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sqltargets

SQL queries (as separate files) occupy an awkward spot within R pipelines. The goal of sqltargets is to offer a shorthand tar_sql to reference and execute queries within a targets project.

Installation

You can install sqltargets from CRAN with:

install.packages("sqltargets")

You can install the development version of sqltargets with:

remotes::install_github("daranzolin/sqltargets)

Example

library(targets)
#> Warning: package 'targets' was built under R version 4.2.2
library(sqltargets)

tar_dir({  # 
# Unparameterized SQL query:
  lines <- c(
    "-- !preview conn=DBI::dbConnect(RSQLite::SQLite())",
    "select 1 AS my_col",
    ""
  )
  writeLines(lines, "query.sql")
# Include the query in a pipeline as follows.
  tar_script({
    library(tarchetypes)
    library(sqltargets)
    list(
      tar_sql(query, path = "query.sql")
      )
    }, ask = FALSE)
  })

Specifying dependencies

Use tar_load or targets::tar_load within a SQL comment to indicate query dependencies. Check the dependencies of any query with tar_sql_deps.

lines <- c(
   "-- !preview conn=DBI::dbConnect(RSQLite::SQLite())",
   "-- targets::tar_load(data1)",
   "-- targets::tar_load(data2)",
   "select 1 AS my_col",
   ""
 )
 query <- tempfile()
 writeLines(lines, query)
 tar_sql_deps(query)
#> [1] "data1" "data2"

Passing parameters

Pass parameters (presumably from another object in your targets project) from a named list with ‘glue’ syntax: {param}.

query.sql

-- !preview conn=DBI::dbConnect(RSQLite::SQLite())
-- tar_load(query_params)
select id
from table
where age > {age_threshold}

tar_script({
  library(targets)
  library(tarchetypes)
  library(sqltargets)
  list(
    tar_target(query_params, list(age_threshold = 30)),
    tar_sql(query, path = "query.sql", query_params = query_params)
    )
  }, ask = FALSE)

Code of Conduct

Please note that the sqltargets project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.

Acknowledgement

Much of the code has been adapted from the excellent tarchetypes package. Special thanks to the authors and Will Landau in particular for revolutionizing data pipelines in R.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.