Wie*_*314 8 r r-caret doparallel
我有以下简单的示例Rmarkdown文档(test.Rmd):
---
title: "Test Knit Caret Paralell VerboseIter"
output: html_document
---
```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
require(caret)
require(doParallel)
```
## data
```{r data}
set.seed(998)
training <- twoClassSim()
```
## model
```{r fitmodel}
fitControl <- trainControl(
method = "repeatedcv",
number = 3,
repeats = 2,
verboseIter = T)
ncores <- detectCores()-1
cl <<- makePSOCKcluster(ncores, verbose = TRUE, outfile = "")
registerDoParallel(cl)
set.seed(825)
Fit <- train(Class ~ .,
data = training,
method = "nnet",
trControl = fitControl,
trace = FALSE
)
stopCluster(cl)
registerDoSEQ()
```
## results
```{r results}
Fit
```
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我有几种选择来运行此代码或编织文档
KnitRstudio中的使用按钮Knit 与文件 render("test.Rmd")发生以下情况
R markdown面板中在我正在处理的项目中,我希望knit文档具有不同的参数,因此我想使用最后一个选项。但是我也想看看模型拟合的进展。因此,我想使用选项3。
呈现文档时,如何获取打印在控制台中的迭代信息?
这是我想看到的预期输出:
+ Fold1.Rep1: size=1, decay=0e+00
+ Fold1.Rep1: size=3, decay=0e+00
+ Fold1.Rep1: size=5, decay=0e+00
- Fold1.Rep1: size=1, decay=0e+00
+ Fold1.Rep1: size=1, decay=1e-01
- Fold1.Rep1: size=3, decay=0e+00
+ Fold1.Rep1: size=3, decay=1e-01
- Fold1.Rep1: size=5, decay=0e+00
+ Fold1.Rep1: size=5, decay=1e-01
- Fold1.Rep1: size=1, decay=1e-01
+ Fold1.Rep1: size=1, decay=1e-04
- Fold1.Rep1: size=3, decay=1e-01
+ Fold1.Rep1: size=3, decay=1e-04
- Fold1.Rep1: size=1, decay=1e-04
etc.
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这可能会产生您正在寻找的内容,改编自here,当您使用knit中的按钮时rstudio,它本质上会复制,这会产生来自 的详细信息train,但是使用此方法,您应该能够传递parameters到render。只需更改文件wd的路径即可rmd
owd = setwd("path/to/your-Rmd-directory")
system2("Rscript", c("-e", shQuote("library(rmarkdown); render('test.Rmd')"),
system2("html", "test.html"),
setwd(owd)))
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