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tcp-deep.cc
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tcp-deep.cc
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/* -*- Mode:C++; c-file-style:"gnu"; indent-tabs-mode:nil; -*- */
/*
* Author: Reza Poorzare <[email protected]>
*
* Anna Calveras <[email protected]>, Supervisor
*/
#include "tcp-deep.h"
#include "ns3/log.h"
#include <iostream>
#include <fstream>
#include <iostream>
#include <stdio.h>
#include <algorithm>
#include <stdint.h>
using namespace std;
namespace ns3 {
NS_LOG_COMPONENT_DEFINE ("Tcpdeep");
NS_OBJECT_ENSURE_REGISTERED (Tcpdeep);
TypeId
Tcpdeep::GetTypeId (void)
{
static TypeId tid = TypeId ("ns3::Tcpdeep")
.SetParent<TcpNewReno> ()
.AddConstructor<Tcpdeep> ()
.SetGroupName ("Internet")
;
return tid;
}
Tcpdeep::Tcpdeep (void)
: TcpNewReno (),
m_baseRtt (Time::Max ()),
m_minRtt (Time::Max ()),
m_cntRtt (0),
m_doingdeepNow (true),
m_begSndNxt (0)
{
NS_LOG_FUNCTION (this);
}
Tcpdeep::Tcpdeep (const Tcpdeep& sock)
: TcpNewReno (sock),
m_baseRtt (sock.m_baseRtt),
m_minRtt (sock.m_minRtt),
m_cntRtt (sock.m_cntRtt),
m_doingdeepNow (true),
m_begSndNxt (0)
{
NS_LOG_FUNCTION (this);
}
Tcpdeep::~Tcpdeep (void)
{
NS_LOG_FUNCTION (this);
}
Ptr<TcpCongestionOps>
Tcpdeep::Fork (void)
{
return CopyObject<Tcpdeep> (this);
}
uint32_t NN_output=0;
uint32_t congestionCounter1=0;
uint32_t fixCounter1=0;
uint64_t averagecounter=-1;
double avgtemp1=0;
double avgtemp2=0;
double avgtemp3=0;
double averagertt = 0;
static uint32_t diff;
double nor_diff;
static double targetcwndvscwnd;
static double tmp;
static double sentrtt;
static double currentThroughput;
uint32_t maxTempCwnd1=0;
uint32_t convergenceCounter1=0;
uint32_t divergenceCounter1=0;
uint32_t n1,m1;
uint32_t n2,m2;
uint32_t b2;
uint32_t n3,m3;
uint32_t b3;
uint32_t n4,m4;
uint32_t b4;
uint32_t n5,m5;
uint32_t b5;
uint32_t i1, j1;
uint32_t i2, j2;
uint32_t i3, j3;
uint32_t i4, j4;
uint32_t i5, j5;
uint32_t out_r1,out_c1;
uint32_t out_r2,out_c2;
uint32_t out_r3,out_c3;
uint32_t out_r4,out_c4;
uint32_t p1,o1;
uint32_t p2,o2;
uint32_t p3,o3;
uint32_t p7,o7;
uint32_t p4,o4;
uint32_t p8,o8;
uint32_t x2,v2;
uint32_t c2,d2;
uint32_t f2,g2;
uint32_t ii,jj,kk;
uint32_t iii,jjj,kkk;
uint32_t iiii,jjjj,kkkk;
uint32_t iiiii,jjjjj,kkkkk;
uint32_t final_output;
double temp1, temp2, temp3, temp4;
double q=0;
double
Tcpdeep::setThreshold(double th){
currentThroughput=th;
return sentrtt;
}
double
Tcpdeep::returnrtt(){
return sentrtt;
}
double
Tcpdeep::returntmp(){
return tmp;
}
double
Tcpdeep::returntargetedvscwnd(){
return targetcwndvscwnd;
}
double
Tcpdeep::returndiff(){
return diff;
}
void
Tcpdeep::PktsAcked (Ptr<TcpSocketState> tcb, uint32_t segmentsAcked,
const Time& rtt)
{
NS_LOG_FUNCTION (this << tcb << segmentsAcked << rtt);
if (rtt.IsZero ())
{
return;
}
m_minRtt = std::min (m_minRtt, rtt);
NS_LOG_DEBUG ("Updated m_minRtt = " << m_minRtt);
m_baseRtt = std::min (m_baseRtt, rtt);
NS_LOG_DEBUG ("Updated m_baseRtt = " << m_baseRtt);
// Update RTT counter
m_cntRtt++;
NS_LOG_DEBUG ("Updated m_cntRtt = " << m_cntRtt);
}
void
Tcpdeep::Enabledeep (Ptr<TcpSocketState> tcb)
{
NS_LOG_FUNCTION (this << tcb);
m_doingdeepNow = true;
m_begSndNxt = tcb->m_nextTxSequence;
m_cntRtt = 0;
m_minRtt = Time::Max ();
}
void
Tcpdeep::Disabledeep ()
{
NS_LOG_FUNCTION (this);
m_doingdeepNow = false;
}
void
Tcpdeep::CongestionStateSet (Ptr<TcpSocketState> tcb,
const TcpSocketState::TcpCongState_t newState)
{
NS_LOG_FUNCTION (this << tcb << newState);
if (newState == TcpSocketState::CA_OPEN)
{
Enabledeep (tcb);
}
else
{
Disabledeep ();
}
}
void
Tcpdeep::IncreaseWindow (Ptr<TcpSocketState> tcb, uint32_t segmentsAcked)
{
NS_LOG_FUNCTION (this << tcb << segmentsAcked);
if (!m_doingdeepNow)
{
// If deep is not on, we follow NewReno algorithm
NS_LOG_LOGIC ("deep is not turned on, we follow NewReno algorithm.");
TcpNewReno::IncreaseWindow (tcb, segmentsAcked);
return;
}
if (tcb->m_lastAckedSeq >= m_begSndNxt)
{ // A deep cycle has finished, we do deep cwnd adjustment every RTT.
NS_LOG_LOGIC ("A deep cycle has finished, we adjust cwnd once per RTT.");
// Save the current right edge for next deep cycle
m_begSndNxt = tcb->m_nextTxSequence;
/*
* We perform deep calculations only if we got enough RTT samples to
* insure that at least 1 of those samples wasn't from a delayed ACK.
*/
if (m_cntRtt <= 2)
{ // We do not have enough RTT samples, so we should behave like Reno
NS_LOG_LOGIC ("We do not have enough RTT samples to do deep, so we behave like NewReno.");
TcpNewReno::IncreaseWindow (tcb, segmentsAcked);
}
else
{
NS_LOG_LOGIC ("We have enough RTT samples to perform deep calculations");
/*
* We have enough RTT samples to perform deep algorithm.
* Now we need to determine if cwnd should be increased or decreased
*/
double targetCwnd;
double segCwnd = tcb->GetCwndInSegments ();
//Layer 1:
//Dimensions of the layers.
n1=1;
m1=5;
//Layer 2:
n2=5;
m2=20;
b2=20;
//Layer 3:
n3=20;
m3=25;
b3=25;
//Layer 4:
n4=25;
m4=20;
b4=20;
//Layer 5:
n5=20;
m5=3;
b5=3;
i1=n1;
j1=m1;
i2=n2;
j2=m2;
i3=n3;
j3=m3;
i4=n4;
j4=m4;
i5=n5;
j5=m5;
out_r1=1;
out_c1=m2;
out_r2=1;
out_c2=m3;
out_r3=1;
out_c3=m4;
out_r4=1;
out_c4=m5;
//Layer 4 inputs:
typedef double Matrix4[i4][j4];
Matrix4 mat4 = { { -3.3785832e+00, -9.1135554e-02, -4.0014505e+00, 4.0341458e+00,
5.7558980e+00, 4.5396242e+00, 4.8423505e+00, 6.4640832e+00,
6.9754348e+00, -4.0556526e+00, -1.1052726e-01, -3.2438195e+00,
4.4186239e+00, 5.0101280e+00, -3.3678532e+00, 2.8183925e-01,
5.3808212e+00, -2.2414407e-01, -3.8525810e+00, -3.2130616e+00},
{ -1.2241553e+00, 6.0587966e-01, -1.3091642e+00, 1.4428777e+00,
1.7644593e+00, 6.6794622e-01, 6.1581630e-01, 2.4986408e+00,
3.0527046e+00, -1.7100886e+00, 1.0848160e+00, -1.5303446e+00,
1.1052351e+00, 1.3680123e+00, -1.0916045e+00, 3.1195142e+00,
1.4693182e+00, -4.3553716e-01, -1.2891014e+00, -1.6900247e+00},
{ 1.4375718e+00, 5.7273942e-01, -4.4365302e-01, 2.2158954e-01,
-1.0063357e-02, -6.7078896e-02, -1.4114545e-01, -2.2076973e-01,
-1.1941920e-01, 1.0152134e-01, 3.5356942e-01, 1.9486028e+00,
1.1171284e-01, -1.0645981e+00, 1.1926628e+00, 2.7654562e-02,
-1.0275367e+00, 4.4517139e-01, 1.4024574e+00, 1.4796226e+00},
{ -3.4005733e+00, -1.5396339e-01, -3.4219482e+00, 4.0083890e+00,
4.8702850e+00, 4.1372123e+00, 4.2773027e+00, 5.4816051e+00,
5.5982108e+00, -3.9918616e+00, 5.4090363e-01, -2.8539412e+00,
3.2542527e+00, 4.7737451e+00, -3.2209342e+00, 7.0504087e-01,
4.6247015e+00, 1.7557642e-01, -3.1490591e+00, -3.1204772e+00},
{ -1.4593704e+00, -2.5829559e-02, -1.5653465e+00, 1.6306853e+00,
2.4894960e+00, 7.1437514e-01, 1.2476532e+00, 2.8477938e+00,
3.1618743e+00, -2.2958617e+00, 1.4538574e+00, -1.3395588e+00,
1.4596292e+00, 1.3102704e+00, -1.4530255e+00, 3.6185186e+00,
1.5798676e+00, -2.3254912e-01, -1.6025624e+00, -1.5575025e+00},
{ -8.2246438e-03, -3.2854540e+00, -1.0228715e-02, 1.0860179e-01,
5.9843993e-01, 5.9852980e-02, -1.5505529e-02, 6.0221964e-01,
7.7808964e-01, -2.2122057e-02, -3.0343184e+00, 2.4964837e-02,
9.4208425e-01, -6.5329090e-02, 2.7808094e-02, -2.7632370e+00,
-8.4709711e-02, -2.2638028e+00, 4.5081452e-02, 4.3707743e-02},
{ -2.2353923e+00, 2.3594259e-01, -2.5445082e+00, 2.7041686e+00,
3.5377736e+00, 2.8262584e+00, 2.8328059e+00, 4.1682301e+00,
4.7717957e+00, -2.8121243e+00, 6.5530002e-01, -2.4818602e+00,
2.6203580e+00, 3.4895792e+00, -2.6237049e+00, 2.4836898e+00,
3.1007047e+00, -1.4914903e-01, -2.7507491e+00, -2.6096773e+00},
{ -2.6358514e+00, -7.9927474e-01, -2.4832425e+00, 2.8632078e+00,
3.2847176e+00, 3.2861071e+00, 3.3173571e+00, 3.5520027e+00,
4.2018862e+00, -2.5074818e+00, 6.3175589e-01, -2.3482471e+00,
2.7288144e+00, 3.7880218e+00, -2.5854554e+00, 3.2678034e+00,
3.0960252e+00, -6.0979515e-01, -2.8629458e+00, -2.8601029e+00},
{ -5.4835367e-01, 9.3791914e-01, -1.4431077e+00, 1.2989426e+00,
-1.5901140e+00, 8.6308964e-02, 5.9955275e-01, 1.7770977e-01,
-3.4477848e-01, -2.7074468e+00, 6.2000161e-01, -1.6596591e+00,
-7.9380912e-01, 5.2880472e-01, -6.2054282e-01, -7.2709188e-02,
6.7002237e-02, 6.3534182e-01, -6.1669028e-01, -4.6658045e-01},
{ -1.3810877e+00, -8.6180761e-02, -1.5309100e+00, 1.0241877e+00,
2.4887798e+00, 1.5644464e+00, 1.9720417e+00, 3.2361944e+00,
3.4132538e+00, -2.2014821e+00, 1.0868154e+00, -1.5929561e+00,
1.9492275e+00, 1.1956636e+00, -1.5580264e+00, 2.6716676e+00,
1.4314464e+00, -6.5112305e-01, -1.4540107e+00, -1.6785442e+00},
{ -5.2343145e-02, -2.7513132e+00, -2.3365092e-02, -6.7833193e-02,
1.0453324e+00, -1.6938157e-02, 7.7812202e-02, 1.0711263e+00,
9.3399650e-01, 2.1582225e-02, -2.2434001e+00, -3.1599727e-02,
1.0481249e+00, -2.8186515e-01, -3.4190163e-02, -2.0312104e+00,
-1.4370629e-02, -2.9104073e+00, -6.9675967e-02, 1.7385292e-03},
{ 6.3300133e-03, -3.0515468e+00, 7.7595334e-03, -1.1117829e-02,
9.8704582e-01, 1.0690811e-01, -4.4393454e-02, 7.1273708e-01,
8.0000085e-01, 7.8494951e-02, -2.7017984e+00, -2.6569379e-02,
8.4648937e-01, -3.9611802e-02, -2.1309255e-02, -2.0918407e+00,
1.6080497e-02, -2.4431751e+00, 3.3204727e-02, 2.0419568e-02},
{ 7.6636076e-01, 3.9699057e-01, -6.2602991e-01, 6.6681778e-01,
-4.6230920e-02, 2.2611997e-01, -8.6068869e-02, -5.1692694e-01,
-7.7560186e-02, -9.0720153e-01, 4.4017258e-01, 1.2800857e+00,
-4.7380220e-02, -1.5615932e+00, 9.4738144e-01, 1.6701373e-01,
-1.6429703e+00, 5.2419698e-01, 5.3675419e-01, 8.8563544e-01},
{ 1.1427063e+00, 5.6991351e-01, -2.4788165e+00, 1.1423832e+00,
-7.8450072e-01, -6.1696899e-01, -8.7362427e-01, -1.1531386e+00,
-8.4927547e-01, -2.1178365e+00, 1.3188195e+00, 7.7840644e-01,
-9.8738998e-01, -1.9753323e+00, 9.9094957e-01, 6.2495488e-01,
-2.6106012e+00, 1.5642062e+00, 8.9732051e-01, 7.7116293e-01},
{ -2.9884388e+00, 4.1333696e-01, -3.6280985e+00, 4.0465078e+00,
4.5166569e+00, 4.4085908e+00, 4.4536657e+00, 5.3447819e+00,
6.0594964e+00, -3.6522629e+00, 2.7829099e-01, -3.1741843e+00,
3.6608083e+00, 4.0572591e+00, -3.2181106e+00, 1.2571559e+00,
4.0919504e+00, -1.4104731e-01, -3.2592702e+00, -3.4568319e+00},
{ -2.9884388e+00, 4.1333696e-01, -3.6280985e+00, 4.0465078e+00,
4.5166569e+00, 4.4085908e+00, 4.4536657e+00, 5.3447819e+00,
6.0594964e+00, -3.6522629e+00, 2.7829099e-01, -3.1741843e+00,
3.6608083e+00, 4.0572591e+00, -3.2181106e+00, 1.2571559e+00,
4.0919504e+00, -1.4104731e-01, -3.2592702e+00, -3.4568319e+00},
{ 6.0065913e-01, 2.8828877e-01, -1.0280415e+00, 4.6165204e-01,
1.9754225e-02, -3.1210631e-01, -1.6973299e-01, -7.5614661e-01,
-1.2249075e-01, -1.3198476e+00, 4.2578667e-01, 1.7403973e+00,
-2.7554524e-01, -1.7938896e+00, 1.1171490e+00, 2.8348115e-01,
-2.8068032e+00, 6.0782677e-01, 5.8349079e-01, 1.3434327e+00},
{ -2.0664890e-01, 4.8112443e-01, -5.4633265e+00, 2.2750065e+00,
-1.8296428e+00, 3.7557993e-02, 2.8684440e-01, -2.9515326e-01,
-9.7730649e-01, -4.4834375e+00, 1.3941263e+00, -3.3362961e-01,
-1.4674846e+00, 2.2817782e-01, -1.7615202e-01, 1.5519537e+00,
4.9612779e-02, 1.1003497e+00, -1.5142716e-01, -2.4710345e-01},
{ -7.0739579e-01, 4.9529083e-02, -7.8355700e-01, 1.5351312e+00,
1.9854355e+00, 1.8683257e+00, 1.7036839e+00, 1.1522636e+00,
1.7542603e+00, -4.9011031e-01, 5.3461361e-01, -9.0221721e-01,
1.6103005e+00, 1.1365306e+00, -1.3400310e+00, 2.6531808e+00,
7.1747512e-01, -4.4737837e-01, -1.1704018e+00, -1.3727210e+00},
{ -7.8455009e-02, -2.8092527e-01, 1.2167994e-01, -8.2329981e-02,
3.8393191e-01, 1.2231090e-01, 3.5165662e-01, -5.0082904e-01,
4.0780045e-02, -1.9598681e-01, 1.0994632e-01, -3.0477050e-01,
1.4484896e-01, -2.2822791e-01, -1.7814121e-01, -4.1809613e-03,
5.6671076e-02, -2.0469497e-01, 3.2051486e-01, 4.9989480e-01},
{ -3.0534487e-02, -2.8350744e+00, 3.4638951e-03, -1.1158465e-01,
8.4042412e-01, 1.0572226e-01, 7.0216968e-03, 1.2366012e+00,
8.2811242e-01, 5.0506931e-02, -2.3915396e+00, -7.9506949e-02,
7.0991999e-01, -9.5651476e-03, -6.7671396e-02, -1.3654660e+00,
1.0950425e-01, -2.4078207e+00, -8.6801596e-02, -5.1521897e-02},
{ -3.3409854e-03, -3.3904948e+00, -5.9692062e-02, 6.8371132e-02,
7.3562610e-01, 1.6789661e-03, -9.1914371e-02, 8.7166739e-01,
6.7625058e-01, 4.7202021e-02, -2.0586491e+00, -8.6870521e-02,
7.9209524e-01, -1.0719537e-01, 7.4523208e-03, -1.2816000e+00,
1.8061517e-01, -2.4874005e+00, -5.9535023e-02, -3.7162799e-02},
{ 1.0486367e+00, 6.1793592e-02, -2.2939949e-01, 1.5108465e-01,
1.4176331e-01, -1.7396864e-01, -4.4311729e-01, -4.7964078e-01,
9.7558782e-02, -3.1162569e-01, -7.9537056e-02, 1.4781736e+00,
1.9998426e-02, -4.9481887e-01, 1.2350972e+00, -3.1113401e-01,
-5.7059985e-01, -1.2496067e-01, 1.1473978e+00, 1.4954718e+00},
{ -1.6680463e-01, 1.2393553e+00, -6.3247495e+00, 3.4980106e+00,
-1.9502608e+00, 9.5551294e-01, 8.6747622e-01, -1.2695953e+00,
-1.4731119e+00, -5.2494264e+00, 2.9345741e+00, -5.6142473e-01,
-1.9329171e+00, -1.2450859e-01, -3.0601168e-01, 2.8800194e+00,
-5.9620297e-01, 1.4507614e+00, -3.4140748e-01, -2.5537372e-01},
{ -1.6106063e+00, 4.1922033e-01, -1.3046497e+00, 1.3410380e+00,
1.7010387e+00, 1.1825827e+00, 1.4867985e+00, 2.7713709e+00,
2.6540563e+00, -1.8729700e+00, 1.3763525e+00, -1.6946329e+00,
1.6183698e+00, 2.0030284e+00, -1.6629416e+00, 3.1487675e+00,
1.4467138e+00, -6.9009453e-01, -1.4078368e+00, -1.6767563e+00},
};
typedef double out10[out_r1][out_c1];
out10 out1;
typedef double out12[out_r2][out_c2];
out12 out2;
typedef double outf1[out_r1][out_c1];
outf1 final_out1;
typedef double outf2[out_r2][out_c2];
outf2 final_out2;
typedef double out14[out_r3][out_c3];
out14 out3;
typedef double out40[out_r3][out_c3];
out40 final_out3;
typedef double out15[out_r4][out_c4];
out15 out4;
typedef double out50[out_r4][out_c4];
out50 final_out4;
/*
* little trick:
* desidered throughput is currentCwnd * baseRtt
*/
targetCwnd = static_cast<uint32_t> (segCwnd * tmp);
NS_LOG_DEBUG ("Calculated targetCwnd = " << targetCwnd);
NS_ASSERT (segCwnd >= targetCwnd);
sentrtt = m_minRtt.GetSeconds ();
tmp = m_baseRtt.GetSeconds () / m_minRtt.GetSeconds ();
targetcwndvscwnd= (targetCwnd/segCwnd);
diff = segCwnd - targetCwnd;
//*******************************
if (segCwnd < 900)
//< tcb->m_ssThresh)
{ // Slow start mode
//std::cout << "In Slow Start" << std::endl;
NS_LOG_LOGIC ("We are in slow start.");
//std::cout<< "diff " << diff << std::endl;
segCwnd = 2 * segCwnd ;
tcb->m_cWnd = segCwnd * tcb->m_segmentSize;
}
else
{
averagecounter=averagecounter+1;
if (averagecounter==3){
averagecounter=0;
}
if (averagecounter == 0){
avgtemp1=sentrtt;
}
if (averagecounter == 1){
avgtemp2=sentrtt;
}
if (averagecounter == 2){
avgtemp3=sentrtt;
}
averagertt = (avgtemp1+avgtemp2+avgtemp3)/3;
std::cout << "avgtem1= " << avgtemp1 << std::endl;
std::cout << "avgtem2= " << avgtemp2 << std::endl;
std::cout << "avgtem3= " << avgtemp3 << std::endl;
std::cout << "RTT average= " << averagertt << std::endl;
std::cout << "RTT " << sentrtt <<std::endl;
std::cout << "tmp " << tmp <<std::endl;
std::cout << "targetcwnd/cwnd= " << targetcwndvscwnd << std::endl;
std::cout << "diff = " << diff << std::endl;
nor_diff=diff/1759;
typedef double Matrix1[i1][j1];
//Layer 1 inputs:
const Matrix1 mat1 = {
{sentrtt, tmp, targetcwndvscwnd, nor_diff ,averagertt}
};
//Layer2 matrix.
typedef double Matrix2[i2][j2];
const Matrix2 mat2 = {
{ -1.43503889e-01, -4.09237772e-01, 2.49475551e+00,
1.43450487e+00, 5.71614206e-01, -1.44682837e+00,
-4.60674673e-01, -1.19834948e+00, 2.85572529e+00,
-2.74672389e-01, 2.10453176e+00, -1.01236725e+00,
-1.38858616e+00, 2.34006238e+00, -1.52586675e+00,
-1.75579739e+00, -1.63252965e-01, -3.18571508e-01,
1.83122373e+00, -1.56734204e+00},
{ 1.06783852e-01, 8.89256969e-02, -7.56550610e-01,
-7.58639157e-01, 6.69185892e-02, 1.25678706e+00,
-5.83220840e-01, 1.19867063e+00, -6.13004386e-01,
-8.44513178e-02, -3.99325490e-01, 3.84229064e-01,
1.11075354e+00, -7.45212197e-01, 1.20881593e+00,
-8.70180130e-01, -2.21682876e-01, -1.18284857e+00,
-1.01602650e+00, 4.99200314e-01},
{ -2.80641437e-01, -2.73591727e-01, -8.91615264e-03,
1.63856491e-01, -6.88925534e-02, 2.13485211e-02,
9.90571678e-02, 1.06423413e-02, 6.38808543e-03,
-8.08476210e-02, -3.06313345e-03, 4.27335560e-01,
2.25299541e-02, -1.24924136e-02, 1.12472195e-02,
-1.54244304e+00, 4.03230544e-03, -6.98167801e-01,
-5.03187776e-02, 2.20472947e-01},
{ -9.89486724e-02, -2.61710018e-01, 5.97856892e-03,
1.90950751e-01, -3.54556680e-01, 6.17647870e-03,
-1.14067890e-01, -5.59335900e-03, 4.89127077e-03,
1.06389020e-02, 9.01102945e-02, -3.35970402e-01,
9.28559923e-04, -2.11768993e-03, 8.06057360e-03,
-9.60252702e-01, -2.97145937e-02, -4.74515557e-01,
-1.38384746e-02, -2.29674414e-01},
{ 2.69126669e-02, 5.29786646e-01, 1.48679471e+00,
4.92990799e-02, -3.71502548e-01, 1.07546508e-01,
3.95386606e-01, 5.60130887e-02, 2.61880726e-01,
-4.56561565e-01, 2.21117157e-02, 2.23036122e+00,
-1.37304634e-01, 1.57012534e+00, 6.29785210e-02,
-1.65665686e+00, -1.86299667e-01, -5.73903024e-01,
-1.00069332e+00, 2.00983620e+00},
};
for (ii = 0; ii < n1; ii++) {
for (jj = 0; jj < m2; jj++) {
out1[ii][jj] = 0;
for (kk = 0; kk < m1; kk++)
out1[ii][jj] += mat1[ii][kk] * mat2[kk][jj];
}
}
typedef double b2[1][b2];
const b2 bias2 = {
{ 0.0000000e+00, 0.0000000e+00, -1.1582887e-03, -5.3879209e-03,
-2.8552691e-02, -3.3488110e-01, 0.0000000e+00, -3.1759822e-01,
-3.6911326e-03, 0.0000000e+00, 8.5765824e-02, -7.1238601e-01,
-2.6847497e-01, 3.3158774e-03, -3.0855522e-01, 1.3514863e+00,
0.0000000e+00, 9.7799468e-01, 3.2512310e-01, -6.2382561e-01},
};
for(p1=0; p1<out_r1; ++p1) {
for(o1=0; o1<out_c1; ++o1){
temp1=out1[p1][o1] + bias2[p1][o1];
final_out1[p1][o1]=max(q,temp1);
}
}
typedef double Matrix3[i3][j3];
const Matrix3 mat3 = { { -2.88586300e-02, -1.52555898e-01, -3.29532176e-01,
-1.57146126e-01, 1.31401075e-02, 6.09250851e-02,
1.52504951e-01, 1.12067483e-01, -2.85162866e-01,
-1.79278612e-01, 1.12868585e-01, -1.35011971e-01,
-9.64335725e-02, -1.82975218e-01, -2.31833726e-01,
1.59496233e-01, -4.07220900e-01, 3.43049109e-01,
2.16792881e-01, -6.17458113e-03, -7.80763552e-02,
-5.33706360e-02, -1.75542552e-02, -2.03491244e-02,
-2.07500771e-01},
{ 1.95240617e-01, 9.71336197e-03, 8.93919542e-02,
-1.41725652e-02, -6.04743809e-02, -1.59221783e-01,
2.03970984e-01, -3.99559885e-01, 2.30856434e-01,
-8.69075730e-02, 1.35286763e-01, -1.27394319e-01,
1.20170288e-01, 9.24483389e-02, -2.60349125e-01,
7.54178464e-02, -2.31686056e-01, 1.89475730e-01,
-1.96643740e-01, -3.79459202e-01, -2.56657768e-02,
-4.57110316e-01, -1.29208229e-02, -3.68557960e-01,
9.62322354e-02},
{ -8.62895429e-01, -8.67961347e-01, 4.41249609e+00,
-7.19563901e-01, -7.78195739e-01, -3.67309660e-01,
-1.00305915e+00, -8.26383829e-01, 5.38122773e-01,
-7.97550917e-01, -1.22071505e+00, -1.85181201e-01,
4.30066109e+00, 2.03912616e+00, -6.54673755e-01,
4.83571863e+00, 3.86029720e+00, 1.20779037e+00,
-1.46646810e+00, -2.48108849e-01, -1.66856849e+00,
-1.38478518e+00, 4.72106409e+00, 9.37781751e-01,
-8.99147928e-01},
{ -9.83437777e-01, -1.94826019e+00, 5.25871515e-01,
-7.42313266e-01, -1.87817883e+00, 1.80437174e-02,
-1.15001512e+00, -9.58429277e-01, -3.52180302e-01,
-1.99145353e+00, -4.62434404e-02, 1.99119467e-02,
3.87185782e-01, 4.79049459e-02, -6.39895797e-01,
1.96910262e-01, 2.48513594e-01, -5.34227639e-02,
-2.54209042e+00, -3.12062167e-02, -2.87500806e-02,
-4.29419316e-02, 9.14637446e-01, 1.65567130e-01,
-1.50820208e+00},
{ -1.32011011e-01, 4.24250588e-02, 1.43135488e-01,
2.90418148e-01, 2.67192006e-01, -2.72745699e-01,
-3.16315770e-01, 4.64721955e-03, 3.27243119e-01,
-7.97695741e-02, 3.48041803e-02, -3.71558577e-01,
-3.72944176e-02, 4.08167899e-01, 7.89137781e-02,
-1.72357902e-01, 2.11342275e-01, 1.01133861e-01,
2.06815794e-01, -5.63078858e-02, 2.28106524e-06,
-2.64539272e-02, -8.46546590e-02, -4.28533414e-03,
-1.09391205e-01},
{ 5.91965066e-03, -2.27072254e-01, -1.38966048e+00,
1.00089145e+00, 1.57299638e-02, 6.38204813e-01,
-6.20527985e-03, -2.72651967e-02, -3.94299746e+00,
5.68812430e-01, 2.71842182e-01, 5.11384010e-01,
-1.76473367e+00, -3.12886143e+00, -2.49829721e-02,
-1.79194438e+00, -2.03265738e+00, -4.58832836e+00,
-2.08544046e-01, -1.94038600e-02, 9.71805751e-02,
2.46884733e-01, -7.16819048e-01, -4.49067783e+00,
-1.12432696e-01},
{ -4.47173975e-02, 4.53218609e-01, 1.00717954e-01,
4.76315975e-01, 1.15680657e-02, 5.32548595e-03,
-2.71433741e-01, -1.89747021e-01, -9.39667523e-02,
-1.70794725e-01, 4.95783389e-02, 6.22999705e-02,
1.45987943e-01, 3.82657014e-02, -3.41827542e-01,
2.33800292e-01, 5.83364721e-03, 2.69118577e-01,
6.63750917e-02, 6.91199973e-02, 2.65833199e-01,
-4.46991593e-01, 2.00357094e-01, -1.00254074e-01,
-3.05873156e-01},
{ 9.78586495e-01, -6.63340092e-02, -7.17965484e-01,
-1.33416010e-02, 1.40311509e-01, 1.36126116e-01,
-6.47676736e-03, -2.43188981e-02, -4.22120142e+00,
-7.28768110e-02, 2.53284574e-01, -1.99360967e-01,
-1.05028653e+00, -2.87639666e+00, -1.22753298e-02,
-1.59649861e+00, -1.40693521e+00, -3.84905410e+00,
5.62950894e-02, -1.88963026e-01, 1.82045892e-01,
3.41159821e-01, -5.42461514e-01, -4.35024595e+00,
-9.95615125e-020},
{ 9.78586495e-01, -6.63340092e-02, -7.17965484e-01,
-1.33416010e-02, 1.40311509e-01, 1.36126116e-01,
-6.47676736e-03, -2.43188981e-02, -4.22120142e+00,
-7.28768110e-02, 2.53284574e-01, -1.99360967e-01,
-1.05028653e+00, -2.87639666e+00, -1.22753298e-02,
-1.59649861e+00, -1.40693521e+00, -3.84905410e+00,
5.62950894e-02, -1.88963026e-01, 1.82045892e-01,
3.41159821e-01, -5.42461514e-01, -4.35024595e+00,
-9.95615125e-02},
{ 4.18387443e-01, 1.93209425e-01, -2.61614099e-02,
1.24340191e-01, -1.79338232e-01, -2.25578904e-01,
-3.28773618e-01, 9.57362205e-02, -2.06411242e-01,
-3.10015261e-01, 2.99848914e-02, 6.25741929e-02,
-1.66047439e-01, 1.84681833e-01, 3.27908874e-01,
-4.56825495e-01, -1.75637767e-01, -2.24031284e-01,
-4.11597013e-01, -7.18316734e-02, 4.09357734e-02,
1.64538711e-01, -6.28313273e-02, 3.38407099e-01,
2.29050100e-01},
{ -1.08944988e+00, -2.72817779e+00, -8.72409567e-02,
-1.08329201e+00, -3.26772738e+00, 1.79108232e-02,
-1.28294039e+00, -1.71363974e+00, -9.35927108e-02,
-3.05568743e+00, 1.97695103e-02, 2.05981005e-02,
-2.19323533e-03, 9.83479619e-01, -8.69428933e-01,
7.42974654e-02, 1.43361658e-01, -7.63003202e-03,
-1.44059515e+00, -2.11070582e-01, -7.65040368e-02,
-6.02493584e-02, 5.30063510e-01, -1.43202040e-02,
-3.60763001e+00},
{ 4.66747671e-01, 2.47468090e+00, -3.15872461e-01,
4.86716986e-01, 2.75209904e+00, 3.81345105e+00,
7.36583531e-01, 5.17553210e-01, 1.16281688e+00,
1.53417563e+00, 4.80390549e+00, 4.45334911e+00,
-1.67402780e+00, -1.39582121e+00, 3.59266281e-01,
-2.80666947e+00, -1.27856994e+00, -2.10548282e+00,
2.18141460e+00, -2.86084980e-01, 4.94576216e+00,
4.15911818e+00, -1.07063733e-01, -1.44771373e+00,
2.66346335e+00},
{9.37464181e-03, -4.10803892e-02, -8.17601919e-01,
2.52409303e-03, -1.47198364e-01, 6.71905816e-01,
9.89776909e-01, 7.97442198e-01, -3.40356088e+00,
-5.03648892e-02, -1.50722235e-01, 5.72395325e-01,
-1.34786403e+00, -2.24098468e+00, -5.08796386e-02,
-1.42929280e+00, -1.45084369e+00, -3.07674193e+00,
7.34956935e-03, -4.08130914e-01, -5.63839674e-02,
1.94263667e-01, -4.03137416e-01, -3.10042644e+00,
-3.79884727e-02},
{ -5.82568407e-01, -1.74515140e+00, 3.33087897e+00,
-7.22356439e-01, -1.45680368e+00, -4.70014364e-01,
-1.06481159e+00, -1.35032535e+00, -4.55393866e-02,
-1.48905981e+00, -1.00669384e+00, -6.30468667e-01,
2.86046672e+00, 8.68200004e-01, -5.15112996e-01,
3.15855932e+00, 2.32068944e+00, 8.94455850e-01,
-2.22938681e+00, -6.79344963e-03, -1.47707164e+00,
-1.17498314e+00, 3.57904768e+00, 9.85592782e-01,
-1.77092659e+00},
{ -1.15347384e-02, 2.49404952e-01, -1.20447254e+00,
-4.41762879e-02, -9.67134954e-04, 3.80165517e-01,
-3.99712799e-03, -1.42201707e-02, -4.39821434e+00,
-5.85882589e-02, 3.57881010e-01, 2.15826377e-01,
-1.67496586e+00, -3.19855952e+00, 9.73966360e-01,
-1.96593451e+00, -1.84188366e+00, -4.29911232e+00,
-1.65362373e-01, -1.20334454e-01, 1.23835474e-01,
1.53278157e-01, -5.79331934e-01, -4.66145086e+00,
1.83903828e-01},
{ 2.38426492e-01, -9.16174293e-01, -7.38907605e-02,
2.47204676e-01, -1.12088144e+00, 1.10634034e-02,
-2.31321186e-01, 8.37104797e-01, 1.40236235e+00,
-4.62082028e-01, 5.02977848e-01, 9.49612916e-01,
-1.02918610e-01, -1.49485976e-01, -3.71294804e-02,
-1.74975514e-01, -1.12852104e-01, 1.55147624e+00,
6.91788852e-01, -3.90361935e-01, 6.65787697e-01,
3.05462569e-01, -4.95255068e-02, 1.06481624e+00,
-5.35183549e-01},
{ 1.41458083e-02, -8.67053121e-02, 9.64073241e-02,
1.09618828e-01, -4.77306992e-01, 3.94042075e-01,
-1.14950471e-01, 1.53527781e-01, -3.83409947e-01,
-7.85161257e-02, -1.42796233e-01, 1.93828568e-01,
1.38530016e-01, -2.81195849e-01, -3.74470294e-01,
-2.72195607e-01, 2.20787331e-01, 1.29464626e-01,
-8.02201629e-02, -2.69317806e-01, -9.84419212e-02,
-2.27821078e-02, 3.44365060e-01, -1.16029091e-01,
-2.64703423e-01},
{ 1.34766623e-01, -1.20991111e-01, 3.34724449e-02,
2.52914941e-03, -2.64777929e-01, -5.95522344e-01,
2.02603519e-01, 2.52085376e+00, 1.54131398e-01,
-2.38074616e-01, -2.99706340e-01, -3.87100488e-01,
8.84682834e-02, 2.08000019e-02, 2.53582150e-01,
1.43774495e-01, 1.25045046e-01, 9.86071169e-01,
1.23701036e+00, 3.03617697e-02, -7.91082799e-01,
-9.10492659e-01, 3.13831009e-02, 9.40986633e-01,
-3.91976088e-02},
{ -8.52880836e-01, -2.07762122e+00, 7.52113312e-02,
-7.94570148e-01, -2.56566978e+00, -9.77750242e-01,
-1.78293657e+00, -1.84843206e+00, 8.91944349e-01,
-2.68682528e+00, -1.20821452e+00, -1.17794383e+00,
2.17927154e-02, 8.00469592e-02, -1.40710032e+00,
-2.27121357e-02, -2.92495675e-02, 1.74025357e+00,
-2.06107426e+00, -2.13884622e-01, -1.48232937e+00,
-1.28392088e+00, 6.42110556e-02, 1.60953689e+00,
-2.14838243e+00},
{ 8.48823369e-01, 4.13941002e+00, -1.52600658e+00,
9.38794792e-01, 4.20865107e+00, -2.36518168e+00,
1.36534548e+00, 1.10957408e+00, 2.34171724e+00,
2.68750978e+00, -1.16822088e+00, -1.36754704e+00,
-1.67394173e+00, -9.72189844e-01, 6.86267376e-01,
-1.81671715e+00, -1.44346881e+00, -1.66840270e-01,
4.96791458e+00, -4.65554669e-02, -2.15520740e-01,
-6.10621035e-01, -1.80306494e+00, 2.81385243e-01,
3.48979092e+00},
};
for (iii = 0; iii < n2; iii++) {
for (jjj = 0; jjj < m3; jjj++) {
out2[iii][jjj] = 0;
for (kkk = 0; kkk < m2; kkk++)
out2[iii][jjj] += final_out1[iii][kkk] * mat3[kkk][jjj];
}
}
typedef double b3[1][b3];
const b3 bias3 = {
{ -0.86310875, -0.10558602, -0.05318763, -0.9552186 , -0.06682722,
0.03488874, -0.83348477, -0.64578617, 0.09875579, -0.4013883 ,
0.03498227, 0.04505071, 0.0132815 , -0.12420791, -0.85949373,
0.01071038, -0.00788814, 0.04645443, -0.01039787, -0.10380992,
0.02596321, 0.06262553, -0.01339111, 0.01374992, -0.13579182},
};
for(x2=0; x2<out_r2; ++x2) {
for(v2=0; v2<out_c2; ++v2){
temp2=out2[x2][v2] + bias3[x2][v2];
final_out2[x2][v2]=max(q,temp2);
}
}
for (iiii = 0; iiii < n3; iiii++) {
for (jjjj = 0; jjjj < m4; jjjj++) {
out3[iiii][jjjj] = 0;
for (kkkk = 0; kkkk < m3; kkkk++){
mat4[0][0]= -3.3785832e+00 ;
mat4[0][1]= -9.1135554e-02 ;
mat4[0][2]= -4.0014505e+00 ;
mat4[0][3]= 4.0341458e+00 ;
mat4[0][4]= 5.7558980e+00 ;
mat4[0][5]= 4.5396242e+00 ;
mat4[0][6]= 4.8423505e+00 ;
mat4[0][7]= 6.4640832e+00 ;
mat4[0][8]= 6.9754348e+00 ;
mat4[0][9]= -4.0556526e+00;
mat4[0][10]= -1.1052726e-01 ;
mat4[0][11]= -3.2438195e+00 ;
mat4[0][12]= 4.4186239e+00 ;
mat4[0][13]= 5.0101280e+00 ;
mat4[0][14]= -3.3678532e+00 ;
mat4[0][15]= 2.8183925e-01 ;
mat4[0][16]= 5.3808212e+00 ;
mat4[0][17]= -2.2414407e-01 ;
mat4[0][18]= -3.8525810e+00 ;
mat4[0][19]= -3.2130616e+00 ;
mat4[1][0]= -1.2241553e+00 ;
mat4[1][1]= 6.0587966e-01 ;
mat4[1][2]= -1.3091642e+00 ;
mat4[1][3]= 1.4428777e+00 ;
mat4[1][4]= 1.7644593e+00 ;
mat4[1][5]= 6.6794622e-01 ;
mat4[1][6]= 6.1581630e-01 ;
mat4[1][7]= 2.4986408e+00 ;
mat4[1][8]= 3.0527046e+00 ;
mat4[1][9]= -1.7100886e+00 ;
mat4[1][10]= 1.0848160e+00 ;
mat4[1][11]= -1.5303446e+00 ;
mat4[1][12]= 1.1052351e+00 ;
mat4[1][13]= 1.3680123e+00 ;
mat4[1][14]= -1.0916045e+00 ;
mat4[1][15]= 3.1195142e+00 ;
mat4[1][16]= 1.4693182e+00 ;
mat4[1][17]= -4.3553716e-01 ;
mat4[1][18]= -1.2891014e+00;
mat4[1][19]= -1.6900247e+00 ;
mat4[2][0]= 1.4375718e+00 ;
mat4[2][1]= 5.7273942e-01 ;
mat4[2][2]= -4.4365302e-01 ;
mat4[2][3]= 2.2158954e-01 ;
mat4[2][4]= -1.0063357e-02 ;
mat4[2][5]= -6.7078896e-02 ;
mat4[2][6]= -1.4114545e-01;
mat4[2][7]= -2.2076973e-01 ;
mat4[2][8]= -1.1941920e-01 ;
mat4[2][9]= 1.0152134e-01 ;
mat4[2][10]= 3.5356942e-01 ;
mat4[2][11]= 1.9486028e+00 ;
mat4[2][12]= 1.1171284e-01 ;
mat4[2][13]= -1.0645981e+00 ;