pkgmatch: Find R Packages Matching Either Descriptions or Other R Packages

[mpadge]

Submitting Author Name: Mark Padgham
Submitting Author Github Handle: @mpadge
Repository: https://github.com/ropensci-review-tools/pkgmatch
Version submitted: 0.4.2
Submission type: Standard
Editor: @MargaretSiple-NOAA
Reviewers: @agricolamz, @Selbosh

Archive: TBD
Version accepted: TBD
Language: en

---

• Paste the full DESCRIPTION file inside a code block below:

Package: pkgmatch
Title:  Find R Packages Matching Either Descriptions or Other R Packages
Version: 0.4.2
Authors@R: c(
    person("Mark", "Padgham", , "mark.padgham@email.com", role = c("aut", "cre"),
           comment = c(ORCID = "0000-0003-2172-5265")),
    person("Davis", "Vaughan", , "davis@posit.co", role = c("ctb"))
    )
Description: Find R packages matching either descriptions or other R packages.
License: MIT + file LICENSE
URL: https://docs.ropensci.org/pkgmatch/,
    https://github.com/ropensci-review-tools/pkgmatch
BugReports: https://github.com/ropensci-review-tools/pkgmatch/issues
Imports:
    brio,
    checkmate,
    cli,
    curl,
    dplyr,
    fs,
    httr2,
    memoise,
    pbapply,
    Rcpp,
    rvest,
    tibble,
    tidyr,
    tokenizers,
    treesitter,
    treesitter.r,
    vctrs
Suggests:
    gert,
    hms,
    httptest2,
    jsonlite,
    piggyback,
    pkgbuild,
    rappdirs,
    roxygen2,
    testthat (>= 3.0.0),
    withr,
    knitr,
    rmarkdown
LinkingTo:
    Rcpp
Depends: R (>= 3.5.0)
NeedsCompilation: yes
Encoding: UTF-8
Language: en-GB
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Config/testthat/edition: 3
VignetteBuilder: knitr

Scope

• Please indicate which category or categories from our package fit policies this package falls under: (Please check an appropriate box below. If you are unsure, we suggest you make a pre-submission inquiry.):

  • data retrieval
  • data extraction
  • data munging
  • data deposition
  • data validation and testing
  • workflow automation
  • version control
  • citation management and bibliometrics
  • scientific software wrappers
  • field and lab reproducibility tools
  • database software bindings
  • geospatial data
  • text analysis
  • rOpenSci tools

• Explain how and why the package falls under these categories (briefly, 1-2 sentences):

Data retrieval, because the package includes code to generate language model (LM) embeddings from all R packages retrieved from both CRAN and rOpenSci package repositories. Wrapper because LM embeddings are generated by wrapping interface to ollama software. Plus I've inserted a new, one-off category of "rOpenSci tools" for internal, staff-curated packages.

• Who is the target audience and what are scientific applications of this package?

Beyond internal rOpenSci use, target audiences are (1) entirely general audience of those interested in searching R packages using either text or code input, and (2) package developers, who can use this package to identify similar packages or functions to code they might be working on.

• Are there other R packages that accomplish the same thing? If so, how does yours differ or meet our criteria for best-in-category?

No, not at all. There are to my knowledge two other R packages for interfacing with LMs: tidyllm and elmer. Both of these are general interfaces to LM API endpoints, while this package specifically uses LM outputs to identify best-matching packages.

• (If applicable) Does your package comply with our guidance around Ethics, Data Privacy and Human Subjects Research?

Not applicable.

• If you made a pre-submission inquiry, please paste the link to the corresponding issue, forum post, or other discussion, or @tag the editor you contacted.

• Explain reasons for any pkgcheck items which your package is unable to pass.

Technical checks

Confirm each of the following by checking the box.

• I have read the rOpenSci packaging guide.
• I have read the author guide and I expect to maintain this package for at least 2 years or to find a replacement.

This package:

• does not violate the Terms of Service of any service it interacts with.
• has a CRAN and OSI accepted license.
• contains a README with instructions for installing the development version.
• includes documentation with examples for all functions, created with roxygen2.
• contains a vignette with examples of its essential functions and uses.
• has a test suite.
• has continuous integration, including reporting of test coverage.

Publication options

• Do you intend for this package to go on CRAN?

• Do you intend for this package to go on Bioconductor?

• Do you wish to submit an Applications Article about your package to Methods in Ecology and Evolution? If so:

MEE Options

• The package is novel and will be of interest to the broad readership of the journal.
• The manuscript describing the package is no longer than 3000 words.
• You intend to archive the code for the package in a long-term repository which meets the requirements of the journal (see MEE's Policy on Publishing Code)
• (Scope: Do consider MEE's Aims and Scope for your manuscript. We make no guarantee that your manuscript will be within MEE scope.)
• (Although not required, we strongly recommend having a full manuscript prepared when you submit here.)
• (Please do not submit your package separately to Methods in Ecology and Evolution)

Code of conduct

• I agree to abide by rOpenSci's Code of Conduct during the review process and in maintaining my package should it be accepted.

[ropensci-review-bot]

Thanks for submitting to rOpenSci, our editors and @ropensci-review-bot will reply soon. Type @ropensci-review-bot help for help.

[ropensci-review-bot]

🚀

Editor check started

👋

[ropensci-review-bot]

Checks for pkgmatch (v0.4.2)

git hash: f12ad732

• ✔️ Package name is available
• ✔️ has a 'codemeta.json' file.
• ✔️ has a 'contributing' file.
• ✔️ uses 'roxygen2'.
• ✔️ 'DESCRIPTION' has a URL field.
• ✔️ 'DESCRIPTION' has a BugReports field.
• ✔️ Package has at least one HTML vignette
• ✔️ All functions have examples.
• ✔️ Package has continuous integration checks.
• ✔️ Package coverage is 79.9%.
• ✔️ R CMD check found no errors.
• ✔️ R CMD check found no warnings.

Package License: MIT + file LICENSE

---

1. Package Dependencies

Details of Package Dependency Usage (click to open)

The table below tallies all function calls to all packages ('ncalls'), both internal (r-base + recommended, along with the package itself), and external (imported and suggested packages). 'NA' values indicate packages to which no identified calls to R functions could be found. Note that these results are generated by an automated code-tagging system which may not be entirely accurate.

type	package	ncalls
internal	base	545
internal	pkgmatch	204
internal	utils	25
internal	stats	12
internal	tools	5
imports	fs	47
imports	checkmate	20
imports	dplyr	17
imports	memoise	13
imports	treesitter	8
imports	httr2	7
imports	pbapply	5
imports	brio	2
imports	rvest	2
imports	tibble	2
imports	tokenizers	2
imports	treesitter.r	1
imports	cli	NA
imports	curl	NA
imports	Rcpp	NA
imports	tidyr	NA
imports	vctrs	NA
suggests	gert	2
suggests	jsonlite	2
suggests	hms	1
suggests	piggyback	1
suggests	httptest2	NA
suggests	pkgbuild	NA
suggests	rappdirs	NA
suggests	roxygen2	NA
suggests	testthat	NA
suggests	withr	NA
suggests	knitr	NA
suggests	rmarkdown	NA
linking_to	Rcpp	NA

Click below for tallies of functions used in each package. Locations of each call within this package may be generated locally by running 's <- pkgstats::pkgstats(<path/to/repo>)', and examining the 'external_calls' table.

base

lapply (46), data.frame (31), which (27), names (24), vapply (23), length (19), nrow (17), grep (16), c (15), list (15), paste0 (14), seq_len (12), character (11), gsub (11), as.integer (10), by (10), ncol (10), tryCatch (10), unname (10), url (10), order (9), grepl (7), colnames (6), for (6), integer (6), readRDS (6), unlist (6), version (6), basename (5), colSums (5), format (5), ifelse (5), raw (5), seq (5), seq_along (5), tempdir (5), all (4), as.Date (4), asNamespace (4), do.call (4), is.null (4), strsplit (4), system (4), attr (3), difftime (3), getOption (3), log (3), matrix (3), proc.time (3), read.dcf (3), sqrt (3), table (3), unique (3), as.character (2), cbind (2), floor (2), is.na (2), ls (2), match (2), min (2), nzchar (2), options (2), regmatches (2), rowSums (2), sum (2), units (2), any (1), apply (1), as.matrix (1), class (1), cut (1), drop (1), file (1), gregexpr (1), list.files (1), logical (1), mean (1), new.env (1), parseNamespaceFile (1), paste (1), rank (1), rbind (1), readline (1), regexpr (1), rep (1), sort (1), switch (1), Sys.Date (1), Sys.getenv (1), Sys.time (1), system.file (1), tolower (1), unclass (1), vector (1)

pkgmatch

bm25_tokens_list (8), get_embeddings (7), not_null_index (7), bm25_idf (6), get_pkg_text (6), get_pkg_code (5), pkgmatch_bm25 (5), cosine_similarity (4), dl_prev_data (4), pkgmatch_embeddings_from_pkgs (4), rm_fns_from_pkg_txt (4), bm25_tokens (3), get_all_fn_descs (3), get_cache_file_name (3), get_embeddings_from_ollama (3), jina_model (3), pkgmatch_bm25_from_idf (3), pkgmatch_load_data (3), pkgmatch_treesitter_fn_tags (3), append_cols (2), attach_ns (2), bm25_idf_internal (2), bm25_tokens_internal (2), bm25_tokens_list_internal (2), days_in_this_month (2), dl_one_tarball (2), extract_tarball (2), get_calls (2), get_calls_in_functions (2), get_embeddings_intern (2), get_fn_defs_namespace (2), get_fn_descs_from_ns (2), get_local_pkg_dep_fns (2), get_local_pkg_deps (2), get_pkg_readme (2), get_pkg_text_internal (2), get_pkg_text_namespace (2), input_is_pkg (2), is_docker_sudo (2), is_windows (2), list_new_cran_updates (2), load_data_internal (2), m_list_remote_files (2), ollama_dl_jina_model (2), opt_is_quiet (2), pkg_fns_from_r_search (2), pkg_fns_from_r_search_internal (2), pkg_is_installed (2), pkg_name_from_path (2), pkgmatch_bm25_fn_calls (2), pkgmatch_bm25_fn_calls_internal (2), pkgmatch_bm25_from_idf_internal (2), pkgmatch_bm25_internal (2), pkgmatch_cache_path (2), pkgmatch_update_cran (2), append_data_to_bm25 (1), append_data_to_embeddings (1), append_data_to_fn_calls (1), apply_col_names (1), attach_base_rcmd_ns (1), attach_local_dep_namespaces (1), attach_this_pkg_namespace (1), convert_paths_to_pkgs (1), desc_template (1), extract_data_from_local_dir (1), fn_names_base (1), fn_names_rcmd (1), get_fn_defs_local (1), get_pkg_exported_fns (1), get_pkg_text_local (1), has_ollama (1), has_ollama_docker (1), has_ollama_local (1), head.pkgmatch (1), input_is_path (1), input_mentions_functions (1), make_cran_version_column (1), modify_by_lm_prop (1), ollama_check (1), ollama_has_jina_model (1), ollama_is_running (1), ollama_models (1), order_output (1), pkg_install_path (1), pkgmatch_browse (1), pkgmatch_cache_update_interval (1), pkgmatch_dl_data (1), pkgmatch_embeddings_from_text (1), pkgmatch_rerank (1), pkgmatch_similar_fns (1), pkgmatch_similar_pkgs (1), pkgmatch_update_data (1), pkgmatch_update_ropensci (1), rcmd_pkgs (1), rcpp_bm25 (1), registry_daily_chunk (1), rename_files_in_r (1), ros_registry (1), similar_pkgs_from_pkg (1), similar_pkgs_from_pkg_internal (1), similarity_embeddings (1), tok_lists_to_idfs (1), tressitter_calls_in_package (1)

fs

path (19), dir_ls (9), path_temp (7), dir_create (5), path_ext (3), file_exists (1), file_info (1), path_ext_set (1), path_real (1)

utils

installed.packages (4), lsf.str (4), data (3), packageDescription (3), prompt (3), tar (2), untar (2), browseURL (1), getFromNamespace (1), tail (1), timestamp (1)

checkmate

assert_character (7), assert_integerish (3), assert_matrix (2), assert_names (2), assert_numeric (2), check_file_exists (2), assert_list (1), assert_logical (1)

dplyr

left_join (8), rename (3), mutate (2), last_col (1), n (1), relocate (1), summarise (1)

memoise

memoise (13)

stats

dt (5), start (3), end (2), line (2)

treesitter

query_captures (3), node_text (2), parser (1), parser_parse (1), tree_root_node (1)

httr2

req_headers (2), request (2), resp_body_json (2), req_perform (1)

pbapply

pblapply (5)

tools

parse_Rd (2), Rd_db (2), CRAN_package_db (1)

brio

read_lines (2)

gert

git_clone (2)

jsonlite

read_json (2)

rvest

html_table (1), read_html (1)

tibble

new_tibble (2)

tokenizers

count_words (1), tokenize_words (1)

hms

hms (1)

piggyback

pb_download (1)

treesitter.r

language (1)

NOTE: Some imported packages appear to have no associated function calls; please ensure with author that these 'Imports' are listed appropriately.

---

2. Statistical Properties

This package features some noteworthy statistical properties which may need to be clarified by a handling editor prior to progressing.

Details of statistical properties (click to open)

The package has:

• code in C++ (5% in 2 files) and R (95% in 20 files)
• 1 authors
• 6 vignettes
• no internal data file
• 17 imported packages
• 14 exported functions (median 14 lines of code)
• 218 non-exported functions in R (median 12 lines of code)
• 4 R functions (median 12 lines of code)

---

Statistical properties of package structure as distributional percentiles in relation to all current CRAN packages
The following terminology is used:

• loc = "Lines of Code"
• fn = "function"
• exp/not_exp = exported / not exported

All parameters are explained as tooltips in the locally-rendered HTML version of this report generated by the checks_to_markdown() function

The final measure (fn_call_network_size) is the total number of calls between functions (in R), or more abstract relationships between code objects in other languages. Values are flagged as "noteworthy" when they lie in the upper or lower 5th percentile.

measure	value	percentile	noteworthy
files_R	20	79.8
files_src	2	79.5
files_vignettes	6	96.8
files_tests	10	87.4
loc_R	1905	81.1
loc_src	91	13.6
loc_vignettes	463	74.2
loc_tests	694	77.2
num_vignettes	6	97.6	TRUE
n_fns_r	232	90.5
n_fns_r_exported	14	56.0
n_fns_r_not_exported	218	93.0
n_fns_src	4	21.1
n_fns_per_file_r	7	79.5
n_fns_per_file_src	2	27.8
num_params_per_fn	2	8.2
loc_per_fn_r	12	36.8
loc_per_fn_r_exp	14	33.6
loc_per_fn_r_not_exp	12	39.8
loc_per_fn_src	12	38.9
rel_whitespace_R	24	85.6
rel_whitespace_src	26	21.8
rel_whitespace_vignettes	20	57.6
rel_whitespace_tests	21	77.1
doclines_per_fn_exp	28	29.2
doclines_per_fn_not_exp	0	0.0	TRUE
fn_call_network_size	187	87.0

---

2a. Network visualisation

Click to see the interactive network visualisation of calls between objects in package

---

3. goodpractice and other checks

Details of goodpractice checks (click to open)

3a. Continuous Integration Badges

GitHub Workflow Results

id	name	conclusion	sha	run_number	date
11727438106	docker	skipped	f12ad7	23	2024-11-07
11727438100	pkgcheck	NA	f12ad7	96	2024-11-07
11727438103	R-CMD-check	success	f12ad7	292	2024-11-07
11727438110	test-coverage	success	f12ad7	292	2024-11-07
11727438101	Update pkgmatch data	NA	f12ad7	66	2024-11-07

---

3b. goodpractice results

R CMD check with rcmdcheck

rcmdcheck found no errors, warnings, or notes

Test coverage with covr

Package coverage: 79.93

Cyclocomplexity with cyclocomp

The following function have cyclocomplexity >= 15:

function	cyclocomplexity
get_pkg_readme	17

Static code analyses with lintr

lintr found no issues with this package!

---

Package Versions

package	version
pkgstats	0.2.0.47
pkgcheck	0.1.2.63

---

Editor-in-Chief Instructions:

This package is in top shape and may be passed on to a handling editor

[emilyriederer]

@ropensci-review-bot assign @MargaretSiple-NOAA as editor

[ropensci-review-bot]

Assigned! @MargaretSiple-NOAA is now the editor

[MargaretSiple-NOAA]

@ropensci-review-bot seeking reviewers

[ropensci-review-bot]

Please add this badge to the README of your package repository:

[![Status at rOpenSci Software Peer Review](https://badges.ropensci.org/671_status.svg)](https://github.com/ropensci/software-review/issues/671)

Furthermore, if your package does not have a NEWS.md file yet, please create one to capture the changes made during the review process. See https://devguide.ropensci.org/releasing.html#news

[MargaretSiple-NOAA]

(just a note: I put 'seeking reviewers' before putting in my editor checks but I have not forgotten them. I started them today and will continue tomorrow.)