naccess.first] += time_naccess.second;
      }
    }
    UpdateReuseIntervalStats(label, time_buckets, timeline,
                             &label_time_num_reuses, &total_num_reuses);
    if (label_avg_reuse_nblocks.find(label) == label_avg_reuse_nblocks.end()) {
      for (auto const& time_bucket : time_buckets) {
        label_avg_reuse_nblocks[label][time_bucket] = 0;
        label_avg_reuse_naccesses[label][time_bucket] = 0;
      }
    }
    label_avg_reuse_nblocks[label].upper_bound(avg_reuse_interval)->second += 1;
    label_avg_reuse_naccesses[label].upper_bound(avg_reuse_interval)->second +=
        block.num_accesses;
  };
  TraverseBlocks(block_callback, &labels);

  // Write the stats into files.
  WriteStatsToFile(label_str, time_buckets, kFileNameSuffixReuseInterval,
                   label_time_num_reuses, total_num_reuses);
  WriteStatsToFile(label_str, time_buckets, kFileNameSuffixAvgReuseInterval,
                   label_avg_reuse_nblocks, total_nblocks);
  WriteStatsToFile(label_str, time_buckets,
                   kFileNameSuffixAvgReuseIntervalNaccesses,
                   label_avg_reuse_naccesses, total_accesses);
}

void BlockCacheTraceAnalyzer::WriteReuseLifetime(
    const std::string& label_str,
    const std::vector<uint64_t>& time_buckets) const {
  std::set<std::string> labels = ParseLabelStr(label_str);
  std::map<std::string, std::map<uint64_t, uint64_t>> label_lifetime_nblocks;
  uint64_t total_nblocks = 0;
  auto block_callback = [&](const std::string& cf_name, uint64_t fd,
                            uint32_t level, TraceType type,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    uint64_t lifetime = 0;
    if (block.num_accesses > 1) {
      lifetime =
          (block.last_access_time - block.first_access_time) / kMicrosInSecond;
    } else {
      lifetime = std::numeric_limits<uint64_t>::max() - 1;
    }
    const std::string label = BuildLabel(
        labels, cf_name, fd, level, type,
        TableReaderCaller::kMaxBlockCacheLookupCaller, block_id, block);

    if (label_lifetime_nblocks.find(label) == label_lifetime_nblocks.end()) {
      // The first time we encounter this label.
      for (auto const& time_bucket : time_buckets) {
        label_lifetime_nblocks[label][time_bucket] = 0;
      }
    }
    label_lifetime_nblocks[label].upper_bound(lifetime)->second += 1;
    total_nblocks += 1;
  };
  TraverseBlocks(block_callback, &labels);
  WriteStatsToFile(label_str, time_buckets, kFileNameSuffixReuseLifetime,
                   label_lifetime_nblocks, total_nblocks);
}

void BlockCacheTraceAnalyzer::WriteBlockReuseTimeline(
    const uint64_t reuse_window, bool user_access_only,
    TraceType block_type) const {
  // A map from block key to an array of bools that states whether a block is
  // accessed in a time window.
  std::map<uint64_t, std::vector<bool>> block_accessed;
  const uint64_t trace_duration =
      trace_end_timestamp_in_seconds_ - trace_start_timestamp_in_seconds_;
  const uint64_t reuse_vector_size = (trace_duration / reuse_window);
  if (reuse_vector_size < 2) {
    // The reuse window is less than 2. We cannot calculate the reused
    // percentage of blocks.
    return;
  }
  auto block_callback = [&](const std::string& /*cf_name*/, uint64_t /*fd*/,
                            uint32_t /*level*/, TraceType /*type*/,
                            const std::string& /*block_key*/, uint64_t block_id,
                            const BlockAccessInfo& block) {
    if (block_accessed.find(block_id) == block_accessed.end()) {
      block_accessed[block_id].resize(reuse_vector_size);
      for (uint64_t i = 0; i < reuse_vector_size; i++) {
        block_accessed[block_id][i] = false;
      }
    }
    for (auto const& caller_num : block.caller_num_accesses_timeline) {
      const TableReaderCaller caller = caller_num.first;
      for (auto const& timeline : caller_num.second) {
        const uint64_t timestamp = timeline.first;
        const uint64_t elapsed_time =
            timestamp - trace_start_timestamp_in_seconds_;
        if (!user_access_only || is_user_access(caller)) {
          uint64_t index =
              std::min(elapsed_time / reuse_window, reuse_vector_size - 1);
          block_accessed[block_id][index] = true;
        }
      }
    }
  };
  TraverseBlocks(block_callback);

  // A cell is the number of blocks accessed in a reuse window.
  std::unique_ptr<uint64_t[]> reuse_table(
      new uint64_t[reuse_vector_size * reuse_vector_size]);
  for (uint64_t start_time = 0; start_time < reuse_vector_size; start_time++) {
    // Initialize the reuse_table.
    for (uint64_t i = 0; i < reuse_vector_size; i++) {
      reuse_table[start_time * reuse_vector_size + i] = 0;
    }
    // Examine all blocks.
    for (auto const& block : block_accessed) {
      for (uint64_t i = start_time; i < reuse_vector_size; i++) {
        if (block.second[start_time] && block.second[i]) {
          // This block is accessed at start time and at the current time. We
          // increment reuse_table[start_time][i] since it is reused at the ith
          // window.
          reuse_table[start_time * reuse_vector_size + i]++;
        }
      }
    }
  }
  const std::string user_access_prefix =
      user_access_only ? "_user_access_only_" : "_all_access_";
  const std::string output_path =
      output_dir_ + "/" + block_type_to_string(block_type) +
      user_access_prefix + std::to_string(reuse_window) + "_" +
      kFileNameSuffixAccessReuseBlocksTimeline;
  std::ofstream out(output_path);
  if (!out.is_open()) {
    return;
  }
  std::string header("start_time");
  for (uint64_t start_time = 0; start_time < reuse_vector_size; start_time++) {
    header += ",";
    header += std::to_string(start_time);
  }
  out << header << std::endl;
  for (uint64_t start_time = 0; start_time < reuse_vector_size; start_time++) {
    std::string row(std::to_string(start_time * reuse_window));
    for (uint64_t j = 0; j < reuse_vector_size; j++) {
      row += ",";
      if (j < start_time) {
        row += "100.0";
      } else {
        row += std::to_string(
            percent(reuse_table[start_time * reuse_vector_size + j],
                    reuse_table[start_time * reuse_vector_size + start_time]));
      }
    }
    out << row << std::endl;
  }
  out.close();
}

std::string BlockCacheTraceAnalyzer::OutputPercentAccessStats(
    uint64_t total_accesses,
    const std::map<std::string, uint64_t>& cf_access_count) const {
  std::string row;
  for (auto const& cf_aggregates : cf_aggregates_map_) {
    const std::string& cf_name = cf_aggregates.first;
    const auto& naccess = cf_access_count.find(cf_name);
    row += ",";
    if (naccess != cf_access_count.end()) {
      row += std::to_string(percent(naccess->second, total_accesses));
    } else {
      row += "0";
    }
  }
  return row;
}

void BlockCacheTraceAnalyzer::WritePercentAccessSummaryStats() const {
  std::map<TableReaderCaller, std::map<std::string, uint64_t>>
      caller_cf_accesses;
  uint64_t total_accesses = 0;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t /*fd*/, uint32_t /*level*/,
          TraceType /*type*/, const std::string& /*block_key*/,
          uint64_t /*block_id*/, const BlockAccessInfo& block) {
        for (auto const& caller_num : block.caller_num_access_map) {
          const TableReaderCaller caller = caller_num.first;
          const uint64_t naccess = caller_num.second;
          caller_cf_accesses[caller][cf_name] += naccess;
          total_accesses += naccess;
        }
      };
  TraverseBlocks(block_callback);

  const std::string output_path =
      output_dir_ + "/" + kFileNameSuffixPercentOfAccessSummary;
  std::ofstream out(output_path);
  if (!out.is_open()) {
    return;
  }
  std::string header("caller");
  for (auto const& cf_name : cf_aggregates_map_) {
    header += ",";
    header += cf_name.first;
  }
  out << header << std::endl;
  for (auto const& cf_naccess_it : caller_cf_accesses) {
    const TableReaderCaller caller = cf_naccess_it.first;
    std::string row;
    row += caller_to_string(caller);
    row += OutputPercentAccessStats(total_accesses, cf_naccess_it.second);
    out << row << std::endl;
  }
  out.close();
}

void BlockCacheTraceAnalyzer::WriteDetailedPercentAccessSummaryStats(
    TableReaderCaller analyzing_caller) const {
  std::map<uint32_t, std::map<std::string, uint64_t>> level_cf_accesses;
  std::map<TraceType, std::map<std::string, uint64_t>> bt_cf_accesses;
  uint64_t total_accesses = 0;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t /*fd*/, uint32_t level,
          TraceType type, const std::string& /*block_key*/,
          uint64_t /*block_id*/, const BlockAccessInfo& block) {
        for (auto const& caller_num : block.caller_num_access_map) {
          const TableReaderCaller caller = caller_num.first;
          if (caller == analyzing_caller) {
            const uint64_t naccess = caller_num.second;
            level_cf_accesses[level][cf_name] += naccess;
            bt_cf_accesses[type][cf_name] += naccess;
            total_accesses += naccess;
          }
        }
      };
  TraverseBlocks(block_callback);
  {
    const std::string output_path =
        output_dir_ + "/" + caller_to_string(analyzing_caller) + "_level_" +
        kFileNameSuffixPercentOfAccessSummary;
    std::ofstream out(output_path);
    if (!out.is_open()) {
      return;
    }
    std::string header("level");
    for (auto const& cf_name : cf_aggregates_map_) {
      header += ",";
      header += cf_name.first;
    }
    out << header << std::endl;
    for (auto const& level_naccess_it : level_cf_accesses) {
      const uint32_t level = level_naccess_it.first;
      std::string row;
      row += std::to_string(level);
      row += OutputPercentAccessStats(total_accesses, level_naccess_it.second);
      out << row << std::endl;
    }
    out.close();
  }
  {
    const std::string output_path =
        output_dir_ + "/" + caller_to_string(analyzing_caller) + "_bt_" +
        kFileNameSuffixPercentOfAccessSummary;
    std::ofstream out(output_path);
    if (!out.is_open()) {
      return;
    }
    std::string header("bt");
    for (auto const& cf_name : cf_aggregates_map_) {
      header += ",";
      header += cf_name.first;
    }
    out << header << std::endl;
    for (auto const& bt_naccess_it : bt_cf_accesses) {
      const TraceType bt = bt_naccess_it.first;
      std::string row;
      row += block_type_to_string(bt);
      row += OutputPercentAccessStats(total_accesses, bt_naccess_it.second);
      out << row << std::endl;
    }
    out.close();
  }
}

void BlockCacheTraceAnalyzer::WriteAccessCountSummaryStats(
    const std::vector<uint64_t>& access_count_buckets,
    bool user_access_only) const {
  // x: buckets.
  // y: # of accesses.
  std::map<std::string, std::map<uint64_t, uint64_t>> bt_access_nblocks;
  std::map<std::string, std::map<uint64_t, uint64_t>> cf_access_nblocks;
  uint64_t total_nblocks = 0;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t /*fd*/, uint32_t /*level*/,
          TraceType type, const std::string& /*block_key*/,
          uint64_t /*block_id*/, const BlockAccessInfo& block) {
        const std::string type_str = block_type_to_string(type);
        if (cf_access_nblocks.find(cf_name) == cf_access_nblocks.end()) {
          // initialize.
          for (auto& access : access_count_buckets) {
            cf_access_nblocks[cf_name][access] = 0;
          }
        }
        if (bt_access_nblocks.find(type_str) == bt_access_nblocks.end()) {
          // initialize.
          for (auto& access : access_count_buckets) {
            bt_access_nblocks[type_str][access] = 0;
          }
        }
        uint64_t naccesses = 0;
        for (auto const& caller_access : block.caller_num_access_map) {
          if (!user_access_only || is_user_access(caller_access.first)) {
            naccesses += caller_access.second;
          }
        }
        if (naccesses == 0) {
          return;
        }
        total_nblocks += 1;
        bt_access_nblocks[type_str].upper_bound(naccesses)->second += 1;
        cf_access_nblocks[cf_name].upper_bound(naccesses)->second += 1;
      };
  TraverseBlocks(block_callback);
  const std::string user_access_prefix =
      user_access_only ? "user_access_only_" : "all_access_";
  WriteStatsToFile("cf", access_count_buckets,
                   user_access_prefix + kFileNameSuffixAccessCountSummary,
                   cf_access_nblocks, total_nblocks);
  WriteStatsToFile("bt", access_count_buckets,
                   user_access_prefix + kFileNameSuffixAccessCountSummary,
                   bt_access_nblocks, total_nblocks);
}

BlockCacheTraceAnalyzer::BlockCacheTraceAnalyzer(
    const std::string& trace_file_path, const std::string& output_dir,
    const std::string& human_readable_trace_file_path,
    bool compute_reuse_distance, bool mrc_only,
    bool is_human_readable_trace_file,
    std::unique_ptr<BlockCacheTraceSimulator>&& cache_simulator)
    : env_(ROCKSDB_NAMESPACE::Env::Default()),
      trace_file_path_(trace_file_path),
      output_dir_(output_dir),
      human_readable_trace_file_path_(human_readable_trace_file_path),
      compute_reuse_distance_(compute_reuse_distance),
      mrc_only_(mrc_only),
      is_human_readable_trace_file_(is_human_readable_trace_file),
      cache_simulator_(std::move(cache_simulator)) {}

void BlockCacheTraceAnalyzer::ComputeReuseDistance(
    BlockAccessInfo* info) const {
  assert(info);
  if (info->num_accesses == 0) {
    return;
  }
  uint64_t reuse_distance = 0;
  for (auto const& block_key : info->unique_blocks_since_last_access) {
    auto const& it = block_info_map_.find(block_key);
    // This block must exist.
    assert(it != block_info_map_.end());
    reuse_distance += it->second->block_size;
  }
  info->reuse_distance_count[reuse_distance] += 1;
  // We clear this hash set since this is the second access on this block.
  info->unique_blocks_since_last_access.clear();
}

Status BlockCacheTraceAnalyzer::RecordAccess(
    const BlockCacheTraceRecord& access) {
  ColumnFamilyAccessInfoAggregate& cf_aggr = cf_aggregates_map_[access.cf_name];
  SSTFileAccessInfoAggregate& file_aggr =
      cf_aggr.fd_aggregates_map[access.sst_fd_number];
  file_aggr.level = access.level;
  BlockTypeAccessInfoAggregate& block_type_aggr =
      file_aggr.block_type_aggregates_map[access.block_type];
  if (block_type_aggr.block_access_info_map.find(access.block_key) ==
      block_type_aggr.block_access_info_map.end()) {
    block_type_aggr.block_access_info_map[access.block_key].block_id =
        unique_block_id_;
    unique_block_id_++;
  }
  BlockAccessInfo& block_access_info =
      block_type_aggr.block_access_info_map[access.block_key];
  if (compute_reuse_distance_) {
    ComputeReuseDistance(&block_access_info);
  }
  block_access_info.AddAccess(access, access_sequence_number_);
  block_info_map_[access.block_key] = &block_access_info;
  uint64_t get_key_id = 0;
  if (access.caller == TableReaderCaller::kUserGet &&
      access.get_id != BlockCacheTraceHelper::kReservedGetId) {
    std::string user_key = ExtractUserKey(access.referenced_key).ToString();
    if (get_key_info_map_.find(user_key) == get_key_info_map_.end()) {
      get_key_info_map_[user_key].key_id = unique_get_key_id_;
      unique_get_key_id_++;
    }
    get_key_id = get_key_info_map_[user_key].key_id;
    get_key_info_map_[user_key].AddAccess(access, access_sequence_number_);
  }

  if (compute_reuse_distance_) {
    // Add this block to all existing blocks.
    for (auto& cf_aggregates : cf_aggregates_map_) {
      for (auto& file_aggregates : cf_aggregates.second.fd_aggregates_map) {
        for (auto& block_type_aggregates :
             file_aggregates.second.block_type_aggregates_map) {
          for (auto& existing_block :
               block_type_aggregates.second.block_access_info_map) {
            existing_block.second.unique_blocks_since_last_access.insert(
                access.block_key);
          }
        }
      }
    }
  }
  return human_readable_trace_writer_.WriteHumanReadableTraceRecord(
      access, block_access_info.block_id, get_key_id);
}

Status BlockCacheTraceAnalyzer::Analyze() {
  SystemClock* clock = env_->GetSystemClock().get();
  std::unique_ptr<BlockCacheTraceReader> reader;
  Status s = Status::OK();
  if (is_human_readable_trace_file_) {
    reader.reset(new BlockCacheHumanReadableTraceReader(trace_file_path_));
  } else {
    std::unique_ptr<TraceReader> trace_reader;
    s = NewFileTraceReader(env_, EnvOptions(), trace_file_path_, &trace_reader);
    if (!s.ok()) {
      return s;
    }
    reader.reset(new BlockCacheTraceReader(std::move(trace_reader)));
    s = reader->ReadHeader(&header_);
    if (!s.ok()) {
      return s;
    }
  }
  if (!human_readable_trace_file_path_.empty()) {
    s = human_readable_trace_writer_.NewWritableFile(
        human_readable_trace_file_path_, env_);
    if (!s.ok()) {
      return s;
    }
  }
  uint64_t start = clock->NowMicros();
  uint64_t time_interval = 0;
  while (s.ok()) {
    BlockCacheTraceRecord access;
    s = reader->ReadAccess(&access);
    if (!s.ok()) {
      break;
    }
    if (!mrc_only_) {
      s = RecordAccess(access);
      if (!s.ok()) {
        break;
      }
    }
    if (trace_start_timestamp_in_seconds_ == 0) {
      trace_start_timestamp_in_seconds_ =
          access.access_timestamp / kMicrosInSecond;
    }
    trace_end_timestamp_in_seconds_ = access.access_timestamp / kMicrosInSecond;
    miss_ratio_stats_.UpdateMetrics(access.access_timestamp,
                                    is_user_access(access.caller),
                                    !access.is_cache_hit);
    caller_miss_ratio_stats_map_[access.caller].UpdateMetrics(
        access.access_timestamp, is_user_access(access.caller),
        !access.is_cache_hit);

    if (cache_simulator_) {
      cache_simulator_->Access(access);
    }
    access_sequence_number_++;
    uint64_t now = clock->NowMicros();
    uint64_t duration = (now - start) / kMicrosInSecond;
    if (duration > 10 * time_interval) {
      uint64_t trace_duration =
          trace_end_timestamp_in_seconds_ - trace_start_timestamp_in_seconds_;
      fprintf(stdout,
              "Running for %" PRIu64 " seconds: Processed %" PRIu64
              " records/second. Trace duration %" PRIu64
              " seconds. Observed miss ratio %.2f\n",
              duration, duration > 0 ? access_sequence_number_ / duration : 0,
              trace_duration, miss_ratio_stats_.miss_ratio());

      for (const auto& caller : caller_miss_ratio_stats_map_) {
        fprintf(stdout, "Caller %s: Observed miss ratio %.2f\n",
                caller_to_string(caller.first).c_str(),
                caller.second.miss_ratio());
      }
      print_break_lines(/*num_break_lines=*/1);

      time_interval++;
    }
  }
  uint64_t now = clock->NowMicros();
  uint64_t duration = (now - start) / kMicrosInSecond;
  uint64_t trace_duration =
      trace_end_timestamp_in_seconds_ - trace_start_timestamp_in_seconds_;
  fprintf(stdout,
          "Running for %" PRIu64 " seconds: Processed %" PRIu64
          " records/second. Trace duration %" PRIu64
          " seconds. Observed miss ratio %.2f\n",
          duration, duration > 0 ? access_sequence_number_ / duration : 0,
          trace_duration, miss_ratio_stats_.miss_ratio());
  for (const auto& caller : caller_miss_ratio_stats_map_) {
    fprintf(stdout, "Caller %s: Observed miss ratio %.2f\n",
            caller_to_string(caller.first).c_str(), caller.second.miss_ratio());
  }
  print_break_lines(/*num_break_lines=*/1);
  return s;
}

void BlockCacheTraceAnalyzer::PrintBlockSizeStats() const {
  HistogramStat bs_stats;
  std::map<TraceType, HistogramStat> bt_stats_map;
  std::map<std::string, std::map<TraceType, HistogramStat>> cf_bt_stats_map;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t /*fd*/, uint32_t /*level*/,
          TraceType type, const std::string& /*block_key*/,
          uint64_t /*block_id*/, const BlockAccessInfo& block) {
        if (block.block_size == 0) {
          // Block size may be 0 when 1) compaction observes a cache miss and
          // does not insert the missing block into the cache again. 2)
          // fetching filter blocks in SST files at the last level.
          return;
        }
        bs_stats.Add(block.block_size);
        bt_stats_map[type].Add(block.block_size);
        cf_bt_stats_map[cf_name][type].Add(block.block_size);
      };
  TraverseBlocks(block_callback);
  fprintf(stdout, "Block size stats: \n%s", bs_stats.ToString().c_str());
  for (auto const& bt_stats : bt_stats_map) {
    print_break_lines(/*num_break_lines=*/1);
    fprintf(stdout, "Block size stats for block type %s: \n%s",
            block_type_to_string(bt_stats.first).c_str(),
            bt_stats.second.ToString().c_str());
  }
  for (auto const& cf_bt_stats : cf_bt_stats_map) {
    const std::string& cf_name = cf_bt_stats.first;
    for (auto const& bt_stats : cf_bt_stats.second) {
      print_break_lines(/*num_break_lines=*/1);
      fprintf(stdout,
              "Block size stats for column family %s and block type %s: \n%s",
              cf_name.c_str(), block_type_to_string(bt_stats.first).c_str(),
              bt_stats.second.ToString().c_str());
    }
  }
}

void BlockCacheTraceAnalyzer::PrintAccessCountStats(bool user_access_only,
                                                    uint32_t bottom_k,
                                                    uint32_t top_k) const {
  HistogramStat access_stats;
  std::map<TraceType, HistogramStat> bt_stats_map;
  std::map<std::string, std::map<TraceType, HistogramStat>> cf_bt_stats_map;
  std::map<uint64_t, std::vector<std::string>> access_count_blocks;
  auto block_callback = [&](const std::string& cf_name, uint64_t /*fd*/,
                            uint32_t /*level*/, TraceType type,
                            const std::string& block_key, uint64_t /*block_id*/,
                            const BlockAccessInfo& block) {
    uint64_t naccesses = 0;
    for (auto const& caller_access : block.caller_num_access_map) {
      if (!user_access_only || is_user_access(caller_access.first)) {
        naccesses += caller_access.second;
      }
    }
    if (naccesses == 0) {
      return;
    }
    if (type == TraceType::kBlockTraceDataBlock) {
      access_count_blocks[naccesses].push_back(block_key);
    }
    access_stats.Add(naccesses);
    bt_stats_map[type].Add(naccesses);
    cf_bt_stats_map[cf_name][type].Add(naccesses);
  };
  TraverseBlocks(block_callback);
  fprintf(stdout,
          "Block access count stats: The number of accesses per block. %s\n%s",
          user_access_only ? "User accesses only" : "All accesses",
          access_stats.ToString().c_str());
  uint32_t bottom_k_index = 0;
  for (auto naccess_it = access_count_blocks.begin();
       naccess_it != access_count_blocks.end(); naccess_it++) {
    bottom_k_index++;
    if (bottom_k_index >= bottom_k) {
      break;
    }
    std::map<TableReaderCaller, uint64_t> caller_naccesses;
    uint64_t naccesses = 0;
    for (auto const& block_id : naccess_it->second) {
      BlockAccessInfo* block = block_info_map_.find(block_id)->second;
      for (auto const& caller_access : block->caller_num_access_map) {
        if (!user_access_only || is_user_access(caller_access.first)) {
          caller_naccesses[caller_access.first] += caller_access.second;
          naccesses += caller_access.second;
        }
      }
    }
    std::string statistics("Caller:");
    for (auto const& caller_naccessess_it : caller_naccesses) {
      statistics += caller_to_string(caller_naccessess_it.first);
      statistics += ":";
      statistics +=
          std::to_string(percent(caller_naccessess_it.second, naccesses));
      statistics += ",";
    }
    fprintf(stdout,
            "Bottom %" PRIu32 " access count. Access count=%" PRIu64
            " nblocks=%" ROCKSDB_PRIszt " %s\n",
            bottom_k, naccess_it->first, naccess_it->second.size(),
            statistics.c_str());
  }

  uint32_t top_k_index = 0;
  for (auto naccess_it = access_count_blocks.rbegin();
       naccess_it != access_count_blocks.rend(); naccess_it++) {
    top_k_index++;
    if (top_k_index >= top_k) {
      break;
    }
    for (auto const& block_id : naccess_it->second) {
      BlockAccessInfo* block = block_info_map_.find(block_id)->second;
      std::string statistics("Caller:");
      uint64_t naccesses = 0;
      for (auto const& caller_access : block->caller_num_access_map) {
        if (!user_access_only || is_user_access(caller_access.first)) {
          naccesses += caller_access.second;
        }
      }
      assert(naccesses > 0);
      for (auto const& caller_access : block->caller_num_access_map) {
        if (!user_access_only || is_user_access(caller_access.first)) {
          statistics += ",";
          statistics += caller_to_string(caller_access.first);
          statistics += ":";
          statistics +=
              std::to_string(percent(caller_access.second, naccesses));
        }
      }
      uint64_t ref_keys_accesses = 0;
      uint64_t ref_keys_does_not_exist_accesses = 0;
      for (auto const& ref_key_caller_access : block->key_num_access_map) {
        for (auto const& caller_access : ref_key_caller_access.second) {
          if (!user_access_only || is_user_access(caller_access.first)) {
            ref_keys_accesses += caller_access.second;
          }
        }
      }
      for (auto const& ref_key_caller_access :
           block->non_exist_key_num_access_map) {
        for (auto const& caller_access : ref_key_caller_access.second) {
          if (!user_access_only || is_user_access(caller_access.first)) {
            ref_keys_does_not_exist_accesses += caller_access.second;
          }
        }
      }
      statistics += ",nkeys=";
      statistics += std::to_string(block->num_keys);
      statistics += ",block_size=";
      statistics += std::to_string(block->block_size);
      statistics += ",num_ref_keys=";
      statistics += std::to_string(block->key_num_access_map.size());
      statistics += ",percent_access_ref_keys=";
      statistics += std::to_string(percent(ref_keys_accesses, naccesses));
      statistics += ",num_ref_keys_does_not_exist=";
      statistics += std::to_string(block->non_exist_key_num_access_map.size());
      statistics += ",percent_access_ref_keys_does_not_exist=";
      statistics +=
          std::to_string(percent(ref_keys_does_not_exist_accesses, naccesses));
      statistics += ",ref_data_size=";
      statistics += std::to_string(block->referenced_data_size);
      fprintf(stdout,
              "Top %" PRIu32 " access count blocks access_count=%" PRIu64
              " %s\n",
              top_k, naccess_it->first, statistics.c_str());
    }
  }

  for (auto const& bt_stats : bt_stats_map) {
    print_break_lines(/*num_break_lines=*/1);
    fprintf(stdout, "Break down by block type %s: \n%s",
            block_type_to_string(bt_stats.first).c_str(),
            bt_stats.second.ToString().c_str());
  }
  for (auto const& cf_bt_stats : cf_bt_stats_map) {
    const std::string& cf_name = cf_bt_stats.first;
    for (auto const& bt_stats : cf_bt_stats.second) {
      print_break_lines(/*num_break_lines=*/1);
      fprintf(stdout,
              "Break down by column family %s and block type "
              "%s: \n%s",
              cf_name.c_str(), block_type_to_string(bt_stats.first).c_str(),
              bt_stats.second.ToString().c_str());
    }
  }
}

void BlockCacheTraceAnalyzer::PrintDataBlockAccessStats() const {
  HistogramStat existing_keys_stats;
  std::map<std::string, HistogramStat> cf_existing_keys_stats_map;
  HistogramStat non_existing_keys_stats;
  std::map<std::string, HistogramStat> cf_non_existing_keys_stats_map;
  HistogramStat block_access_stats;
  std::map<std::string, HistogramStat> cf_block_access_info;
  HistogramStat percent_referenced_bytes;
  std::map<std::string, HistogramStat> cf_percent_referenced_bytes;
  // Total number of accesses in a data block / number of keys in a data block.
  HistogramStat avg_naccesses_per_key_in_a_data_block;
  std::map<std::string, HistogramStat> cf_avg_naccesses_per_key_in_a_data_block;
  // The standard deviation on the number of accesses of a key in a data block.
  HistogramStat stdev_naccesses_per_key_in_a_data_block;
  std::map<std::string, HistogramStat>
      cf_stdev_naccesses_per_key_in_a_data_block;
  auto block_callback =
      [&](const std::string& cf_name, uint64_t /*fd*/, uint32_t /*level*/,
          TraceType /*type*/, const std::string& /*block_key*/,
          uint64_t /*block_id*/, const BlockAccessInfo& block) {
        if (block.num_keys == 0) {
          return;
        }
        // Use four decimal points.
        uint64_t percent_referenced_for_existing_keys =
            (uint64_t)(((double)block.key_num_access_map.size() /
                        (double)block.num_keys) *
                       10000.0);
        uint64_t percent_referenced_for_non_existing_keys =
            (uint64_t)(((double)block.non_exist_key_num_access_map.size() /
                        (double)block.num_keys) *
                       10000.0);
        uint64_t percent_accesses_for_existing_keys =
            (uint64_t)(((double)block.num_referenced_key_exist_in_block /
                        (double)block.num_accesses) *
                       10000.0);

        HistogramStat hist_naccess_per_key;
        for (auto const& key_access : block.key_num_access_map) {
          for (auto const& caller_access : key_access.second) {
            hist_naccess_per_key.Add(caller_access.second);
          }
        }
        uint64_t avg_accesses =
            static_cast<uint64_t>(hist_naccess_per_key.Average());
        uint64_t stdev_accesses =
            static_cast<uint64_t>(hist_naccess_per_key.StandardDeviation());
        avg_naccesses_per_key_in_a_data_block.Add(avg_accesses);
        cf_avg_naccesses_per_key_in_a_data_block[cf_name].Add(avg_accesses);
        stdev_naccesses_per_key_in_a_data_block.Add(stdev_accesses);
        cf_stdev_naccesses_per_key_in_a_data_block[cf_name].Add(stdev_accesses);

        existing_keys_stats.Add(percent_referenced_for_existing_keys);
        cf_existing_keys_stats_map[cf_name].Add(
            percent_referenced_for_existing_keys);
        non_existing_keys_stats.Add(percent_referenced_for_non_existing_keys);
        cf_non_existing_keys_stats_map[cf_name].Add(
            percent_referenced_for_non_existing_keys);
        block_access_stats.Add(percent_accesses_for_existing_keys);
        cf_block_access_info[cf_name].Add(percent_accesses_for_existing_keys);
      };
  TraverseBlocks(block_callback);
  fprintf(stdout,
          "Histogram on the number of referenced keys existing in a block over "
          "the total number of keys in a block: \n%s",
          existing_keys_stats.ToString().c_str());
  for (auto const& cf_stats : cf_existing_keys_stats_map) {
    print_break_lines(/*num_break_lines=*/1);
    fprintf(stdout, "Break down by column family %s: \n%s",
            cf_stats.first.c_str(), cf_stats.second.ToString().c_str());
  }
  print_break_lines(/*num_break_lines=*/1);
  fprintf(
      stdout,
      "Histogram on the number of referenced keys DO NOT exist in a block over "
      "the total number of keys in a block: \n%s",
      non_existing_keys_stats.ToString().c_str());
  for (auto const& cf_stats : cf_non_existing_keys_stats_map) {
    print_break_lines(/*num_break_lines=*/1);
    fprintf(stdout, "Break down by column family %s: \n%s",
            cf_stats.first.c_str(), cf_stats.second.ToString().c_str());
  }
  print_break_lines(/*num_break_lines=*/1);
  fprintf(stdout,
          "Histogram on the number of accesses on keys exist in a block over "
          "the total number of accesses in a block: \n%s",
          block_access_stats.ToString().c_str());
  for (auto const& cf_stats : cf_block_access_info) {
    print_break_lines(/*num_break_lines=*/1);
    fprintf(stdout, "Break down by column family %s: \n%s",
            cf_stats.first.c_str(), cf_stats.second.ToString().c_str());
  }
  print_break_lines(/*num_break_lines=*/1);
  fprintf(
      stdout,
      "Histogram on the average number of accesses per key in a block: \n%s",
      avg_naccesses_per_key_in_a_data_block.ToString().c_str());
  for (auto const& cf_stats : cf_avg_naccesses_per_key_in_a_data_block) {
    fprintf(stdout, "Break down by column family %s: \n%s",
            cf_stats.first.c_str(), cf_stats.second.ToString().c_str());
  }
  print_break_lines(/*num_break_lines=*/1);
  fprintf(stdout,
          "Histogram on the standard deviation of the number of accesses per "
          "key in a block: \n%s",
          stdev_naccesses_per_key_in_a_data_block.ToString().c_str());
  for (auto const& cf_stats : cf_stdev_naccesses_per_key_in_a_data_block) {
    fprintf(stdout, "Break down by column family %s: \n%s",
            cf_stats.first.c_str(), cf_stats.second.ToString().c_str());
  }
}

void BlockCacheTraceAnalyzer::PrintStatsSummary() const {
  uint64_t total_num_files = 0;
  uint64_t total_num_blocks = 0;
  uint64_t total_num_accesses = 0;
  std::map<TraceType, uint64_t> bt_num_blocks_map;
  std::map<TableReaderCaller, uint64_t> caller_num_access_map;
  std::map<TableReaderCaller, std::map<TraceType, uint64_t>>
      caller_bt_num_access_map;
  std::map<TableReaderCaller, std::map<uint32_t, uint64_t>>
      caller_level_num_access_map;
  for (auto const& cf_aggregates : cf_aggregates_map_) {
    // Stats per column family.
    const std::string& cf_name = cf_aggregates.first;
    uint64_t cf_num_files = 0;
    uint64_t cf_num_blocks = 0;
    std::map<TraceType, uint64_t> cf_bt_blocks;
    uint64_t cf_num_accesses = 0;
    std::map<TableReaderCaller, uint64_t> cf_caller_num_accesses_map;
    std::map<TableReaderCaller, std::map<uint64_t, uint64_t>>
        cf_caller_level_num_accesses_map;
    std::map<TableReaderCaller, std::map<uint64_t, uint64_t>>
        cf_caller_file_num_accesses_map;
    std::map<TableReaderCaller, std::map<TraceType, uint64_t>>
        cf_caller_bt_num_accesses_map;
    total_num_files += cf_aggregates.second.fd_aggregates_map.size();
    for (auto const& file_aggregates : cf_aggregates.second.fd_aggregates_map) {
      // Stats per SST file.
      const uint64_t fd = file_aggregates.first;
      const uint32_t level = file_aggregates.second.level;
      cf_num_files++;
      for (auto const& block_type_aggregates :
           file_aggregates.second.block_type_aggregates_map) {
        // Stats per block type.
        const TraceType type = block_type_aggregates.first;
        cf_bt_blocks[type] +=
            block_type_aggregates.second.block_access_info_map.size();
        total_num_blocks +=
            block_type_aggregates.second.block_access_info_map.size();
        bt_num_blocks_map[type] +=
            block_type_aggregates.second.block_access_info_map.size();
        for (auto const& block_access_info :
             block_type_aggregates.second.block_access_info_map) {
          // Stats per block.
          cf_num_blocks++;
          for (auto const& stats :
               block_access_info.second.caller_num_access_map) {
            // Stats per caller.
            const TableReaderCaller caller = stats.first;
            const uint64_t num_accesses = stats.second;
            // Overall stats.
            total_num_accesses += num_accesses;
            caller_num_access_map[caller] += num_accesses;
            caller_bt_num_access_map[caller][type] += num_accesses;
            caller_level_num_access_map[caller][level] += num_accesses;
            // Column Family stats.
            cf_num_accesses += num_accesses;
            cf_caller_num_accesses_map[caller] += num_accesses;
            cf_caller_level_num_accesses_map[caller][level] += num_accesses;
            cf_caller_file_num_accesses_map[caller][fd] += num_accesses;
            cf_caller_bt_num_accesses_map[caller][type] += num_accesses;
          }
        }
      }
    }

    // Print stats.
    print_break_lines(/*num_break_lines=*/3);
    fprintf(stdout, "Statistics for column family %s:\n", cf_name.c_str());
    fprintf(stdout,
            " Number of files:%" PRIu64 " Number of blocks: %" PRIu64
            " Number of accesses: %" PRIu64 "\n",
            cf_num_files, cf_num_blocks, cf_num_accesses);
    for (auto block_type : cf_bt_blocks) {
      fprintf(stdout, "Number of %s blocks: %" PRIu64 " Percent: %.2f\n",
              block_type_to_string(block_type.first).c_str(), block_type.second,
              percent(block_type.second, cf_num_blocks));
    }
    for (auto caller : cf_caller_num_accesses_map) {
      const uint64_t naccesses = caller.second;
      print_break_lines(/*num_break_lines=*/1);
      fprintf(stdout,
              "Caller %s: Number of accesses %" PRIu64 " Percent: %.2f\n",
              caller_to_string(caller.first).c_str(), naccesses,
              percent(naccesses, cf_num_accesses));
      fprintf(stdout, "Caller %s: Number of accesses per level break down\n",
              caller_to_string(caller.first).c_str());
      for (auto naccess_level :
           cf_caller_level_num_accesses_map[caller.first]) {
        fprintf(stdout,
                "\t Level %" PRIu64 ": Number of accesses: %" PRIu64
                " Percent: %.2f\n",
                naccess_level.first, naccess_level.second,
                percent(naccess_level.second, naccesses));
      }
      fprintf(stdout, "Caller %s: Number of accesses per file break down\n",
              caller_to_string(caller.first).c_str());
      for (auto naccess_file : cf_caller_file_num_accesses_map[caller.first]) {
        fprintf(stdout,
                "\t File %" PRIu64 ": Number of accesses: %" PRIu64
                " Percent: %.2f\n",
                naccess_file.first, naccess_file.second,
                percent(naccess_file.second, naccesses));
      }
      fprintf(stdout,
              "Caller %s: Number of accesses per block type break down\n",
              caller_to_string(caller.first).c_str());
      for (auto naccess_type : cf_caller_bt_num_accesses_map[caller.first]) {
        fprintf(stdout,
                "\t Block Type %s: Number of accesses: %" PRIu64
                " Percent: %.2f\n",
                block_type_to_string(naccess_type.first).c_str(),
                naccess_type.second, percent(naccess_type.second, naccesses));
      }
    }
  }
  print_break_lines(/*num_break_lines=*/3);
  fprintf(stdout, "Overall statistics:\n");
  fprintf(stdout,
          "Number of files: %" PRIu64 " Number of blocks: %" PRIu64
          " Number of accesses: %" PRIu64 "\n",
          total_num_files, total_num_blocks, total_num_accesses);
  for (auto block_type : bt_num_blocks_map) {
    fprintf(stdout, "Number of %s blocks: %" PRIu64 " Percent: %.2f\n",
            block_type_to_string(block_type.first).c_str(), block_type.second,
            percent(block_type.second, total_num_blocks));
  }
  for (auto caller : caller_num_access_map) {
    print_break_lines(/*num_break_lines=*/1);
    uint64_t naccesses = caller.second;
    fprintf(stdout, "Caller %s: Number of accesses %" PRIu64 " Percent: %.2f\n",
            caller_to_string(caller.first).c_str(), naccesses,
            percent(naccesses, total_num_accesses));
    fprintf(stdout, "Caller %s: Number of accesses per level break down\n",
            caller_to_string(caller.first).c_str());
    for (auto naccess_level : caller_level_num_access_map[caller.first]) {
      fprintf(stdout,
              "\t Level %d: Number of accesses: %" PRIu64 " Percent: %.2f\n",
              naccess_level.first, naccess_level.second,
              percent(naccess_level.second, naccesses));
    }
    fprintf(stdout, "Caller %s: Number of accesses per block type break down\n",
            caller_to_string(caller.first).c_str());
    for (auto naccess_type : caller_bt_num_access_map[caller.first]) {
      fprintf(stdout,
              "\t Block Type %s: Number of accesses: %" PRIu64
              " Percent: %.2f\n",
              block_type_to_string(naccess_type.first).c_str(),
              naccess_type.second, percent(naccess_type.second, naccesses));
    }
  }
}

std::vector<CacheConfiguration> parse_cache_config_file(
    const std::string& config_path) {
  std::ifstream file(config_path);
  if (!file.is_open()) {
    return {};
  }
  std::vector<CacheConfiguration> configs;
  std::string line;
  while (getline(file, line)) {
    CacheConfiguration cache_config;
    std::stringstream ss(line);
    std::vector<std::string> config_strs;
    while (ss.good()) {
      std::string substr;
      getline(ss, substr, ',');
      config_strs.push_back(substr);
    }
    // Sanity checks.
    if (config_strs.size() < 4) {
      fprintf(stderr, "Invalid cache simulator configuration %s\n",
              line.c_str());
      exit(1);
    }
    if (kSupportedCacheNames.find(" " + config_strs[0] + " ") ==
        std::string::npos) {
      fprintf(stderr, "Invalid cache name %s. Supported cache names are %s\n",
              line.c_str(), kSupportedCacheNames.c_str());
      exit(1);
    }
    cache_config.cache_name = config_strs[0];
    cache_config.num_shard_bits = ParseUint32(config_strs[1]);
    cache_config.ghost_cache_capacity = ParseUint64(config_strs[2]);
    for (uint32_t i = 3; i < config_strs.size(); i++) {
      uint64_t capacity = ParseUint64(config_strs[i]);
      if (capacity == 0) {
        fprintf(stderr, "Invalid cache capacity %s, %s\n",
                config_strs[i].c_str(), line.c_str());
        exit(1);
      }
      cache_config.cache_capacities.push_back(capacity);
    }
    configs.push_back(cache_config);
  }
  file.close();
  return configs;
}

std::vector<uint64_t> parse_buckets(const std::string& bucket_str) {
  std::vector<uint64_t> buckets;
  std::stringstream ss(bucket_str);
  while (ss.good()) {
    std::string bucket;
    getline(ss, bucket, ',');
    buckets.push_back(ParseUint64(bucket));
  }
  buckets.push_back(std::numeric_limits<uint64_t>::max());
  return buckets;
}

int block_cache_trace_analyzer_tool(int argc, char** argv) {
  ParseCommandLineFlags(&argc, &argv, true);
  if (FLAGS_block_cache_trace_path.empty()) {
    fprintf(stderr, "block cache trace path is empty\n");
    exit(1);
  }
  uint64_t warmup_seconds =
      FLAGS_cache_sim_warmup_seconds > 0 ? FLAGS_cache_sim_warmup_seconds : 0;
  uint32_t downsample_ratio = FLAGS_block_cache_trace_downsample_ratio > 0
                                  ? FLAGS_block_cache_trace_downsample_ratio
                                  : 0;
  std::vector<CacheConfiguration> cache_configs =
      parse_cache_config_file(FLAGS_block_cache_sim_config_path);
  std::unique_ptr<BlockCacheTraceSimulator> cache_simulator;
  if (!cache_configs.empty()) {
    cache_simulator.reset(new BlockCacheTraceSimulator(
        warmup_seconds, downsample_ratio, cache_configs));
    Status s = cache_simulator->InitializeCaches();
    if (!s.ok()) {
      fprintf(stderr, "Cannot initialize cache simulators %s\n",
              s.ToString().c_str());
      exit(1);
    }
  }
  BlockCacheTraceAnalyzer analyzer(
      FLAGS_block_cache_trace_path, FLAGS_block_cache_analysis_result_dir,
      FLAGS_human_readable_trace_file_path,
      !FLAGS_reuse_distance_labels.empty(), FLAGS_mrc_only,
      FLAGS_is_block_cache_human_readable_trace, std::move(cache_simulator));
  Status s = analyzer.Analyze();
  if (!s.IsIncomplete() && !s.ok()) {
    // Read all traces.
    fprintf(stderr, "Cannot process the trace %s\n", s.ToString().c_str());
    exit(1);
  }
  fprintf(stdout, "Status: %s\n", s.ToString().c_str());
  analyzer.WriteMissRatioCurves();
  analyzer.WriteMissRatioTimeline(1);
  analyzer.WriteMissRatioTimeline(kSecondInMinute);
  analyzer.WriteMissRatioTimeline(kSecondInHour);
  analyzer.WriteMissTimeline(1);
  analyzer.WriteMissTimeline(kSecondInMinute);
  analyzer.WriteMissTimeline(kSecondInHour);

  if (FLAGS_mrc_only) {
    fprintf(stdout,
            "Skipping the analysis statistics since the user wants to compute "
            "MRC only");
    return 0;
  }

  analyzer.PrintStatsSummary();
  if (FLAGS_print_access_count_stats) {
    print_break_lines(/*num_break_lines=*/3);
    analyzer.PrintAccessCountStats(
        /*user_access_only=*/false, FLAGS_analyze_bottom_k_access_count_blocks,
        FLAGS_analyze_top_k_access_count_blocks);
    print_break_lines(/*num_break_lines=*/3);
    analyzer.PrintAccessCountStats(
        /*user_access_only=*/true, FLAGS_analyze_bottom_k_access_count_blocks,
        FLAGS_analyze_top_k_access_count_blocks);
  }
  if (FLAGS_print_block_size_stats) {
    print_break_lines(/*num_break_lines=*/3);
    analyzer.PrintBlockSizeStats();
  }
  if (FLAGS_print_data_block_access_count_stats) {
    print_break_lines(/*num_break_lines=*/3);
    analyzer.PrintDataBlockAccessStats();
  }
  print_break_lines(/*num_break_lines=*/3);

  if (!FLAGS_timeline_labels.empty()) {
    std::stringstream ss(FLAGS_timeline_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      if (label.find("block") != std::string::npos) {
        analyzer.WriteAccessTimeline(label, kSecondInMinute, true);
        analyzer.WriteAccessTimeline(label, kSecondInMinute, false);
        analyzer.WriteAccessTimeline(label, kSecondInHour, true);
        analyzer.WriteAccessTimeline(label, kSecondInHour, false);
      } else {
        analyzer.WriteAccessTimeline(label, kSecondInMinute, false);
        analyzer.WriteAccessTimeline(label, kSecondInHour, false);
      }
    }
  }

  if (!FLAGS_analyze_callers.empty()) {
    analyzer.WritePercentAccessSummaryStats();
    std::stringstream ss(FLAGS_analyze_callers);
    while (ss.good()) {
      std::string caller;
      getline(ss, caller, ',');
      analyzer.WriteDetailedPercentAccessSummaryStats(string_to_caller(caller));
    }
  }

  if (!FLAGS_access_count_buckets.empty()) {
    std::vector<uint64_t> buckets = parse_buckets(FLAGS_access_count_buckets);
    analyzer.WriteAccessCountSummaryStats(buckets, /*user_access_only=*/true);
    analyzer.WriteAccessCountSummaryStats(buckets, /*user_access_only=*/false);
  }

  if (!FLAGS_reuse_distance_labels.empty() &&
      !FLAGS_reuse_distance_buckets.empty()) {
    std::vector<uint64_t> buckets = parse_buckets(FLAGS_reuse_distance_buckets);
    std::stringstream ss(FLAGS_reuse_distance_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      analyzer.WriteReuseDistance(label, buckets);
    }
  }

  if (!FLAGS_reuse_interval_labels.empty() &&
      !FLAGS_reuse_interval_buckets.empty()) {
    std::vector<uint64_t> buckets = parse_buckets(FLAGS_reuse_interval_buckets);
    std::stringstream ss(FLAGS_reuse_interval_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      analyzer.WriteReuseInterval(label, buckets);
    }
  }

  if (!FLAGS_reuse_lifetime_labels.empty() &&
      !FLAGS_reuse_lifetime_buckets.empty()) {
    std::vector<uint64_t> buckets = parse_buckets(FLAGS_reuse_lifetime_buckets);
    std::stringstream ss(FLAGS_reuse_lifetime_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      analyzer.WriteReuseLifetime(label, buckets);
    }
  }

  if (FLAGS_analyze_blocks_reuse_k_reuse_window != 0) {
    std::vector<TraceType> block_types{TraceType::kBlockTraceIndexBlock,
                                       TraceType::kBlockTraceDataBlock,
                                       TraceType::kBlockTraceFilterBlock};
    for (auto block_type : block_types) {
      analyzer.WriteBlockReuseTimeline(
          FLAGS_analyze_blocks_reuse_k_reuse_window,
          /*user_access_only=*/true, block_type);
      analyzer.WriteBlockReuseTimeline(
          FLAGS_analyze_blocks_reuse_k_reuse_window,
          /*user_access_only=*/false, block_type);
    }
  }

  if (!FLAGS_analyze_get_spatial_locality_labels.empty() &&
      !FLAGS_analyze_get_spatial_locality_buckets.empty()) {
    std::vector<uint64_t> buckets =
        parse_buckets(FLAGS_analyze_get_spatial_locality_buckets);
    std::stringstream ss(FLAGS_analyze_get_spatial_locality_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      analyzer.WriteGetSpatialLocality(label, buckets);
    }
  }

  if (!FLAGS_analyze_correlation_coefficients_labels.empty()) {
    std::stringstream ss(FLAGS_analyze_correlation_coefficients_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      analyzer.WriteCorrelationFeatures(
          label, FLAGS_analyze_correlation_coefficients_max_number_of_values);
    }
    analyzer.WriteCorrelationFeaturesForGet(
        FLAGS_analyze_correlation_coefficients_max_number_of_values);
  }

  if (!FLAGS_skew_labels.empty() && !FLAGS_skew_buckets.empty()) {
    std::vector<uint64_t> buckets = parse_buckets(FLAGS_skew_buckets);
    std::stringstream ss(FLAGS_skew_labels);
    while (ss.good()) {
      std::string label;
      getline(ss, label, ',');
      if (label.find("block") != std::string::npos) {
        analyzer.WriteSkewness(label, buckets,
                               TraceType::kBlockTraceIndexBlock);
        analyzer.WriteSkewness(label, buckets,
                               TraceType::kBlockTraceFilterBlock);
        analyzer.WriteSkewness(label, buckets, TraceType::kBlockTraceDataBlock);
        analyzer.WriteSkewness(label, buckets, TraceType::kTraceMax);
      } else {
        analyzer.WriteSkewness(label, buckets, TraceType::kTraceMax);
      }
    }
  }
  return 0;
}

}  // namespace ROCKSDB_NAMESPACE

#endif  // GFLAGS