creams: add size experiment

This commit is contained in:
Rodrigo Arias 2021-05-03 11:11:50 +02:00
parent 3892167e7d
commit 5d6f691045
4 changed files with 228 additions and 0 deletions

130
garlic/exp/creams/size.nix Normal file
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{
stdenv
, stdexp
, bsc
, targetMachine
, stages
, garlicTools
, enableExtended ? false
}:
with stdenv.lib;
with garlicTools;
let
# Initial variable configuration
varConf = {
#nodes = range2 1 16;
nodes = [ 16 ];
sizeFactor = range2 1 32;
granul = [ 16 ] ++ optionals (enableExtended) [ 8 32 ];
# Max. number of iterations
iterations = [ 20 ] ++ optionals (enableExtended) [ 10 ];
gitBranch = [
"garlic/tampi+isend+oss+task"
"garlic/mpi+send+omp+fork"
#"garlic/mpi+send+omp+task"
#"garlic/mpi+send+seq"
] ++ optionals (enableExtended) [
"garlic/mpi+send+oss+task"
"garlic/mpi+isend+omp+task"
"garlic/mpi+isend+oss+task"
];
};
# We use these auxiliary functions to assign different configurations
# depending on the git branch.
getGranul = branch: oldGranul:
if (branch == "garlic/mpi+send+seq")
then 999999 else oldGranul;
getCpusPerTask = branch: hw:
if (branch == "garlic/mpi+send+seq")
then 1 else hw.cpusPerSocket;
getNtasksPerNode = branch: hw:
if (branch == "garlic/mpi+send+seq")
then hw.cpusPerNode else hw.socketsPerNode;
# Generate the complete configuration for each unit
genConf = c: targetMachine.config // rec {
expName = "creams-size";
unitName = "${expName}"
+ "-granul.${toString granul}"
+ "-sf.${toString sizeFactor}";
inherit (targetMachine.config) hw;
# Options for creams
inherit (c) iterations gitBranch nodes sizeFactor;
granul = getGranul gitBranch c.granul;
nprocz = ntasksPerNode * nodes;
baseSizePerCpu = 4;
baseSize = baseSizePerCpu * cpusPerTask * ntasksPerNode * nodes;
nz = baseSize * sizeFactor;
# Repeat the execution of each unit 10 times
loops = 10;
# Resources
qos = "debug";
time = "02:00:00";
ntasksPerNode = getNtasksPerNode gitBranch hw;
cpusPerTask = getCpusPerTask gitBranch hw;
jobName = unitName;
};
# Compute the array of configurations
configs = unique (stdexp.buildConfigs {
inherit varConf genConf;
});
# Custom srun stage to copy the creams input dataset
customSrun = {nextStage, conf, ...}:
let
input = bsc.garlic.apps.creamsInput.override {
inherit (conf) gitBranch granul nprocz nz;
};
in
stdexp.stdStages.srun {
inherit nextStage conf;
# Now we add some commands to execute before calling srun. These will
# only run in one rank (the first in the list of allocated nodes)
preSrun = ''
cp -r ${input}/SodTubeBenchmark/* .
chmod +w -R .
sed -i '/maximum number of iterations/s/50/${toString conf.iterations}/' input.dat
rm -f nanos6.toml
'';
};
exec = {nextStage, conf, ...}: stages.exec {
inherit nextStage;
env = ''
export NANOS6_CONFIG_OVERRIDE="version.dependencies=regions"
'';
# Remove restarts as is not needed and is huge
post = ''
rm -rf restarts || true
'';
};
# Creams program
creams = {nextStage, conf, ...}: bsc.apps.creams.override {
inherit (conf) gitBranch;
};
pipeline = stdexp.stdPipelineOverride {
# Replace the stdandard srun stage with our own
overrides = { srun = customSrun; };
} ++ [ exec creams ];
in
stdexp.genExperiment { inherit configs pipeline; }

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@ -21,6 +21,7 @@
creams = rec {
ss = callPackage ./creams/ss.nix { };
granularity = callPackage ./creams/granularity.nix { };
size = callPackage ./creams/size.nix { };
# These experiments are the extended versions of the previous
# ones. We split them so we can keep a reasonable execution time

96
garlic/fig/creams/size.R Normal file
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library(ggplot2)
library(dplyr, warn.conflicts = FALSE)
library(scales)
library(jsonlite)
library(viridis, warn.conflicts = FALSE)
library(stringr)
args = commandArgs(trailingOnly=TRUE)
# Set the input dataset if given in argv[1], or use "input" as default
if (length(args)>0) { input_file = args[1] } else { input_file = "input" }
if (length(args)>1) { output = args[2] } else { output = "?" }
df = jsonlite::stream_in(file(input_file), verbose=FALSE) %>%
jsonlite::flatten() %>%
select(unit,
config.nodes,
config.gitBranch,
config.granul,
config.iterations,
config.sizeFactor,
config.nz,
time,
total_time) %>%
rename(nodes=config.nodes,
gitBranch=config.gitBranch,
granul=config.granul,
sizeFactor=config.sizeFactor,
nz=config.nz,
iterations=config.iterations) %>%
# Remove the "garlic/" prefix from the gitBranch
mutate(branch = str_replace(gitBranch, "garlic/", "")) %>%
# Computations before converting to factor
mutate(time.nodes = time * nodes) %>%
mutate(time.elem = time / sizeFactor) %>%
mutate(time.nodes.iter = time.nodes / iterations) %>%
# Convert to factors
mutate(unit = as.factor(unit)) %>%
mutate(nodes = as.factor(nodes)) %>%
mutate(gitBranch = as.factor(gitBranch)) %>%
mutate(granul = as.factor(granul)) %>%
mutate(iterations = as.factor(iterations)) %>%
mutate(sizeFactor = as.factor(sizeFactor)) %>%
mutate(nz = as.factor(nz)) %>%
mutate(unit = as.factor(unit)) %>%
# Compute median times
group_by(unit) %>%
mutate(median.time = median(time)) %>%
mutate(median.time.nodes = median(time.nodes)) %>%
mutate(normalized.time = time / median.time - 1) %>%
mutate(log.median.time = log(median.time)) %>%
mutate(median.time.nodes.iter = median(time.nodes.iter)) %>%
ungroup()
dpi = 300
h = 3
w = 6
# ---------------------------------------------------------------------
#p = ggplot(df, aes(x=sizeFactor, y=normalized.time, fill=granul, color=iterations)) +
# geom_boxplot() +
# geom_hline(yintercept=c(-0.01, 0.01), linetype="dashed", color="red") +
# theme_bw() +
# facet_wrap(branch ~ .) +
# labs(x="nodes", y="Normalized time",
# title="Creams strong scaling: normalized time",
# subtitle=output) +
# theme(plot.subtitle=element_text(size=8))
#
#ggsave("normalized.time.png", plot=p, width=w, height=h, dpi=dpi)
#ggsave("normalized.time.pdf", plot=p, width=w, height=h, dpi=dpi)
# ---------------------------------------------------------------------
p = ggplot(df, aes(x=sizeFactor, y=time.elem, color=branch)) +
geom_point(shape=21, size=3) +
# geom_line(aes(y=median.time, group=gitBranch)) +
theme_bw() +
# facet_wrap(branch ~ .) +
labs(x="Size factor k (nz=k*3072)", y="Time / k (s)",
#title="Creams size: time per object",
subtitle=output) +
theme(plot.subtitle=element_text(size=8, family="mono"),
legend.position="bottom")
ggsave("time.png", plot=p, width=w, height=h, dpi=dpi)
ggsave("time.pdf", plot=p, width=w, height=h, dpi=dpi)

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@ -56,6 +56,7 @@ in
creams = with exp.creams; {
ss = stdPlot ./creams/ss.R [ ss ];
granularity = stdPlot ./creams/granularity.R [ granularity ];
size = stdPlot ./creams/size.R [ size ];
# Extended version (we could use another R script for those plots
big.ss = stdPlot ./creams/ss.R [ big.ss ];