library(tidyverse)
## Registered S3 methods overwritten by 'ggplot2':
## method from
## [.quosures rlang
## c.quosures rlang
## print.quosures rlang
## Registered S3 method overwritten by 'rvest':
## method from
## read_xml.response xml2
## ── Attaching packages ─────────────────────────────────────────────────────────────────────────── tidyverse 1.2.1 ──
## ✔ ggplot2 3.1.0 ✔ purrr 0.3.2
## ✔ tibble 2.1.1 ✔ dplyr 0.8.0.1
## ✔ tidyr 0.8.3 ✔ stringr 1.4.0
## ✔ readr 1.3.1 ✔ forcats 0.4.0
## ── Conflicts ────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
RESEARCH_HOME = "/home/and/Documents/PhD/Research"
lines = readLines(paste0(RESEARCH_HOME, "/Scripts/R/Benchmarks/MultiAndSingleNode/R12/aws/monitor.txt"))
lines = lines[grepl("\\|SCALE\\|", lines)]
monitor = as_tibble(lines) %>%
separate(value, into=c("Timestamp", "Scale", "Time", "ID", "Nodes", "Stage", "RDDs", "Task", "Dura", "Load"), sep="\\|") %>%
separate(ID, into=c(NA, NA, "ID"), sep="_") %>%
mutate(ID = as.numeric(ID)) %>%
select(ID, Time, Nodes, Stage, RDDs, Task, Load) %>%
mutate(Time=as.numeric(Time), RDDs=as.numeric(RDDs), Tasks=as.numeric(Task), Load=as.numeric(Load)) %>%
group_by(ID, Time, Nodes, Stage) %>% summarise(RDDs=mean(RDDs), Tasks=mean(Tasks), Load=mean(Load)) %>%
filter(Stage != "")
## Warning: Calling `as_tibble()` on a vector is discouraged, because the behavior is likely to change in the future. Use `tibble::enframe(name = NULL)` instead.
## This warning is displayed once per session.
head(monitor)
monitor[monitor$ID == 13, "Nodes"] = 3
monitor[monitor$ID == 14, "Nodes"] = 2
monitor[monitor$ID == 15, "Nodes"] = 1
monitor[monitor$ID == 16, "Nodes"] = 1
monitor[monitor$ID == 17, "Nodes"] = 2
monitor[monitor$ID == 18, "Nodes"] = 3
monitor[monitor$ID == 19, "Nodes"] = 1
monitor[monitor$ID == 20, "Nodes"] = 2
monitor[monitor$ID == 21, "Nodes"] = 3
monitor[monitor$ID == 22, "Nodes"] = 1
monitor[monitor$ID == 23, "Nodes"] = 2
monitor[monitor$ID == 24, "Nodes"] = 3
monitor[monitor$ID == 25, "Nodes"] = 1
monitor[monitor$ID == 26, "Nodes"] = 2
monitor[monitor$ID == 27, "Nodes"] = 3
monitor[monitor$ID == 28, "Nodes"] = 1
monitor[monitor$ID == 29, "Nodes"] = 2
monitor[monitor$ID == 30, "Nodes"] = 3
nodes = monitor %>% ungroup %>%
select(Nodes, Stage, Time) %>%
mutate(Nodes = factor(Nodes)) %>%
group_by(Nodes, Stage) %>%
summarise(Time = mean(Time)) %>%
arrange(Time)
stageLevels = nodes[nodes$Nodes==1,"Stage"]
nodes$Stage = factor(nodes$Stage, levels = as.character(stageLevels$Stage))
p = ggplot(data = nodes, aes(x = Stage, y = Time, fill = Nodes)) +
geom_bar(stat="identity", position=position_dodge(width = 0.75), width = 0.7) +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
plot(p)
![](data:image/png;base64,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)