This version is using ML stochastic gradient descent with momentum to implement my code.

[1] 1557
[1] 0.02076170555632482830899
[1] 0.02075821629561338393932
[1] 0.02073464148495737097155
[1] 0.02072771554360661183658
[1] 0.02072753731602616777963

                            [,1]                      [,2]
[1,]  0.000000000000000000000000 0.02077540744432483654780
[2,]  0.007979727989493312634295 0.02078840197518659616005
[3,] -0.009714451465470119728707 0.02076170555632482830899
[4,] -0.012490009027033011079766 0.02075821629561338393932
[5,] -0.038510861166685117495945 0.02073464148495737097155
[6,] -0.057939764097625356953358 0.02072771554360661183658
[7,] -0.059674487573602164047770 0.02072753731602616777963
---
title: "Stochastic Gradient Descent with Momentum"
output: html_notebook
date: 4-10-17
---

This version is using ML stochastic gradient descent with momentum to implement my code. 

```{r, echo=FALSE, message=FALSE, warning=FALSE}
dir <- "../data/"

# Import data from the raw.RData which is gennerated from the RefDB.carbon txt file, so no need to read every refDB files.
requiredPackages = c("data.table", "seqinr", "plyr")
for(p in requiredPackages){
        if(!require(p,character.only = TRUE)) install.packages(p)
        library(p,character.only = TRUE)
}

load("../data/RefDB_prior.RData")
load("../data/raw.RData")
carbonDat <- lapply(dat, function(i){
        table <- data.table(ID=i[,1], AA=i[,2], SS=i[,3], CA=as.numeric(i[,4]), CB=as.numeric(i[,5]))
        return(table)
})

carbonDat_narm <- lapply(carbonDat, function(i){
        table <- na.omit(i)
        return(table)
})

carbonDat_GU <- lapply(carbonDat, function(i){
        table <- i[which(i$AA=="G" & i$SS!="U"),]
        table$CB <- NULL
        table <- na.omit(table)
        return(table)
})

carbonDat_rmGU <- lapply(carbonDat_narm, function(i){
        table <- i[which(i$AA!="G" & i$SS!="U"),]
        return(table)
})

AA_SS_label <- prior[[987]][,1:2]
AA_SS_label <- rbind(AA_SS_label, data.frame(AA="G", SS="B"), data.frame(AA="G", SS="C"), data.frame(AA="G", SS="H"))
AA_SS_label_counts <- cbind(AA_SS_label, counts = rep(0, 60))

# prior_freq <- lapply(carbonDat, function(i){
#         actualCounts <- as.data.frame(table(i[,2:3]))
#         actualFreqs <- AA_SS_label_counts
#         for(j in 1:nrow(AA_SS_label_counts)){
#                 aa <- unlist(AA_SS_label_counts[j,]["AA"])
#                 ss <- unlist(AA_SS_label_counts[j,]["SS"])
#                 if (aa %in% actualCounts$AA & ss %in% actualCounts$SS){
#                         actualFreqs[j,3] <- actualCounts[(actualCounts$AA %in% aa & actualCounts$SS%in%ss), 3]
#                 }
#         }
#         actualFreqs[,3] <- actualFreqs[,3]/sum(actualFreqs[,3])
#         return(actualFreqs)
# })

# save(prior_freq, file = "./data/prior_freq.RData")
load("../data/prior_freq.RData")
SecondaryStructures.v  = c("B", "C", "H")
Resonances.v = c("CA", "CB")
options(digits=22)

length(carbonDat_GU)



AaCodesSingle.v = c("A", "B", "C", "D", "E", "F", "H", "I", "K", "L", "M", "N", "P", "Q", "R", "S", "T", "V", "W", "Y")
AaCodesSingle19.v = c("A", "C", "D", "E", "F", "H", "I", "K", "L", "M", "N", "P", "Q", "R", "S", "T", "V", "W", "Y")
AaCodes3LetterAllCap.v = c("ALA", "CYS", "ASP", "GLU", "PHE", "HIS", "ILE", "LYS", "LEU", "MET", "ASN", "PRO", "GLN", "ARG", "SER", "THR", "VAL", "TRP","TYR")
AaCodes3Letter1stCap.v = c("Ala", "Cys", "Asp", "Glu", "Phe", "His", "Ile", "Lys", "Leu", "Met", "Asn", "Pro", "Gln", "Arg", "Ser", "Thr", "Val", "Trp","Tyr")
# Reading in all the statisitcs
RefDB.StatCA <- read.csv(paste(dir, "RefDB.caStat.csv", sep=""))



# Find all the mean and sd:
# Reading in all the statisitcs
RefDB.StatCA <- read.csv(paste(dir, "RefDB.caStat.csv", sep=""))
RefDB.StatCB <- read.csv(paste(dir, "RefDB.cbStat.csv", sep=""))
RefDB.StatCB <- RefDB.StatCB[which(RefDB.StatCB$Residue!="Gly"),] # Remove the glycine
CarbonCov.t <- read.csv(paste(dir, "CarbonCovTable_BC.csv", sep=""))


# Reading in the population statistics
PopStats <- read.table(paste(dir, "aaPopStat.csv", sep=""))

# Generate average covariance
AvgCov.t <- read.csv(paste(dir, "avgCov_BC.csv", sep="")) # rowName is from the AaCodesSingle.v
# Generate covariance based on secondary structure
CarbonCov.t <- CarbonCov.t[-grep("-A", CarbonCov.t$"AA.SS"),]

# Find all the mean and sd:
CASdTable = data.frame(RefDB.StatCA$Residue, RefDB.StatCA$Coil.sd, RefDB.StatCA$Helix.sd, RefDB.StatCA$Beta.sd, RefDB.StatCA$Avg.sd)
colnames(CASdTable) = c("Residue", "C", "H", "B", "A")

CBSdTable = data.frame(RefDB.StatCB$Residue, RefDB.StatCB$Coil.sd, RefDB.StatCB$Helix.sd, RefDB.StatCB$Beta.sd, RefDB.StatCB$Avg.sd)
colnames(CBSdTable) = c("Residue", "C", "H", "B", "A")

CAMuTable = data.frame(RefDB.StatCA$Residue, RefDB.StatCA$Coil.mu, RefDB.StatCA$Helix.mu, RefDB.StatCA$Beta.mu, RefDB.StatCA$Avg.mu)
colnames(CAMuTable) = c("Residue", "C", "H", "B", "A")

CBMuTable = data.frame(RefDB.StatCB$Residue, RefDB.StatCB$Coil.mu, RefDB.StatCB$Helix.mu, RefDB.StatCB$Beta.mu, RefDB.StatCB$Avg.mu)
colnames(CBMuTable) = c("Residue", "C", "H", "B", "A")

covMatrix.D.f <- function( name ){
        
        AA.name <- unlist(strsplit(name, "-"))[1]
        SS.name <- unlist(strsplit(name, "-"))[2]
        
        sd.ca <- CASdTable[CASdTable$Residue==AA.name,][SS.name]
        sd.cb <- CBSdTable[CBSdTable$Residue==AA.name,][SS.name]
        sd.ca.double <- as.double(sd.ca)
        sd.cb.double <- as.double(sd.cb)
        
        v <- CarbonCov.t[CarbonCov.t[,1]==name,][,2]
        covMatrix <- matrix(c(sd.ca.double^2, v, v, sd.cb.double^2), 2 , 2, byrow = T)
        return(covMatrix)
}

#test.cov.B <- covMatrix.B.f(name = "B-C")
#test.cov.B

invCovMatList.l.D = list()
for(aass in CarbonCov.t$AA.SS ){
        CovMatrix = covMatrix.D.f(aass)
        invCovMatrix = solve(CovMatrix)
        invCovMatList.l.D[[aass]] = invCovMatrix
}
# Glycine Probability #######################################################################################
glyProb.f = function(para){
        prob = 2*pnorm(-abs(para))
        return(prob)
}

caBMu <- CAMuTable[CAMuTable$Residue=="G", "B"]
caCMu <- CAMuTable[CAMuTable$Residue=="G", "C"]
caHMu <- CAMuTable[CAMuTable$Residue=="G", "H"]

caBSd <- CASdTable[CASdTable$Residue=="G", "B"]
caCSd <- CASdTable[CASdTable$Residue=="G", "C"]
caHSd <- CASdTable[CASdTable$Residue=="G", "H"]

# All the rest 19 AAs #######################################################################################
ChiStr.f <- function(dataCaCb.v, secondaryStructure, invCovMatList) {
        names <- c()
        chiStr.v <- c()
        ss <- secondaryStructure
        dataCaCb.m <- as.matrix(dataCaCb.v)
        
        for (aa in AaCodesSingle.v) {
                name <- paste(aa, secondaryStructure, sep = "-")
                names <- c(names, name)
                caMu <- CAMuTable[CAMuTable$Residue==aa, ss]
                cbMu <- CBMuTable[CBMuTable$Residue==aa, ss]
                mean.m <- as.matrix(c(caMu, cbMu))
                invCov <- invCovMatList[[name]]
                
                dataCaCb.m <- as.matrix(dataCaCb.v)
                chiStr <- t(dataCaCb.m - mean.m) %*% invCov %*% (dataCaCb.m - mean.m)
                chiStr.v <- c(chiStr.v, chiStr)
        }
        
        names(chiStr.v) <- names
        return(chiStr.v)
}

AaProb.f = function(chiStr){
        prob = dchisq(chiStr, df=2)
        return(prob)
}
```

```{r, echo=FALSE, message=FALSE, warning=FALSE}
k <- 1
tmpGlyDat <- as.data.frame(carbonDat_GU[[k]])
tmpDat <- as.data.frame(carbonDat_rmGU[[k]])
if(nrow(tmpGlyDat) > 0 & nrow(tmpDat) > 0){
        ca <- as.matrix(tmpGlyDat[,4])
        seq <- tmpDat[,2]
        ss <- tmpDat[,3]
        cacb <- as.matrix(tmpDat[,4:5])
        
        tmpPrior <- apply(AA_SS_label, 1, function(x){
                aa <- x[1]
                ss <- x[2]
                
                pp <- prior[[k]]$Freq[which(prior[[k]]$AA==aa & prior[[k]]$SS==ss)]
                ssPrior <- ifelse(length(pp)==0, 0, pp)
                return(ssPrior)
                
        })
        tmpPrior <- cbind(AA_SS_label, tmpPrior)
                # tmpPrior <- rep(1, len=60)
                # tmpPrior <- control
                
        dat_ca = ca; error = 0; dat_cacb=cacb; invCovMatList = invCovMatList.l.D;  sequence=seq; ss_prior=tmpPrior
        sequence = c2s(sequence)
        aaFreq = ss_prior
        ss_prior$tmpPrior[ss_prior$tmpPrior!=0] <- 1
        ss_prior <- ss_prior$tmpPrior
}
```


```{r, echo=FALSE, message=FALSE, warning=FALSE}
SumAbsDiff.f <- function(step, dat_cacb, dat_ca, aaFreq, invCovMatList, ss_prior) {
        sumAaProb.v <- rep(0, 57)
        testDataLen <- nrow(dat_cacb)
        
        
        for (i in 1:testDataLen) {
                aaProb.v <- c()
                CaCbCS.v <- c(dat_cacb[i, 1] + step, dat_cacb[i, 2] + step)
                CaCbCS.v.flip <- rev(CaCbCS.v)
                
                # a = ChiStr.f(CaCbCS.v, secondaryStructure = "H", invCovMatList)
                # b = ChiStr.f(CaCbCS.v.flip, secondaryStructure = "H", invCovMatList)
                # 
                # c = rbind(a, b)
                # d <- apply(c,2,min)
                
                chiStrH.v <- apply(rbind(ChiStr.f(CaCbCS.v, secondaryStructure = "H", invCovMatList), 
                                         ChiStr.f(CaCbCS.v.flip, secondaryStructure = "H", invCovMatList)), 2, min)
                chiStrB.v <- apply(rbind(ChiStr.f(CaCbCS.v, secondaryStructure = "B", invCovMatList), 
                                         ChiStr.f(CaCbCS.v.flip, secondaryStructure = "B", invCovMatList)), 2, min)
                chiStrC.v <- apply(rbind(ChiStr.f(CaCbCS.v, secondaryStructure = "C", invCovMatList), 
                                         ChiStr.f(CaCbCS.v.flip, secondaryStructure = "C", invCovMatList)), 2, min)
                
                chiStr.v <- c(chiStrB.v, chiStrC.v, chiStrH.v)  # 19 AA SS Order: B, C, H
                
                Prob <- AaProb.f(chiStr.v)
                Prob[3] <- Prob[2] + Prob[3]
                Prob[23] <- Prob[22] + Prob[23]
                Prob[43] <- Prob[42] + Prob[43]
                Prob <- Prob[-c(2,22,42)]
                
                PostProb <- Prob*ss_prior[1:57]
                sumAaProb.v <- sumAaProb.v + PostProb
        }
        
        testDataLen_ca <- nrow(dat_ca)
        glyProb <- rep(0, 3)
        caCs <- dat_ca + step
        for (i in 1:testDataLen_ca) {
                z <- c( (caCs[i] - caBMu)/caBSd, (caCs[i] - caHMu)/caHSd, (caCs[i] - caCMu)/caCSd ) # Order: B, C, H
                #print(z)
                glyProb <- glyProb + glyProb.f(z)
        }
        
        sumAaProb.v <- c(sumAaProb.v, glyProb*ss_prior[58:60])
        sumAaProb.v <- sumAaProb.v/sum(sumAaProb.v)
        
        ##### Control added here 3, 15
        L2norm <- sum((sumAaProb.v*probControl - aaFreq$tmpPrior*freqControl)^2)
        grad <- 2*(sum(sumAaProb.v*probControl - aaFreq$tmpPrior*freqControl))
        
        return(c(L2norm, grad))
}
```

```{r, echo=FALSE, message=FALSE, warning=FALSE}
####################### Gradient Descent Function #######################
control <- rep(1, len=60)
freqControl <- probControl <- control
GradDec.f = function(start_point=0, dat_ca, dat_cacb, invCovMatList, sequence, ss_prior, aaFreq, epi = 0.000002){
        
        # gradient descent implementation
        xtrace <- x <- start_point # store x -values for graphing purposes (initial)
        f <- SumAbsDiff.f(x, dat_cacb, dat_ca, aaFreq, invCovMatList, ss_prior)
        grad <- gradtrace<- f[2]
        residual <- residualftrace <- f[1]
        learn.rate = 100000000000000
        
        x <- x - grad*learn.rate
        f <- SumAbsDiff.f(x, dat_cacb, dat_ca, aaFreq, invCovMatList, ss_prior)
        xtrace <- c(xtrace, x)
        grad <- f[2]
        residual <-f[1]
        gradtrace <- c(gradtrace, grad)
        residualftrace <- c(residualftrace, residual)
        
        while (abs(residual-residualftrace[length(residualftrace)-1])>epi) {
                
                if((xtrace[length(xtrace)-1]<x & residualftrace[length(residualftrace)-1]>residual) | 
                   (xtrace[length(xtrace)-1]>x & residualftrace[length(residualftrace)-1]<residual) ){
                        s = 1
                }else if((xtrace[length(xtrace)-1]<x & residualftrace[length(residualftrace)-1]<residual) | 
                   (xtrace[length(xtrace)-1]>x & residualftrace[length(residualftrace)-1]>residual) ){
                        s = -1
                }
                
                
                x <- x + s*abs(grad)*learn.rate
                f <- SumAbsDiff.f(x, dat_cacb, dat_ca, aaFreq, invCovMatList, ss_prior)
                
                xtrace <- c(xtrace, x)
                grad <- f[2]
                residual <-f[1]
                gradtrace <- c(gradtrace, grad)
                residualftrace <- c(residualftrace, residual)
                print(residual)
                
        }
        
        plot ( xtrace , residualftrace , type="b",col="blue")
        points (xtrace[length(xtrace)],residualftrace[length(residualftrace)] ,col="red")
        return(list(xtrace, residualftrace))
}

sgd <- GradDec.f(start_point=0, dat_ca, dat_cacb, invCovMatList, sequence, ss_prior, aaFreq, epi = 0.000002)
```

```{r, echo=FALSE, message=FALSE, warning=FALSE}
cbind(sgd[[1]], sgd[[2]])
```
