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Script for finding loaded but unused packages in R scripts
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#!/usr/bin/env Rscript | |
suppressPackageStartupMessages({ | |
library(globals) | |
library(readr) | |
library(stringr) | |
library(rex) | |
library(magrittr) | |
library(rlang) | |
library(knitr) | |
library(assertthat) | |
library(withr) | |
library(glue) | |
library(BiocParallel) | |
register(MulticoreParam()) | |
}) | |
match_identical <- function(x, table, nomatch=NA_integer_) { | |
assert_that(is_list(table)) | |
for (i in seq_along(table)) { | |
if (identical(x, table[[i]])) { | |
return(i) | |
} | |
} | |
return(nomatch) | |
} | |
get_Rmd_source <- function(fname) { | |
with_tempfile("temp", { | |
purl(fname, output=temp, quiet=TRUE) | |
read_file(temp) | |
}) | |
} | |
analyze_pkg_usage <- function(fname) { | |
if (str_detect(fname, regex(rex(".Rmd", end), ignore_case=TRUE))) { | |
## Rmd file | |
file_text <- get_Rmd_source(fname) | |
} else { | |
# R file | |
file_text <- read_file(fname) | |
} | |
lib_regex <- rex( | |
"library", | |
zero_or_more(space), | |
"(", | |
zero_or_more(space), | |
capture(one_or_more(any, type="lazy")), | |
zero_or_more(space), | |
one_of(",", ")")) | |
loaded_pkgs <- unique(do.call(rbind, str_match_all(file_text, lib_regex))[,2]) | |
missing_pkgs <- character(0) | |
for (pkg in loaded_pkgs) { | |
if (!suppressMessages(suppressWarnings( | |
library(package=pkg, character.only=TRUE, logical.return = TRUE)))) { | |
missing_pkgs <- c(missing_pkgs, pkg) | |
} | |
} | |
loaded_pkgs %<>% setdiff(missing_pkgs) | |
package_envs <- loaded_pkgs %>% set_names %>% | |
lapply(. %>% str_c("package:", .) %>% as.environment) | |
package_namespaces <- loaded_pkgs %>% set_names %>% lapply(asNamespace) | |
file_exprs <- parse(text=file_text) | |
expr_globals <- lapply(file_exprs, globalsOf, mustExist=FALSE) | |
used_envs <- unique(do.call(c, lapply(expr_globals, attr, "where"))) | |
used_pkgs <- character(0) | |
for (env in used_envs) { | |
for (envlist in list(package_envs, package_namespaces)) { | |
found <- match_identical(env, envlist) | |
if (!is.na(found)) { | |
used_pkgs <- c(used_pkgs, names(envlist)[found]) | |
break() | |
} | |
} | |
} | |
pkg_usage <- list(Used = used_pkgs, | |
Unused = setdiff(loaded_pkgs, used_pkgs)) | |
if (length(missing_pkgs) > 0) { | |
pkg_usage$Missing <- missing_pkgs | |
} | |
pkg_usage | |
} | |
fnames <- commandArgs(TRUE) | |
pkg_usage <- bplapply(set_names(fnames), function(fname) { | |
message("Analyzing ", deparse(fname)) | |
try(analyze_pkg_usage(fname)) | |
}) | |
message("Package usage:") | |
print(pkg_usage) | |
saveRDS(pkg_usage, "pkg_usage.RDS") |
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My script depends on functions from the packages:
pacman
(functionp_load()
)ggspatial
(layer_spatial()
)data.table
(fread()
)dplyr
(group_by()
)ggrepel
(geom_text_repel()
)rgdal
raster
(shapefile()
)lubridate
(ymd()
)It fails if I don't require one of those packages. The analysis script found that
sf
is unused and this is correct (in fact, the linelibrary(sf)
was commented out in the R script, but the analysis script found it). However, it only listed one used package. I can't remember which one now but I am happy to check later when I'm back at that computer.It is entirely possible that I just didn't use the script correctly or didn't quite understand what it aims to output, I'm sorry if that is the case.