#'\code{write_lp_file_downsampling}
#'
#'Wting of the LP file
#'
write_lp_file_downsampling <- function(dataGMM,
pknList,
targets,
experiments,
penFac){
# Build the matrix wth the necessary data for all the species in the prior knowledge
dataMatrix <- buildDataMatrix(dataGMM = dataGMM, pknList = pknList, targets = targets, experiments = experiments)
# SIF file for the prior knowledge interactions
sif <- createSIF(pknList = pknList)
# Creating lists containing all our variables
binary_x <- create_binary_variables_for_x_vector(dataMatrix = dataMatrix)
binary_y <- create_binary_variables_for_y_vector(pknList = pknList)
binary_z <- create_binary_variables_for_z_vector(pknList = pknList, dataMatrix = dataMatrix)
binary_orin_orout <- create_orin_orout_variables(dataMatrix = dataMatrix, targets = targets, pknList = pknList)
binaries <- create_binaries(binaries_x = binary_x, binaries_z = binary_z, binaries_in_out = binary_orin_orout, binaries_y = binary_y)
# save mapping information
saveRDS(binaries, file="tmp_binaries.rds")
# Writing the objective function
oF <- write_objective_function(dataMatrix = dataMatrix, binaries = binaries, sizePen = penFac)
# Writing the bounds and also all the vvariables
bounds <- write_boundaries(binaries = binaries, pknList = pknList, M = 100, dataMatrix = dataMatrix)
# Writing equality constraints
eC <- write_equality_constraints(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writing Constraint - 1
c1 <- write_constraints_1(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writing Constraint - 2
c2 <- write_constraints_2(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writing Constraint - 3
c3 <- write_constraints_3(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writing Constraint - 4
c4 <- write_constraints_4(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writeing Constraint - 5
c5 <- write_constraints_5(dataMatrix = dataMatrix, binaries = binaries, pknList = pknList)
# Writeing Constraint - 6
c6 <- write_self_activating_constraints(pknList = pknList, binaries = binaries, dataMatrix = dataMatrix, M = 100)
# Writeing Constraint - 7
# c7 <- write_in_out_constraints(binaries = binaries, targets = targets, dataMatrix = dataMatrix, pknList = pknList)
# Putting all constraints together in one file
# allC <- all_constraints(equalityConstraints = eC, constraints1 = c1, constraints2 = c2, constraints3 = c3, constraints4 = c4, constraints5 = c5, constraints6 = c(c6, c7))
allC <- all_constraints(equalityConstraints = eC, constraints1 = c1, constraints2 = c2, constraints3 = c3, constraints4 = c4, constraints5 = c5, constraints6 = c6)
# write(bounds, file = "bounds.txt")
# write(binaries[[1]], file = "Integers.txt")
# write(allC, file = "allConstraints.txt")
# write the .lp file
data = "testFile.lp"
write("enter Problem", data)
write("", data, append = TRUE)
write("Minimize", data, append = TRUE)
write(oF, data, append = TRUE)
write("Subject To", data, append = TRUE)
write(allC, data, append = TRUE)
write("Bounds", data, append = TRUE)
write(bounds, data, append = TRUE)
write("Binaries", data, append = TRUE)
write(binaries[[1]], data, append = TRUE)
write("End", data, append = TRUE)
# write cplexCommand file
data2 = "cplexCommand.txt"
write("read testFile.lp", data2)
write(paste0("set mip tolerances mipgap ", 0), data2, append = TRUE)
write(paste0("set mip pool relgap ", 0), data2, append = TRUE)
write("optimize", data2, append = TRUE)
write("write results1.txt sol all", data2, append = TRUE)
write("quit", data2, append = TRUE)
}
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