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start_coupled.R
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start_coupled.R
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# | (C) 2006-2022 Potsdam Institute for Climate Impact Research (PIK)
# | authors, and contributors see CITATION.cff file. This file is part
# | of REMIND and licensed under AGPL-3.0-or-later. Under Section 7 of
# | AGPL-3.0, you are granted additional permissions described in the
# | REMIND License Exception, version 1.0 (see LICENSE file).
# | Contact: [email protected]
##################################################################
################# D E F I N E debug_coupled #####################
##################################################################
# This function will be called in start_coupled() instead of the regular
# submit() (for REMIND) and start_run (for MAgPIE) functions if the debug
# mode is set to TRUE in start_coupled().
# It creates empty output folders and copies dummy reports into them
# without calling the start scripts of the models.
debug_coupled <- function(model = NULL, cfg) {
if(is.null(model)) stop("COUPLING DEBUG: Coupling was run in debug mode but no model was specified")
message(" Creating results folder ", cfg$results_folder)
if (!file.exists(cfg$results_folder)) {
dir.create(cfg$results_folder, recursive = TRUE, showWarnings = FALSE)
} else if (!cfg$force_replace) {
stop(paste0("Results folder ",cfg$results_folder," could not be created because it already exists."))
} else {
message(" Deleting results folder because it already exists: ", cfg$results_folder)
unlink(cfg$results_folder, recursive = TRUE)
dir.create(cfg$results_folder, recursive = TRUE, showWarnings = FALSE)
}
if (model == "rem") {
message("COUPLING DEBUG: assuming REMIND")
report <- "/home/dklein/REMIND_generic_C_SSP2EU-Tall-PkBudg1020-imp-rem-5.mif"
to <- paste0(cfg$results_folder,"/REMIND_generic_",cfg$title,".mif")
} else if (model == "mag") {
message("COUPLING DEBUG: assuming MAGPIE")
report <- "/home/dklein/report.mif"
to <- paste0(cfg$results_folder,"/report.mif")
} else {
stop("COUPLING DEBUG: Coupling was started in debug mode but model is unknown")
}
message("COUPLING DEBUG: to = ",to)
if(!file.copy(from = report, to = to)) message("Could not copy ", report, " to ", to)
return(cfg$results_folder)
}
##################################################################
################# D E F I N E start_coupled #####################
##################################################################
start_coupled <- function(path_remind, path_magpie, cfg_rem, cfg_mag, runname, max_iterations = 5, start_iter = 1,
n600_iterations = 0, report = NULL, qos, fullrunname = FALSE,
prefix_runname = "C_", run_compareScenarios = TRUE) {
require(lucode2)
require(gms)
require(magclass)
require(gdx)
library(methods)
library(remind2)
# delete entries in stack that contain needle and append new
.setgdxcopy <- function(needle,stack,new){
matches <- grepl(needle,stack)
out <- c(stack[!matches],new)
return(out)
}
# start coupling in debug mode (just create empty results folders and copy dummy reports without running the models)
debug <- FALSE
mainwd <- getwd() # save folder in which this script is executed
# Retrieve REMIND settings
# cfg_rem <- check_config(cfg_rem, paste0(path_remind,"config/default.cfg"), paste0(path_remind, "modules"),
# extras = c("backup", "remind_folder", "pathToMagpieReport", "cm_nash_autoconverge_lastrun",
# "gms$c_expname", "restart_subsequent_runs", "gms$c_GDPpcScen",
# "gms$cm_CES_configuration", "gms$c_description"))
cfg_rem$slurmConfig <- "direct"
cfg_rem_original <- c(setdiff(cfg_rem$output, "emulator"), "emulator") # save default remind output config and add "emulator" if missing
# retrieve MAgPIE settings
cfg_mag <- check_config(cfg_mag,paste0(path_magpie,"config/default.cfg"),paste0(path_magpie,"modules"))
cfg_mag$sequential <- TRUE
cfg_mag$force_replace <- TRUE
cfg_mag$output <- c("rds_report") # ,"remind","report") # rds_report: MAgPIE4; remind,report: MAgPIE3 (glo.modelstat.csv)
# if provided use ghg prices for land (MAgPIE) from a different REMIND run than the one MAgPIE runs coupled to
use_external_ghgprices <- ifelse(is.na(cfg_mag$path_to_report_ghgprices), FALSE, TRUE)
if (start_iter > max_iterations) stop("### COUPLING ### start_iter > max_iterations")
possible_pathes_to_gdx <- c("input.gdx", "input_ref.gdx", "input_refpolicycost.gdx",
"input_bau.gdx", "input_carbonprice.gdx")
startIterations <- c(start_iter)
# Start REMIND and MAgPIE iteratively
for (i in startIterations) {
message("### COUPLING ### Iteration ", i)
##################################################################
#################### R E M I N D #################################
##################################################################
####################### PREPARE REMIND ###########################
message("### COUPLING ### Preparing REMIND")
message("### COUPLING ### Set working directory from ", getwd())
setwd(path_remind)
message(" to ", getwd(), "\n")
source("scripts/start/submit.R") # provide source of "get_magpie_data" and "start_run"
cfg_rem$results_folder <- paste0("output/",runname,"-rem-",i)
cfg_rem$title <- paste0(runname,"-rem-",i)
cfg_rem$force_replace <- debug # overwrite existing output folders for debug
#cfg_rem$gms$biomass <- "magpie_linear"
# Switch off generation of needless output for all but the last REMIND iteration
if (i < max_iterations) {
cfg_rem$output <- c("reporting", "emulator", "rds_report")
} else {
cfg_rem$output <- cfg_rem_original
}
# change precision only for last run if setup in coupled config
if (i == max_iterations && ! is.null(cfg_rem$cm_nash_autoconvergence_lastrun) && ! is.na(cfg_rem$cm_nash_autoconverge_lastrun)) {
cfg_rem$gms$cm_nash_autoconverge <- cfg_rem$cm_nash_autoconverge_lastrun
}
############ DECIDE IF AND HOW TO START REMIND ###################
outfolder_rem <- NULL
if (is.null(report)) {
if (i == 1) {
######### S T A R T R E M I N D S T A N D A L O N E ##############
cfg_rem$gms$cm_MAgPIE_coupling <- "off"
message("### COUPLING ### No MAgPIE report for REMIND input provided.")
message("### COUPLING ### REMIND will be started in stand-alone mode with\n ", runname, "\n ", cfg_rem$results_folder)
outfolder_rem <- ifelse(debug, debug_coupled(model="rem",cfg_rem), submit(cfg_rem, stopOnFolderCreateError = FALSE))
} else {
stop("I'm in coupling iteration ", i, ", but no REMIND or MAgPIE report from earlier iterations found. That should never have happened.")
}
} else if (grepl(paste0("report.mif"), report)) { # if it is a MAgPIE report
######### S T A R T R E M I N D C O U P L E D ##############
cfg_rem$gms$cm_MAgPIE_coupling <- "on"
if (!file.exists(report)) stop(paste0("### COUPLING ### Could not find report: ", report,"\n"))
message("### COUPLING ### Starting REMIND in coupled mode with\n Report = ", report, "\n Folder = ", cfg_rem$results_folder)
# Keep path to MAgPIE report in mind to have it available after the coupling loop
mag_report_keep_in_mind <- report
cfg_rem$pathToMagpieReport <- report
outfolder_rem <- ifelse(debug, debug_coupled(model="rem",cfg_rem), submit(cfg_rem, stopOnFolderCreateError = FALSE))
############################
} else if (grepl("REMIND_generic_",report)) { # if it is a REMIND report
############### O M I T R E M I N D ###############################
message("### COUPLING ### Omitting REMIND in this iteration\n Report = ", report)
report <- report
} else {
stop(paste0("### COUPLING ### Could not decide whether ",report," is REMIND or MAgPIE output.\n"))
}
if(!is.null(outfolder_rem)) {
report <- paste0(path_remind,outfolder_rem,"/REMIND_generic_",cfg_rem$title,".mif")
message("### COUPLING ### REMIND output was stored in ", outfolder_rem)
if (file.exists(paste0(outfolder_rem,"/fulldata.gdx"))) {
modstat <- readGDX(paste0(outfolder_rem,"/fulldata.gdx"),types="parameters",format="raw",c("s80_bool","o_modelstat"))
if (cfg_rem$gms$optimization == "negishi") {
if (as.numeric(modstat$o_modelstat$val)!=2 && as.numeric(modstat$o_modelstat$val)!=7) stop("Iteration stopped! REMIND o_modelstat was ",modstat," but is required to be 2 or 7.\n")
} else if (cfg_rem$gms$optimization == "nash") {
if (as.numeric(modstat$s80_bool$val)!=1) message("Warning: REMIND s80_bool not 1. Iteration continued though.")
}
} else if (file.exists(paste0(outfolder_rem,"/non_optimal.gdx"))) {
stop("### COUPLING ### REMIND didn't find an optimal solution. Coupling iteration stopped!")
} else if (debug){
# continue
} else {
stop("### COUPLING ### REMIND didn't produce any gdx. Coupling iteration stopped!")
}
# combine REMIND and MAgPIE reports of last coupling iteration (and REMIND water reporting if existing)
report_rem <- paste0(path_remind, outfolder_rem, "/REMIND_generic_", cfg_rem$title,".mif")
if (i == max_iterations) {
# Replace REMIND and MAgPIE with REMIND-MAgPIE and write directly to output folder
tmp_rem_mag <- read.report(report_rem, as.list=FALSE)
getNames(tmp_rem_mag, dim=2) <- gsub("REMIND|MAgPIE", "REMIND-MAgPIE", getNames(tmp_rem_mag, dim=2))
getNames(tmp_rem_mag, dim=1) <- runname
write.report(tmp_rem_mag, file = paste0("output/",runname,".mif"), ndigit = 7)
message("\n### output/", runname, ".mif written: model='REMIND-MAgPIE', scenario='", runname, "'.")
}
}
if (!file.exists(report)) stop(paste0("### COUPLING ### Could not find report: ", report,"\n"))
# If in the last iteration don't run MAgPIE
if (i == max_iterations) {
report_mag <- mag_report_keep_in_mind
break
}
##################################################################
#################### M A G P I E #################################
##################################################################
message("### COUPLING ### Preparing MAgPIE")
message("### COUPLING ### Set working directory from ", getwd())
setwd(path_magpie)
message(" to ", getwd(), "\n")
source("scripts/start_functions.R")
cfg_mag$results_folder <- paste0("output/",runname,"-mag-",i)
cfg_mag$title <- paste0(runname,"-mag-",i)
# Increase MAgPIE resolution n600_iterations before final iteration so that REMIND
# runs n600_iterations iterations using results from MAgPIE with higher resolution
if (i > (max_iterations - n600_iterations)) {
message("Current iteration: ", i, ". Setting MAgPIE to n600\n")
cfg_mag <- setScenario(cfg_mag, "n600", scenario_config = paste0("config/scenario_config.csv"))
}
# Providing MAgPIE with gdx from last iteration's solution only for time steps >= cfg_rem$gms$cm_startyear
# For years prior to cfg_rem$gms$cm_startyear MAgPIE output has to be identical across iterations.
# Because gdxes might slightly lead to a different solution exclude gdxes for the fixing years.
if (i > 1) {
message("### COUPLING ### Copying gdx files from previous iteration")
gdxlist <- paste0("output/", runname, "-mag-", i-1, "/magpie_y", seq(cfg_rem$gms$cm_startyear,2150,5), ".gdx")
cfg_mag$files2export$start <- .setgdxcopy(".gdx",cfg_mag$files2export$start,gdxlist)
}
message("### COUPLING ### MAgPIE will be started with\n Report = ", report, "\n Folder = ", cfg_mag$results_folder)
cfg_mag$path_to_report_bioenergy <- report
# if no different mif was set for GHG prices use the same as for bioenergy
if(! use_external_ghgprices) cfg_mag$path_to_report_ghgprices <- report
########### START MAGPIE #############
outfolder_mag <- ifelse(debug, debug_coupled(model="mag", cfg_mag), start_run(cfg_mag, codeCheck=FALSE))
######################################
message("### COUPLING ### MAgPIE output was stored in ", outfolder_mag)
report_mag <- paste0(path_magpie, outfolder_mag, "/report.mif")
report <- report_mag
# Checking whether MAgPIE is optimal in all years
file_modstat <- paste0(outfolder_mag, "/glo.magpie_modelstat.csv")
if (debug) {
modstat_mag <- 2
} else if (file.exists(file_modstat)) {
modstat_mag <- read.csv(file_modstat, stringsAsFactors = FALSE, row.names=1, na.strings="")
} else {
modstat_mag <- readGDX(paste0(outfolder_mag, "/fulldata.gdx"), "p80_modelstat", "o_modelstat", format="first_found")
}
if (!all((modstat_mag == 2) | (modstat_mag == 7)))
stop("Iteration stopped! MAgPIE modelstat is not 2 or 7 for all years.\n")
} # End of coupling iteration loop
message("### COUPLING ### Coupling iteration ", i, "/", max_iterations, " completed");
message("### COUPLING ### Set working directory from ", getwd());
setwd(mainwd)
message(" to ", getwd(), "\n")
if (length(rownames(cfg_rem$RunsUsingTHISgdxAsInput)) > 0) {
# fulldatapath may be written into gdx paths of subsequent runs
fulldatapath <- paste0(path_remind, cfg_rem$results_folder, "/fulldata.gdx")
stamp <- format(Sys.time(), "_%Y-%m-%d_%H.%M.%S")
# Loop possible subsequent runs, saving path to fulldata.gdx of current run (== cfg_rem$title) to their cfg files
for (run in rownames(cfg_rem$RunsUsingTHISgdxAsInput)) {
message("\nPrepare subsequent run ", run, ":")
subseq.env <- new.env()
RData_file <- paste0(run, ".RData")
load(RData_file, envir = subseq.env)
pathes_to_gdx <- intersect(possible_pathes_to_gdx, names(subseq.env$cfg_rem$files2export$start))
gdx_na <- is.na(subseq.env$cfg_rem$files2export$start[pathes_to_gdx])
needfulldatagdx <- names(subseq.env$cfg_rem$files2export$start[pathes_to_gdx][subseq.env$cfg_rem$files2export$start[pathes_to_gdx] == fullrunname & !gdx_na])
message("In ", RData_file, ", use current fulldata.gdx path for ", paste(needfulldatagdx, collapse = ", "), ".")
subseq.env$cfg_rem$files2export$start[needfulldatagdx] <- fulldatapath
if (isTRUE(subseq.env$path_report == runname)) subseq.env$path_report <- report_mag
save(list = ls(subseq.env), file = RData_file, envir = subseq.env)
# Subsequent runs will be started using submit.R, if all necessary gdx files were generated
gdx_exist <- grepl(".gdx", subseq.env$cfg_rem$files2export$start[pathes_to_gdx])
if (all(gdx_exist | gdx_na)) {
message("Starting subsequent run ", run)
# for the sbatch command set the number of tasks per node
if (subseq.env$cfg_rem$gms$optimization == "nash" && subseq.env$cfg_rem$gms$cm_nash_mode == "parallel") {
# for nash: set the number of CPUs per node to number of regions + 1
nr_of_regions <- length(unique(read.csv2(subseq.env$cfg_rem$regionmapping)$RegionCode)) + 1
} else {
# for negishi: use only one CPU
nr_of_regions <- 1
}
logfile <- file.path("output", subseq.env$fullrunname, "log.txt")
if (! file.exists(dirname(logfile))) dir.create(dirname(logfile))
subsequentcommand <- paste0("sbatch --qos=", subseq.env$qos, " --job-name=", subseq.env$fullrunname, " --output=", logfile,
" --mail-type=END --comment=REMIND-MAgPIE --tasks-per-node=", nr_of_regions,
" --wrap=\"Rscript start_coupled.R coupled_config=", RData_file, "\"")
message(subsequentcommand)
if (length(needfulldatagdx) > 0) {
system(subsequentcommand)
} else {
message(RData_file, " already contained a gdx for this run. To avoid runs to be started twice, I'm not starting it. You can start it by running the command directly above.")
}
} else {
message(run, " is still waiting for: ",
paste(unique(subseq.env$cfg_rem$files2export$start[pathes_to_gdx][!(gdx_exist | gdx_na)]), collapse = ", "), ".")
}
} # end of loop through possible subsequent runs
}
message("\nEnd of starting subsequent runs\n")
if (i == max_iterations) {
# Read runtime of ALL coupled runs (not just the current scenario) and produce comparison pdf
remindpath <- paste0(path_remind, "output")
magpiepath <- paste0(path_magpie, "output")
message("\n### COUPLING ### Preparing runtime.pdf");
runs <- findCoupledruns(resultsfolder = remindpath)
ret <- findIterations(runs, modelpath = c(remindpath, magpiepath), latest = FALSE)
readRuntime(ret, plot=TRUE, coupled=TRUE)
unlink(c("runtime.log", "runtime.out", "runtime.rda"))
if (max_iterations > 1) {
# set required variables and execute script to create convergence plots
message("### COUPLING ### Preparing convergence pdf");
source_include <- TRUE
runs <- runname
folder <- "./output"
source("scripts/output/comparison/plot_compare_iterations.R", local = TRUE)
cs_runs <- findIterations(runname, modelpath = remindpath, latest = FALSE)
cs_name <- paste0("compScen-rem-1-", max_iterations, "_", runname)
cs_qos <- if (!isFALSE(run_compareScenarios)) run_compareScenarios else "short"
cs_command <- paste0("sbatch --qos=", cs_qos, " --job-name=", cs_name, " --output=", cs_name, ".out --error=",
cs_name, ".out --mail-type=END --time=60 --wrap='Rscript scripts/cs2/run_compareScenarios2.R outputDirs=",
paste(cs_runs, collapse=","), " profileName=REMIND-MAgPIE outFileName=", cs_name,
" regionList=World,LAM,OAS,SSA,EUR,NEU,MEA,REF,CAZ,CHA,IND,JPN,USA mainRegName=World'")
if (! isFALSE(run_compareScenarios)) {
message("### Coupling ### Start compareScenario ", cs_name)
message(cs_command)
system(cs_command)
} else {
message("### Coupling ### If you want a compareScenario with name ", cs_name, ", run:")
message(cs_command)
}
}
}
message("### start_coupled() finished. ###")
}
##################################################################
################# E X E C U T E start_coupled ###################
##################################################################
require(lucode2)
# Manual call:
# Rscript start_coupled.R coupled_config=runname.RData
readArgs("coupled_config")
load(coupled_config)
# backwards compatibility
if (! exists("fullrunname")) fullrunname <- runname
if (! exists("prefix_runname")) prefix_runname <- "C_"
if (! exists("run_compareScenarios")) run_compareScenarios <- "short"
start_coupled(path_remind, path_magpie, cfg_rem, cfg_mag, runname, max_iterations, start_iter,
n600_iterations, path_report, qos, fullrunname, prefix_runname, run_compareScenarios)
message("### Print warnings ###")
warnings()
message("### End start_coupled.R ###")