rocksdb/table/block_test.cc
Aaron Gao 7e62c5d67a unbiase readamp bitmap
Summary:
Consider BlockReadAmpBitmap with bytes_per_bit = 32. Suppose bytes [a, b) were used, while bytes [a-32, a)
 and [b+1, b+33) weren't used; more formally, the union of ranges passed to BlockReadAmpBitmap::Mark() contains [a, b) and doesn't intersect with [a-32, a) and [b+1, b+33). Then bits [floor(a/32), ceil(b/32)] will be set, and so the number of useful bytes will be estimated as (ceil(b/32) - floor(a/32)) * 32, which is on average equal to b-a+31.

An extreme example: if we use 1 byte from each block, it'll be counted as 32 bytes from each block.

It's easy to remove this bias by slightly changing the semantics of the bitmap. Currently each bit represents a byte range [i*32, (i+1)*32).

This diff makes each bit represent a single byte: i*32 + X, where X is a random number in [0, 31] generated when bitmap is created. So, e.g., if you read a single byte at random, with probability 31/32 it won't be counted at all, and with probability 1/32 it will be counted as 32 bytes; so, on average it's counted as 1 byte.

*But there is one exception: the last bit will always set with the old way.*

(*) - assuming read_amp_bytes_per_bit = 32.
Closes https://github.com/facebook/rocksdb/pull/2259

Differential Revision: D5035652

Pulled By: lightmark

fbshipit-source-id: bd98b1b9b49fbe61f9e3781d07f624e3cbd92356
2017-05-10 14:06:54 -07:00

488 lines
16 KiB
C++

// Copyright (c) 2011-present, Facebook, Inc. All rights reserved.
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree. An additional grant
// of patent rights can be found in the PATENTS file in the same directory.
//
#include <stdio.h>
#include <algorithm>
#include <set>
#include <string>
#include <unordered_set>
#include <utility>
#include <vector>
#include "db/dbformat.h"
#include "db/write_batch_internal.h"
#include "db/memtable.h"
#include "rocksdb/db.h"
#include "rocksdb/env.h"
#include "rocksdb/iterator.h"
#include "rocksdb/table.h"
#include "rocksdb/slice_transform.h"
#include "table/block.h"
#include "table/block_builder.h"
#include "table/format.h"
#include "util/random.h"
#include "util/testharness.h"
#include "util/testutil.h"
namespace rocksdb {
static std::string RandomString(Random* rnd, int len) {
std::string r;
test::RandomString(rnd, len, &r);
return r;
}
std::string GenerateKey(int primary_key, int secondary_key, int padding_size,
Random *rnd) {
char buf[50];
char *p = &buf[0];
snprintf(buf, sizeof(buf), "%6d%4d", primary_key, secondary_key);
std::string k(p);
if (padding_size) {
k += RandomString(rnd, padding_size);
}
return k;
}
// Generate random key value pairs.
// The generated key will be sorted. You can tune the parameters to generated
// different kinds of test key/value pairs for different scenario.
void GenerateRandomKVs(std::vector<std::string> *keys,
std::vector<std::string> *values, const int from,
const int len, const int step = 1,
const int padding_size = 0,
const int keys_share_prefix = 1) {
Random rnd(302);
// generate different prefix
for (int i = from; i < from + len; i += step) {
// generating keys that shares the prefix
for (int j = 0; j < keys_share_prefix; ++j) {
keys->emplace_back(GenerateKey(i, j, padding_size, &rnd));
// 100 bytes values
values->emplace_back(RandomString(&rnd, 100));
}
}
}
class BlockTest : public testing::Test {};
// block test
TEST_F(BlockTest, SimpleTest) {
Random rnd(301);
Options options = Options();
std::unique_ptr<InternalKeyComparator> ic;
ic.reset(new test::PlainInternalKeyComparator(options.comparator));
std::vector<std::string> keys;
std::vector<std::string> values;
BlockBuilder builder(16);
int num_records = 100000;
GenerateRandomKVs(&keys, &values, 0, num_records);
// add a bunch of records to a block
for (int i = 0; i < num_records; i++) {
builder.Add(keys[i], values[i]);
}
// read serialized contents of the block
Slice rawblock = builder.Finish();
// create block reader
BlockContents contents;
contents.data = rawblock;
contents.cachable = false;
Block reader(std::move(contents), kDisableGlobalSequenceNumber);
// read contents of block sequentially
int count = 0;
InternalIterator *iter = reader.NewIterator(options.comparator);
for (iter->SeekToFirst();iter->Valid(); count++, iter->Next()) {
// read kv from block
Slice k = iter->key();
Slice v = iter->value();
// compare with lookaside array
ASSERT_EQ(k.ToString().compare(keys[count]), 0);
ASSERT_EQ(v.ToString().compare(values[count]), 0);
}
delete iter;
// read block contents randomly
iter = reader.NewIterator(options.comparator);
for (int i = 0; i < num_records; i++) {
// find a random key in the lookaside array
int index = rnd.Uniform(num_records);
Slice k(keys[index]);
// search in block for this key
iter->Seek(k);
ASSERT_TRUE(iter->Valid());
Slice v = iter->value();
ASSERT_EQ(v.ToString().compare(values[index]), 0);
}
delete iter;
}
// return the block contents
BlockContents GetBlockContents(std::unique_ptr<BlockBuilder> *builder,
const std::vector<std::string> &keys,
const std::vector<std::string> &values,
const int prefix_group_size = 1) {
builder->reset(new BlockBuilder(1 /* restart interval */));
// Add only half of the keys
for (size_t i = 0; i < keys.size(); ++i) {
(*builder)->Add(keys[i], values[i]);
}
Slice rawblock = (*builder)->Finish();
BlockContents contents;
contents.data = rawblock;
contents.cachable = false;
return contents;
}
void CheckBlockContents(BlockContents contents, const int max_key,
const std::vector<std::string> &keys,
const std::vector<std::string> &values) {
const size_t prefix_size = 6;
// create block reader
BlockContents contents_ref(contents.data, contents.cachable,
contents.compression_type);
Block reader1(std::move(contents), kDisableGlobalSequenceNumber);
Block reader2(std::move(contents_ref), kDisableGlobalSequenceNumber);
std::unique_ptr<const SliceTransform> prefix_extractor(
NewFixedPrefixTransform(prefix_size));
std::unique_ptr<InternalIterator> regular_iter(
reader2.NewIterator(BytewiseComparator()));
// Seek existent keys
for (size_t i = 0; i < keys.size(); i++) {
regular_iter->Seek(keys[i]);
ASSERT_OK(regular_iter->status());
ASSERT_TRUE(regular_iter->Valid());
Slice v = regular_iter->value();
ASSERT_EQ(v.ToString().compare(values[i]), 0);
}
// Seek non-existent keys.
// For hash index, if no key with a given prefix is not found, iterator will
// simply be set as invalid; whereas the binary search based iterator will
// return the one that is closest.
for (int i = 1; i < max_key - 1; i += 2) {
auto key = GenerateKey(i, 0, 0, nullptr);
regular_iter->Seek(key);
ASSERT_TRUE(regular_iter->Valid());
}
}
// In this test case, no two key share same prefix.
TEST_F(BlockTest, SimpleIndexHash) {
const int kMaxKey = 100000;
std::vector<std::string> keys;
std::vector<std::string> values;
GenerateRandomKVs(&keys, &values, 0 /* first key id */,
kMaxKey /* last key id */, 2 /* step */,
8 /* padding size (8 bytes randomly generated suffix) */);
std::unique_ptr<BlockBuilder> builder;
auto contents = GetBlockContents(&builder, keys, values);
CheckBlockContents(std::move(contents), kMaxKey, keys, values);
}
TEST_F(BlockTest, IndexHashWithSharedPrefix) {
const int kMaxKey = 100000;
// for each prefix, there will be 5 keys starts with it.
const int kPrefixGroup = 5;
std::vector<std::string> keys;
std::vector<std::string> values;
// Generate keys with same prefix.
GenerateRandomKVs(&keys, &values, 0, // first key id
kMaxKey, // last key id
2, // step
10, // padding size,
kPrefixGroup);
std::unique_ptr<BlockBuilder> builder;
auto contents = GetBlockContents(&builder, keys, values, kPrefixGroup);
CheckBlockContents(std::move(contents), kMaxKey, keys, values);
}
// A slow and accurate version of BlockReadAmpBitmap that simply store
// all the marked ranges in a set.
class BlockReadAmpBitmapSlowAndAccurate {
public:
void Mark(size_t start_offset, size_t end_offset) {
assert(end_offset >= start_offset);
marked_ranges_.emplace(end_offset, start_offset);
}
// Return true if any byte in this range was Marked
bool IsPinMarked(size_t offset) {
auto it = marked_ranges_.lower_bound(
std::make_pair(offset, static_cast<size_t>(0)));
if (it == marked_ranges_.end()) {
return false;
}
return offset <= it->first && offset >= it->second;
}
private:
std::set<std::pair<size_t, size_t>> marked_ranges_;
};
TEST_F(BlockTest, BlockReadAmpBitmap) {
uint32_t pin_offset = 0;
SyncPoint::GetInstance()->SetCallBack(
"BlockReadAmpBitmap:rnd", [&pin_offset](void* arg) {
pin_offset = *(static_cast<uint32_t*>(arg));
});
SyncPoint::GetInstance()->EnableProcessing();
std::vector<size_t> block_sizes = {
1, // 1 byte
32, // 32 bytes
61, // 61 bytes
64, // 64 bytes
512, // 0.5 KB
1024, // 1 KB
1024 * 4, // 4 KB
1024 * 10, // 10 KB
1024 * 50, // 50 KB
1024 * 1024, // 1 MB
1024 * 1024 * 4, // 4 MB
1024 * 1024 * 50, // 10 MB
777,
124653,
};
const size_t kBytesPerBit = 64;
Random rnd(301);
for (size_t block_size : block_sizes) {
std::shared_ptr<Statistics> stats = rocksdb::CreateDBStatistics();
BlockReadAmpBitmap read_amp_bitmap(block_size, kBytesPerBit, stats.get());
BlockReadAmpBitmapSlowAndAccurate read_amp_slow_and_accurate;
size_t needed_bits = (block_size / kBytesPerBit);
if (block_size % kBytesPerBit != 0) {
needed_bits++;
}
size_t bitmap_size = needed_bits / 32;
if (needed_bits % 32 != 0) {
bitmap_size++;
}
ASSERT_EQ(stats->getTickerCount(READ_AMP_TOTAL_READ_BYTES), block_size);
// Generate some random entries
std::vector<size_t> random_entry_offsets;
for (int i = 0; i < 1000; i++) {
random_entry_offsets.push_back(rnd.Next() % block_size);
}
std::sort(random_entry_offsets.begin(), random_entry_offsets.end());
auto it =
std::unique(random_entry_offsets.begin(), random_entry_offsets.end());
random_entry_offsets.resize(
std::distance(random_entry_offsets.begin(), it));
std::vector<std::pair<size_t, size_t>> random_entries;
for (size_t i = 0; i < random_entry_offsets.size(); i++) {
size_t entry_start = random_entry_offsets[i];
size_t entry_end;
if (i + 1 < random_entry_offsets.size()) {
entry_end = random_entry_offsets[i + 1] - 1;
} else {
entry_end = block_size - 1;
}
random_entries.emplace_back(entry_start, entry_end);
}
for (size_t i = 0; i < random_entries.size(); i++) {
auto &current_entry = random_entries[rnd.Next() % random_entries.size()];
read_amp_bitmap.Mark(static_cast<uint32_t>(current_entry.first),
static_cast<uint32_t>(current_entry.second));
read_amp_slow_and_accurate.Mark(current_entry.first,
current_entry.second);
size_t total_bits = 0;
for (size_t bit_idx = 0; bit_idx < needed_bits; bit_idx++) {
total_bits += read_amp_slow_and_accurate.IsPinMarked(
bit_idx * kBytesPerBit + pin_offset);
}
size_t expected_estimate_useful = total_bits * kBytesPerBit;
size_t got_estimate_useful =
stats->getTickerCount(READ_AMP_ESTIMATE_USEFUL_BYTES);
ASSERT_EQ(expected_estimate_useful, got_estimate_useful);
}
}
SyncPoint::GetInstance()->DisableProcessing();
SyncPoint::GetInstance()->ClearAllCallBacks();
}
TEST_F(BlockTest, BlockWithReadAmpBitmap) {
Random rnd(301);
Options options = Options();
std::unique_ptr<InternalKeyComparator> ic;
ic.reset(new test::PlainInternalKeyComparator(options.comparator));
std::vector<std::string> keys;
std::vector<std::string> values;
BlockBuilder builder(16);
int num_records = 10000;
GenerateRandomKVs(&keys, &values, 0, num_records, 1);
// add a bunch of records to a block
for (int i = 0; i < num_records; i++) {
builder.Add(keys[i], values[i]);
}
Slice rawblock = builder.Finish();
const size_t kBytesPerBit = 8;
// Read the block sequentially using Next()
{
std::shared_ptr<Statistics> stats = rocksdb::CreateDBStatistics();
// create block reader
BlockContents contents;
contents.data = rawblock;
contents.cachable = true;
Block reader(std::move(contents), kDisableGlobalSequenceNumber,
kBytesPerBit, stats.get());
// read contents of block sequentially
size_t read_bytes = 0;
BlockIter *iter = static_cast<BlockIter *>(
reader.NewIterator(options.comparator, nullptr, true, stats.get()));
for (iter->SeekToFirst(); iter->Valid(); iter->Next()) {
iter->value();
read_bytes += iter->TEST_CurrentEntrySize();
double semi_acc_read_amp =
static_cast<double>(read_bytes) / rawblock.size();
double read_amp = static_cast<double>(stats->getTickerCount(
READ_AMP_ESTIMATE_USEFUL_BYTES)) /
stats->getTickerCount(READ_AMP_TOTAL_READ_BYTES);
// Error in read amplification will be less than 1% if we are reading
// sequentially
double error_pct = fabs(semi_acc_read_amp - read_amp) * 100;
EXPECT_LT(error_pct, 1);
}
delete iter;
}
// Read the block sequentially using Seek()
{
std::shared_ptr<Statistics> stats = rocksdb::CreateDBStatistics();
// create block reader
BlockContents contents;
contents.data = rawblock;
contents.cachable = true;
Block reader(std::move(contents), kDisableGlobalSequenceNumber,
kBytesPerBit, stats.get());
size_t read_bytes = 0;
BlockIter *iter = static_cast<BlockIter *>(
reader.NewIterator(options.comparator, nullptr, true, stats.get()));
for (int i = 0; i < num_records; i++) {
Slice k(keys[i]);
// search in block for this key
iter->Seek(k);
iter->value();
read_bytes += iter->TEST_CurrentEntrySize();
double semi_acc_read_amp =
static_cast<double>(read_bytes) / rawblock.size();
double read_amp = static_cast<double>(stats->getTickerCount(
READ_AMP_ESTIMATE_USEFUL_BYTES)) /
stats->getTickerCount(READ_AMP_TOTAL_READ_BYTES);
// Error in read amplification will be less than 1% if we are reading
// sequentially
double error_pct = fabs(semi_acc_read_amp - read_amp) * 100;
EXPECT_LT(error_pct, 1);
}
delete iter;
}
// Read the block randomly
{
std::shared_ptr<Statistics> stats = rocksdb::CreateDBStatistics();
// create block reader
BlockContents contents;
contents.data = rawblock;
contents.cachable = true;
Block reader(std::move(contents), kDisableGlobalSequenceNumber,
kBytesPerBit, stats.get());
size_t read_bytes = 0;
BlockIter *iter = static_cast<BlockIter *>(
reader.NewIterator(options.comparator, nullptr, true, stats.get()));
std::unordered_set<int> read_keys;
for (int i = 0; i < num_records; i++) {
int index = rnd.Uniform(num_records);
Slice k(keys[index]);
iter->Seek(k);
iter->value();
if (read_keys.find(index) == read_keys.end()) {
read_keys.insert(index);
read_bytes += iter->TEST_CurrentEntrySize();
}
double semi_acc_read_amp =
static_cast<double>(read_bytes) / rawblock.size();
double read_amp = static_cast<double>(stats->getTickerCount(
READ_AMP_ESTIMATE_USEFUL_BYTES)) /
stats->getTickerCount(READ_AMP_TOTAL_READ_BYTES);
double error_pct = fabs(semi_acc_read_amp - read_amp) * 100;
// Error in read amplification will be less than 2% if we are reading
// randomly
EXPECT_LT(error_pct, 2);
}
delete iter;
}
}
TEST_F(BlockTest, ReadAmpBitmapPow2) {
std::shared_ptr<Statistics> stats = rocksdb::CreateDBStatistics();
ASSERT_EQ(BlockReadAmpBitmap(100, 1, stats.get()).GetBytesPerBit(), 1);
ASSERT_EQ(BlockReadAmpBitmap(100, 2, stats.get()).GetBytesPerBit(), 2);
ASSERT_EQ(BlockReadAmpBitmap(100, 4, stats.get()).GetBytesPerBit(), 4);
ASSERT_EQ(BlockReadAmpBitmap(100, 8, stats.get()).GetBytesPerBit(), 8);
ASSERT_EQ(BlockReadAmpBitmap(100, 16, stats.get()).GetBytesPerBit(), 16);
ASSERT_EQ(BlockReadAmpBitmap(100, 32, stats.get()).GetBytesPerBit(), 32);
ASSERT_EQ(BlockReadAmpBitmap(100, 3, stats.get()).GetBytesPerBit(), 2);
ASSERT_EQ(BlockReadAmpBitmap(100, 7, stats.get()).GetBytesPerBit(), 4);
ASSERT_EQ(BlockReadAmpBitmap(100, 11, stats.get()).GetBytesPerBit(), 8);
ASSERT_EQ(BlockReadAmpBitmap(100, 17, stats.get()).GetBytesPerBit(), 16);
ASSERT_EQ(BlockReadAmpBitmap(100, 33, stats.get()).GetBytesPerBit(), 32);
ASSERT_EQ(BlockReadAmpBitmap(100, 35, stats.get()).GetBytesPerBit(), 32);
}
} // namespace rocksdb
int main(int argc, char **argv) {
::testing::InitGoogleTest(&argc, argv);
return RUN_ALL_TESTS();
}