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Set pipeline inputs, execute, and read pipeline outputs

Usage

pipeline(
  pipeline_name,
  settings_file = "settings.yaml",
  paths = pipeline_root(),
  temporary = FALSE
)

pipeline_from_path(path, settings_file = "settings.yaml")

Arguments

pipeline_name

the name of the pipeline, usually title field in the 'DESCRIPTION' file, or the pipeline folder name (if description file is missing)

settings_file

the name of the settings file, usually stores user inputs

paths

the paths to search for the pipeline, usually the parent directory of the pipeline; default is pipeline_root, which only search for pipelines that are installed or in current working directory.

temporary

see pipeline_root

path

the pipeline folder

Value

A PipelineTools instance

Examples


if(!is_on_cran()) {

library(raveio)

# ------------ Set up a bare minimal example pipeline ---------------
pipeline_path <- pipeline_create_template(
  root_path = tempdir(), pipeline_name = "raveio_demo",
  overwrite = TRUE, activate = FALSE, template_type = "rmd-bare")

save_yaml(list(
  n = 100, pch = 16, col = "steelblue"
), file = file.path(pipeline_path, "settings.yaml"))

pipeline_build(pipeline_path)

rmarkdown::render(input = file.path(pipeline_path, "main.Rmd"),
                  output_dir = pipeline_path,
                  knit_root_dir = pipeline_path,
                  intermediates_dir = pipeline_path, quiet = TRUE)

utils::browseURL(file.path(pipeline_path, "main.html"))

# --------------------- Example starts ------------------------

pipeline <- pipeline("raveio_demo", paths = tempdir())

pipeline$run("plot_data")

# Run again and you will see some targets are skipped
pipeline$set_settings(pch = 2)
pipeline$run("plot_data")

head(pipeline$read("input_data"))

# or use
pipeline[c("n", "pch", "col")]
pipeline[-c("input_data")]

pipeline$target_table

pipeline$result_table

pipeline$progress("details")

# --------------------- Clean up ------------------------
unlink(pipeline_path, recursive = TRUE)

}
#> NOT_CRAN is TRUE/true (not on CRAN)
#> 
#> Quitting from lines 9-12 [setup] (main.Rmd)
#> Error in pipeline_from_path(module_path): pipeline_from_path: `path` is not a valid directory.