Learn-to-Compress / headers / delta_cost_integer_template.h
delta_cost_integer_template.h
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#ifndef DELTA_COST_INTEGER_TEMPLATE_H_
#define DELTA_COST_INTEGER_TEMPLATE_H_

#include "common.h"
#include "codecs.h"
#include "time.h"
#include "bit_read.h"
#include "bit_write.h"
#include "caltime.h"
#include "lr.h"
#define INF 0x7f7fffff

namespace Codecset {
    template <typename T>
    class Delta_cost
    {
    public:
        
        std::vector<uint8_t*> block_start_vec;
        std::vector<uint32_t> segment_index;
        std::vector<uint32_t> segment_length;

        uint64_t total_byte = 0;
        int overhead = 0;
        T* array;
        int block_num;
        int block_size;

        //start_index + bit + theta0 + theta1 + numbers + delta
        void init(int blocks, int blocksize, uint64_t delta) {
            block_num = blocks;
            block_size = blocksize;
            overhead = delta; // add some punishing item

        }

        uint32_t lower_bound(uint64_t v, uint32_t len)
        {
            uint32_t m;
            uint32_t x = 0;
            uint32_t y = len - 1;
            while (x <= y)
            {

                m = x + (y - x) / 2;
                if (v < segment_index[m]) y = m - 1;
                else x = m + 1;
            }
            return y;

        }
        uint32_t cal_length(uint32_t origin_index, uint32_t end_index){
            uint32_t totallength = 0;
            T max_error = 0;
            for (auto i = origin_index; i <=end_index-1; i++)
            {
                T tmp_val;
                if ( array[i+1] > array[i])
                {
                    tmp_val = array[i+1] - array[i];
                }
                else
                {
                    tmp_val = array[i] -  array[i+1];
                }

                if (tmp_val > max_error)
                {
                    max_error = tmp_val;
                }
            }

            uint8_t max_bit = 0;
            if (max_error)
            {
                max_bit = bits_int_T(max_error) + 1;
            }
            totallength += (sizeof(uint32_t)+sizeof(uint8_t)+sizeof(T));
            totallength += ceil(max_bit*(end_index-origin_index+1)/8);
            return totallength;

        }

        void newsegment(uint32_t origin_index, uint32_t end_index) {

            // if(origin_index == end_index){
            //     return newsegment_1(origin_index,origin_index);
            // }
            // if(origin_index == end_index+1){
            //     return newsegment_2(origin_index,origin_index);
            // }
            uint8_t* descriptor = (uint8_t*)malloc((end_index - origin_index + 1) * sizeof(T)*4);
            uint8_t* out = descriptor;

            std::vector<T> delta;
            std::vector<bool> signvec;
            T max_error = 0;

            for (auto i = origin_index; i <=end_index-1; i++)
            {
                T tmp_val;
                if ( array[i+1] > array[i])
                {
                    tmp_val = array[i+1] - array[i];
                    signvec.emplace_back(true); // means positive
                }
                else
                {
                    tmp_val = array[i] -  array[i+1];
                    signvec.emplace_back(false); // means negative
                }

                delta.emplace_back(tmp_val);

                if (tmp_val > max_error)
                {
                    max_error = tmp_val;
                }
            }



            uint8_t max_bit = 0;
            if (max_error)
            {
                max_bit = bits_int_T(max_error) + 1;
            }
            
            if(max_bit>sizeof(T)*8){
                max_bit = sizeof(T)*8;
            }
            memcpy(out, &origin_index, sizeof(origin_index));
            out += sizeof(origin_index);
            memcpy(out, &max_bit, sizeof(max_bit));
            out += sizeof(max_bit);
            if(max_bit== sizeof(T)*8){
                for (auto i = origin_index; i <= end_index; i++)
                {
                    memcpy(out, &array[i], sizeof(T));
                    out += sizeof(T);
                }
                uint64_t segment_size = out - descriptor;
                descriptor = (uint8_t*)realloc(descriptor, segment_size);
                block_start_vec.push_back(descriptor);
                segment_index.push_back(origin_index);
                segment_length.push_back(segment_size);
                total_byte += segment_size;
                return;
            }

            memcpy(out, &array[origin_index], sizeof(T));
            out += sizeof(T);

            if (max_bit)
            {
                out = write_delta_int_T(delta,signvec, out, max_bit, (end_index-origin_index+1));
            }

            
            uint64_t segment_size = out - descriptor;
            descriptor = (uint8_t*)realloc(descriptor, segment_size);
            block_start_vec.push_back(descriptor);
            segment_index.push_back(origin_index);
            segment_length.push_back(segment_size);
            total_byte += segment_size;
            // std::cout<<"segment_size: "<<segment_size<<std::endl;
            // if(origin_index == 2024){
            //     std::cout<<segment_size<<" "<<end_index<<std::endl;
            // }
        }

        void newsegment_2(uint32_t origin_index, uint32_t end_index) {
            
            uint8_t* descriptor = (uint8_t*)malloc((end_index - origin_index + 1) * sizeof(T)*2);
            uint8_t* out = descriptor;
            memcpy(out, &origin_index, sizeof(origin_index));
            out += sizeof(origin_index);
            out[0] = (uint8_t)126; // this means that this segment only has two points
            out++;
            memcpy(out, &array[origin_index], sizeof(T));
            out += sizeof(T);
            memcpy(out, &(array[origin_index + 1]), sizeof(T));
            out += sizeof(T);

            uint64_t segment_size = out - descriptor;
            descriptor = (uint8_t*)realloc(descriptor, segment_size);
            block_start_vec.push_back(descriptor);
            segment_index.push_back(origin_index);
            segment_length.push_back(segment_size);

            total_byte += segment_size;
        }

        void newsegment_1(uint32_t origin_index, uint32_t end_index) {

            uint8_t* descriptor = (uint8_t*)malloc(10 * sizeof(T));
            uint8_t* out = descriptor;
            memcpy(out, &origin_index, sizeof(origin_index));
            out += sizeof(origin_index);
            out[0] = (uint8_t)127; // this means that this segment only has one point
            out++;
            memcpy(out, &array[origin_index], sizeof(T));
            out += sizeof(T);

            uint64_t segment_size = out - descriptor;
            descriptor = (uint8_t*)realloc(descriptor, segment_size);
            block_start_vec.push_back(descriptor);
            segment_length.push_back(segment_size);
            segment_index.push_back(origin_index);

            total_byte += segment_size;
        }

        uint8_t *encodeArray8_int(T *in, const size_t length, uint8_t *res, size_t nvalue){
            array = in;
            std::vector<uint32_t> indexes;
            for (uint32_t i = 0; i < block_size; i++) {
                indexes.push_back(i);
            }
            int128_t origin_key = in[0];
            uint32_t origin_index = indexes[0];
            uint32_t end_index = indexes[0];
            int tmp_delta_bit = 0;
            T tmp_max_delta = 0;
            for (int i = 1; i < (long long)block_size; i++) {

                int128_t key = in[i];
                int id = indexes[i];
                
                if (id == block_size - 1) {
                    if(id==origin_index){
                        newsegment_1(origin_index, origin_index);
                        break;
                    }
                    newsegment(origin_index, id);
                    break;
                }
                if(id==origin_index){
                    continue;
                }
                if(id==origin_index+1){
                    if(array[id]>array[id-1]){
                        tmp_max_delta = array[id] - array[id-1];
                    }
                    else{
                        tmp_max_delta = array[id-1] - array[id];
                    }
                    tmp_delta_bit = bits_int_T<T>(tmp_max_delta)+1;
                    // if(origin_index!=0){
                        uint32_t aheadbytes = cal_length(origin_index, std::min(origin_index+99,(uint32_t)block_size-1));
                        double prev_cr = aheadbytes/(100*sizeof(T));
                        double cur_cr = tmp_max_delta/(sizeof(T)*8);
                        if (cur_cr >= prev_cr) {
                            newsegment_2(origin_index, origin_index+1);

                            origin_index = id;
                            origin_key = key;
                            end_index = id;
                            tmp_delta_bit = 0;
                            tmp_max_delta = 0;
                            continue;

                        }
                    // }
                    
                    end_index = id;
                    continue;
                }

                T current_delta = 0;
                if(array[id]>array[id-1]){
                    current_delta = array[id] - array[id-1];
                }
                else{
                    current_delta = array[id-1] - array[id];
                }

                
                int tmp_error_bit = bits_int_T<T>(current_delta) + 1;
                if (tmp_error_bit <= tmp_delta_bit) {
                    end_index = id;
                    if (current_delta > tmp_max_delta) {
                        tmp_max_delta = current_delta;
                    }
                    continue;
                }
                else {
                    
                    int delta_max_bit = bits_int_T<T>(current_delta) + 1;
                    uint64_t cost = (id - origin_index + 1) * (delta_max_bit - tmp_delta_bit);
                    // std::cout<<id<<" "<<origin_index<<std::endl;
                    // std::cout<<delta_max_bit<<" "<<tmp_delta_bit<<" "<<cost<<std::endl;
                    if (cost < overhead) {
                        end_index = id;
                        if (delta_max_bit > tmp_delta_bit) {
                            tmp_delta_bit = delta_max_bit;
                        }
                    }
                    else {
                        newsegment(origin_index, end_index);
                        if (id == block_size - 1) {
                            newsegment_1(id, id);
                        }
                        
                        origin_index = id;
                        origin_key = key;
                        end_index = id;

                        tmp_delta_bit = 0;
                        tmp_max_delta = 0;


                    }

                }

            }
            int iter = 0;
            uint64_t cost_decline = total_byte;
            while(cost_decline>0){
                
                iter++;
                cost_decline = total_byte;
                merge();
                
                double compressrate = (total_byte) * 100.0 / (sizeof(T) * block_size * 1.0);
                std::cout << "try "<<iter<<" segment number "<<(int)block_start_vec.size()<<" resulting compression rate: " << std::setprecision(4) << compressrate << std::endl;
                cost_decline = cost_decline - total_byte;
                double cost_decline_percent = cost_decline * 100.0 / (sizeof(T) * block_size * 1.0);
                if(cost_decline_percent<0.01){
                    break;
                }
                
            }
 


            return res;

        }

        void merge(){
            // this function is to merge blocks in block_start_vec to large blocks
            int start_index = 0; // before the start_index is the finished blocks
            int segment_num = 0; // the current segment index
            int newsegment_num = 0; 
            int total_segments = block_start_vec.size(); // the total number of segments
            uint64_t totalbyte_after_merge = 0; 
            segment_index.push_back(block_size);
            std::vector<uint8_t*> new_block_start_vec;
            std::vector<uint32_t> new_segment_index;
            std::vector<uint32_t> new_segment_length;
            while(segment_num < total_segments){
                // std::cout<<"segment_num: "<<segment_num <<" / "<<total_segments<<std::endl;

                if (segment_num == total_segments - 1) {
                    // std::cout <<segment_num<<"///"<<total_segments<<" "<< block_start_vec[segment_num] << std::endl;
                    new_block_start_vec.push_back(block_start_vec[segment_num]);
                    new_segment_index.emplace_back(segment_index[segment_num]);
                    new_segment_length.emplace_back(segment_length[segment_num]);
                    totalbyte_after_merge += segment_length[segment_num];
                    start_index=block_size;
                    segment_num++;
                    break;
                }
                uint32_t init_cost = segment_length[segment_num] + segment_length[segment_num+1];
                uint32_t merge_cost = 0;
                newsegment(start_index, segment_index[segment_num+2]-1);
                merge_cost = segment_length[total_segments + newsegment_num];
                if(init_cost>merge_cost){ // merge the two segments
                    // if(start_index==199999979){
                    //     std::cout<<"hi"<<std::endl;
                    // }
                    new_block_start_vec.emplace_back(block_start_vec[total_segments+newsegment_num]);
                    new_segment_index.emplace_back(start_index);
                    new_segment_length.emplace_back(merge_cost);
                    totalbyte_after_merge += merge_cost;
                    start_index=segment_index[segment_num+2];
                    
                    segment_num+=2;
                    // std::cout<<segment_num<<std::endl;
                    newsegment_num++;
                }
                else {
                    // if(start_index==199999979){
                    //     std::cout<<"hi"<<std::endl;
                    // }
                    // std::cout <<segment_num<<"/"<<total_segments<<" "<< block_start_vec[segment_num] << std::endl;
                    new_block_start_vec.emplace_back(block_start_vec[segment_num]);
                    // new_block_start_vec.emplace_back(std::move(std::unique_ptr<uint8_t>(block_start_vec[segment_num])));
                    new_segment_index.emplace_back(segment_index[segment_num]);
                    new_segment_length.emplace_back(segment_length[segment_num]);
                    totalbyte_after_merge += segment_length[segment_num];
                    start_index=segment_index[segment_num+1];
                    segment_num++;
                    newsegment_num++;
                }

            }
            block_start_vec.swap(new_block_start_vec);
            segment_index.swap(new_segment_index);
            segment_length.swap(new_segment_length);
            total_byte = totalbyte_after_merge;
            // std::cout<<total_byte<<std::endl;

        }

        uint32_t* decodeArray8(uint8_t* in, const size_t length, uint32_t* out, size_t nvalue) {
            //start_index + bit + theta0 + theta1 + numbers + delta

            return out;
        }


        T randomdecodeArray8(uint8_t *in, int to_find, uint32_t *out, size_t nvalue){

            uint32_t length = segment_index.size();
            uint8_t* this_block = block_start_vec[lower_bound(to_find, length)];

            uint8_t* tmpin = this_block;
            
            uint32_t start_ind;
            memcpy(&start_ind, tmpin, 4);
            tmpin += 4;

            T tmp_val = 0;
            uint8_t maxbits;
            memcpy(&maxbits, tmpin, sizeof(uint8_t));
            tmpin += sizeof(uint8_t);
            if (maxbits == 127) {
                memcpy(&tmp_val, tmpin, sizeof(tmp_val));
                return tmp_val;
            }
            if (maxbits == 126) {
                if (to_find - start_ind == 0) {
                    memcpy(&tmp_val, tmpin, sizeof(tmp_val));
                }
                else {
                    tmpin += sizeof(tmp_val);
                    memcpy(&tmp_val, tmpin, sizeof(tmp_val));
                }
                return tmp_val;
            }

            if(maxbits==sizeof(T)*8){
                T tmp_val = reinterpret_cast<T *>(tmpin)[to_find];
                return tmp_val;
            }

            T base;
            memcpy(&base, tmpin, sizeof(T));
            tmpin += sizeof(T);
            
            tmp_val = base;
            if(maxbits){
                tmp_val = read_Delta_int(tmpin, maxbits, to_find - start_ind, base);
            }
  
            
                
            return tmp_val;

        }
        uint64_t summation(uint8_t* in, const size_t l, size_t nvalue) {

            return 0;
        }
        uint32_t* encodeArray(uint32_t* in, const size_t length, uint32_t* out,
            size_t nvalue) {
            std::cout << "Haven't implement. Please try uint8_t one..." << std::endl;
            return out;
        }
        uint32_t* decodeArray(uint32_t* in, const size_t length,
            uint32_t* out, size_t nvalue) {
            std::cout << "Haven't implement. Please try uint8_t one..." << std::endl;
            return out;
        }
        uint32_t randomdecodeArray(uint32_t* in, const size_t l, uint32_t* out, size_t nvalue) {
            std::cout << "Haven't implement. Please try uint8_t one..." << std::endl;
            return 1;
        }
        uint32_t get_block_nums() {
            std::cout << "Total block num is " << block_start_vec.size() << std::endl;
            return total_byte;
        }


    };



} // namespace FastPFor

#endif /* SIMDFASTPFOR_H_ */