From e542bdba737ea231096649e143989e84f515975e Mon Sep 17 00:00:00 2001 From: Michael Rimler <47422662+MichaelRimler@users.noreply.github.com> Date: Tue, 5 Mar 2024 05:59:24 -0500 Subject: [PATCH 1/4] create blog Inside the Pharmaverse (#131) * create blog Inside the Pharmaverse * Make more generic as an example to show others future blog writers as a starting point * chore: #130 spelling * Update LI and examples from comments on PR 131 * Fix typo for PR 131 * chore: #130 links and spelling --------- Co-authored-by: Ross Farrugia <82581364+rossfarrugia@users.noreply.github.com> Co-authored-by: Ben Straub --- .lycheeignore | 1 + R/create_blogpost.R | 6 +- inst/WORDLIST.txt | 20 +++ .../2024-03-04_inside_the__phar.../appendix.R | 78 ++++++++++ .../inside_the__pharmaverse.qmd | 138 ++++++++++++++++++ .../pharmaverse.png | Bin 0 -> 21533 bytes 6 files changed, 240 insertions(+), 3 deletions(-) create mode 100644 posts/2024-03-04_inside_the__phar.../appendix.R create mode 100644 posts/2024-03-04_inside_the__phar.../inside_the__pharmaverse.qmd create mode 100644 posts/2024-03-04_inside_the__phar.../pharmaverse.png diff --git a/.lycheeignore b/.lycheeignore index 8b50d369..3a770928 100644 --- a/.lycheeignore +++ b/.lycheeignore @@ -9,3 +9,4 @@ https://cran.r-project.org/doc/FAQ/R-FAQ.html#Why-doesn_0027t-R-think-these-numb https://go.appsilon.com/demo-apps https://doi.org/10.1177/17407745221123244 https://appsilon.com/static/35215a117d1bc17fac2179f059c3709f/rhino_fda_pilot_r_shiny_app_e-ctd.webm +https://stackoverflow.com/questions/12688717/round-up-from-5#comment110611119_12688836 diff --git a/R/create_blogpost.R b/R/create_blogpost.R index 63cf6cf4..8bd10d06 100644 --- a/R/create_blogpost.R +++ b/R/create_blogpost.R @@ -15,10 +15,10 @@ c( # Fill in the info, e.g.: create_post( - post_name = "iscr_conference", # needs to be character vector (length 1) - post_date = "2024-02-17", # needs to be character vector (length 1) + post_name = "My Blog", # needs to be character vector (length 1) + post_date = "2024-12-01", # needs to be character vector (length 1) description = "", # you can fill the description in later as well - author = c("Pooja Kumari"), # one or more authors are permitted + author = c("My Name"), # one or more authors are permitted cover_image = "pharmaverse", # chose one of the above (see line 8) tags = c("submission", "ADaMs", "conferences", "admiral", "xportr", "metatools", "metacore") # chose (multiple) from line 10 ) diff --git a/inst/WORDLIST.txt b/inst/WORDLIST.txt index 98398c87..9b43906e 100644 --- a/inst/WORDLIST.txt +++ b/inst/WORDLIST.txt @@ -612,3 +612,23 @@ zhu Zhu zMachine zxqguo +amongst +enablement +GxP +now’ +nyone +phar +phriends +PHUSE’s +riskassessment +yay +ari +farrugia +kalappurakal +knoph +michael +michaelrimler +ross +siggaard +stackhouse +sumesh diff --git a/posts/2024-03-04_inside_the__phar.../appendix.R b/posts/2024-03-04_inside_the__phar.../appendix.R new file mode 100644 index 00000000..ece5203f --- /dev/null +++ b/posts/2024-03-04_inside_the__phar.../appendix.R @@ -0,0 +1,78 @@ +# markdown helpers -------------------------------------------------------- + +markdown_appendix <- function(name, content) { + paste(paste("##", name, "{.appendix}"), " ", content, sep = "\n") +} +markdown_link <- function(text, path) { + paste0("[", text, "](", path, ")") +} + + + +# worker functions -------------------------------------------------------- + +insert_source <- function(repo_spec, name, + collection = "posts", + branch = "main", + host = "https://github.com", + text = "source code") { + path <- paste( + host, + repo_spec, + "tree", + branch, + collection, + name, + "code_sections.qmd", + sep = "/" + ) + return(markdown_link(text, path)) +} + +insert_timestamp <- function(tzone = Sys.timezone()) { + time <- lubridate::now(tzone = tzone) + stamp <- as.character(time, tz = tzone, usetz = TRUE) + return(stamp) +} + +insert_lockfile <- function(repo_spec, name, + collection = "posts", + branch = "main", + host = "https://github.com", + text = "R environment") { + path <- paste( + host, + repo_spec, + "tree", + branch, + collection, + name, + "renv.lock", + sep = "/" + ) + return(markdown_link(text, path)) +} + + + +# top level function ------------------------------------------------------ + +insert_appendix <- function(repo_spec, name, collection = "posts") { + appendices <- paste( + markdown_appendix( + name = "Last updated", + content = insert_timestamp() + ), + " ", + markdown_appendix( + name = "Details", + content = paste( + insert_source(repo_spec, name, collection), + insert_lockfile(repo_spec, name, collection), + sep = ", " + ) + ), + sep = "\n" + ) + knitr::asis_output(appendices) +} diff --git a/posts/2024-03-04_inside_the__phar.../inside_the__pharmaverse.qmd b/posts/2024-03-04_inside_the__phar.../inside_the__pharmaverse.qmd new file mode 100644 index 00000000..04e21915 --- /dev/null +++ b/posts/2024-03-04_inside_the__phar.../inside_the__pharmaverse.qmd @@ -0,0 +1,138 @@ +--- +title: "Inside the Pharmaverse" +author: + - name: Michael Rimler +description: "A short blog to help the Pharmaverse community understand how Pharmaverse is governed" +date: "2024-03-04" +# please do not use any non-default categories. +# You can find the default categories in the repository README.md +categories: [community] +# feel free to change the image +image: "pharmaverse.png" +--- + + + +```{r setup, include=FALSE} +long_slug <- "2024-03-04_inside_the__phar..." +# renv::use(lockfile = "renv.lock") +``` + + + +Greetings, Pharmaverse phriends! + +Now that the {pharmaverse} has been around for a few years and seems to be making an impact on clinical reporting (yay!), we wanted to take an opportunity to cast a light on some of the inner workings of Pharmaverse and its Council (us). +Fortunately, some of you (you know who you are) innovated and created this fantastic channel for [Pharmaverse Blogs](https://pharmaverse.github.io/blog/). +We can’t think of a better way to communicate than by the channel that the Pharmaverse community itself created. + +## Pharmaverse Inception + +The Pharmaverse Council was formed in 2020 as a coming together of 4 like-minded individuals embedded in the industry-wide efforts to increase the use of the R language for clinical trial analysis and reporting. +These individuals included [Ross Farrugia](https://www.linkedin.com/in/ross-farrugia-820839204/) (Roche), [Sumesh Kalappurakal](https://www.linkedin.com/in/sumesh-kalappurakal-b8283ab/) (Johnson & Johnson), [Michael Rimler](https://www.linkedin.com/in/michaelrimler/) (GSK), and [Mike Stackhouse](https://www.linkedin.com/in/michael-s-stackhouse/) (Atorus). +Each had historical experience with R adoption, through their primary roles within their respective organizations. + +Collectively, these 4 individuals saw the value in + +(i) reducing the choice set of R packages for users, + +(ii) identifying gaps in available R packages for delivering the clinical data pipeline, and + +(iii) encouraging the development of new packages and/or features to close those gaps. + +The result would be a subset of permissively licensed and open-sourced packages that anyone could use (or modify) to suit their specific use cases, thereby reducing the incidence of organizations privately solving typical problems in isolation. +For more background, please refer to the [Pharmaverse Charter](https://pharmaverse.org/charter/). + +The current Pharmaverse Council companies include GSK, Roche, Johnson & Johnson, Atorus, and Novo Nordisk, represented by the original four founders and [Ari Siggaard Knoph](https://www.linkedin.com/in/ari-siggaard-knoph-7b852575/) from Novo Nordisk. + +In March 2023, the [PHUSE](https://phuse.global/) Board of Directors approached the Pharmaverse Council with a proposal offering support to Pharmaverse developers and leadership to advance the Pharmaverse mission. +The PHUSE proposal aligned with its mission to promote “\[s\]haring ideas, tools and standards around data, statistical and reporting technologies to advance the future of life sciences.” PHUSE is currently a supporter of the Pharmaverse and its objectives, evident through activities such as: + +- the provision of access to PHUSE’s communication and file-sharing platforms to package teams, + +- the provision of project management support to package teams (if needed), + +- enablement and promotion of Pharmaverse innovations and activities, and + +- enablement of face-to-face community connections at PHUSE events. + +## Pharmaverse Objective + +Pharmaverse aims to promote the collaborative development of curated open-source R packages for clinical reporting in pharma. +Indirectly, we also strive to encourage and increase R adoption within the industry and facilitate communication and collaboration among both R users and R developers. + +## Becoming a Council Member + +Membership to the **Pharmaverse Council** is granted to the organization and is open to any type of organization (requirements further described [here](https://pharmaverse.org/contribute/council/)). +In layperson’s terms, the Council member organization must support a representative on the council and demonstrate a commitment to contributions to the Pharmaverse codebase. +Specifically, *“Commitment to at least 2 open source packages under Pharmaverse via reviews, hands-on code development, product leads, or other roles which contribute to the design, development, testing, release, and/or maintenance.”* If any representative steps away from their council position, the member organization would identify the replacement. +Council meeting minutes are published in the Pharmaverse GitHub [here](https://github.com/pharmaverse/pharmaverse/tree/main/static/council%20meeting%20minutes). + +## Package Inclusion + +Applications for a package to be included in the Pharmaverse may originate from anybody and anywhere. +The Council (through its [Working Groups](https://pharmaverse.org/contribute/wg/)) reviews applications and either (i) approves the package into the Pharmaverse or (ii) rejects the package with a rationale. +When a rejection has been issued, common reasons have been ‘not now’ with feedback to enhance testing, documentation, or other aspects that enrich the package. +Working Groups may also steer the applicant to other packages with similar functionality. +In this sense, respective package maintainers (product owners) are encouraged to work collaboratively to reduce duplicated features across packages and improve the overall experience of the user base. +The Council and Working Groups are tasked with assessing this aspect of the Pharmaverse code base, but the decision on implementation ultimately resides with the individual package maintainers. + +Package reviews are conducted in the open: + +- **Example 1:** {riskassessment} from R Validation Hub working group – result successful: + +- **Example 2:** {rhino} from Appsilon – result successful: + +- **Example 3:** {synthetic.cdisc.data} from Roche – result unsuccessful: + +At the time of publication, there were over 250 contributors to Pharmaverse packages, across a network of organizations much broader than just the 5 Council member organizations. +Pharmaverse Council encourages diversity of individual contributors and the organizations they are affiliated with. +The decision on product development team rosters is the sole discretion of the packages. +Of course, Council member organizations are providing people to support the Pharmaverse ecosystem (e.g., developers and product owners). +However, both strategic and operational decisions on the development and maintenance of individual packages reside outside the Pharmaverse Council. + +## User adoption + +Pharma companies are free to choose any selection of R packages for clinical reporting and only they can justify their choices. +The [Pharmaverse website](https://pharmaverse.org/) states that “\[a\]nyone is free to choose any selection of Pharmaverse recommended software or those from any other source.” In addition, Pharmaverse does not seek to engage or get endorsement from any health authority. +We are merely trying to provide a public service to help individuals and organizations involved in clinical reporting navigate a vast field of available R packages licensed as open source. + +The Pharmaverse website provides illustrative [examples](https://pharmaverse.github.io/examples/) of how to use Pharmaverse and other packages to build common deliverables. + +## So, what really is Pharmaverse? + +Pharmaverse is essentially two things: + +1. Pharmaverse is a list of packages curated by the Pharmaverse Council and Working Groups, primarily communicated via the Pharmaverse website. + Pharmaverse also maintains an [R-universe build](https://pharmaverse.r-universe.dev/builds) for ease of use outside GxP settings. + +2. Pharmaverse is a community of R users and R developers “working to promote collaborative development of curated open-source R packages for clinical reporting usage in pharma.” + +Pharmaverse Council provides a [Slack workspace](https://pharmaverse.slack.com/) to build community amongst all interested parties and serve as a communication platform for individuals and package teams. +At present, membership to this workspace exceeds \>1200 members. + +Pharmaverse Council also provides a [GitHub organization](https://github.com/pharmaverse) for developers to work in, but hosting packages in the Pharmaverse GitHub is not required to be part of Pharmaverse. + +These elements are supported on an all-volunteer basis, mostly with community versions of various platforms (e.g., we use the free tier on Slack). + +## Thank you + +Thank you, each of you, for the part that you play. +No matter how big or small, you are helping amplify the impact that open collaboration is having on how we deliver new medicines and vaccines to patients around the world. +We hope you are finding, and continue to find, Pharmaverse a valuable piece of the clinical reporting puzzle. + +And, if not – let us know! + +*Pharmaverse Council – Ari, Michael, Mike, Ross, and Sumesh* + +**Disclaimer:** This blog contains opinions that are of the authors alone and do not necessarily reflect the strategy of their respective organizations. + + + +```{r, echo=FALSE} +source("appendix.R") +insert_appendix( + repo_spec = "pharmaverse/blog", + name = long_slug +) +``` diff --git a/posts/2024-03-04_inside_the__phar.../pharmaverse.png b/posts/2024-03-04_inside_the__phar.../pharmaverse.png new file mode 100644 index 0000000000000000000000000000000000000000..0d7fc797c590be7d0c604d20dde5c0dcda36e1ae GIT binary patch literal 21533 zcmce+b8w_zw=mkVtw}PmZBA_4nb=l`6Whkbo|qHc#)K2woY=|N^LyX-obQiQ=T_ZY zb-Sypc0bQv*lVx7_ELnBf+P|=9y|a5K$4acQvm?L=>Ps;p+QePePUe!0C-U=QBfsn zQBh(?X9sgDTQdN_V+<~k<@Za+Vbx 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zZT+GD!?i6`85X9`i)SvO@A!#u$!7XTmn&egI|I*V!12c$n;b<)j;T!(v@zfEi;L|Z zR35nB;gzJR^x~bvf(|<;M-uOGVJ~mJe!fCt(ibS2d7+a?$M6BC2NAeV<5XFcx+9TD zn$pn)Kg>Nm6zDZI64~4Fh7r88%Whg8K!go-Ng*d!{}}AiwL{<0Ewnqr?Hd|GWyzt# z!y6#>(8GtHQg?Z0r-^x4fD{f|!X@+PuOTk{>I{YL*xK0<+M~Xp7+xlxwUeC4tw7b* zq_xbofAKMMm7qER4K!Liv-txn0%y|A;qWXLGS$w%ydw%(#IK?*1bA;rQP-6lunSg{ zz>gFAaIUZXqWa5R_d12+l=FgIwbQ4!(_~Toit7O2#Wb_o?1q*WHy{0>u~HX2 zh>J54V43#8c9L&4u1P!N_xQ&{3es+)_I(=iV_Cgr(TY?rlLWepLfJm-;+}=w&p3H? zndBy>+19+_K16u>*%gZgouElZ#lZ?ndz>MPoLP^mdLuCubOFpG$=P#7+wuFiniFZF zqLqd!(WX!wo$kaM{l~F%#8lgV+B2@9WI2=nn~$ zCX7W5H*|r!U9ZVO$EXh~efcBG!$6IUKiAXH5yuA`=doPmAuqT_O$*OvPc6!Hk3Koq z;b-e2oC910GT7bs+>E|9iS4a+fp7I3XlR4%JA2gazp1aaF*@b^nug@HE-N<5`6nf-}=+oN=#wj9qxc=Jv*DaHpw!3qU>i@GU5d%oVe@-Pw`A8k!!ZKLnf9@58 zC$~ox?ED--Y+OT}b=A7m?k#OLLkXM^|L`Z`4`4u$CHx&YdR)Z&fgmP(p%+JK1Sqnw veb`vt_ELiCK4l Date: Mon, 11 Mar 2024 10:16:02 -0700 Subject: [PATCH 2/4] Add `blog` Docker image (#124) * adding Dockerfile and update README * update instruction to run the code * add links to ignore in lycheeignore * add stackoverflow to lycheeignore * add note about git activity --- .lycheeignore | 3 +++ Dockerfile | 26 +++++++++++++++++++++ README.md | 65 +++++++++++++++++++++++++++++++++++++++++---------- 3 files changed, 82 insertions(+), 12 deletions(-) create mode 100644 Dockerfile diff --git a/.lycheeignore b/.lycheeignore index 3a770928..78d6bec1 100644 --- a/.lycheeignore +++ b/.lycheeignore @@ -9,4 +9,7 @@ https://cran.r-project.org/doc/FAQ/R-FAQ.html#Why-doesn_0027t-R-think-these-numb https://go.appsilon.com/demo-apps https://doi.org/10.1177/17407745221123244 https://appsilon.com/static/35215a117d1bc17fac2179f059c3709f/rhino_fda_pilot_r_shiny_app_e-ctd.webm +http://localhost:8787/ +https://github.com/pharmaverse/blog/pkgs/container/blog +https://stackoverflow.com/* https://stackoverflow.com/questions/12688717/round-up-from-5#comment110611119_12688836 diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 00000000..ea1af2cb --- /dev/null +++ b/Dockerfile @@ -0,0 +1,26 @@ +FROM rocker/rstudio:latest + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + ca-certificates \ + curl \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* \ + && curl -o quarto.deb -L https://github.com/quarto-dev/quarto-cli/releases/download/v1.4.550/quarto-1.4.550-linux-amd64.deb \ + && dpkg --install quarto.deb \ + && rm -f quarto.deb \ + && R -e 'install.packages(c( \ + "jsonlite", \ + "tidyverse", \ + "spelling", \ + "janitor", \ + "diffdf", \ + "admiral", \ + "patchwork", \ + "here", \ + "reactable", \ + "pharmaversesdtm", \ + "metacore", \ + "metatools", \ + "xportr", \ + "pharmaverseadam"))' diff --git a/README.md b/README.md index 5d036aa9..41dd7866 100644 --- a/README.md +++ b/README.md @@ -6,20 +6,20 @@ As the CWG is a small team, we hope to make the blog development process easy en ## Spirit of a Blog Post -The CWG believes that the following 4 points will help guide the creation of Blog Posts. +The CWG believes that the following 4 points will help guide the creation of Blog Posts. * **Short** * **Personalized** * **Reproducible** -* **Readable** +* **Readable** -**Short:** Posts should aim to be under a 10 minute read. We encourage longer posts to be broken up into multiple posts. +**Short:** Posts should aim to be under a 10 minute read. We encourage longer posts to be broken up into multiple posts. **Personalized:** Posts should have a personality! For example, a person wishing to post on a function in a package needs to differentiate the post from the documentation for function, i.e. we don't want to just recycle the documentation. How can you add your voice and experience? A bit of cheeky language is also encouraged. **Reproducible:** Posts should work with minimal dependencies with data, packages and outside sources. Every dependency introduced in a post adds some risk to the post longevity. As package dependencies change, posts should be built in a way that they can be updated to stay relevant. -**Readable:** The CWG sees this site as more of introductory site rather advanced user site. Therefore, the CWG feels that code should be introduced in a way that promotes readability over complexity. +**Readable:** The CWG sees this site as more of introductory site rather advanced user site. Therefore, the CWG feels that code should be introduced in a way that promotes readability over complexity. ## What types of posts are allowed on this site? @@ -49,31 +49,72 @@ That is it! After that you can go wild, but we do ask that it is kept short! **Step 2:** Branch off `main` -**Step 3:** Create a new Blog Post skeleton using the `create_blog_post.R` script in the `R/` folder. +**Step 3:** Create a new Blog Post skeleton using the `create_blog_post.R` script in the `R/` folder. - Open the `create_blogpost.R` file. - Source the script `help_create_blogpost.R` from within the `create_blogpost.R` file. -- Enter your information into the `create_post` function. +- Enter your information into the `create_post` function. Please note that we do not currently allow users to specify their own categories (or `tags`), so you must chose (possibly several) from this list: `c("metadata", "submission", "qc", "ADaMs", "SDTMs", "community", "conferences", "admiral", "roak", "xportr", "metatools", "metacore")`. -- Running that function will create a subfolder with a quarto file (`*.qmd`) in the `posts/` folder. - Both should be named based on the supplied `post_date` and `post_name` information. +- Running that function will create a subfolder with a quarto file (`*.qmd`) in the `posts/` folder. + Both should be named based on the supplied `post_date` and `post_name` information. -- Open the newly created folder and start working within the `*.qmd` file. +- Open the newly created folder and start working within the `*.qmd` file. -**Step 4:** After you have finished your Blog Post, open the `CICD.R` file in the `R/` folder. -Run the script line by line to first check the spelling in your post and then to make sure your code is compatible with our code-style. +**Step 4:** After you have finished your Blog Post, open the `CICD.R` file in the `R/` folder. +Run the script line by line to first check the spelling in your post and then to make sure your code is compatible with our code-style. **Step 5:** Push to your branch, create a Pull Request, and review the Spirit of the Blog Post in the Pull Request Template. -**Step 6:** Poke us to do a review! +**Step 6:** Poke us to do a review! Most importantly: **Step 7:** Have fun :) + +## How to Use the `blog` Docker Image for Local Development + +Contributors can benefit from using the [`blog` Docker image](https://github.com/pharmaverse/blog/pkgs/container/blog) when creating their blog posts. This way, contributors don't have to install all dependencies from other blog posts and can solely focus on their own blog post and its dependencies. + +Here are the steps to use the blog's Docker image: + +1. Ensure you have [Docker Desktop](https://docs.docker.com/get-docker/) installed. +2. Start Docker Desktop on your machine. +3. Perform a Docker pull from the blog's GitHub registry by running this code: + +```bash +docker pull ghcr.io/pharmaverse/blog:latest +``` + +4. Clone this `blog` repository and take note of the location of the repo in your local machine. +5. Update the code below specifying the location of your 'blog' repository and execute the script: +```bash +docker run --rm -ti -e PASSWORD=yourpassword -p 8787:8787 -v :/home/rstudio/work ghcr.io/pharmaverse/blog +``` + +Here's an example: + +```bash +docker run --rm -ti -e PASSWORD=yourpassword -p 8787:8787 -v ~/Documents/blog:/home/rstudio/work ghcr.io/pharmaverse/blog +``` + +This command will run the `blog` Docker image and mount your local folder to the image. + +6. Open http://localhost:8787/ and you should see the RStudio welcome page. +7. The username will be `rstudio`, and the password is `yourpassword`. +8. Once logged in, go to the work folder, and you should see the contents of the `blog` repository. +9. Click the `quarto-blog.Rproj` file to open the project. +10. You can test by opening the `index.qmd` and rendering the document. +11. Quarto should run, and you should be able to see the rendered blog locally. +12. Develop your blog post and re-render as needed. +13. Once complete, you can close the RStudio session, shut down the image, and push your update to the blog repo. + +Please note that there is no SSH or git capability in the docker image, so you can't push your update to the repo from the image directly. To push the update, you would have to do it from your local RStudio or terminal. + +A Dockerfile is also provided in this repo if you want to build the image locally and add more functionalities. From 12eb7b92087b98e211b8032a3bea46d4d68d85e6 Mon Sep 17 00:00:00 2001 From: Ross Farrugia <82581364+rossfarrugia@users.noreply.github.com> Date: Tue, 12 Mar 2024 14:58:33 +0000 Subject: [PATCH 3/4] closes #134 new contributors blog (#135) * #134 new contributors blog * Update posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> * Update posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> * Update posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> * Update posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> * Update posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> * chore: #134 spelling and links * #134 add a pic * #134 spelling * #134 spelling * chore: #134 strange url spelling checks... --------- Co-authored-by: Edoardo Mancini <53403957+manciniedoardo@users.noreply.github.com> Co-authored-by: Ben Straub --- .lycheeignore | 1 + inst/WORDLIST.txt | 22 +++ posts/2023-08-08_study_day/study_day.qmd | 2 +- .../2024-03-11_tips_for__first_.../appendix.R | 78 ++++++++ .../contributors.png | Bin 0 -> 322605 bytes .../tips_for__first__time__contributors.qmd | 187 ++++++++++++++++++ 6 files changed, 289 insertions(+), 1 deletion(-) create mode 100644 posts/2024-03-11_tips_for__first_.../appendix.R create mode 100644 posts/2024-03-11_tips_for__first_.../contributors.png create mode 100644 posts/2024-03-11_tips_for__first_.../tips_for__first__time__contributors.qmd diff --git a/.lycheeignore b/.lycheeignore index 78d6bec1..364a3dbc 100644 --- a/.lycheeignore +++ b/.lycheeignore @@ -13,3 +13,4 @@ http://localhost:8787/ https://github.com/pharmaverse/blog/pkgs/container/blog https://stackoverflow.com/* https://stackoverflow.com/questions/12688717/round-up-from-5#comment110611119_12688836 +https://appsilon.com/docker-vs-podman-vs-singularity/amp/ diff --git a/inst/WORDLIST.txt b/inst/WORDLIST.txt index 9b43906e..ad80f06c 100644 --- a/inst/WORDLIST.txt +++ b/inst/WORDLIST.txt @@ -121,6 +121,7 @@ CDER cdisc CDISC ceil +Celine changelog ChatGPT cheatsheet @@ -138,6 +139,7 @@ comms comparators compatibilities config +Coretta cosa COUNTRYL COUNTRYN @@ -389,6 +391,7 @@ pharmaverseadam pharmaversesdtm phuse PHUSE +Piraux's pkglite pKobZqjlXChj png @@ -632,3 +635,22 @@ ross siggaard stackhouse sumesh +ari +farrugia +kalappurakal +knoph +michael +michaelrimler +ross +siggaard +stackhouse +sumesh +atkr +devtools +ic +Olo +QKz +scm +ytJ +yv +zt diff --git a/posts/2023-08-08_study_day/study_day.qmd b/posts/2023-08-08_study_day/study_day.qmd index 384ba1fe..2f78a713 100644 --- a/posts/2023-08-08_study_day/study_day.qmd +++ b/posts/2023-08-08_study_day/study_day.qmd @@ -21,7 +21,7 @@ long_slug <- "2023-08-08_study_day" -Creating `--DY` variables for your ADaMs is super easy using [`derive_vars_dy()`](https://pharmaverse.github.io/admiral/v0.11.1/reference/derive_vars_dy.html) from the [admiral package](https://pharmaverse.github.io/admiral/). +Creating `--DY` variables for your ADaMs is super easy using [`derive_vars_dy()`](https://pharmaverse.github.io/admiral/reference/derive_vars_dy.html) from the [admiral package](https://pharmaverse.github.io/admiral/). Let's build some dummy data with 4 subjects, a start date/time for treatment (`TRTSDTM`), an analysis start date/time variable (`ASTDTM`) and an analysis end date variable (`AENDT`). diff --git a/posts/2024-03-11_tips_for__first_.../appendix.R b/posts/2024-03-11_tips_for__first_.../appendix.R new file mode 100644 index 00000000..ece5203f --- /dev/null +++ b/posts/2024-03-11_tips_for__first_.../appendix.R @@ -0,0 +1,78 @@ +# markdown helpers -------------------------------------------------------- + +markdown_appendix <- function(name, content) { + paste(paste("##", name, "{.appendix}"), " ", content, sep = "\n") +} +markdown_link <- function(text, path) { + paste0("[", text, "](", path, ")") +} + + + +# worker functions -------------------------------------------------------- + +insert_source <- function(repo_spec, name, + collection = "posts", + branch = "main", + host = "https://github.com", + text = "source code") { + path <- paste( + host, + repo_spec, + "tree", + branch, + collection, + name, + "code_sections.qmd", + sep = "/" + ) + return(markdown_link(text, path)) +} + +insert_timestamp <- function(tzone = Sys.timezone()) { + time <- lubridate::now(tzone = tzone) + stamp <- as.character(time, tz = tzone, usetz = TRUE) + return(stamp) +} + +insert_lockfile <- function(repo_spec, name, + collection = "posts", + branch = "main", + host = "https://github.com", + text = "R environment") { + path <- paste( + host, + repo_spec, + "tree", + branch, + collection, + name, + "renv.lock", + sep = "/" + ) + return(markdown_link(text, path)) +} + + + +# top level function ------------------------------------------------------ + +insert_appendix <- function(repo_spec, name, collection = "posts") { + appendices <- paste( + markdown_appendix( + name = "Last updated", + content = insert_timestamp() + ), + " ", + markdown_appendix( + name = "Details", + content = paste( + insert_source(repo_spec, name, collection), + insert_lockfile(repo_spec, name, collection), + sep = ", " + ) + ), + sep = "\n" + ) + knitr::asis_output(appendices) +} diff --git a/posts/2024-03-11_tips_for__first_.../contributors.png b/posts/2024-03-11_tips_for__first_.../contributors.png new file mode 100644 index 0000000000000000000000000000000000000000..06d2bd794dc47c164d1e617e80b14577977d6915 GIT binary patch literal 322605 zcmXtf1yCGaur&}oxVyW%I|O$USllg(yAv$<2DimE3A(sDEKYED3m)9z=X>veT|2c^ zBUid-`gZp@H(FC&0UebD6$SGOUP$wNu)6Vl%gA5j^3CpI%gVPL3Wl;os8`(&SV_$JUT1#aB=p6_XSo6fDx z%*?oN)De0?0Bqj|wyCI+sKR5@iDD9%bV{vx=ptpX(|R#jPmrg!keAGdQMDTb5=)V% z!+miVaCWyB5eWRvyb=8;0yQ=ia(vtGo)y06+J4cS9OEEZ98eFU;c0DUxw76bAJf}- zHrBAKWGDVV@rJ*wl=v3+e?m!~c|SVzztS8w)Nd;PzcNTJ$MDMY|K*H|=OR7vf5jDP z3z>TT$nw8O?jhaFl>^wd+xCfGaz#TEUTBlQSSHoj(2!5v5L@tn zWB)+6eXQHd=_`qCbGXnn^Xk=(4YYV4>)>fpbk}=RqM_jErqgwe*lsY20Cm6S$IX1M z_PI`^h4FBc_q#B|RG+QiyV>!f9VU4n-lqRbi{;F=^S^Viv>tGDk9pzw4Qd}-6&Ee7 zrD*uP$j8Tbt@y0`3yVry09QbA`~~&nxCQaQh4pGEw^ZW)(|w{?wGriR$%(iar@{>< zCiX_m+~aN%<=e~+MXH@|wh21sLJec$?X>qHQi9>7s@(vcq3ZN7qun;rH9t@~kgeZU0XTTQ`H7^k}#YgBhKZjqV2+D+(6lhM1P>)dKqQs&5kC zk!yaJE$*qf_1=b?(%j=<3yr;qHcy%#2sERi4xc`nEw-RPNyf6iYwv&TIk*xk$YS8c zaNQWYLwf5g9wWSg)-pT2M$Qo2PXO!lbC;WePCFx4N=NxdE3s2GCa$ooF#!78g1nz(FJL9Ur~Pe;6>MnciTwjTFtb*YxjAG$Ro9r z;&@|R&h)XvoW{*XDLAeFrUk$t9`U!)_S@W$=1iKF0?(0h@yUtpw2opqN>L5tb47!A z&weXMbq?tM)_Xp>QP+KEyvBt|meiZkaDxty7rpU|_TXT&za21%O%8lPWvdTOh}Q-Cu~MP!<4QD6Nfzye|HxcNn|nR-7@tN5 z-@j#VjLds~Qun&%GQ$qRIP*OQ#Er?Jd-G(DUv6#1b-pt+^w=!(25wcOyNW1(>D2D4 zWGC*J39fu{`v&E6j#bK$^KGc(Eb6(#%@=X=WsvI+QKc$`=bNim zL_3QsF~y8_KVTmC-z`L_U~l-;ek!+q_(zKXB0D0CijDRBZ&Gt$f@ILn^{si_p*{@f zIMVY&GBCRXvXs|#zvU`%S%qpUslVfF@^k7`M8d^8I?qQhB-$<5LV0
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+ +What about if you ever had to move to join a new school mid-year? + +I had that experience as a child, and there was nothing more +intimidating than stepping into a classroom of kids that had already +made long-standing bonds and cliques, and here's me joining as an +outsider - the new kid! I had a crippling shyness that meant it took +many years until I allowed the same level of friendships to grow as I +had in my old school. + +Memories like this stay with us, and they can have a habit of holding us +back in later life. It never feels comfortable being the "new kid" and +it takes a brave step to jump in and be open to the new connections and +relationships that might come from this. + +Getting involved with open source can feel similarly daunting. You'll +likely get hit with impostor syndrome making you doubt whether your code +is worthy of sharing or you may fear being judged publicly by others. +Even more fundamentally, you might lack certain skills or experience +(such as +[git](https://git-scm.com/book/en/v2/Getting-Started-What-is-Git%3F)) +which could make an initial barrier. + +One of the key tenets when we started Pharmaverse was for this to be +driven by a passionate community of people, many of whom that actually +use the packages, as who better to empathize with the challenge at hand +than the users themselves? So firstly, please erase from your mind the +thought that package development is only for the elite and you are *"not +worthy"*. Nothing could be further from the truth! + +To share a Coretta Scott King quote: *"The greatness of a community is +most accurately measured by the compassionate actions of its members"*. +Now, in no way do I mean here to compare our community to her amazing +work for the civil rights movement, but the quote is inspiring in many +contexts. We are building a pharma global community of people from all +walks of life that come together to help build shared solutions to our +industry clinical reporting challenges. The best way we can do this is +by having compassion with one another, and you often will find exactly +that when you first join a package development team - most people are +willing to invest in helping you along your learning journey. + +## Step Two: Where to Start + +Our Pharmaverse website has an [Individual Contributor +page](https://pharmaverse.org/contribute/ic/) to help you first get +started as a contributor, including many tips and some useful free +online training resources for topics such as R package development, Git +and GitHub. + +Here are some of the recommendations: + +- Start small - it doesn't even need to be a code contribution to + begin with! We are equally grateful for anyone raising GitHub issues + to report bugs or new feature ideas. + +- When it comes to you feeling ready to start to contribute code, then + choose a package that covers an area of clinical reporting that you + already feel confident with. Reach out to the team via our + [Pharmaverse + Slack](https://join.slack.com/t/pharmaverse/shared_invite/zt-yv5atkr4-Np2ytJ6W_QKz_4Olo7Jo9A) + or on GitHub to express interest, and they may even be able to + support you onboarding. + +- Be kind to yourself and take on one of the easier issues to build + confidence - these are often labeled "good first issue" and might + include activities like updating a unit test or some documentation. + +- Expect to have review findings for your early Pull Requests and + that's absolutely OK as the learning comes from experience. I've + been there! I share + [here](https://github.com/pharmaverse/admiral/pull/760) without + shame my first ever code contribution to admiral and 4 rounds of + review later we finally got it merged! Over time I'm glad to say + things improved, although maybe that depends who you ask... :D + +## Step Three: Still Having Doubt? + +I wanted to include a testimonial from another member of the community +who has more recently been through all of the above steps. + +Here's Celine Piraux's story in her own words: + +*Last year, I began my involvement with the xportr R package, and I'd +like to share my journey towards my first pull request (PR). As a +statistical programmer mainly using SAS, with some knowledge of R, I +initially had no experience with R package development. Nevertheless, I +was eager to contribute to an open-source R package.* + +*The first step in getting involved with an R package is to be aware +that volunteers are needed. In my case, I noticed a call for volunteers +posted on Slack for the xportr package. Since this package aligns with +my expertise in metadata, I eagerly jumped at the opportunity.* + +*With no prior experience in R package development and apprehensions +about potentially breaking the code, I initially adopted an +observational approach. I began by installing the package, running its +functions, and then exploring the code to understand their +implementation. I tested the functions to evaluate if they worked as +expected. If I encountered any issues, I documented them in a GitHub +issue.* + +*After creating the GitHub issues with my findings, I began to follow +the implementation process by another developer to become more familiar +with GitHub. This involved observing how branches are created, commits +are made, and comparisons between commits and branches are performed. I +also learned about the functioning of comments, pull requests, and the +review process.* + +*Once his PR was completed, it was time for the review phase, during +which I ran the new code to understand the changes and experiment with +it. This step also involved two technical requirements: firstly, linking +my GitHub account with RStudio to access the code in the branch, and +secondly, understanding how to execute code within the branch. Since +installing packages using `install.packages()` wouldn't function for +development code, it was essential to know about the function +`devtools::load_all()` to execute the code.* + +*As I became familiar with both the package and GitHub, I felt more +confident to start my first implementation. I read the book 'R Packages' +to gain a better understanding of R package development. The first +chapter, entitled 'The Whole Game', provided a good overview of R +package development and introduced useful functions such as +`load_all()`, `document()`, `test()`, and `check()`.* + +*With this first implementation, I dived into the development process of +the package, involving tasks such as creating a new branch, committing +changes, writing a descriptive commit message (still not sure of the +best approach), updating and adding new tests to cover the +modifications, resolving merge conflicts, updating documentation, +handling failing checks in CI/CD. Having a checklist in the PR template +was very helpful to keep all the necessary steps in mind.* + +*The PR was submitted, and the reviewers provided useful feedback and +valuable advice on my code. I implemented the comments, and the PR was +approved and merged into the main branch.* + +*After successfully merging my first PR, I feel more confident in +contributing to open-source R packages. It's now time to select a new +issue to tackle.* + +## Step Four: So, what are YOU waiting for... + +To end, my advice to my 8 year old self from the start of this story +would be *"Take a risk and dive in - what have you got to lose?!"* - and +I only hope some part of this message resonates with others reading this +blog and considering joining the open source community. + +Honestly, you won't regret it! + +![Picture taken from the Pharmaverse website: showing the network graph +of the 261 Pharmaverse contributors (at the time of writing this +blog)](contributors.png){fig-align="center"} + + + +```{r, echo=FALSE} +source("appendix.R") +insert_appendix( + repo_spec = "pharmaverse/blog", + name = long_slug +) +``` From e83162352b2816d60c4c40747ede0a841714abe6 Mon Sep 17 00:00:00 2001 From: Gigi Kenneth Date: Thu, 14 Mar 2024 13:28:15 +0100 Subject: [PATCH 4/4] Rhino for Shiny App validation blog post (#129) * Add files via upload * updated with shinytest2 link --------- Co-authored-by: Ben Straub --- .../Rhino.webp | Bin 0 -> 26484 bytes .../images/rhino-ci.png | Bin 0 -> 46274 bytes .../rhino_shiny_app_validation.qmd | 113 ++++++++++++++++++ 3 files changed, 113 insertions(+) create mode 100644 posts/2024-03-01_rhino_shiny_app_validation/Rhino.webp create mode 100644 posts/2024-03-01_rhino_shiny_app_validation/images/rhino-ci.png create mode 100644 posts/2024-03-01_rhino_shiny_app_validation/rhino_shiny_app_validation.qmd diff --git a/posts/2024-03-01_rhino_shiny_app_validation/Rhino.webp b/posts/2024-03-01_rhino_shiny_app_validation/Rhino.webp new file mode 100644 index 0000000000000000000000000000000000000000..5b9880f543526e29aa845b79b8c18683dc8cc113 GIT binary patch literal 26484 zcmeFXRdgiVk|h{oW@ct)W|mUS%qeDOPBAkxGcz+wDV9>q%uI8;s#ka4_g+`ke9gy{ zFOTJ6;o*Lk+u3HexA{?$5*N2N0|3;;gcZ~jI5nUF0081&AAbk{Cn!MZhk|4s5C8xq zkyjRt%Grql{z3$T;7&*ktgHr8XQ2uh2VtI1X(vp0XGRYe>C^Osd8H@5Y z18{5T8~mWER}-uk@KS3`@5wLMz@WUB`-hV|s+{W-U#!>MW3Ov>xZ7^xyVld%TaTKD z(AX6 zv#^fou84 z*75CR?vO9lPl!*3KLq5Qz@HNDxp}pR9+My6Z?y*a2=akOJHNfwm$ljJaQ(ODB%B_S(Jjsb+Qv6zKM;4Z~0$C7lXmx za7TvN@tq1cSX)U2AMQrUJIKphnW_7Kj%!|*OGy5ioL(20NFzOD>wkaml#b6`D_-B!E1oH#}jpEnwj{c*^%_A4G zpc!gZWVVEyH7-B<4or_m{&wRN?Z<`(li9aomdJn-Z5Nv{?kE!f&!RJ$qzVX+Qb;Rz z#VH(07BAVED@B7}2jt=aRq4kY})qh zyFEW%d%s|P3#|R~4$vKbVZEE?9%KPs0CCK5Z~Vt|jy(Do9^Mck@{y&sm3DceU3B?J z1|exw%nukv>V@qLOC%RO?DW$#IxvW;V3rE+6Gn)(ZVuH^IsY%YC(6!U0JuRye(gzU ze$~@~JRU%%_e1YI7}!z9m=QI!%#|5!KD_BVkzmrEq+EB(l+@e@G!K4r1LfOX4WdP; zCMaJdhj`;mXf6o&^rz>}WF`Aey0uE+Z}oraeI||zR0q#YA(aToeGGmQ2mmoO(oPU4 zEW#Ev#l7f+3A-1)ijClAZx;KuDyVDHlri;-cDk2e{5RX6p8#&Aqapx8GE6vdNrZF9 zOM)3~xyGkeRu7*l9o(tFiyT9Jh>Q=SWl%^^d&^op|AgQJ3NC)&PW0Xa6YRcPA5_~S z`yb})iljT{@qIIF2?{Gtx62(PJhEpQ;NlvHBdZXU~^p(L9?b*cg5v?ysYF-}Yoi6XJ)}sE zsR=@;c`)b*G9N|hKi3SUci=O7acPgaBiuBDV{7-z-1pe?L?N~(M)lV<)OG?{!K0nz zc3yj6Bqoo$RW?Qurq-G~Bcy8szj(A$Q=p&>}&jd+iq> zh;umgoBse!SwT65hpUoVk9l5M-a7bPt$=T20jv~lLqS}w6_bT55{i^y^|06i6o%IC zVhQ{Lu9ph5Uu=f)6#`rD#cO%HyByY#BWp}{El>SLf|45-hyGI&YU!KCF&J&{b#p2U{vHf|riF z92D@}N6}qyZr`7nGA5W{No5b z0|7m=rTG`hQHx+SZIU{Y$Tov!)Tiqc{Xq{0U-_oPq;{{rO7uG}v}z5gt~^r#L0|EQ zr#A2TyxAExJ?%JH-i9O;unt#^0#rsn9*EOSDxWS{rc%XEp$BQ9IIG8%J}UwrY>Bf5 zkx4{#+{{s>42xYt~>f(g-)4-UO-3WKV>wok)KdU4wrLJ&|se zYL;TLq7m=MS9=WRfh+T}2~y@rD6L91TRe4);+dG--Z%MVtcTBB}TQYeQ6c99eFFJ69qIMz@AmU2boqO&HH1M6?{yb;aq}PrV*(i<$TD^@zi&yAUt%`C%vuXhmE5RsXxvNKexn z2&0Q}v#vl&47TtWpqwD7V(>znxV@7u;SB%S`a{(yFwI^gVwwCd!JmI8B3AXyIMF1| zLZp#99D82Ki{Rd@Qf&G)K(DrqS)Rfhq2Tt2cq7Qz=+a+ZA_$#U`yk(*MzST%Mb ztbGmF7uS|p^Hufrn;{F_RXv_Ppb(Qrwnf_{HJmtg4y|(1=VR*stRJ$XB>AJ|K+OEL zCCT}w9!A^}8K&t^sv6p2?8*B++z>vw*2R54cF!bi(#v|C@jJ$(^oz0SWy5 zv&kF*24~Q?JTP_ME7~A6{|8e65l@abGprzIOX3{KG2>#@N{pm4LwW?q*c3vF#sWbI zdc%;FM4v6lXiOz+OVYkDa{ECOn$K_VC!!WlJYXOZGpBuayhouuQh5Bn1(I|XXIts6 zs1J=-r*(zu3k@Z&=PPfLd8=&&_A9ZUcK*@7=W*eUqeQFvl~6f$CM&F}$%uii_KK2r zJM+PD?d{LCJ+LBdRQb7 z0IVT24K9%oU&h&klic4oOCbt_aE4N#Y)aS3ayIIj0eqNkeN<{)Xe6m&iW^OG~u`yk*2FXy)v*bIlcc1(%{ z%k>0rWA0gp_TK*SB|M? 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accuracy of Shiny applications." # <---- please write a description +date: "2024-03-01" +# please do not use any non-default categories. +# You can find the default categories in the repository README.md +categories: [submission, community] +# feel free to change the image +image: "Rhino.webp" +--- + + + +```{r setup, include=FALSE} +long_slug <- "2024-03-01_rhino_shiny_app_validation" +# renv::use(lockfile = "renv.lock") +``` + + + +The importance of reliable and accurate software in the pharmaceutical industry cannot be overstated. As you grapple with the complexities of developing Shiny applications that not only meet requirements but also remain free of defects, the conversation inevitably turns to the topic of **validation**. This is where the [Rhino](https://appsilon.github.io/rhino/?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account) framework comes into play. It provides a validation environment through a set of tools that not only ensure the thorough testing of your Shiny Application but also enforce good software practices for producing quality code. + +## What is Validation? + +At its core, validation is about generating objective evidence that the software consistently fulfills the users' needs and requirements. It is closely intertwined with concepts such as verification, testing, quality assurance, and quality control. However, it is not a one-time activity. Validation is an ongoing aspect of the entire development process for assessing whether an application meets requirements and is free of defects. ([phuse, 2021](https://phuse.s3.eu-central-1.amazonaws.com/Deliverables/Data+Visualisation+%26+Open+Source+Technology/WP059.pdf)) + +The foundational aspect of validation lies in the clarity and precision of the requirements set upfront. Projects often encounter challenges not due to technical constraints but unclear requirements. This clear definition of needs is the first and most critical step in the validation process, setting the stage for effective and meaningful software evaluation. + +Testing in some form is indispensable in any software engineering project. However, writing automated tests costs time and effort. Therefore, the approach to testing can vary widely depending on the project's scope, complexity, and purpose. + +For instance, manual testing, which involves checking the software by hand for bugs or other issues, might suffice for a Proof of Concept (PoC) application. On the other hand, in applications performing critical functions, such as those involved in clinical trial data analysis, the cost of failure could be extremely high, necessitating more rigorous and comprehensive automated testing. + +The key is to strike a **balance**, ensuring the software is thoroughly validated without exhausting resources. + +## How Rhino Helps in Validating R Shiny Apps + +[Rhino](https://appsilon.github.io/rhino/?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account) automates the steps for creating the validation environment so you can spend your time and effort on writing the actual tests. + +![Validation with Rhino](images/rhino-ci.png){fig-align="center" width="454"} + +When you first run `rhino::init()` inside your project's root directory, [Rhino](https://appsilon.github.io/rhino/?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account) introduces a suite of tools that will help you validate your Shiny application and a robust file structure to modularize your code into meaningful parts. With Rhino initialized, validating your Shiny application becomes an integral and seamless part of your development workflow. + +### Testing + +Rhino comes with [testthat](https://testthat.r-lib.org/) installed and introduces the `tests/` directory in your project. As part of the validation process, you want to test your requirements. With Rhino, all you need to do is create your test-\*.R files in tests/testthat directory and run [`rhino::test_r()`](https://appsilon.github.io/rhino/reference/init.html). + +Although [shinytest2](https://rstudio.github.io/shinytest2/) tests can also be added with minimal effort ([How to use shinytest2](https://appsilon.github.io/rhino/articles/how-to/use-shinytest2.html)), one of the distinct features of Rhino is the ability to write end-to-end tests with Cypress out of the box. To learn more about how to write Cypress tests via Rhino, you can read more on [Write end-to-end tests with Cypress tutorial](https://appsilon.github.io/rhino/articles/tutorial/write-end-to-end-tests-with-cypress.html) in the documentation. + +#### Continuous Integration via GitHub + +As discussed in the “What is validation?” section, validation is a continuous process. To accomplish this, Rhino uses a GitHub Actions workflow. This file enables the automatic running of tests and linting checks every time the code is pushed to the Github repository. + +You can further configure your repository to require these checks to pass before a pull request can be merged, ensuring only validated code makes it into your project. + +### Standardization of Good Practices + +Rhino also provides tools for good software development practices. These standardization tools don’t directly address requirements or defects, but they raise the overall code quality. + +#### rhino::lint\_\* Functions + +Rhino provides linters for R ([`rhino::lint_r`](https://appsilon.github.io/rhino/reference/lint_r.html)), Javascript ([`rhino::lint_js`](https://appsilon.github.io/rhino/reference/lint_js.html)), and Sass ([`rhino::lint_sass`](https://appsilon.github.io/rhino/reference/lint_sass.html)) code. These linters ensure that the code style is consistent. This consistency might not be visible to the end-users, but it significantly enhances code readability and maintainability, which are crucial for reducing bugs and errors in the application. The cleaner and more readable the code, the easier it is for you to spot and rectify issues. + +#### Modularization with `box` + +Modularization allows developers to compartmentalize different aspects of the application, making each part easier to understand, develop, and validate individually. + +Rhino leverages the [box](https://klmr.me/box/reference/index.html) package for effective modularization. This approach to structuring the app makes the codebase more manageable and navigable and significantly enhances the ease of testing and maintenance. + +#### Reproducibility with `renv` + +[renv](https://rstudio.github.io/renv/index.html) is currently the best tool for ensuring reproducibility and consistency across different development environments. Each Rhino project comes with `renv` activated. It further automatizes managing dependencies with [`rhino::pkg_install()` and `rhino::pkg_remove()`](https://appsilon.github.io/rhino/reference/dependencies.html) functions to install, update or remove a package with just one call. Check out this [explanation on Renv configuration](https://appsilon.github.io/rhino/articles/explanation/renv-configuration.html) to learn more! + +## Wider picture + +### Bare Bones Approach + +A minimal Shiny app can be as simple as a single file. This 'bare bones' approach is the most straightforward, requiring minimal setup. However, it places the workload on the developer to establish everything from scratch. + +This method may be suitable for quick prototypes or small-scale projects but it lacks the robustness needed for complex, large-scale applications, especially in a field as critical as pharmaceuticals. + +### Other Shiny Frameworks + +Frameworks like [Golem](https://thinkr-open.github.io/golem/) and [Leprechaun](https://leprechaun.opifex.org/#/) adopt R package structure for Shiny apps. This method allows developers to leverage standard R package testing tools like R CMD check. + +While this approach brings the benefits of R's package development ecosystem, it does not offer extra state-of-the-art tools such as linters, Cypress tests, and GitHub Actions that Rhino provides out of the box. Leaving the burden of manually setting them up on the developers. + +Read our [{rhino} vs {golem} vs {leprechaun}: Which R/Shiny Library is Right for You?](https://appsilon.com/rhino-vs-golem-vs-leprechaun/?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account) blog post to learn more about the differences. + +### Validation Theater + +Test coverage is often cited as a key metric for assessing the reliability of an application. While high test coverage is beneficial, it is not a definitive guarantee of software quality. The quality of the tests themselves matters significantly more. A common pitfall is the overreliance on achieving 100% test coverage, which may give a false sense of security about the application's robustness. + +Additionally, R CMD checks provide reassurance with their green check marks. However, many of these automated validations are not directly applicable or relevant to Shiny apps. This is one of the reasons why Rhino does not use these checks. While they are useful, they do not encompass the full spectrum of what needs to be tested in a Shiny application. + +**The key takeaway is that no automated check can substitute for a thorough and well-thought-out development process.** The quality of a Shiny application hinges not just on the tests it passes but on the entirety of its development lifecycle, from initial design to final deployment. + +## Summing up Rhino for R Shiny App Validation + +Rhino adopts a software engineering perspective, focusing primarily on the technical facets of validation. It provides a comprehensive suite of tools that streamline the process of creating Shiny applications that are not only functionally sound but also robust and maintainable. + +However, it's crucial to recognize that Rhino's contribution is a piece of a much larger puzzle. Validation, as emphasized throughout this post, is not a standalone activity but a continuous process that intertwines with every phase of software development. + +From the initial requirement gathering to the final deployment, each step plays a vital role in shaping the overall quality and effectiveness of the application. + +If you'd like to learn more about Rhino, especially within the context of building Shiny apps for regulatory submissions you can check out this blogpost, [**Reproducible and Reliable Shiny Apps for Regulatory Submissions**](https://appsilon.com/reproducible-and-reliable-shiny-apps-for-regulatory-submissions/?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account) or visit [Appsilon's website](Appsilon.com?utm_source=referral&utm_medium=pharmaverse&utm_campaign=blog&utm_term=appsilon-account). + +## References + +phuse. (2021). R Package Validation Framework. R Package Validation Framework. https://phuse.s3.eu-central-1.amazonaws.com/Deliverables/Data+Visualisation+%26+Open+Source+Technology/WP059.pdf