From e6f9f0e90b6403c0f464aa60f31b45bcd4892c90 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Fri, 22 Apr 2022 17:13:53 +0200 Subject: [PATCH 01/15] basic chunks --- vignettes/basic_chunks.Rmd | 293 ++++++++++++++++++++++++++ vignettes/images/chunks_animation.gif | Bin 0 -> 236558 bytes vignettes/images/container.png | Bin 0 -> 10140 bytes vignettes/images/get_rcode.PNG | Bin 0 -> 19371 bytes vignettes/images/is_ok.png | Bin 0 -> 16385 bytes vignettes/images/push.png | Bin 0 -> 16410 bytes vignettes/images/reset.png | Bin 0 -> 17260 bytes vignettes/images/show_r_code.gif | Bin 0 -> 2710502 bytes vignettes/teal-code.Rmd | 56 +++++ 9 files changed, 349 insertions(+) create mode 100644 vignettes/basic_chunks.Rmd create mode 100644 vignettes/images/chunks_animation.gif create mode 100644 vignettes/images/container.png create mode 100644 vignettes/images/get_rcode.PNG create mode 100644 vignettes/images/is_ok.png create mode 100644 vignettes/images/push.png create mode 100644 vignettes/images/reset.png create mode 100644 vignettes/images/show_r_code.gif create mode 100644 vignettes/teal-code.Rmd diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd new file mode 100644 index 00000000..74c3c86f --- /dev/null +++ b/vignettes/basic_chunks.Rmd @@ -0,0 +1,293 @@ +--- +title: "Basic chunks" +author: "NEST coreDev" +date: "2022-04-22" +output: rmarkdown::html_vignette +--- + +# What is a chunk? +A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: +```r +a <- 3 + +# Creating a chunk by quote ------------------------------ + +expr_a <- quote(sum(a, a)) +print(expr_a) +#> sum(a, a) +print(class(expr_a)) +#> [1] "call" + +# Creating a chunk by bquote ------------------------------ + +expr_b <- bquote(b <- sum(a, a)) +print(expr_b) +#> b <- sum(a, a) +print(class(expr_b)) +#> [1] "<-" + +# Creating a chunk by call ------------------------------- + +expr_c <- call("sum", a, a) +print(expr_c) +#> sum(3, 3) +print(class(expr_c)) +#> [1] "call" +``` + +As seen above, a chunk is of class `call` or an assignment given by class `<-`. To evaluate such expressions, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the chunks: + +```r +a <- 3 +expr_a <- quote(sum(a, a)) +expr_b <- bquote(b <- a + a) +expr_c <- call("sum", a, a) + +eval(expr_a) +#> 6 +eval(expr_b) +#> +print(b) +#> 6 +eval(expr_c) +#> 6 +``` + +# The chunks container + +The main concept behind the code chunks is the chunks container. This container consists of two elements: + +1. A stack of quoted R expressions, each called a "chunk" +2. An environment carrying variable values + +container + +As you have seen in the prior chapter, each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. + +The next sections will tell in a step by step guide which features are provided by the chunks container. + +# Step by step to understand chunks + +## General information + +Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](#implict-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: + +```r +# Code needs modification before it can be run: +# - needs to be placed inside a teal module server function +teal.code::init_chunks() +``` + +As a simulation of the teal environment the `init_session` function is provided: + +```r +{{% nest_bee_release %}} + +library(teal) + +# pseudo code simulating a shiny session ---------------------------- +init_session <- function(){ + session <- new.env() + session$userData <- new.env() # nolint + session$ns <- function(x) paste0("x-", x) + return(session) +} + +# initializing code chunks ------------------------------------------- +session <<- init_session() +teal.code::init_chunks(session = session) +``` + +## Feature 1: Reset (initialize the environment) + +Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the {{< link_doc_fun "teal.code" chunks_reset >}} function. It not only clears off all current chunks inside the container, but also hands over all variables from the current environment to the container environment. + +To check that it worked as expected the function {{< link_doc_fun "teal.code" chunks_get_var >}} will be used and check that the values inside the chunks container are equal to the values from the environment. + +You can use this code snippet: + +```r +{{% nest_bee_release %}} + +library(teal) + +# pseudo code simulating a shiny session ---------------------------- +init_session <- function(){ + sessionint <- new.env() + sessionint$userData <- new.env() # nolint + sessionint$ns <- function(x) paste0("x-", x) + return(sessionint) +} + +# initializing code chunks ------------------------------------------- +session <<- init_session() +teal.code::init_chunks(session = session) + +# Adding variables to the chunks ------------------------------------- + +ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) +x <- "abc" +y <- 5 + +teal.code::chunks_reset() + +# Double check variables were handed over----------------------------- +all.equal(x, teal.code::chunks_get_var("x")) +``` + +reset + + +## Feature 2: Push - adding code snippets + +To populate chunks, a chunk can be added using the {{< link_doc_fun "teal.code" chunks_push >}} function. Here two code snippets will be added: + +```r +# Code needs modification before it can be run: +# - chunks need to exist inside the environment +chunks_push(bquote(y <- y + 1)) +chunks_push(bquote(x <- paste0(x, y))) +``` + +push + +## Feature 3: Get R code - showing the chunks code + +To reproduce what was done inside the chunks, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: + +```r +# Code needs modification before it can be run: +# - chunks need to exist inside the environment +# - chunks needed to be pushed to the container +chunks_get_rcode() + +#> chunk_1 chunk_2 +#> "y <- y + 1" "x <- paste0(x, y)" +``` +get_rcode + +## Feature 4: Eval - evaluating the code + +The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. + +The `teal.code::chunks_eval` will always return the value of the last evaluation. By {{< link_doc_fun `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. + +```r +# Code needs modification before it can be run: +# - chunks need to exist inside the environment +# - chunks needed to be pushed to the container +chunks_eval() +#> "abc6" +chunks_get_var("x") +#> "abc6" +chunks_get_var("y") +#> 6 +``` + +eval + +## Feature 5: Is ok - check for errors and warnings + +As already said the chunks will never throw an error upon execution. Errors are caught and stored in error messages. The most important function to check if everything went fine is {{< link_doc_fun "teal.code" chunks_is_ok >}}. It will return `TRUE` in case everything was fine. + +`teal.code::chunks_validate_is_ok` returns a useful `validate(need(...))` message inside the shiny app in case something went wrong. + +Last but not least you can use the function `teal.code::chunks_safe_eval` inside shiny, which will evaluate the chunks container and check if everything went right. + +```r +# Code needs modification before it can be run: +# - chunks need to exist inside the environment +# - chunks needed to be pushed to the container +chunks_is_ok() +#> TRUE +chunks_validate_is_ok() +#> + +# Trying an error inside a chunk ------------------------ +chunks_push(quote(stop("ERROR"))) +chunks_eval() + +chunks_is_ok() +#> FALSE + +chunks_validate_is_ok() +#> Error: The following errors(s) occurred: +#> ERROR +#> +#> when evaluating the following code: +#> stop("ERROR") +``` + +is_ok + +## Tutorial Summary + +In summary: + +1. chunks host code snippets +2. chunks host their own environment +3. chunks are initialized inside shiny using `teal.code::init_chunks` +4. chunks can be accessed to retrieve variables from the environment using `teal.code::chunks_get_var` +5. chunks can be added to the chunks container by `teal.code::chunks_push` +6. All chunks inside a container can be executed by `teal.code::chunks_eval` +7. `teal.code::chunks_safe_eval`, `teal.code::chunks_validate_is_ok` and `teal.code::chunks_is_ok` allow checking for execution errors + +The whole implementation of this tutorial is given in the *gif* below: + +chunks_animation + + +For more information about the implementation of chunks inside of shiny/teal module, please visit the Advanced chunks article. + +Please find below the implicit vs. explicit usage of code chunks. + +--- + +## Implicit and Explicit implementation of code chunks + +There are two ways to use the code chunks inside shiny modules. First you can generate +a chunk stack using R6. As we noticed that chunk stacks have to be reactive, we +coupled the R6 stack in a reactive way to the shiny session and provided module +developers with an implicit implementation. The implicit implementation lets you +ignore the location of the chunk stack. Moreover you have wrappers around many +of the explicit functions. + +Please see the following example of how to derive the same chunk stack in an implicit and explicit way: + + +| Explicit - using R6 | Implicit - use teal.code functions | +|------------------------------------------------------|---------------------------------------------| +| session_chunks <- chunks\$new() | teal.code::init_chunks() *# in shiny reactive* | +| | | +| a <- 1 | a <- 1 | +| b <- 2 | b <- 2 | +| | | +| session_chunks\$reset() # sets a & b in env | teal.code::chunks_reset() | +| | | +| # sets a & b in env, use all variables from datasets | # sets a & b in env, use all variables from datasets | +| session_chunks\$reset(datasets = datasets) # | teal.code::chunks_reset(datasets = datasets) | +| | | +| session_chunks\$push(x = bquote(a <- a + 1)) | teal.code::chunks_push(expression = bquote(a <- a + 1))| +| | | +| session_chunks\$push(x = bquote(a <- a + 1)) | | +| session_chunks\$pop() *# remove last chunk* | *#not possible* | +| | | +| session_chunks\$eval() | teal.code::chunks_eval() | +| stopifnot(session_chunks\$get("a") == 2) | stopifnot(chunks_get_var("a") == 2) | +| | | +| session_chunks\$push(x = bquote(c <- a + b)) | teal.code::chunks_push(expression = bquote(c <- a + b))| +| session_chunks\$eval() | teal.code::chunks_eval() | +| | | +| stopifnot(session_chunks\$get("c") == 4) | stopifnot(chunks_get_var("c") == 4) | +| | | +| session_chunks\$push(x = quote(a + b + c)) | teal.code::chunks_push(expression = quote(a + b + c)) | +| stopifnot(session_chunks\$eval() == 8) | stopifnot(chunks_eval() == 8) | +| *# eval gives return value* | | +| session_chunks\$get("a") | chunks_get_var("a") | +| | | +| # merging two chunks objects | | +| session_chunks2 <- chunks\$new() | session_chunks2 <- chunks\$new() | +| session_chunks2\$push(bquote(d <- 1)) | session_chunks2\$push(bquote(d <- 1)) | +| session_chunks\$push_chunks(session_chunks2) | chunks_push_chunks(session_chunks2) | +| 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/dev/null +++ b/vignettes/teal-code.Rmd @@ -0,0 +1,56 @@ +--- +title: "Reproduciblity" +author: "NEST coreDev" +date: "2022-04-22" +output: rmarkdown::html_vignette +--- + + +Reproducibility is an important feature when it comes to data analysis for the following reasons: + +- Ability of users to reproduce the outputs at any moment in a simple R console outside of a reactive shiny app. +- Provides transparency where it helps users and others understand what happened during the analysis. + +This is where the `chunks` concept of `teal.code` package comes into play to provide methods to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. + +Note that there is a public [shinymeta](https://github.com/rstudio/shinymeta) R package from RStudio that offers similar functionality. However, `shinymeta` is currently not easily integratable into `teal` modules and hence we recommend using `chunks` for `teal` based apps + +# Reproducibility in teal + +Well-designed teal applications should be set up such that for every output displayed, the associated R code can be requested via the **Show R code button**. In order to develop a teal application with reproducible outputs the app developer needs to take this into account when implementing the app.. + +The reproducible code displayed for outputs in `teal` is always made from three parts: + +1. Header which includes information such as: + - directory path + - server name + - R version + - date + - `libPaths()` + - packages' versions. + +2. Pre-processing Code: refers to the code which precedes the teal app initialization, this includes: + - Data imports + - Data transformation + - Checking data reproducibility + +3. Teal Module Analysis Code which includes: + - [Data merging](https://insightsengineering.github.io/teal.transform/articles/transforming-teal-data) + - Filtering and encodings + - Data analysis/visualization + +SRC + +The header is created by `teal`, the pre-processing code must be supplied by the app developer and the analysis code is provided by the teal modules. + +# Chunks + +The code chunks were introduced to allow the development of reproducible `shiny`/`teal`modules. A reproducible module includes a "Show R Code" button which can display the code needed to reproduce the outputs of the module. Inside the modal, which pops up after clicking the button, you should see: + +1. The code loading the necessary libraries - by `teal::get_code` +2. The code used for loading and filtering data sets - by `teal::FilteredData` +3. The code used for merging multiple data sets - by `teal.transform::data_extract_srv` +4. The code generating the outputs - by **code chunks** + + +The code chunks were especially designed for the code leading from an input data set to the outputs. To get more information about the concept of chunks, please refer to article [basic chunks]{https://insightsengineering.github.io/teal.code/articles/basic_chunks.html} . From 686a0a10414f416c06fe133173e23db1b47e97f5 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 14:36:53 +0200 Subject: [PATCH 02/15] update --- vignettes/basic_chunks.Rmd | 23 +++++++++-------------- vignettes/images/eval.png | Bin 0 -> 25095 bytes vignettes/teal-code.Rmd | 4 ++-- 3 files changed, 11 insertions(+), 16 deletions(-) create mode 100644 vignettes/images/eval.png diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 74c3c86f..eececb3a 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -62,7 +62,7 @@ The main concept behind the code chunks is the chunks container. This container container -As you have seen in the prior chapter, each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. +As seen in the prior section, each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. The next sections will tell in a step by step guide which features are provided by the chunks container. @@ -70,7 +70,7 @@ The next sections will tell in a step by step guide which features are provided ## General information -Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](#implict-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: +Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](https://insightsengineering.github.io/teal.code/articles/basic_chunks.html#implicit-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: ```r # Code needs modification before it can be run: @@ -81,8 +81,6 @@ teal.code::init_chunks() As a simulation of the teal environment the `init_session` function is provided: ```r -{{% nest_bee_release %}} - library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -100,15 +98,13 @@ teal.code::init_chunks(session = session) ## Feature 1: Reset (initialize the environment) -Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the {{< link_doc_fun "teal.code" chunks_reset >}} function. It not only clears off all current chunks inside the container, but also hands over all variables from the current environment to the container environment. +Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only clears off all current chunks inside the container, but also hands over all variables from the current environment to the container environment. -To check that it worked as expected the function {{< link_doc_fun "teal.code" chunks_get_var >}} will be used and check that the values inside the chunks container are equal to the values from the environment. +To check that it worked as expected the function `teal.code::chunks_get_var` will be used and check that the values inside the chunks container are equal to the values from the environment. You can use this code snippet: ```r -{{% nest_bee_release %}} - library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -140,7 +136,7 @@ all.equal(x, teal.code::chunks_get_var("x")) ## Feature 2: Push - adding code snippets -To populate chunks, a chunk can be added using the {{< link_doc_fun "teal.code" chunks_push >}} function. Here two code snippets will be added: +To populate chunks, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: ```r # Code needs modification before it can be run: @@ -170,7 +166,7 @@ chunks_get_rcode() The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. -The `teal.code::chunks_eval` will always return the value of the last evaluation. By {{< link_doc_fun `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. +The `teal.code::chunks_eval` will always return the value of the last evaluation. By link_doc_fun `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. ```r # Code needs modification before it can be run: @@ -188,11 +184,11 @@ chunks_get_var("y") ## Feature 5: Is ok - check for errors and warnings -As already said the chunks will never throw an error upon execution. Errors are caught and stored in error messages. The most important function to check if everything went fine is {{< link_doc_fun "teal.code" chunks_is_ok >}}. It will return `TRUE` in case everything was fine. +As already said the chunks will never throw an error upon execution. Errors are caught and stored in error messages. The most important function to check if everything went fine is `teal.code::chunks_is_ok`. It will return `TRUE` in case everything was fine. `teal.code::chunks_validate_is_ok` returns a useful `validate(need(...))` message inside the shiny app in case something went wrong. -Last but not least you can use the function `teal.code::chunks_safe_eval` inside shiny, which will evaluate the chunks container and check if everything went right. +Additionally, the function `teal.code::chunks_safe_eval` can be used inside shiny, which will evaluate the chunks container and check if everything went right. ```r # Code needs modification before it can be run: @@ -265,11 +261,10 @@ Please see the following example of how to derive the same chunk stack in an imp | session_chunks\$reset() # sets a & b in env | teal.code::chunks_reset() | | | | | # sets a & b in env, use all variables from datasets | # sets a & b in env, use all variables from datasets | -| session_chunks\$reset(datasets = datasets) # | teal.code::chunks_reset(datasets = datasets) | +| session_chunks\$reset(datasets = datasets) | teal.code::chunks_reset(datasets = datasets) | | | | | session_chunks\$push(x = bquote(a <- a + 1)) | teal.code::chunks_push(expression = bquote(a <- a + 1))| | | | -| session_chunks\$push(x = bquote(a <- a + 1)) | | | session_chunks\$pop() *# remove last chunk* | *#not possible* | | | | | session_chunks\$eval() | teal.code::chunks_eval() | diff --git a/vignettes/images/eval.png b/vignettes/images/eval.png new file mode 100644 index 0000000000000000000000000000000000000000..b98f78aeadb7dd934898667b70a2a3ac6fe00cfb GIT binary patch literal 25095 zcmeFZ2V7HG_cj`bnPC)#8AY%FnHe1wX*OCY(a{m53ra5{DoQ8;LJc802q+4SLz5Cv zF(4hp&;p542aq74gdPJz2qhte5JK8L*xq^n-~Zn4mhaxL+~KD`O3vBm?7i3C>silw z*1l(LX|iq0o-H5{XxsU7XKX;AuP`8xl>my z+4Dh*`JrEb`1udT(TB<3!-f_&Jvpw$JSpP{!~B?Yw)d}u*SFq3_@Q@qKh`Zoqfj-{xJD|_Eg;9sjk$3udq_P9Hqb7e`Gyx(|GB3>hO2! z6>;>r(jq#FIu|h!QJh=!bJln+D_Tyys;Ia)Cjvh|%Ic~6@n_)c*wi7+hwq&KUfz0hKL6>L#oBmjRh9R6yg>FUj$mnlCuORZuhX+an 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zilS6y%|`;I4>f6g%&4~kha^=}?fs!`H~p`CtrH7yN0Z}?le})azX!X)LFLC_y!3@1M3PXx^j~T@=Q2F^rPg@($SQvMS+;$X80A9Uvo>bj3D; z{(}Md>r_C!iO=iV_MOkS8{7gA#FEA`p-1j>YM8LPSc4;M0+S@i_(Id-oWc>pl zRTo?Lp+5wo|N0=m)Bz%cmk^0In(80bANo^r#_I!DiB4MBpdA7V*iVkQOceWf#_%>G%&7 z_lGc9E*Bv9auL2~e^2{2pbERc)u9vs`VBxd^5Ky0|Mg2vYLl~N=(z;w0-(Jx06T1@ zmp@}3j~xIAG*5%(L?B8dwC8M2x8K3r-3-VhXir>&Jp3r4jjE0g0Vq`EU!tkd#Jyer z+xlB}`aRUK{gAU`+K%|yr`_$%KUi4z?UBh-duM(Lw8HVN;j?G&K$|u0@b3Vgcn>}_ z9k^>}M{!Kls_A{=PBM?TO`uI^QAZN)UWN+L5I%t zJ=>h<_1s;)R^;E$`8C= Date: Mon, 25 Apr 2022 15:28:39 +0200 Subject: [PATCH 03/15] header --- vignettes/basic_chunks.Rmd | 8 ++++++-- vignettes/teal-code.Rmd | 10 +++++++--- 2 files changed, 13 insertions(+), 5 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index eececb3a..0efc4793 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -3,6 +3,10 @@ title: "Basic chunks" author: "NEST coreDev" date: "2022-04-22" output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Basic chunks} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} --- # What is a chunk? @@ -166,7 +170,7 @@ chunks_get_rcode() The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. -The `teal.code::chunks_eval` will always return the value of the last evaluation. By link_doc_fun `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. +The `teal.code::chunks_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. ```r # Code needs modification before it can be run: @@ -253,7 +257,7 @@ Please see the following example of how to derive the same chunk stack in an imp | Explicit - using R6 | Implicit - use teal.code functions | |------------------------------------------------------|---------------------------------------------| -| session_chunks <- chunks\$new() | teal.code::init_chunks() *# in shiny reactive* | +| session_chunks <- chunks\$new() | teal.code::init_chunks() | | | | | a <- 1 | a <- 1 | | b <- 2 | b <- 2 | diff --git a/vignettes/teal-code.Rmd b/vignettes/teal-code.Rmd index 052bbb0e..65f35a6d 100644 --- a/vignettes/teal-code.Rmd +++ b/vignettes/teal-code.Rmd @@ -3,6 +3,10 @@ title: "Reproduciblity" author: "NEST coreDev" date: "2022-04-22" output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Reproduciblity} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} --- @@ -13,11 +17,11 @@ Reproducibility is an important feature when it comes to data analysis for the f This is where the `chunks` concept of `teal.code` package comes into play to provide methods to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. -Note that there is a public [shinymeta](https://github.com/rstudio/shinymeta) R package from RStudio that offers similar functionality. However, `shinymeta` is currently not easily integratable into `teal` modules and hence we recommend using `chunks` for `teal` based apps +Note that there is a public [shinymeta](https://github.com/rstudio/shinymeta) R package from RStudio that offers similar functionality. However, `shinymeta` is currently not easily integratable into `teal` modules and hence we recommend using `chunks` for `teal` based apps. # Reproducibility in teal -Well-designed teal applications should be set up such that for every output displayed, the associated R code can be requested via the **Show R code button**. In order to develop a teal application with reproducible outputs the app developer needs to take this into account when implementing the app.. +Well-designed teal applications should be set up such that for every output displayed, the associated R code can be requested via the **Show R code button**. In order to develop a teal application with reproducible outputs the app developer needs to take this into account when implementing the app. The reproducible code displayed for outputs in `teal` is always made from three parts: @@ -26,7 +30,7 @@ The reproducible code displayed for outputs in `teal` is always made from three - server name - R version - date - - `libPaths()` + - `libPaths()` - packages' versions. 2. Pre-processing Code: refers to the code which precedes the teal app initialization, this includes: From b661ac2c8826ddd2ec836d038eb83a3ff1b242d5 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 16:24:59 +0200 Subject: [PATCH 04/15] WORDLIST --- inst/WORDLIST | 9 +++++++++ vignettes/basic_chunks.Rmd | 2 +- vignettes/teal-code.Rmd | 10 +++++----- 3 files changed, 15 insertions(+), 6 deletions(-) diff --git a/inst/WORDLIST b/inst/WORDLIST index 757f607b..f5215bea 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -1,2 +1,11 @@ +bquote +env +eval funder +init +Reproducibility +reproducibility +RStudio +stopifnot +shinymeta UI diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 0efc4793..0237a0f8 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -166,7 +166,7 @@ chunks_get_rcode() ``` get_rcode -## Feature 4: Eval - evaluating the code +## Feature 4: eval - evaluating the code The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. diff --git a/vignettes/teal-code.Rmd b/vignettes/teal-code.Rmd index 65f35a6d..5dbc5365 100644 --- a/vignettes/teal-code.Rmd +++ b/vignettes/teal-code.Rmd @@ -1,10 +1,10 @@ --- -title: "Reproduciblity" +title: "Reproducibility" author: "NEST coreDev" date: "2022-04-22" output: rmarkdown::html_vignette vignette: > - %\VignetteIndexEntry{Reproduciblity} + %\VignetteIndexEntry{Reproducibility} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} --- @@ -17,7 +17,7 @@ Reproducibility is an important feature when it comes to data analysis for the f This is where the `chunks` concept of `teal.code` package comes into play to provide methods to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. -Note that there is a public [shinymeta](https://github.com/rstudio/shinymeta) R package from RStudio that offers similar functionality. However, `shinymeta` is currently not easily integratable into `teal` modules and hence we recommend using `chunks` for `teal` based apps. +Note that there is a public [`shinymeta`](https://github.com/rstudio/shinymeta) R package from `RStudio` that offers similar functionality. However, currently, `shinymeta` can not be easily integrated into `teal` modules and hence we recommend using `chunks` for `teal` based apps. # Reproducibility in teal @@ -33,7 +33,7 @@ The reproducible code displayed for outputs in `teal` is always made from three - `libPaths()` - packages' versions. -2. Pre-processing Code: refers to the code which precedes the teal app initialization, this includes: +2. Preprocessing Code: refers to the code which precedes the teal app initialization, this includes: - Data imports - Data transformation - Checking data reproducibility @@ -45,7 +45,7 @@ The reproducible code displayed for outputs in `teal` is always made from three SRC -The header is created by `teal`, the pre-processing code must be supplied by the app developer and the analysis code is provided by the teal modules. +The header is created by `teal`, the preprocessing code must be supplied by the app developer and the analysis code is provided by the teal modules. # Chunks From 1e8fe356bfeeee6c857c1584cd3d7ec9f9999c1a Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 16:31:54 +0200 Subject: [PATCH 05/15] r{} --- vignettes/basic_chunks.Rmd | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 0237a0f8..e5f7ac2d 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -11,7 +11,7 @@ vignette: > # What is a chunk? A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: -```r +```{r} a <- 3 # Creating a chunk by quote ------------------------------ @@ -41,7 +41,7 @@ print(class(expr_c)) As seen above, a chunk is of class `call` or an assignment given by class `<-`. To evaluate such expressions, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the chunks: -```r +```{r} a <- 3 expr_a <- quote(sum(a, a)) expr_b <- bquote(b <- a + a) @@ -76,7 +76,7 @@ The next sections will tell in a step by step guide which features are provided Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](https://insightsengineering.github.io/teal.code/articles/basic_chunks.html#implicit-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: -```r +```{r} # Code needs modification before it can be run: # - needs to be placed inside a teal module server function teal.code::init_chunks() @@ -84,7 +84,7 @@ teal.code::init_chunks() As a simulation of the teal environment the `init_session` function is provided: -```r +```{r} library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -108,7 +108,7 @@ To check that it worked as expected the function `teal.code::chunks_get_var` wil You can use this code snippet: -```r +```{r} library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -142,7 +142,7 @@ all.equal(x, teal.code::chunks_get_var("x")) To populate chunks, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: -```r +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment chunks_push(bquote(y <- y + 1)) @@ -155,7 +155,7 @@ chunks_push(bquote(x <- paste0(x, y))) To reproduce what was done inside the chunks, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: -```r +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container @@ -172,7 +172,7 @@ The `eval` function is responsible to run the code inside the chunks container. The `teal.code::chunks_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. -```r +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container @@ -194,7 +194,7 @@ As already said the chunks will never throw an error upon execution. Errors are Additionally, the function `teal.code::chunks_safe_eval` can be used inside shiny, which will evaluate the chunks container and check if everything went right. -```r +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container From ab31b427995c812ac1e8847c0ca6149760c1b07b Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 16:37:15 +0200 Subject: [PATCH 06/15] lintr --- .Rbuildignore | 2 ++ _pkgdown.yml | 3 --- vignettes/basic_chunks.Rmd | 6 +++--- 3 files changed, 5 insertions(+), 6 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index 91c29267..b6f2f488 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -35,3 +35,5 @@ ^templates$ ^test_full_example$ coverage.* +^_pkgdown\.yml$ +^pkgdown$ diff --git a/_pkgdown.yml b/_pkgdown.yml index 7bb09253..8fa87f01 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -1,9 +1,6 @@ --- url: https://insightsengineering.github.io/teal.code -template: - package: nesttemplate - navbar: right: - icon: fa-github diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index e5f7ac2d..381a4720 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -88,7 +88,7 @@ As a simulation of the teal environment the `init_session` function is provided: library(teal) # pseudo code simulating a shiny session ---------------------------- -init_session <- function(){ +init_session <- function() { session <- new.env() session$userData <- new.env() # nolint session$ns <- function(x) paste0("x-", x) @@ -112,7 +112,7 @@ You can use this code snippet: library(teal) # pseudo code simulating a shiny session ---------------------------- -init_session <- function(){ +init_session <- function() { sessionint <- new.env() sessionint$userData <- new.env() # nolint sessionint$ns <- function(x) paste0("x-", x) @@ -125,7 +125,7 @@ teal.code::init_chunks(session = session) # Adding variables to the chunks ------------------------------------- -ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) +ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) # nolint x <- "abc" y <- 5 From 8e83f0b759c127d35487f88cc8d56340d6b404f5 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 16:41:54 +0200 Subject: [PATCH 07/15] revert --- vignettes/basic_chunks.Rmd | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index e5f7ac2d..381a4720 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -88,7 +88,7 @@ As a simulation of the teal environment the `init_session` function is provided: library(teal) # pseudo code simulating a shiny session ---------------------------- -init_session <- function(){ +init_session <- function() { session <- new.env() session$userData <- new.env() # nolint session$ns <- function(x) paste0("x-", x) @@ -112,7 +112,7 @@ You can use this code snippet: library(teal) # pseudo code simulating a shiny session ---------------------------- -init_session <- function(){ +init_session <- function() { sessionint <- new.env() sessionint$userData <- new.env() # nolint sessionint$ns <- function(x) paste0("x-", x) @@ -125,7 +125,7 @@ teal.code::init_chunks(session = session) # Adding variables to the chunks ------------------------------------- -ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) +ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) # nolint x <- "abc" y <- 5 From a438ef59fc34ed19592041bf02d70df15a448f65 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Mon, 25 Apr 2022 16:55:58 +0200 Subject: [PATCH 08/15] eval = FALSE --- _pkgdown.yml | 3 +++ vignettes/basic_chunks.Rmd | 18 +++++++++--------- 2 files changed, 12 insertions(+), 9 deletions(-) diff --git a/_pkgdown.yml b/_pkgdown.yml index 8fa87f01..7bb09253 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -1,6 +1,9 @@ --- url: https://insightsengineering.github.io/teal.code +template: + package: nesttemplate + navbar: right: - icon: fa-github diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 381a4720..de08ba87 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -11,7 +11,7 @@ vignette: > # What is a chunk? A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: -```{r} +```{r, eval=FALSE} a <- 3 # Creating a chunk by quote ------------------------------ @@ -41,7 +41,7 @@ print(class(expr_c)) As seen above, a chunk is of class `call` or an assignment given by class `<-`. To evaluate such expressions, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the chunks: -```{r} +```{r, eval=FALSE} a <- 3 expr_a <- quote(sum(a, a)) expr_b <- bquote(b <- a + a) @@ -76,7 +76,7 @@ The next sections will tell in a step by step guide which features are provided Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](https://insightsengineering.github.io/teal.code/articles/basic_chunks.html#implicit-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: -```{r} +```{r, eval=FALSE} # Code needs modification before it can be run: # - needs to be placed inside a teal module server function teal.code::init_chunks() @@ -84,7 +84,7 @@ teal.code::init_chunks() As a simulation of the teal environment the `init_session` function is provided: -```{r} +```{r, eval=FALSE} library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -108,7 +108,7 @@ To check that it worked as expected the function `teal.code::chunks_get_var` wil You can use this code snippet: -```{r} +```{r, eval=FALSE} library(teal) # pseudo code simulating a shiny session ---------------------------- @@ -142,7 +142,7 @@ all.equal(x, teal.code::chunks_get_var("x")) To populate chunks, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: -```{r} +```{r, eval=FALSE} # Code needs modification before it can be run: # - chunks need to exist inside the environment chunks_push(bquote(y <- y + 1)) @@ -155,7 +155,7 @@ chunks_push(bquote(x <- paste0(x, y))) To reproduce what was done inside the chunks, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: -```{r} +```{r, eval=FALSE} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container @@ -172,7 +172,7 @@ The `eval` function is responsible to run the code inside the chunks container. The `teal.code::chunks_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. -```{r} +```{r, eval=FALSE} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container @@ -194,7 +194,7 @@ As already said the chunks will never throw an error upon execution. Errors are Additionally, the function `teal.code::chunks_safe_eval` can be used inside shiny, which will evaluate the chunks container and check if everything went right. -```{r} +```{r, eval=FALSE} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container From 023b29ee42be65134de72636a0f0100307a70bff Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal <86970066+mhallal1@users.noreply.github.com> Date: Tue, 26 Apr 2022 09:09:20 +0200 Subject: [PATCH 09/15] Update vignettes/teal-code.Rmd Co-authored-by: Nikolas Burkoff --- vignettes/teal-code.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/teal-code.Rmd b/vignettes/teal-code.Rmd index 5dbc5365..eb88e571 100644 --- a/vignettes/teal-code.Rmd +++ b/vignettes/teal-code.Rmd @@ -15,7 +15,7 @@ Reproducibility is an important feature when it comes to data analysis for the f - Ability of users to reproduce the outputs at any moment in a simple R console outside of a reactive shiny app. - Provides transparency where it helps users and others understand what happened during the analysis. -This is where the `chunks` concept of `teal.code` package comes into play to provide methods to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. +This is where the `chunks` concept of the`teal.code` package comes into play. It provides a mechanism to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. Note that there is a public [`shinymeta`](https://github.com/rstudio/shinymeta) R package from `RStudio` that offers similar functionality. However, currently, `shinymeta` can not be easily integrated into `teal` modules and hence we recommend using `chunks` for `teal` based apps. From 05704ca10fb892222a823e3442c66c3e1047837a Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Tue, 26 Apr 2022 10:40:33 +0200 Subject: [PATCH 10/15] review --- vignettes/basic_chunks.Rmd | 70 +++++++----------- .../images/{get_rcode.PNG => get_rcode.png} | Bin vignettes/teal-code.Rmd | 4 +- 3 files changed, 28 insertions(+), 46 deletions(-) rename vignettes/images/{get_rcode.PNG => get_rcode.png} (100%) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index de08ba87..f9079455 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -9,7 +9,21 @@ vignette: > %\VignetteEncoding{UTF-8} --- +# The chunks container + +The main concept behind the code chunks is the chunks container. This container consists of two elements: + +1. A stack of quoted R expressions, each called a "chunk" +2. An environment carrying variable values + +container + +Each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. + +The next sections will explain what is a chunk and how it is evaluated. + # What is a chunk? + A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: ```{r, eval=FALSE} a <- 3 @@ -57,36 +71,17 @@ eval(expr_c) #> 6 ``` -# The chunks container - -The main concept behind the code chunks is the chunks container. This container consists of two elements: - -1. A stack of quoted R expressions, each called a "chunk" -2. An environment carrying variable values - -container - -As seen in the prior section, each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. - -The next sections will tell in a step by step guide which features are provided by the chunks container. +The next sections will tell in a step by step guide which features are provided by the chunks. # Step by step to understand chunks ## General information -Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the [very last section](https://insightsengineering.github.io/teal.code/articles/basic_chunks.html#implicit-and-explicit-implementation-of-code-chunks) of this article to see the similarities and differences between these two approaches. So for now, just call: - -```{r, eval=FALSE} -# Code needs modification before it can be run: -# - needs to be placed inside a teal module server function -teal.code::init_chunks() -``` +Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the the table in the last section of this article to see the similarities and differences between these two approaches. So for now, we just call `teal.code::init_chunks()`. As a simulation of the teal environment the `init_session` function is provided: ```{r, eval=FALSE} -library(teal) - # pseudo code simulating a shiny session ---------------------------- init_session <- function() { session <- new.env() @@ -102,27 +97,13 @@ teal.code::init_chunks(session = session) ## Feature 1: Reset (initialize the environment) -Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only clears off all current chunks inside the container, but also hands over all variables from the current environment to the container environment. +Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only empties all current chunks inside the container, but also hands over all variables from the current environment to the container environment. To check that it worked as expected the function `teal.code::chunks_get_var` will be used and check that the values inside the chunks container are equal to the values from the environment. You can use this code snippet: ```{r, eval=FALSE} -library(teal) - -# pseudo code simulating a shiny session ---------------------------- -init_session <- function() { - sessionint <- new.env() - sessionint$userData <- new.env() # nolint - sessionint$ns <- function(x) paste0("x-", x) - return(sessionint) -} - -# initializing code chunks ------------------------------------------- -session <<- init_session() -teal.code::init_chunks(session = session) - # Adding variables to the chunks ------------------------------------- ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) # nolint @@ -164,19 +145,19 @@ chunks_get_rcode() #> chunk_1 chunk_2 #> "y <- y + 1" "x <- paste0(x, y)" ``` -get_rcode +get_rcode ## Feature 4: eval - evaluating the code -The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. +The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_safe_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. -The `teal.code::chunks_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. +The `teal.code::chunks_safe_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. ```{r, eval=FALSE} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container -chunks_eval() +chunks_safe_eval() #> "abc6" chunks_get_var("x") #> "abc6" @@ -205,7 +186,7 @@ chunks_validate_is_ok() # Trying an error inside a chunk ------------------------ chunks_push(quote(stop("ERROR"))) -chunks_eval() +chunks_safe_eval() chunks_is_ok() #> FALSE @@ -226,11 +207,12 @@ In summary: 1. chunks host code snippets 2. chunks host their own environment -3. chunks are initialized inside shiny using `teal.code::init_chunks` +3. chunks are initialized inside shiny/teal using `teal.code::init_chunks` 4. chunks can be accessed to retrieve variables from the environment using `teal.code::chunks_get_var` 5. chunks can be added to the chunks container by `teal.code::chunks_push` -6. All chunks inside a container can be executed by `teal.code::chunks_eval` -7. `teal.code::chunks_safe_eval`, `teal.code::chunks_validate_is_ok` and `teal.code::chunks_is_ok` allow checking for execution errors +6. All chunks inside a container can be executed by `teal.code::chunks_eval` or +`teal.code::chunks_safe_eval` +7. `teal.code::chunks_validate_is_ok` and `teal.code::chunks_is_ok` allow checking for execution errors The whole implementation of this tutorial is given in the *gif* below: diff --git a/vignettes/images/get_rcode.PNG b/vignettes/images/get_rcode.png similarity index 100% rename from vignettes/images/get_rcode.PNG rename to vignettes/images/get_rcode.png diff --git a/vignettes/teal-code.Rmd b/vignettes/teal-code.Rmd index 5dbc5365..3abba50d 100644 --- a/vignettes/teal-code.Rmd +++ b/vignettes/teal-code.Rmd @@ -21,7 +21,7 @@ Note that there is a public [`shinymeta`](https://github.com/rstudio/shinymeta) # Reproducibility in teal -Well-designed teal applications should be set up such that for every output displayed, the associated R code can be requested via the **Show R code button**. In order to develop a teal application with reproducible outputs the app developer needs to take this into account when implementing the app. +Teal applications can be designed and set up such that for every output displayed, the associated R code can be requested via the **Show R code button**. In order to develop a teal application with reproducible outputs the app developer needs to take this into account when implementing the app. The reproducible code displayed for outputs in `teal` is always made from three parts: @@ -39,7 +39,7 @@ The reproducible code displayed for outputs in `teal` is always made from three - Checking data reproducibility 3. Teal Module Analysis Code which includes: - - [Data merging](https://insightsengineering.github.io/teal.transform/articles/transforming-teal-data) + - [Data merging](https://insightsengineering.github.io/teal.transform/articles/transforming-teal-data) (optional) - Filtering and encodings - Data analysis/visualization From 41a4a02e9c861c1d33443494ac52d257b3b69cf3 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Tue, 26 Apr 2022 13:48:11 +0200 Subject: [PATCH 11/15] review --- .Rbuildignore | 2 - inst/WORDLIST | 9 +- vignettes/basic_chunks.Rmd | 166 +++++++++++++++---------------------- 3 files changed, 68 insertions(+), 109 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index b6f2f488..91c29267 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -35,5 +35,3 @@ ^templates$ ^test_full_example$ coverage.* -^_pkgdown\.yml$ -^pkgdown$ diff --git a/inst/WORDLIST b/inst/WORDLIST index f5215bea..e2dba8af 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -1,11 +1,4 @@ -bquote -env -eval funder -init -Reproducibility -reproducibility +[R|r]eproducibility RStudio -stopifnot -shinymeta UI diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index f9079455..7dfe0598 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -25,53 +25,41 @@ The next sections will explain what is a chunk and how it is evaluated. # What is a chunk? A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: -```{r, eval=FALSE} +```{r} a <- 3 # Creating a chunk by quote ------------------------------ - expr_a <- quote(sum(a, a)) print(expr_a) -#> sum(a, a) print(class(expr_a)) -#> [1] "call" -# Creating a chunk by bquote ------------------------------ +# Creating a chunk by bquote ------------------------------ expr_b <- bquote(b <- sum(a, a)) print(expr_b) -#> b <- sum(a, a) print(class(expr_b)) -#> [1] "<-" # Creating a chunk by call ------------------------------- - expr_c <- call("sum", a, a) print(expr_c) -#> sum(3, 3) print(class(expr_c)) -#> [1] "call" ``` As seen above, a chunk is of class `call` or an assignment given by class `<-`. To evaluate such expressions, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the chunks: -```{r, eval=FALSE} +```{r} a <- 3 expr_a <- quote(sum(a, a)) expr_b <- bquote(b <- a + a) expr_c <- call("sum", a, a) eval(expr_a) -#> 6 eval(expr_b) -#> print(b) -#> 6 eval(expr_c) -#> 6 ``` -The next sections will tell in a step by step guide which features are provided by the chunks. +The next sections will tell in a step by step guide which features are provided by the `chunks` object. # Step by step to understand chunks @@ -81,7 +69,7 @@ Normally as a module developer the chunks will be used within the `server` funct As a simulation of the teal environment the `init_session` function is provided: -```{r, eval=FALSE} +```{r} # pseudo code simulating a shiny session ---------------------------- init_session <- function() { session <- new.env() @@ -103,7 +91,7 @@ To check that it worked as expected the function `teal.code::chunks_get_var` wil You can use this code snippet: -```{r, eval=FALSE} +```{r} # Adding variables to the chunks ------------------------------------- ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) # nolint @@ -123,11 +111,11 @@ all.equal(x, teal.code::chunks_get_var("x")) To populate chunks, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: -```{r, eval=FALSE} +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment -chunks_push(bquote(y <- y + 1)) -chunks_push(bquote(x <- paste0(x, y))) +teal.code::chunks_push(bquote(y <- y + 1)) +teal.code::chunks_push(bquote(x <- paste0(x, y))) ``` push @@ -136,33 +124,27 @@ chunks_push(bquote(x <- paste0(x, y))) To reproduce what was done inside the chunks, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: -```{r, eval=FALSE} +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container -chunks_get_rcode() - -#> chunk_1 chunk_2 -#> "y <- y + 1" "x <- paste0(x, y)" +teal.code::chunks_get_rcode() ``` get_rcode -## Feature 4: eval - evaluating the code +## Feature 4: `eval` - evaluating the code -The `eval` function is responsible to run the code inside the chunks container. The eval function of a chunks container is called `teal.code::chunks_safe_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. +The `eval` function is responsible to run the code inside the chunks container. The `eval` function of a chunks container is called `teal.code::chunks_safe_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. The `teal.code::chunks_safe_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. -```{r, eval=FALSE} +```{r} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container -chunks_safe_eval() -#> "abc6" -chunks_get_var("x") -#> "abc6" -chunks_get_var("y") -#> 6 +teal.code::chunks_safe_eval() +teal.code::chunks_get_var("x") +teal.code::chunks_get_var("y") ``` eval @@ -175,28 +157,20 @@ As already said the chunks will never throw an error upon execution. Errors are Additionally, the function `teal.code::chunks_safe_eval` can be used inside shiny, which will evaluate the chunks container and check if everything went right. -```{r, eval=FALSE} +```{r, error=TRUE} # Code needs modification before it can be run: # - chunks need to exist inside the environment # - chunks needed to be pushed to the container -chunks_is_ok() -#> TRUE -chunks_validate_is_ok() -#> +teal.code::chunks_is_ok() +teal.code::chunks_validate_is_ok() # Trying an error inside a chunk ------------------------ -chunks_push(quote(stop("ERROR"))) -chunks_safe_eval() - -chunks_is_ok() -#> FALSE - -chunks_validate_is_ok() -#> Error: The following errors(s) occurred: -#> ERROR -#> -#> when evaluating the following code: -#> stop("ERROR") +teal.code::chunks_push(quote(stop("ERROR"))) +teal.code::chunks_safe_eval() + +teal.code::chunks_is_ok() + +teal.code::chunks_validate_is_ok() ``` is_ok @@ -225,50 +199,44 @@ Please find below the implicit vs. explicit usage of code chunks. --- -## Implicit and Explicit implementation of code chunks - -There are two ways to use the code chunks inside shiny modules. First you can generate -a chunk stack using R6. As we noticed that chunk stacks have to be reactive, we -coupled the R6 stack in a reactive way to the shiny session and provided module -developers with an implicit implementation. The implicit implementation lets you -ignore the location of the chunk stack. Moreover you have wrappers around many -of the explicit functions. - -Please see the following example of how to derive the same chunk stack in an implicit and explicit way: - - -| Explicit - using R6 | Implicit - use teal.code functions | -|------------------------------------------------------|---------------------------------------------| -| session_chunks <- chunks\$new() | teal.code::init_chunks() | -| | | -| a <- 1 | a <- 1 | -| b <- 2 | b <- 2 | -| | | -| session_chunks\$reset() # sets a & b in env | teal.code::chunks_reset() | -| | | -| # sets a & b in env, use all variables from datasets | # sets a & b in env, use all variables from datasets | -| session_chunks\$reset(datasets = datasets) | teal.code::chunks_reset(datasets = datasets) | -| | | -| session_chunks\$push(x = bquote(a <- a + 1)) | teal.code::chunks_push(expression = bquote(a <- a + 1))| -| | | -| session_chunks\$pop() *# remove last chunk* | *#not possible* | -| | | -| session_chunks\$eval() | teal.code::chunks_eval() | -| stopifnot(session_chunks\$get("a") == 2) | stopifnot(chunks_get_var("a") == 2) | -| | | -| session_chunks\$push(x = bquote(c <- a + b)) | teal.code::chunks_push(expression = bquote(c <- a + b))| -| session_chunks\$eval() | teal.code::chunks_eval() | -| | | -| stopifnot(session_chunks\$get("c") == 4) | stopifnot(chunks_get_var("c") == 4) | -| | | -| session_chunks\$push(x = quote(a + b + c)) | teal.code::chunks_push(expression = quote(a + b + c)) | -| stopifnot(session_chunks\$eval() == 8) | stopifnot(chunks_eval() == 8) | -| *# eval gives return value* | | -| session_chunks\$get("a") | chunks_get_var("a") | -| | | -| # merging two chunks objects | | -| session_chunks2 <- chunks\$new() | session_chunks2 <- chunks\$new() | -| session_chunks2\$push(bquote(d <- 1)) | session_chunks2\$push(bquote(d <- 1)) | -| session_chunks\$push_chunks(session_chunks2) | chunks_push_chunks(session_chunks2) | -| session_chunks\$eval() | teal.code::chunks_eval() | -| session_chunks\$get("d") | chunks_get_var("d") | +## Implementation of code chunks + +There are two ways to initialize the code chunks inside shiny modules: + +-Using R6 implementation: `session_chunks <- chunks$new()`. + +-Using `teal.code` wrappers: `teal.code::init_chunks()`. + +For any manipulation of the downstream chunks, the `teal.code` wrappers below can be used: + + +```{r} +session <<- init_session() +teal.code::init_chunks() +a <- 1 +b <- 2 + +# set a & b in env +teal.code::chunks_reset() +# push to chunks +teal.code::chunks_push(expression = bquote(a <- a + 1)) +# eval gives return value +teal.code::chunks_eval() +stopifnot(teal.code::chunks_get_var("a") == 2) + +teal.code::chunks_push(expression = bquote(c <- a + b)) +teal.code::chunks_eval() +stopifnot(teal.code::chunks_get_var("c") == 4) + +teal.code::chunks_push(expression = quote(a + b + c)) +stopifnot(teal.code::chunks_eval() == 8) + +# merging two chunks objects +session_chunks2 <- teal.code::chunks$new() +teal.code::chunks_push(bquote(d <- 1), chunks = session_chunks2) +teal.code::chunks_push_chunks(session_chunks2) +teal.code::chunks_eval() +teal.code::chunks_get_var("d") +``` + +In these wrappers, the R6 stack is coupled in a reactive way to the shiny session to provide module developers with a reactive chunk stacks. For more information about the explicit R6 methods, please refer to the implementation of the wrappers above. From b61b0687e2dbe4f3700676f0b0fa741111ca9097 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Tue, 26 Apr 2022 13:55:26 +0200 Subject: [PATCH 12/15] lint --- inst/WORDLIST | 3 ++- vignettes/basic_chunks.Rmd | 10 ++++------ 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/inst/WORDLIST b/inst/WORDLIST index e2dba8af..d2285afe 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -1,4 +1,5 @@ funder -[R|r]eproducibility +Reproducibility +reproducibility RStudio UI diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 7dfe0598..dbb536d8 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -217,26 +217,24 @@ a <- 1 b <- 2 # set a & b in env -teal.code::chunks_reset() +teal.code::chunks_reset() # push to chunks teal.code::chunks_push(expression = bquote(a <- a + 1)) -# eval gives return value +# eval gives return value teal.code::chunks_eval() stopifnot(teal.code::chunks_get_var("a") == 2) teal.code::chunks_push(expression = bquote(c <- a + b)) teal.code::chunks_eval() stopifnot(teal.code::chunks_get_var("c") == 4) - teal.code::chunks_push(expression = quote(a + b + c)) stopifnot(teal.code::chunks_eval() == 8) - -# merging two chunks objects +# merging two chunks objects session_chunks2 <- teal.code::chunks$new() teal.code::chunks_push(bquote(d <- 1), chunks = session_chunks2) teal.code::chunks_push_chunks(session_chunks2) teal.code::chunks_eval() -teal.code::chunks_get_var("d") +teal.code::chunks_get_var("d") ``` In these wrappers, the R6 stack is coupled in a reactive way to the shiny session to provide module developers with a reactive chunk stacks. For more information about the explicit R6 methods, please refer to the implementation of the wrappers above. From 8d7a850214658c4342ad6564b6ee4436e79ce475 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal <86970066+mhallal1@users.noreply.github.com> Date: Wed, 27 Apr 2022 20:02:47 +0200 Subject: [PATCH 13/15] Apply suggestions from code review Co-authored-by: Nikolas Burkoff --- vignettes/basic_chunks.Rmd | 30 +++++++++++++++--------------- vignettes/teal-code.Rmd | 6 +++--- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index dbb536d8..7eaec7f7 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -18,9 +18,9 @@ The main concept behind the code chunks is the chunks container. This container container -Each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of chunks and the environment where they will get evaluated. +Each chunk can be evaluated inside the current environment. To evaluate all chunks inside the same environment, the `chunks` R6 object was created in `teal.code`. We refer to this object as "chunks container". It internally has a stack of `chunk` objects and the environment where they will get evaluated. -The next sections will explain what is a chunk and how it is evaluated. +The next sections will explain what a chunk is and how it is evaluated. # What is a chunk? @@ -85,7 +85,7 @@ teal.code::init_chunks(session = session) ## Feature 1: Reset (initialize the environment) -Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only empties all current chunks inside the container, but also hands over all variables from the current environment to the container environment. +Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session defined above in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only empties all current chunks inside the container, but also hands over all variables from the current environment to the container environment. To check that it worked as expected the function `teal.code::chunks_get_var` will be used and check that the values inside the chunks container are equal to the values from the environment. @@ -134,7 +134,7 @@ teal.code::chunks_get_rcode() ## Feature 4: `eval` - evaluating the code -The `eval` function is responsible to run the code inside the chunks container. The `eval` function of a chunks container is called `teal.code::chunks_safe_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will always be evaluated without any error, even if an error appears. You will learn more about errors in following parts. +The `eval` function is responsible to run the code inside the chunks container. The `eval` function of a chunks container is called `teal.code::chunks_safe_eval`. It evaluates all chunks inside the container in the order they were pushed. It is not possible to change the order or run just pieces of the code. The chunks will not throw an error when being evaluated. See below for further details. The `teal.code::chunks_safe_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. @@ -151,12 +151,10 @@ teal.code::chunks_get_var("y") ## Feature 5: Is ok - check for errors and warnings -As already said the chunks will never throw an error upon execution. Errors are caught and stored in error messages. The most important function to check if everything went fine is `teal.code::chunks_is_ok`. It will return `TRUE` in case everything was fine. +As already said the chunks will never throw an error upon execution. Errors are caught and stored in the `chunks` object. The most important function to check if everything went fine is `teal.code::chunks_is_ok`. It will return `TRUE` in the case where everything was fine. `teal.code::chunks_validate_is_ok` returns a useful `validate(need(...))` message inside the shiny app in case something went wrong. -Additionally, the function `teal.code::chunks_safe_eval` can be used inside shiny, which will evaluate the chunks container and check if everything went right. - ```{r, error=TRUE} # Code needs modification before it can be run: # - chunks need to exist inside the environment @@ -184,8 +182,7 @@ In summary: 3. chunks are initialized inside shiny/teal using `teal.code::init_chunks` 4. chunks can be accessed to retrieve variables from the environment using `teal.code::chunks_get_var` 5. chunks can be added to the chunks container by `teal.code::chunks_push` -6. All chunks inside a container can be executed by `teal.code::chunks_eval` or -`teal.code::chunks_safe_eval` +6. All chunks inside a container can be executed by `teal.code::chunks_safe_eval` 7. `teal.code::chunks_validate_is_ok` and `teal.code::chunks_is_ok` allow checking for execution errors The whole implementation of this tutorial is given in the *gif* below: @@ -207,7 +204,7 @@ There are two ways to initialize the code chunks inside shiny modules: -Using `teal.code` wrappers: `teal.code::init_chunks()`. -For any manipulation of the downstream chunks, the `teal.code` wrappers below can be used: +The `teal.code` functions can be used in both cases: ```{r} @@ -229,12 +226,15 @@ teal.code::chunks_eval() stopifnot(teal.code::chunks_get_var("c") == 4) teal.code::chunks_push(expression = quote(a + b + c)) stopifnot(teal.code::chunks_eval() == 8) -# merging two chunks objects -session_chunks2 <- teal.code::chunks$new() -teal.code::chunks_push(bquote(d <- 1), chunks = session_chunks2) +# create a new chunks objet explicitly +chunks2 <- teal.code::chunks$new() +# push into this object +teal.code::chunks_push(bquote(d <- 1), chunks = chunks2) +# push the whole of chunks2 into our main chunks object teal.code::chunks_push_chunks(session_chunks2) -teal.code::chunks_eval() +# evaluate and get results +teal.code::chunks_safe_eval() teal.code::chunks_get_var("d") ``` -In these wrappers, the R6 stack is coupled in a reactive way to the shiny session to provide module developers with a reactive chunk stacks. For more information about the explicit R6 methods, please refer to the implementation of the wrappers above. +The _default_ `chunks` object in many `teal.code` functions is the chunks` object coupled to the shiny session. But as shown above it is possible to use other `chunk` objects with these functions using their `chunks` argument. The `chunks` object is an R6 object and consult the function documentation for details of its explicit methods. diff --git a/vignettes/teal-code.Rmd b/vignettes/teal-code.Rmd index 5d5c414a..86095952 100644 --- a/vignettes/teal-code.Rmd +++ b/vignettes/teal-code.Rmd @@ -12,10 +12,10 @@ vignette: > Reproducibility is an important feature when it comes to data analysis for the following reasons: -- Ability of users to reproduce the outputs at any moment in a simple R console outside of a reactive shiny app. +- Enables users to reproduce the outputs at any moment in a simple R console outside of a reactive shiny app. - Provides transparency where it helps users and others understand what happened during the analysis. -This is where the `chunks` concept of the`teal.code` package comes into play. It provides a mechanism to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via `Show R code` button. +This is where the `chunks` concept of the`teal.code` package comes into play. It provides a mechanism to develop reproducible shiny/teal modules. The `teal` package complements the chunks concept by providing a server and an interface to retrieve the reproducible code via a `Show R code` button. Note that there is a public [`shinymeta`](https://github.com/rstudio/shinymeta) R package from `RStudio` that offers similar functionality. However, currently, `shinymeta` can not be easily integrated into `teal` modules and hence we recommend using `chunks` for `teal` based apps. @@ -49,7 +49,7 @@ The header is created by `teal`, the preprocessing code must be supplied by the # Chunks -The code chunks were introduced to allow the development of reproducible `shiny`/`teal`modules. A reproducible module includes a "Show R Code" button which can display the code needed to reproduce the outputs of the module. Inside the modal, which pops up after clicking the button, you should see: +The code chunks were introduced to allow the development of reproducible `shiny`/`teal` modules. A reproducible module includes a "Show R Code" button which can display the code needed to reproduce the outputs of the module. Inside the modal, which pops up after clicking the button, you should see: 1. The code loading the necessary libraries - by `teal::get_code` 2. The code used for loading and filtering data sets - by `teal::FilteredData` From d64e0a1be19e1c6e40aa95822a865db73c97df25 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Wed, 27 Apr 2022 21:01:07 +0200 Subject: [PATCH 14/15] review --- vignettes/basic_chunks.Rmd | 82 ++++++++++++++++++++------------------ 1 file changed, 44 insertions(+), 38 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 7eaec7f7..185609c5 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -24,7 +24,7 @@ The next sections will explain what a chunk is and how it is evaluated. # What is a chunk? -A quoted R expression is a **chunk**. Quoted R expressions can be created in three different ways: +A quoted R expression is a necessary step to create a **chunk** object. Quoted R expressions can be created in three different ways: ```{r} a <- 3 @@ -45,7 +45,7 @@ print(expr_c) print(class(expr_c)) ``` -As seen above, a chunk is of class `call` or an assignment given by class `<-`. To evaluate such expressions, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the chunks: +To evaluate the expressions of class `call` or an assignment given by class `<-` above, R uses the `eval` function. This function evaluates each single `call` inside the current environment, in case no other environment is given. In the example code you can see what happens upon evaluating the expressions: ```{r} a <- 3 @@ -59,13 +59,30 @@ print(b) eval(expr_c) ``` -The next sections will tell in a step by step guide which features are provided by the `chunks` object. +A `chunk` object is an R6 object of class `chunk_call` which can be created and evaluated using the expressions above as follows: +```{r} +a <- 3 +expr_a <- quote(sum(a, a)) +expr_b <- bquote(b <- a + a) +expr_c <- call("sum", a, a) + +chunk_1 <- teal.code::chunk$new(expression = expr_a) +chunk_1$eval() -# Step by step to understand chunks +chunk_2 <- teal.code::chunk$new(expression = expr_b) +chunk_2$eval() +print(b) + +chunk_3 <- teal.code::chunk$new(expression = expr_c) +chunk_3$eval() +``` +The next sections will tell in a step by step guide which features are provided by the `chunks` container object. + +# Step by step to understand chunks container ## General information -Normally as a module developer the chunks will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the the table in the last section of this article to see the similarities and differences between these two approaches. So for now, we just call `teal.code::init_chunks()`. +Normally as a module developer the chunks container will be used within the `server` function of a shiny/teal module. This enables storing the chunks container inside the shiny session. For simplicity reasons this feature will be used in the tutorial. To store a container inside the shiny session simply use the call `init_chunks()` and the `chunks` R6 object will be stored in `session$userData$$chunks`. After using `init_chunks()`, the functions dealing with chunks container can be used. Those are recommended. If for any reasons you want to use your own chunks container, it is possible. Please see the last section of this article for more information. So for now, we just call `teal.code::init_chunks()`. As a simulation of the teal environment the `init_session` function is provided: @@ -79,22 +96,22 @@ init_session <- function() { } # initializing code chunks ------------------------------------------- -session <<- init_session() +session <- init_session() teal.code::init_chunks(session = session) ``` ## Feature 1: Reset (initialize the environment) -Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session defined above in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`ANL`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only empties all current chunks inside the container, but also hands over all variables from the current environment to the container environment. +Normally reproducible code will be used inside a `renderPlot` or `renderTable` call of a shiny module. For simplicity reasons we just use the *pseudo* shiny session defined above in this tutorial. As a first step the chunks container should be handed over an analysis dataset (`anl`) and two variables `x = "abc"`, `y = 5`. Therefore you need to use the `teal.code::chunks_reset` function. It not only empties all current chunks inside the container, but also hands over all variables from the current environment to the container environment. To check that it worked as expected the function `teal.code::chunks_get_var` will be used and check that the values inside the chunks container are equal to the values from the environment. You can use this code snippet: ```{r} -# Adding variables to the chunks ------------------------------------- +# Adding variables to the chunks container ------------------------------------- -ANL <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) # nolint +anl <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) x <- "abc" y <- 5 @@ -109,25 +126,20 @@ all.equal(x, teal.code::chunks_get_var("x")) ## Feature 2: Push - adding code snippets -To populate chunks, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: +To populate the chunks container, a chunk can be added using the `teal.code::chunks_push` function. Here two code snippets will be added: ```{r} -# Code needs modification before it can be run: -# - chunks need to exist inside the environment teal.code::chunks_push(bquote(y <- y + 1)) teal.code::chunks_push(bquote(x <- paste0(x, y))) ``` push -## Feature 3: Get R code - showing the chunks code +## Feature 3: Get R code - showing the chunks container code -To reproduce what was done inside the chunks, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: +To reproduce what was done inside the chunks container, it is necessary to render the R code inside them. Therefore the chunks container can display all its code by calling `teal.code::chunks_get_rcode`. You can run this example to see the code: ```{r} -# Code needs modification before it can be run: -# - chunks need to exist inside the environment -# - chunks needed to be pushed to the container teal.code::chunks_get_rcode() ``` get_rcode @@ -139,9 +151,6 @@ The `eval` function is responsible to run the code inside the chunks container. The `teal.code::chunks_safe_eval` will always return the value of the last evaluation. By `teal.code::chunks_get_var` it is possible to retrieve specific variables after evaluation. ```{r} -# Code needs modification before it can be run: -# - chunks need to exist inside the environment -# - chunks needed to be pushed to the container teal.code::chunks_safe_eval() teal.code::chunks_get_var("x") teal.code::chunks_get_var("y") @@ -151,14 +160,11 @@ teal.code::chunks_get_var("y") ## Feature 5: Is ok - check for errors and warnings -As already said the chunks will never throw an error upon execution. Errors are caught and stored in the `chunks` object. The most important function to check if everything went fine is `teal.code::chunks_is_ok`. It will return `TRUE` in the case where everything was fine. +As already said the chunks in the container will never throw an error upon execution. Errors are caught and stored in the `chunks` object. The most important function to check if everything went fine is `teal.code::chunks_is_ok`. It will return `TRUE` in the case where everything was fine. `teal.code::chunks_validate_is_ok` returns a useful `validate(need(...))` message inside the shiny app in case something went wrong. ```{r, error=TRUE} -# Code needs modification before it can be run: -# - chunks need to exist inside the environment -# - chunks needed to be pushed to the container teal.code::chunks_is_ok() teal.code::chunks_validate_is_ok() @@ -177,10 +183,10 @@ teal.code::chunks_validate_is_ok() In summary: -1. chunks host code snippets -2. chunks host their own environment -3. chunks are initialized inside shiny/teal using `teal.code::init_chunks` -4. chunks can be accessed to retrieve variables from the environment using `teal.code::chunks_get_var` +1. chunks containers host code snippets +2. chunks containers host their own environment +3. chunks containers are initialized inside shiny/teal using `teal.code::init_chunks` +4. chunks container can be accessed to retrieve variables from the environment using `teal.code::chunks_get_var` 5. chunks can be added to the chunks container by `teal.code::chunks_push` 6. All chunks inside a container can be executed by `teal.code::chunks_safe_eval` 7. `teal.code::chunks_validate_is_ok` and `teal.code::chunks_is_ok` allow checking for execution errors @@ -192,23 +198,23 @@ The whole implementation of this tutorial is given in the *gif* below: For more information about the implementation of chunks inside of shiny/teal module, please visit the Advanced chunks article. -Please find below the implicit vs. explicit usage of code chunks. +Please find below the implicit vs. explicit usage of code chunks containers. --- -## Implementation of code chunks +## Implementation of code chunks containers There are two ways to initialize the code chunks inside shiny modules: --Using R6 implementation: `session_chunks <- chunks$new()`. +- Using R6 implementation: `session_chunks <- chunks$new()`. --Using `teal.code` wrappers: `teal.code::init_chunks()`. +- Using `teal.code` wrappers: `teal.code::init_chunks()`. The `teal.code` functions can be used in both cases: ```{r} -session <<- init_session() +session <- init_session() teal.code::init_chunks() a <- 1 b <- 2 @@ -218,23 +224,23 @@ teal.code::chunks_reset() # push to chunks teal.code::chunks_push(expression = bquote(a <- a + 1)) # eval gives return value -teal.code::chunks_eval() +teal.code::chunks_safe_eval() stopifnot(teal.code::chunks_get_var("a") == 2) teal.code::chunks_push(expression = bquote(c <- a + b)) -teal.code::chunks_eval() +teal.code::chunks_safe_eval() stopifnot(teal.code::chunks_get_var("c") == 4) teal.code::chunks_push(expression = quote(a + b + c)) -stopifnot(teal.code::chunks_eval() == 8) +stopifnot(teal.code::chunks_safe_eval() == 8) # create a new chunks objet explicitly chunks2 <- teal.code::chunks$new() # push into this object teal.code::chunks_push(bquote(d <- 1), chunks = chunks2) # push the whole of chunks2 into our main chunks object -teal.code::chunks_push_chunks(session_chunks2) +teal.code::chunks_push_chunks(chunks2) # evaluate and get results teal.code::chunks_safe_eval() teal.code::chunks_get_var("d") ``` -The _default_ `chunks` object in many `teal.code` functions is the chunks` object coupled to the shiny session. But as shown above it is possible to use other `chunk` objects with these functions using their `chunks` argument. The `chunks` object is an R6 object and consult the function documentation for details of its explicit methods. +The _default_ `chunks` object in many `teal.code` functions is the `chunks` object coupled to the shiny session. But as shown above it is possible to use other `chunk` objects with these functions using their `chunks` argument. The `chunks` object is an R6 object and consult the function documentation for details of its explicit methods. From dadf854373e097233db54364e0247e9fcb6ea0a9 Mon Sep 17 00:00:00 2001 From: Mahmoud Hallal Date: Wed, 27 Apr 2022 21:08:48 +0200 Subject: [PATCH 15/15] lintr --- vignettes/basic_chunks.Rmd | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/vignettes/basic_chunks.Rmd b/vignettes/basic_chunks.Rmd index 185609c5..ba416660 100644 --- a/vignettes/basic_chunks.Rmd +++ b/vignettes/basic_chunks.Rmd @@ -110,8 +110,7 @@ You can use this code snippet: ```{r} # Adding variables to the chunks container ------------------------------------- - -anl <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) +anl <- data.frame(left = c(1, 2, 3), right = c(4, 5, 6)) x <- "abc" y <- 5

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