rocksdb/table/block_test.cc
Maysam Yabandeh caf0f53a74 Index value delta encoding (#3983)
Summary:
Given that index value is a BlockHandle, which is basically an <offset, size> pair we can apply delta encoding on the values. The first value at each index restart interval encoded the full BlockHandle but the rest encode only the size. Refer to IndexBlockIter::DecodeCurrentValue for the detail of the encoding. This reduces the index size which helps using the  block cache more efficiently. The feature is enabled with using format_version 4.

The feature comes with a bit of cpu overhead which should be paid back by the higher cache hits due to smaller index block size.
Results with sysbench read-only using 4k blocks and using 16 index restart interval:
Format 2:
19585   rocksdb read-only range=100
Format 3:
19569   rocksdb read-only range=100
Format 4:
19352   rocksdb read-only range=100
Pull Request resolved: https://github.com/facebook/rocksdb/pull/3983

Differential Revision: D8361343

Pulled By: maysamyabandeh

fbshipit-source-id: f882ee082322acac32b0072e2bdbb0b5f854e651
2018-08-09 16:58:40 -07:00

619 lines
21 KiB
C++

// 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).
//
#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));
}
}
}
// Same as GenerateRandomKVs but the values are BlockHandle
void GenerateRandomKBHs(std::vector<std::string> *keys,
std::vector<BlockHandle> *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);
uint64_t offset = 0;
// generate different prefix
for (int i = from; i < from + len; i += step) {
// generate keys that shares the prefix
for (int j = 0; j < keys_share_prefix; ++j) {
keys->emplace_back(GenerateKey(i, j, padding_size, &rnd));
uint64_t size = rnd.Uniform(1024 * 16);
BlockHandle handle(offset, size);
offset += size + kBlockTrailerSize;
values->emplace_back(handle);
}
}
}
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<DataBlockIter>(options.comparator, 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<DataBlockIter>(options.comparator, 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;
}
TEST_F(BlockTest, ValueDeltaEncodingTest) {
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<BlockHandle> values;
const bool kUseDeltaEncoding = true;
const bool kUseValueDeltaEncoding = true;
BlockBuilder builder(16, kUseDeltaEncoding, kUseValueDeltaEncoding);
int num_records = 100;
GenerateRandomKBHs(&keys, &values, 0, num_records);
// add a bunch of records to a block
BlockHandle last_encoded_handle;
for (int i = 0; i < num_records; i++) {
auto block_handle = values[i];
std::string handle_encoding;
block_handle.EncodeTo(&handle_encoding);
std::string handle_delta_encoding;
PutVarsignedint64(&handle_delta_encoding,
block_handle.size() - last_encoded_handle.size());
last_encoded_handle = block_handle;
const Slice handle_delta_encoding_slice(handle_delta_encoding);
builder.Add(keys[i], handle_encoding, &handle_delta_encoding_slice);
}
// 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);
const bool kTotalOrderSeek = true;
const bool kIncludesSeq = true;
const bool kValueIsFull = !kUseValueDeltaEncoding;
IndexBlockIter *kNullIter = nullptr;
Statistics *kNullStats = nullptr;
// read contents of block sequentially
int count = 0;
InternalIteratorBase<BlockHandle> *iter = reader.NewIterator<IndexBlockIter>(
options.comparator, options.comparator, kNullIter, kNullStats,
kTotalOrderSeek, kIncludesSeq, kValueIsFull);
for (iter->SeekToFirst(); iter->Valid(); count++, iter->Next()) {
// read kv from block
Slice k = iter->key();
BlockHandle handle = iter->value();
// compare with lookaside array
ASSERT_EQ(k.ToString().compare(keys[count]), 0);
ASSERT_EQ(values[count].offset(), handle.offset());
ASSERT_EQ(values[count].size(), handle.size());
}
delete iter;
// read block contents randomly
iter = reader.NewIterator<IndexBlockIter>(
options.comparator, options.comparator, kNullIter, kNullStats,
kTotalOrderSeek, kIncludesSeq, kValueIsFull);
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());
BlockHandle handle = iter->value();
ASSERT_EQ(values[index].offset(), handle.offset());
ASSERT_EQ(values[index].size(), handle.size());
}
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<DataBlockIter>(BytewiseComparator(),
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);
}
void ResetCheckSequence() { iter_valid_ = false; }
// Return true if any byte in this range was Marked
// This does linear search from the previous position. When calling
// multiple times, `offset` needs to be incremental to get correct results.
// Call ResetCheckSequence() to reset it.
bool IsPinMarked(size_t offset) {
if (iter_valid_) {
// Has existing iterator, try linear search from
// the iterator.
for (int i = 0; i < 64; i++) {
if (offset < iter_->second) {
return false;
}
if (offset <= iter_->first) {
return true;
}
iter_++;
if (iter_ == marked_ranges_.end()) {
iter_valid_ = false;
return false;
}
}
}
// Initial call or have linear searched too many times.
// Do binary search.
iter_ = marked_ranges_.lower_bound(
std::make_pair(offset, static_cast<size_t>(0)));
if (iter_ == marked_ranges_.end()) {
iter_valid_ = false;
return false;
}
iter_valid_ = true;
return offset <= iter_->first && offset >= iter_->second;
}
private:
std::set<std::pair<size_t, size_t>> marked_ranges_;
std::set<std::pair<size_t, size_t>>::iterator iter_;
bool iter_valid_ = false;
};
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 * 4, // 5 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++;
}
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++) {
read_amp_slow_and_accurate.ResetCheckSequence();
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;
DataBlockIter *iter =
static_cast<DataBlockIter *>(reader.NewIterator<DataBlockIter>(
options.comparator, options.comparator, nullptr, 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;
DataBlockIter *iter =
static_cast<DataBlockIter *>(reader.NewIterator<DataBlockIter>(
options.comparator, options.comparator, nullptr, 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;
DataBlockIter *iter =
static_cast<DataBlockIter *>(reader.NewIterator<DataBlockIter>(
options.comparator, options.comparator, nullptr, 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();
}