stages = rbind(stagesE1, stagesE2, stagesE3) %>% select(Interval, Stage, Executors, Duration) %>%
mutate(Stage = paste(str_pad(Interval,2,"left"), Stage)) %>%
select(Stage, Executors, Duration) %>%
group_by(Stage, Executors) %>% summarise(Duration = mean(Duration))
stages$Executors = factor(stages$Executors, levels = c("4","8","12"))
head(stages)
p = ggplot(data = stages, aes(x = Stage, y = Duration, fill = Executors)) +
geom_bar(stat="identity", position=position_dodge(width = 0.75), width = 0.7) +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(x="Stages", y="Duration(s)")
plot(p)
![](data:image/png;base64,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)
stages = customExecutionTime(nohup)
data = stages %>% select(Executors, Epsilon, Duration) %>%
group_by(Executors, Epsilon) %>% summarise(Duration = mean(Duration))
data$Executors = factor(data$Executors, levels = c("4","8","12"))
head(data)
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)