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start_coupled.R
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start_coupled.R
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# | (C) 2006-2024 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 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, magpie_empty = FALSE) {
require(lucode2)
require(gms)
require(magclass)
require(gdx)
library(methods)
library(remind2)
source("scripts/start/combine_slurmConfig.R")
errorsfound <- 0
# 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)
}
mainwd <- getwd() # save folder in which this script is executed
# Retrieve REMIND settings
# cfg_rem <- check_config(cfg_rem, file.path(path_remind, "config", "default.cfg"), file.path(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, file.path(path_magpie, "config", "default.cfg"), file.path(path_magpie,"modules"))
cfg_mag$sequential <- TRUE
cfg_mag$force_replace <- TRUE
# 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$title <- paste0(runname,"-rem-",i)
# Switch off generation of needless output for all but the last REMIND iteration
output_all_iter <- c("reporting", "reportingREMIND2MAgPIE", "emulator", "rds_report", "fixOnRef", "checkProjectSummations")
if (i < max_iterations) {
cfg_rem$output <- intersect(cfg_rem_original, output_all_iter)
} else {
cfg_rem$output <- cfg_rem_original
}
############ DECIDE IF AND HOW TO START REMIND ###################
outfolder_rem <- NULL
if (is.null(report)) {
if (i == 1) {
######### S T A R T R E M I N D S T A N D A L O N E ##############
cfg_rem$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 <- 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 <- 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 <- file.path(path_remind, outfolder_rem, paste0("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$val)!=1) message("Warning: REMIND s80_bool not 1. Iteration continued though.")
}
} else if (file.exists(paste0(outfolder_rem,"/non_optimal.gdx"))) {
stop("### COUPLING ### REMIND didn't find an optimal solution. Coupling iteration stopped!")
} else {
stop("### COUPLING ### REMIND didn't produce any gdx. Coupling iteration stopped!")
}
# In the coupling, at the end of each REMIND run, report.R already automatically appends the MAgPIE
# report of the previous MAgPIE run to the normal REMIND_generic reporting.
# After the last coupling iteration: read this combined report from the REMIND output folder, set the
# model name to 'REMIND-MAgPIE' and write the combined report directly to the 'output' folder.
report_rem <- file.path(path_remind, outfolder_rem, paste0("REMIND_generic_", cfg_rem$title, ".mif"))
if (i == max_iterations) {
# Replace REMIND and MAgPIE with REMIND-MAgPIE and write directly to output folder
tmp_rem_mag <- quitte::as.quitte(report_rem)
tmp_rem_mag$model <- "REMIND-MAgPIE"
tmp_rem_mag$scenario <- runname
quitte::write.mif(tmp_rem_mag, path = file.path("output", paste0(runname, ".mif")))
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)
if (!is.null(renv::project())) {
cfg_mag$renv_lock <- normalizePath(file.path(path_remind, cfg_rem$results_folder, "renv.lock"))
}
if (magpie_empty) {
# Find latest fulldata.gdx from automated model test (AMT) runs
amtRunDirs <- list.files("/p/projects/landuse/tests/magpie/output",
pattern = "default_\\d{4}-\\d{2}-\\d{2}_\\d{2}\\.\\d{2}.\\d{2}",
full.names = TRUE)
fullDataGdxs <- file.path(amtRunDirs, "fulldata.gdx")
latestFullData <- sort(fullDataGdxs[file.exists(fullDataGdxs)], decreasing = TRUE)[[1]]
cfg_mag <- configureEmptyModel(cfg_mag, latestFullData) # defined in start_functions.R
# also configure magpie to only run the reportings necessary for coupling
# the other reportings are pointless anyway with an empty model
cfg_mag$output <- c("extra/reportMAgPIE2REMIND")
}
# Increase MAgPIE resolution n600_iterations before final iteration so that REMIND
# runs n600_iterations iterations using results from MAgPIE with higher resolution
if (i > (max_iterations - n600_iterations)) {
message("Current iteration: ", i, ". Setting MAgPIE to n600\n")
cfg_mag <- setScenario(cfg_mag, "n600", scenario_config = paste0("config/scenario_config.csv"))
}
# Providing MAgPIE with gdx from last iteration's solution only for time steps >= cfg_rem$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 <- start_run(cfg_mag, codeCheck=FALSE)
######################################
message("### COUPLING ### MAgPIE output was stored in ", outfolder_mag)
report_mag <- file.path(path_magpie, outfolder_mag, "report.mif")
report <- report_mag
# Checking whether MAgPIE is optimal in all years
file_modstat <- file.path(outfolder_mag, "glo.magpie_modelstat.csv")
if (file.exists(file_modstat)) {
modstat_mag <- read.csv(file_modstat, stringsAsFactors = FALSE, row.names=1, na.strings="")
} else {
modstat_mag <- readGDX(file.path(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$RunsUsingTHISgdxAsInput)) > 0) {
# fulldatapath may be written into gdx paths of subsequent runs
fulldatapath <- file.path(path_remind, cfg_rem$results_folder, "fulldata.gdx")
# 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$start[needfulldatagdx] <- fulldatapath
# let the subsequent run use the renv.lock of this run
message("In ", RData_file, ", use current renv.lock for subsequent run ", run, ".")
subseq.env$cfg_rem$renvLockFromPrecedingRun <- file.path(path_remind, cfg_rem$results_folder, "renv.lock")
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$start[pathes_to_gdx])
if (all(gdx_exist | gdx_na)) {
message("Starting subsequent run ", run)
logfile <- file.path("output", subseq.env$fullrunname, "log.txt")
if (! file.exists(dirname(logfile))) dir.create(dirname(logfile))
if (isTRUE(subseq.env$qos == "auto")) {
sq <- system(paste0("squeue -u ", Sys.info()[["user"]], " -o '%q %j' | grep -v ", fullrunname), intern = TRUE)
subseq.env$qos <- if (is.null(attr(sq, "status")) && sum(grepl("^priority ", sq)) < 4) "priority" else "short"
}
slurmOptions <- combine_slurmConfig(paste0("--qos=", subseq.env$qos,
" --job-name=", subseq.env$fullrunname, " --output=", logfile,
" --open-mode=append --mail-type=END,FAIL --comment=REMIND-MAgPIE --tasks-per-node=", subseq.env$numberOfTasks,
if (subseq.env$numberOfTasks == 1) " --mem=8000"), subseq.env$sbatch)
subsequentcommand <- paste0("sbatch ", slurmOptions, " --wrap=\"Rscript start_coupled.R coupled_config=", RData_file, "\"")
message(subsequentcommand)
if (length(needfulldatagdx) > 0) {
exitCode <- system(subsequentcommand)
if (0 < exitCode) {
message("sbatch command failed, check logs")
errorsfound <- errorsfound + 1
# if sbatch has the --wait argument, the user is likely interactively
# waiting for the result of the run (like in a test). In that case,
# fail immediately so that the user knows about the failure asap.
if(grepl("--wait", subsequentcommand)) {
stop("You seem to be waiting for ", subseq.env$fullrunname, " to finish but the sbatch command failed")
}
}
} 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 <- file.path(path_remind, "output")
magpiepath <- file.path(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 && ! grepl("TESTTHAT", runname)) {
# set required variables and execute script to create convergence plots
message("### COUPLING ### Preparing convergence pdf");
source_include <- TRUE
runs <- runname
folder <- "./output"
pci <- try(source("scripts/output/comparison/plot_compare_iterations.R", local = TRUE))
if (inherits(pci, "try-error")) errorsfound <- errorsfound + 1
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,FAIL --time=60 --mem=8000 --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. ###")
if (errorsfound > 0) stop(errorsfound, " errors found, check the logs.")
}
##################################################################
################# 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"
if (! exists("magpie_empty")) magpie_empty <- FALSE
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,
magpie_empty)
message("### Print warnings ###")
warnings()
message("### End start_coupled.R ###")