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z-simd-2.cpp
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z-simd-2.cpp
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#include <iostream>
#include <map>
#include <vector>
#include <fstream>
#include <iostream>
#include <chrono>
#include <list>
#include <unordered_map>
#include <iostream>
#include <map>
#include <string>
#include <memory>
#include <sstream>
#include <limits>
#include <thread>
#include <queue>
#include <arm_neon.h>
//#include <emmintrin.h> // For SSE2 intrinsics
enum FieldType { INT, FLOAT, STRING };
// Define a basic Field variant class that can hold different types
class Field {
public:
FieldType type;
std::unique_ptr<char[]> data;
size_t data_length;
public:
Field(int i) : type(INT) {
data_length = sizeof(int);
data = std::make_unique<char[]>(data_length);
std::memcpy(data.get(), &i, data_length);
}
Field(float f) : type(FLOAT) {
data_length = sizeof(float);
data = std::make_unique<char[]>(data_length);
std::memcpy(data.get(), &f, data_length);
}
Field(const std::string& s) : type(STRING) {
data_length = s.size() + 1; // include null-terminator
data = std::make_unique<char[]>(data_length);
std::memcpy(data.get(), s.c_str(), data_length);
}
Field& operator=(const Field& other) {
if (&other == this) {
return *this;
}
type = other.type;
data_length = other.data_length;
std::memcpy(data.get(), other.data.get(), data_length);
return *this;
}
Field(Field&& other){
type = other.type;
data_length = other.data_length;
std::memcpy(data.get(), other.data.get(), data_length);
}
FieldType getType() const { return type; }
int asInt() const {
return *reinterpret_cast<int*>(data.get());
}
float asFloat() const {
return *reinterpret_cast<float*>(data.get());
}
std::string asString() const {
return std::string(data.get());
}
std::string serialize() {
std::stringstream buffer;
buffer << type << ' ' << data_length << ' ';
if (type == STRING) {
buffer << data.get() << ' ';
} else if (type == INT) {
buffer << *reinterpret_cast<int*>(data.get()) << ' ';
} else if (type == FLOAT) {
buffer << *reinterpret_cast<float*>(data.get()) << ' ';
}
return buffer.str();
}
void serialize(std::ofstream& out) {
std::string serializedData = this->serialize();
out << serializedData;
}
static std::unique_ptr<Field> deserialize(std::istream& in) {
int type; in >> type;
size_t length; in >> length;
if (type == STRING) {
std::string val; in >> val;
return std::make_unique<Field>(val);
} else if (type == INT) {
int val; in >> val;
return std::make_unique<Field>(val);
} else if (type == FLOAT) {
float val; in >> val;
return std::make_unique<Field>(val);
}
return nullptr;
}
void print() const{
switch(getType()){
case INT: std::cout << asInt(); break;
case FLOAT: std::cout << asFloat(); break;
case STRING: std::cout << asString(); break;
}
}
};
class Tuple {
public:
std::vector<std::unique_ptr<Field>> fields;
void addField(std::unique_ptr<Field> field) {
fields.push_back(std::move(field));
}
size_t getSize() const {
size_t size = 0;
for (const auto& field : fields) {
size += field->data_length;
}
return size;
}
std::string serialize() {
std::stringstream buffer;
buffer << fields.size() << ' ';
for (const auto& field : fields) {
buffer << field->serialize();
}
return buffer.str();
}
void serialize(std::ofstream& out) {
std::string serializedData = this->serialize();
out << serializedData;
}
static std::unique_ptr<Tuple> deserialize(std::istream& in) {
auto tuple = std::make_unique<Tuple>();
size_t fieldCount; in >> fieldCount;
for (size_t i = 0; i < fieldCount; ++i) {
tuple->addField(Field::deserialize(in));
}
return tuple;
}
void print() const {
for (const auto& field : fields) {
field->print();
std::cout << " ";
}
std::cout << "\n";
}
};
static constexpr size_t PAGE_SIZE = 1024; // Fixed page size
static constexpr size_t MAX_SLOTS = 100; // Fixed number of slots
uint16_t INVALID_VALUE = std::numeric_limits<uint16_t>::max(); // Sentinel value
struct Slot {
bool empty = true; // Is the slot empty?
uint16_t offset = INVALID_VALUE; // Offset of the slot within the page
uint16_t length = INVALID_VALUE; // Length of the slot
};
// Slotted Page class
class SlottedPage {
public:
std::unique_ptr<char[]> page_data = std::make_unique<char[]>(PAGE_SIZE);
size_t metadata_size = sizeof(Slot) * MAX_SLOTS;
SlottedPage(){
// Empty page -> initialize slot array inside page
Slot* slot_array = reinterpret_cast<Slot*>(page_data.get());
for (size_t slot_itr = 0; slot_itr < MAX_SLOTS; slot_itr++) {
slot_array[slot_itr].empty = true;
slot_array[slot_itr].offset = INVALID_VALUE;
slot_array[slot_itr].length = INVALID_VALUE;
}
}
// Add a tuple, returns true if it fits, false otherwise.
bool addTuple(std::unique_ptr<Tuple> tuple) {
// Serialize the tuple into a char array
auto serializedTuple = tuple->serialize();
size_t tuple_size = serializedTuple.size();
//std::cout << "Tuple size: " << tuple_size << " bytes\n";
assert(tuple_size == 38);
// Check for first slot with enough space
size_t slot_itr = 0;
Slot* slot_array = reinterpret_cast<Slot*>(page_data.get());
for (; slot_itr < MAX_SLOTS; slot_itr++) {
if (slot_array[slot_itr].empty == true and
slot_array[slot_itr].length >= tuple_size) {
break;
}
}
if (slot_itr == MAX_SLOTS){
//std::cout << "Page does not contain an empty slot with sufficient space to store the tuple.";
return false;
}
// Identify the offset where the tuple will be placed in the page
// Update slot meta-data if needed
slot_array[slot_itr].empty = false;
size_t offset = INVALID_VALUE;
if (slot_array[slot_itr].offset == INVALID_VALUE){
if(slot_itr != 0){
auto prev_slot_offset = slot_array[slot_itr - 1].offset;
auto prev_slot_length = slot_array[slot_itr - 1].length;
offset = prev_slot_offset + prev_slot_length;
}
else{
offset = metadata_size;
}
slot_array[slot_itr].offset = offset;
}
else{
offset = slot_array[slot_itr].offset;
}
if(offset + tuple_size >= PAGE_SIZE){
slot_array[slot_itr].empty = true;
slot_array[slot_itr].offset = INVALID_VALUE;
return false;
}
assert(offset != INVALID_VALUE);
assert(offset >= metadata_size);
assert(offset + tuple_size < PAGE_SIZE);
if (slot_array[slot_itr].length == INVALID_VALUE){
slot_array[slot_itr].length = tuple_size;
}
// Copy serialized data into the page
std::memcpy(page_data.get() + offset,
serializedTuple.c_str(),
tuple_size);
return true;
}
void deleteTuple(size_t index) {
Slot* slot_array = reinterpret_cast<Slot*>(page_data.get());
size_t slot_itr = 0;
for (; slot_itr < MAX_SLOTS; slot_itr++) {
if(slot_itr == index and
slot_array[slot_itr].empty == false){
slot_array[slot_itr].empty = true;
break;
}
}
//std::this_thread::sleep_for(std::chrono::milliseconds(100));
}
void print() const{
Slot* slot_array = reinterpret_cast<Slot*>(page_data.get());
for (size_t slot_itr = 0; slot_itr < MAX_SLOTS; slot_itr++) {
if (slot_array[slot_itr].empty == false){
assert(slot_array[slot_itr].offset != INVALID_VALUE);
const char* tuple_data = page_data.get() + slot_array[slot_itr].offset;
std::istringstream iss(tuple_data);
auto loadedTuple = Tuple::deserialize(iss);
std::cout << "Slot " << slot_itr << " : [";
std::cout << (uint16_t)(slot_array[slot_itr].offset) << "] :: ";
loadedTuple->print();
}
}
std::cout << "\n";
}
};
const std::string database_filename = "buzzdb.dat";
class StorageManager {
public:
std::fstream fileStream;
size_t num_pages = 0;
public:
StorageManager(){
fileStream.open(database_filename, std::ios::in | std::ios::out);
if (!fileStream) {
// If file does not exist, create it
fileStream.clear(); // Reset the state
fileStream.open(database_filename, std::ios::binary | std::ios::out);
}
fileStream.close();
fileStream.open(database_filename, std::ios::in | std::ios::out);
fileStream.seekg(0, std::ios::end);
num_pages = fileStream.tellg() / PAGE_SIZE;
std::cout << "Storage Manager :: Num pages: " << num_pages << "\n";
if(num_pages == 0){
extend();
}
}
~StorageManager() {
if (fileStream.is_open()) {
fileStream.close();
}
}
// Read a page from disk
std::unique_ptr<SlottedPage> load(uint16_t page_id) {
fileStream.seekg(page_id * PAGE_SIZE, std::ios::beg);
auto page = std::make_unique<SlottedPage>();
// Read the content of the file into the page
if(fileStream.read(page->page_data.get(), PAGE_SIZE)){
//std::cout << "Page read successfully from file." << std::endl;
}
else{
std::cerr << "Error: Unable to read data from the file. \n";
exit(-1);
}
return page;
}
// Write a page to disk
void flush(uint16_t page_id, const std::unique_ptr<SlottedPage>& page) {
size_t page_offset = page_id * PAGE_SIZE;
// Move the write pointer
fileStream.seekp(page_offset, std::ios::beg);
fileStream.write(page->page_data.get(), PAGE_SIZE);
fileStream.flush();
}
// Extend database file by one page
void extend() {
std::cout << "Extending database file \n";
// Create a slotted page
auto empty_slotted_page = std::make_unique<SlottedPage>();
// Move the write pointer
fileStream.seekp(0, std::ios::end);
// Write the page to the file, extending it
fileStream.write(empty_slotted_page->page_data.get(), PAGE_SIZE);
fileStream.flush();
// Update number of pages
num_pages += 1;
}
};
using PageID = uint16_t;
class Policy {
public:
virtual bool touch(PageID page_id) = 0;
virtual PageID evict() = 0;
virtual ~Policy() = default;
};
void printList(std::string list_name, const std::list<PageID>& myList) {
std::cout << list_name << " :: ";
for (const PageID& value : myList) {
std::cout << value << ' ';
}
std::cout << '\n';
}
class LruPolicy : public Policy {
private:
// List to keep track of the order of use
std::list<PageID> lruList;
// Map to find a page's iterator in the list efficiently
std::unordered_map<PageID, std::list<PageID>::iterator> map;
size_t cacheSize;
public:
LruPolicy(size_t cacheSize) : cacheSize(cacheSize) {}
bool touch(PageID page_id) override {
//printList("LRU", lruList);
bool found = false;
// If page already in the list, remove it
if (map.find(page_id) != map.end()) {
found = true;
lruList.erase(map[page_id]);
map.erase(page_id);
}
// If cache is full, evict
if(lruList.size() == cacheSize){
evict();
}
if(lruList.size() < cacheSize){
// Add the page to the front of the list
lruList.emplace_front(page_id);
map[page_id] = lruList.begin();
}
return found;
}
PageID evict() override {
// Evict the least recently used page
PageID evictedPageId = INVALID_VALUE;
if(lruList.size() != 0){
evictedPageId = lruList.back();
map.erase(evictedPageId);
lruList.pop_back();
}
return evictedPageId;
}
};
class TwoQPolicy : public Policy {
private:
size_t cacheSize;
std::list<PageID> FIFO; // Read-once pages (FIFO)
std::list<PageID> LRU; // Hot pages (LRU)
std::unordered_map<PageID, std::list<PageID>::iterator> pageMap;
public:
TwoQPolicy(size_t cache_size) : cacheSize(cache_size) {}
bool touch(PageID page_id) {
bool found = false;
//printList("FIFO", FIFO);
//printList("LRU", LRU);
// Check if page is already in cache
if (pageMap.find(page_id) != pageMap.end()) {
found = true;
auto it = pageMap[page_id];
// If it's in FIFO, move to LRU
if (std::find(FIFO.begin(), FIFO.end(), page_id) != FIFO.end()) {
FIFO.erase(it);
LRU.push_front(page_id);
pageMap[page_id] = LRU.begin();
} else {
// If it's in LRU, move to the front
LRU.erase(it);
LRU.push_front(page_id);
pageMap[page_id] = LRU.begin();
}
} else {
// If cache is full, evict
if (FIFO.size() + LRU.size() >= cacheSize) {
evict();
}
// Add page to FIFO
FIFO.push_back(page_id);
pageMap[page_id] = std::prev(FIFO.end());
}
return found;
}
PageID evict() {
//printList("2Q FIFO", FIFO);
//printList("2Q LRU", LRU);
PageID evictedPageId = INVALID_VALUE;
if (!FIFO.empty()) {
evictedPageId = FIFO.front();
//std::cout << "FIFO:: Evicting page " << evictedPageId << "\n";
FIFO.pop_front();
pageMap.erase(evictedPageId);
} else {
evictedPageId = LRU.back();
//std::cout << "LRU:: Evicting page " << evictedPageId << "\n";
LRU.pop_back();
pageMap.erase(evictedPageId);
}
return evictedPageId;
}
};
constexpr size_t MAX_PAGES_IN_MEMORY = 100;
class BufferManager {
private:
using PageMap = std::unordered_map<PageID, std::unique_ptr<SlottedPage>>;
StorageManager storage_manager;
PageMap pageMap;
std::unique_ptr<Policy> policy;
public:
BufferManager():
policy(std::make_unique<TwoQPolicy>(MAX_PAGES_IN_MEMORY)) {}
std::unique_ptr<SlottedPage>& getPage(int page_id) {
auto it = pageMap.find(page_id);
if (it != pageMap.end()) {
policy->touch(page_id);
return pageMap.find(page_id)->second;
}
if (pageMap.size() >= MAX_PAGES_IN_MEMORY) {
auto evictedPageId = policy->evict();
if(evictedPageId != INVALID_VALUE){
std::cout << "Evicting page " << evictedPageId << "\n";
storage_manager.flush(evictedPageId,
pageMap[evictedPageId]);
}
}
auto page = storage_manager.load(page_id);
policy->touch(page_id);
std::cout << "Loading page: " << page_id << "\n";
pageMap[page_id] = std::move(page);
return pageMap[page_id];
}
void flushPage(int page_id) {
//std::cout << "Flush page " << page_id << "\n";
storage_manager.flush(page_id, pageMap[page_id]);
}
void extend(){
storage_manager.extend();
}
size_t getNumPages(){
return storage_manager.num_pages;
}
};
class BuzzDB {
public:
// a map is an ordered key-value container
std::map<int, std::vector<int>> index;
BufferManager buffer_manager;
public:
size_t max_number_of_tuples = 5000;
size_t tuple_insertion_attempt_counter = 0;
BuzzDB(){
// Storage Manager automatically created
}
bool try_to_insert(int key, int value){
bool status = false;
auto num_pages = buffer_manager.getNumPages();
for (size_t page_itr = 0; page_itr < num_pages; page_itr++) {
auto newTuple = std::make_unique<Tuple>();
auto key_field = std::make_unique<Field>(key);
auto value_field = std::make_unique<Field>(value);
float float_val = 132.04;
auto float_field = std::make_unique<Field>(float_val);
auto string_field = std::make_unique<Field>("buzzdb");
newTuple->addField(std::move(key_field));
newTuple->addField(std::move(value_field));
newTuple->addField(std::move(float_field));
newTuple->addField(std::move(string_field));
auto& page = buffer_manager.getPage(page_itr);
status = page->addTuple(std::move(newTuple));
if (status == true){
//std::cout << "Inserted into page: " << page_itr << "\n";
buffer_manager.flushPage(page_itr);
break;
}
}
return status;
}
// insert function
void insert(int key, int value) {
tuple_insertion_attempt_counter += 1;
if(tuple_insertion_attempt_counter >= max_number_of_tuples){
return;
}
bool status = try_to_insert(key, value);
// Try again after extending the database file
if(status == false){
buffer_manager.extend();
bool status2 = try_to_insert(key, value);
assert(status2 == true);
}
//newTuple->print();
// Skip deleting tuples only once every hundred tuples
if (tuple_insertion_attempt_counter % 100 != 0){
auto& page = buffer_manager.getPage(0);
page->deleteTuple(0);
buffer_manager.flushPage(0);
}
}
void scanTableToBuildIndex(){
std::cout << "Scanning table to build index \n";
auto num_pages = buffer_manager.getNumPages();
for (size_t page_itr = 0; page_itr < num_pages; page_itr++) {
auto& page = buffer_manager.getPage(page_itr);
char* page_buffer = page->page_data.get();
Slot* slot_array = reinterpret_cast<Slot*>(page_buffer);
for (size_t slot_itr = 0; slot_itr < MAX_SLOTS; slot_itr++) {
if (slot_array[slot_itr].empty == false){
assert(slot_array[slot_itr].offset != INVALID_VALUE);
const char* tuple_data = page_buffer + slot_array[slot_itr].offset;
std::istringstream iss(tuple_data);
auto loadedTuple = Tuple::deserialize(iss);
int key = loadedTuple->fields[0]->asInt();
int value = loadedTuple->fields[1]->asInt();
// Build index
index[key].push_back(value);
}
}
}
}
// perform a SELECT ... GROUP BY ... SUM query
void selectGroupBySum() {
for (auto const& pair : index) { // for each unique key
int sum = 0;
for (auto const& value : pair.second) {
sum += value; // sum all values for the key
}
std::cout << "key: " << pair.first << ", sum: " << sum << '\n';
}
}
void filter_tuples_with_key_5_with_stringstream() {
std::cout << "Counting tuples with key 5 \n";
uint32_t tuple_count = 0;
auto num_pages = buffer_manager.getNumPages();
for (size_t page_itr = 0; page_itr < num_pages; page_itr++) {
auto& page = buffer_manager.getPage(page_itr);
Slot* slot_array = reinterpret_cast<Slot*>(page->page_data.get());
std::vector<size_t> result_indices;
for (size_t slot_itr = 0; slot_itr < MAX_SLOTS; slot_itr++) {
if (slot_array[slot_itr].empty) {
continue;
}
// Get the pointer to the tuple data
char* tuple_data = page->page_data.get() + slot_array[slot_itr].offset;
// Interpret the first 4 bytes as an integer (32-bit)
std::istringstream iss(tuple_data);
auto loadedTuple = Tuple::deserialize(iss);
int key = loadedTuple->fields[0]->asInt();
//std::cout << "key: " << key << "\n";
if (key == 5) {
tuple_count++;
}
}
}
std::cout << "Tuple count: " << tuple_count << "\n";
}
void filter_tuples_with_key_5() {
std::cout << "Counting tuples with key 5 \n";
uint32_t tuple_count = 0;
auto num_pages = buffer_manager.getNumPages();
for (size_t page_itr = 0; page_itr < num_pages; page_itr++) {
auto& page = buffer_manager.getPage(page_itr);
Slot* slot_array = reinterpret_cast<Slot*>(page->page_data.get());
std::vector<size_t> result_indices;
for (size_t slot_itr = 0; slot_itr < MAX_SLOTS; slot_itr++) {
if (slot_array[slot_itr].empty) {
continue;
}
// Get the pointer to the tuple data
char* tuple_data = page->page_data.get() + slot_array[slot_itr].offset;
// skip the first 6 bytes
// 4 (field_count) | space | 0 (first field type) | space
// | 4 (first field length) | space
uint8_t ascii_key = *reinterpret_cast<uint8_t*>(tuple_data + 6);
int int_key = static_cast<int>(ascii_key) - '0';
if (int_key == 5) {
tuple_count++;
}
}
}
std::cout << "Tuple count: " << tuple_count << "\n";
}
};
int main() {
// Get the start time
auto start = std::chrono::high_resolution_clock::now();
BuzzDB db;
std::ifstream inputFile("output.txt");
if (!inputFile) {
std::cerr << "Unable to open file" << std::endl;
return 1;
}
int field1, field2;
while (inputFile >> field1 >> field2) {
db.insert(field1, field2);
}
db.scanTableToBuildIndex();
db.selectGroupBySum();
std::cout << "Num Pages: " << db.buffer_manager.getNumPages() << "\n";
// Get the end time
auto end = std::chrono::high_resolution_clock::now();
// Calculate and print the elapsed time
std::chrono::duration<double> elapsed = end - start;
std::cout << "Elapsed time: " << elapsed.count() << " seconds" << std::endl;
auto start_filter_with_stringstream_time = std::chrono::high_resolution_clock::now();
db.filter_tuples_with_key_5_with_stringstream();
auto end_filter_with_stringstream_time = std::chrono::high_resolution_clock::now();
auto duration_with_stringstream = std::chrono::duration_cast<std::chrono::microseconds>(end_filter_with_stringstream_time - start_filter_with_stringstream_time);
std::cout << "Filter time (With stringstream): " << duration_with_stringstream.count() << " microseconds" << std::endl;
auto start_filter_time = std::chrono::high_resolution_clock::now();
db.filter_tuples_with_key_5();
auto end_filter_time = std::chrono::high_resolution_clock::now();
auto duration = std::chrono::duration_cast<std::chrono::microseconds>(end_filter_time - start_filter_time);
std::cout << "Filter time: " << duration.count() << " microseconds" << std::endl;
return 0;
}