-
Notifications
You must be signed in to change notification settings - Fork 3
/
tab_design.R
676 lines (555 loc) · 28.5 KB
/
tab_design.R
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
# UI and server module for "Design" tab.
#
# designTab function returns a list of objects that allow to access its reactive values and some functions (see end of file).
#
# Markus Konrad <markus.konrad@wzb.eu>
# Clara Bicalho <clara.bicalho@wzb.eu>
# Sisi Huang <sisi.huang@wzb.eu>
#
# Dec. 2018
#
# -------------- UI --------------
designTabUI <- function(id, label = 'Design') {
nspace <- NS(id)
material_tab_content(
tab_id = id,
material_row(
material_column( # left: input and design parameters
width = 3,
material_card("Choose design",
# tagList("Read about the library ", a("here", href="https://declaredesign.org/library/")),
div(style="text-align: center;",
# add a selectbox to choose the design from DesignLibrary
uiOutput(nspace("import_design_lib_id")),
actionButton(nspace("import_from_design_lib"),
label = "Load",
disabled = "disabled"),
actionButton(inputId='learn_more', label= NULL,
icon = icon("question-circle"),
style = "text-align: center; padding-left: 8px; padding-right: 8px;",
onclick = "window.open('https://declaredesign.org/r/designlibrary/', '_blank')")
)
),
# show designer parameters if a design was loaded
hidden(div(id = nspace('design_params_panel_wrapper'),
material_card("Set design parameters",
uiOutput(nspace('design_vignette')),
br(),
textInput(nspace('design_arg_design_name'), 'Design name'),
conditionalPanel(paste0("output['", nspace('design_supports_fixed_arg'), "'] != ''"),
div(style="text-align: right;", uiOutput(nspace('fix_toggle_btn')))
),
uiOutput(nspace("design_parameters")) # display *all* arguments of an imported design
)
))
),
material_column( # center: design output
width = 9,
uiOutput(nspace("load_design_info")),
material_card("Download",
downloadButton(nspace('download_r_script'), label = 'R code', disabled = 'disabled'),
downloadButton(nspace('download_rds_obj'), label = 'Design as RDS file', disabled = 'disabled')),
bsCollapse(id=nspace('sections_container'), multiple = TRUE,
bsCollapsePanel('Warnings or errors', uiOutput(nspace("section_messages"))),
bsCollapsePanel('Summary', uiOutput(nspace("section_summary"))),
bsCollapsePanel('Code output', uiOutput(nspace('section_design_code'))),
bsCollapsePanel('Simulated data',
p("The following table shows a single draw of the data."),
actionButton(nspace("simdata_redraw"), label = "Redraw data", disabled = "disabled"),
downloadButton(nspace("simdata_download"), label = "Download data", disabled = "disabled"),
dataTableOutput(nspace("section_simdata_table"))),
bsCollapsePanel("About DeclareDesign Wizard",
p(" This project is generously supported by a grant from the Laura and John Arnold Foundation and seed funding from Evidence in Governance and Politics (EGAP)."),
tagList(" This software is in beta release. We welcome your feedback! Please report any issues ", a("here.", href="https://github.com/DeclareDesign/DDWizard/issues")))
)
)
)
)
}
# -------------- server --------------
designTab <- function(input, output, session) {
options(warn = 1) # always directly print warnings
# -------------- reactive values definition --------------
react <- reactiveValues(
design = NULL, # parametric designer object (a closure)
design_id = NULL, # identifier for current design instance *after* being instantiated
design_code = '',
design_argdefinitions = NULL, # argument definitions for current design instance
design_name_once_changed = FALSE, # records whether design name was changed after import
fix_toggle = 'fix', # toggle for fixing/unfixing all design parameters. must be either "fix" or "unfix"
simdata = NULL, # a single draw of the data to be shown in the "simulated data" panel
captured_stdout = NULL, # captured output of print(design_instance). used in design summary
captured_errors = NULL, # captured errors and warnings during design creation
error_occurred = NULL, # detect whether error occurred in design_instance
warning_occurred = NULL, # detect whether warning occurred in design_instance
input_errors = NULL, # errors related to invalid inputs
captured_msgs = NULL, # captured messages during design creation
custom_state = list() # additional state values for bookmarking
)
# -------------- helper functions --------------
# Load the designer with the name `designer` (char string).
# For mysterious reasons, it is necessary to pass a namespace function `nspace` (created with `NS(<id>)`)
# *whenever this function is called for restoring a bookmark.*
load_designer <- function(designer, nspace = function(x) { x }) {
print(paste('loading designer', designer))
shinyjs::show(nspace('design_params_panel_wrapper'))
react$design_id <- designer
react$design <- getFromNamespace(react$design_id, 'DesignLibrary')
react$design_argdefinitions <- attr(react$design, 'definitions') # get the designer's argument definitions
react$design_name_once_changed <- FALSE
react$fix_toggle <- 'fix'
shinyjs::enable(nspace('download_r_script'))
shinyjs::enable(nspace('download_rds_obj'))
shinyjs::enable(nspace('simdata_redraw'))
shinyjs::enable(nspace('simdata_download'))
# replace xx_designer as xx_design
updateTextInput(session, nspace('design_arg_design_name'), value = gsub("designer","design", react$design_id))
# simulation data would react once new design is loaded
isolate({
d <- req(design_instance())
if (!is.null(react$custom_state$simdata)) {
simdata <- react$custom_state$simdata
react$custom_state$simdata <- NULL
} else {
simdata <- draw_data(d)
}
})
react$simdata <- simdata
# save this to state because it is not automatically restored from bookmark
react$custom_state$designer <- react$design_id
}
# -------------- reactive functions --------------
# arguments/parameters for react$design and their values taken from the inputs
design_args <- reactive({
output_args <- list()
if (!is.null(react$design)) { # return empty list if no designer given
switching <- isolate({ input$switching_designer })
if (is.null(switching)) { # happens on bookmark restore
switching <- TRUE
}
args <- get_designer_args(react$design)
args_eval <- evaluate_designer_args(args, attr(react$design, 'definitions'))
arg_defs <- react$design_argdefinitions # is NULL on first run, otherwise data frame of argument definitions (class, min/max)
if (is.null(arg_defs)) {
return(output_args) # empty list
}
fixed_args <- NULL
all_default <- TRUE
for (argname in names(args)) {
skip_specifc_args <- args_control_skip_specific_designer_args[[react$design_id]]
if (argname %in% args_control_skip_design_args || (!is.null(skip_specifc_args) && argname %in% skip_specifc_args))
next()
argdefault <- args_eval[[argname]]
argdefinition <- as.list(arg_defs[arg_defs$names == argname,])
inp_value <- input[[paste0('design_arg_', argname)]]
if (switching) { # if the designer was just changed, use its default values
# because the inputs still hold values from the prev. designer which might be incompatible
output_args[[argname]] <- design_arg_value_from_input(argdefault, argdefault, argdefinition, class(argdefault), typeof(argdefault))
} else { # otherwise use the inputs as usual
# convert an input value to a argument value of correct class
if (length(argdefinition) != 0) {
argvalue <- design_arg_value_from_input(inp_value, argdefault, argdefinition, class(argdefault), typeof(argdefault))
has_NAs <- !is.null(argvalue) && any(is.na(argvalue)) # may contain NAs where invalid input was supplied
if (!has_NAs && ((!is.null(argvalue) && is.null(argdefault))
|| (!is.null(argvalue) && argvalue != ''
&& (length(argvalue) != length(argdefault) || argvalue != argdefault))))
{
all_default <- FALSE
}
if (has_NAs || !is.null(argvalue)) { # add the value to the list of designer arguments
output_args[[argname]] <- argvalue
}
}
}
# determine whether argument was set in "args_to_fix"
arg_is_fixed_value <- input[[paste0('design_arg_', argname, '_fixed')]]
if (isTruthy(arg_is_fixed_value)) {
fixed_args <- c(fixed_args, argname)
# if at least one arg. is set to fixed, the toggle button is set to "Unfix all"
react$fix_toggle <- 'unfix'
updateActionButton(session, 'fix_toggle', label = 'Unfix all')
}
}
# additional designer arguments: design name and vector of fixed arguments
if (is.null(react$design_argdefinitions)) {
# output_args$design_name <- react$design_id # should always be a valid R object name
updateTextInput(session, 'design_arg_design_name', value = react$design_id)
} else if (!is.null(input$design_arg_design_name) && (!all_default || react$design_name_once_changed)) {
# output_args$design_name <- make_valid_r_object_name(input$design_arg_design_name)
# updateTextInput(session, 'design_arg_design_name', value = output_args$design_name)
react$design_name_once_changed <- TRUE
}
if (design_supports_fixed_arg()) {
output_args$args_to_fix <- fixed_args
}
}
output_args
})
# specific design instance generated from above react$design with specific parameter values `design_args()`
design_instance <- reactive({
d_inst <- NULL # design instance
react$input_errors <- NULL
react$captured_errors <- NULL
react$design_code <- ''
if (!is.null(react$design)) { # return NULL if no designer is given
msgs <- character()
error_occur <- FALSE
warning_occur <- FALSE
d_args <- design_args() # designer arguments
print('creating design instance with arguments:')
print(d_args)
d_args_NAs <- sapply(d_args, function(arg) { any(is.na(arg)) })
if (sum(d_args_NAs) > 0) {
react$input_errors <- paste('Invalid values supplied to the following arguments:',
paste(names(d_args_NAs)[d_args_NAs], collapse = ', '))
react$captured_errors <- 'Please correct the errors in the argument values first.'
} else {
conditions <- tryCatch(
expr = {
capture.output({
d_inst <- do.call(react$design, d_args)
# capture message prints, e.g in block_cluster_two_arm_designer
msgs <- paste0(capture.output(d_inst <- do.call(react$design, d_args)), collapse = "\n")
print(d_inst)
}, type = 'message')
}, error = function(e){
error_occur <<- TRUE
msgs <<- e
},warning = function(w){
warning_occur <<- TRUE
msgs <<- w
})
# create a design instance from the designer using the current arguments `d_args`
if (!error_occur) {
if (is.null(d_inst)) { # try again if we only got warnings (not errors)
d_inst <- do.call(react$design, d_args)
}
react$captured_stdout <- capture.output({ # capture output of `print(d_inst)`
print(d_inst) # to create summary output if and only if there is no error in d_inst
}, type = 'output')
} else {
react$captured_stdout <- ''
}
react$captured_errors <- conditions
react$captured_msgs <- msgs
react$error_occurred <- error_occur
react$warning_occurred <- warning_occur
if (!error_occur && !is.null(d_inst)){
# also update simulated data
react$simdata <- draw_data(d_inst)
# update design code
code_text <- paste(attr(d_inst, 'code'), collapse = "\n")
default_designer_name <- gsub("designer","design", react$design_id)
react$design_code <- gsub(default_designer_name,
make_valid_r_object_name(input$design_arg_design_name),
code_text)
}else{
react$simdata <- NULL
}
}
print('design instance changed')
}
d_inst
})
# return TRUE if designer supports "args_to_fix" argument, else FALSE
design_supports_fixed_arg <- reactive({
req(react$design)
#return(FALSE) # for testing
'args_to_fix' %in% names(formals(react$design))
})
# return a character vector that lists the arguments set in "args_to_fix"
get_fixed_design_args <- reactive({
req(react$design)
if (!design_supports_fixed_arg()) {
return(character()) # empty char vector
}
args <- get_designer_args(react$design)
args_fixed <- sapply(names(args), function(argname) {
inp_elem_name_fixed <- paste0('design_arg_', argname, '_fixed')
if (!is.null(input[[inp_elem_name_fixed]])) {
input[[inp_elem_name_fixed]]
} else {
NA
}
})
args_fixed <- args_fixed[!is.na(args_fixed)]
names(args_fixed)[args_fixed]
})
# returns TRUE if at least one designer argument was set in "args_to_fix", otherwise FALSE
at_least_one_design_arg_fixed <- reactive({
length(get_fixed_design_args()) > 0
})
# returns TRUE if all design arguments were set to fixed, otherwise FALSE
all_design_args_fixed <- reactive({
all_args <- get_designer_args(react$design)
args_fixed <- get_fixed_design_args()
length(args_fixed) == length(all_args)
})
# observer for the error message to unfold the message panel
# reactive expression returns true when there is no error or warning
message_close <- reactive({
req(react$warning_occurred)
req(react$error_occurred)
if (!isTRUE(react$warning_occurred) && !isTRUE(react$error_occurred)) {
return(TRUE)
} else {
return(NULL)
}
})
# reactive expression returns true when there is any error or warning
message_open <- reactive({
if (is.null(design_instance()) || isTRUE(react$warning_occurred) || isTRUE(react$error_occurred)){
return(TRUE)
} else {
return(NULL)
}
})
# -------------- event observers --------------
# input observer for click on design import
observeEvent(input$import_from_design_lib, {
# loads a pre-defined designer from the library
if (!is.null(input$import_design_library)) {
load_designer(input$import_design_library)
}
})
# input observer for click on "Fix/Unfix all" button
observeEvent(input$fix_toggle_click, {
args <- get_designer_args(react$design)
checkbox_val <- react$fix_toggle == 'fix'
for (argname in names(args)) {
inp_elem_name_fixed <- paste0('design_arg_', argname, '_fixed')
if (!is.null(input[[inp_elem_name_fixed]])) {
updateCheckboxInput(session, inp_elem_name_fixed, value = checkbox_val)
}
}
})
# input observer for click on "redraw data" button in "simulated data" section
observeEvent(input$simdata_redraw, {
isolate({
d <- req(design_instance())
if (!is.null(react$custom_state$simdata)) {
simdata <- react$custom_state$simdata
react$custom_state$simdata <- NULL
} else {
if (react$warning_occurred || react$error_occurred) {
simdata <- NULL
} else {
simdata <- draw_data(d)
}
}
})
react$simdata <- simdata
})
# unfold the message panel
observeEvent(message_open(),ignoreInit = TRUE,{
updateCollapse(session, "sections_container", open = 'Warnings or errors')
})
# fold back the message panel
observeEvent(message_close(),ignoreInit = TRUE,{
updateCollapse(session, "sections_container", close = 'Warnings or errors')
})
# -------------- output elements: hidden --------------
# hidden (for conditional panel)
output$design_supports_fixed_arg <- design_supports_fixed_arg
outputOptions(output, 'design_supports_fixed_arg', suspendWhenHidden = FALSE)
# -------------- output elements: left side --------------
# left side: designer description
output$design_description <- renderUI({
req(react$design)
HTML(attr(react$design, 'description'))
})
# create link to vignette based on design input from the library
output$design_vignette <- renderUI({
url <- paste0("window.open('https://declaredesign.org/r/designlibrary/articles/", gsub("_designer","",react$design_id), ".html', '_blank')")
actionButton(inputId='vignette', label=" Read more",
icon = icon("book"),
onclick = url)
})
# left side: designer parameters
output$design_parameters <- renderUI({
req(react$design)
nspace <- NS('tab_design')
isolate({
defaults <- design_args()
param_boxes <- create_design_parameter_ui(type = 'design', react = react, nspace = nspace,
input = input, defaults = defaults,
create_fixed_checkboxes = design_supports_fixed_arg(),
use_only_argdefaults = input$switching_designer)
})
if (!is.null(react$input_errors) && length(react$input_errors) > 0) {
list(tags$div(class = 'error_msgs', paste(react$input_errors, collapse = "\n")), tags$div(param_boxes))
} else {
list(tags$div(param_boxes))
}
})
# left side: "Fix/Unfix all" button
output$fix_toggle_btn <- renderUI({
nspace <- NS('tab_design')
if (at_least_one_design_arg_fixed()) {
fix_toggle_label <- 'Unfix all'
react$fix_toggle <- 'unfix'
} else {
fix_toggle_label <- 'Fix all'
react$fix_toggle <- 'fix'
}
actionButton(nspace('fix_toggle_click'), fix_toggle_label)
})
# left side: choose designers
output$import_design_lib_id <- renderUI({
nspace <- NS('tab_design')
cached <- str_replace(grep("designer$", ls(as.environment("package:DesignLibrary")), value = TRUE), "_designer", "")
option <- c()
for (i in 1:length(cached)){
if (is.null(attr(getFromNamespace(paste(cached[i], sep = "_", "designer"), 'DesignLibrary'), "shiny"))){
next()
}else{
option[i] <- paste(cached[i], sep = "_", "designer")
}
}
test <- gsub("_", " ",gsub("_designer","", option[!is.na(option)]))
options_data <- data.frame(names = option[!is.na(option)],abbr = stri_trans_totitle(test), stringsAsFactors = FALSE)
if (any(options_data$names == 'binary_iv_designer')) options_data[options_data$names == 'binary_iv_designer',]$abbr = "Binary IV"
option_list <- as.list(options_data$names)
names(option_list) <- options_data$abbr
shinyjs::enable("import_from_design_lib")
selectInput(nspace("import_design_library"),
label = "",
selected = "two_arm_designer", choices = option_list,
multiple = FALSE)
})
# -------------- output elements: center --------------
# center: info about the name of loaded design
output$load_design_info <- renderUI({
req(react$design_id)
title = str_cap(react$design_id)
if (title == "Binary iv designer") title <- "Binary IV designer"
material_card(title = title, HTML(attr(react$design, 'description')))
})
# center: design code
output$section_design_code <- renderUI({
req(design_instance())
tags$pre(react$design_code)
})
# center: design summary
output$section_summary <- renderUI({
if(!is.null(react$captured_stdout)) {
# show captured print() output
txt <- paste(react$captured_stdout, collapse = "\n")
} else {
txt <- 'No summary.'
}
tags$pre(txt)
})
# center: design messages
output$section_messages <- renderUI({
got_errors <- !is.null(react$captured_errors) && length(react$captured_errors) > 0
if(!is.null(react$captured_msgs) && react$captured_msgs != '') {
# show captured messages
txt <- paste(react$captured_msgs, collapse = "\n")
if (got_errors) {
txt <- tags$div(class = 'error_msgs', txt)
}
} else {
txt <- 'No warnings/errors.'
}
tags$pre(txt)
})
# center: simulated data table
output$section_simdata_table <- renderDataTable({
req(react$simdata)
round_df(react$simdata, 4)
}, options = list(searching = FALSE,
ordering = FALSE,
paging = TRUE,
pageLength = 10,
info = FALSE,
lengthChange = FALSE,
scrollX = TRUE))
# -------------- download handlers --------------
# download design as R script
output$download_r_script <- downloadHandler(
filename = function() { # note that this seems to work only in a "real" browser, not in RStudio's browser
design_name <- input$design_arg_design_name
if (!isTruthy(design_name)) {
design_name <- paste0("design-", Sys.Date())
}
paste0(design_name, '.R')
},
content = function(file) {
d <- design_instance()
if(!is.null(d) && !is.null(attr(d, 'code'))) {
# use the "code" attribute of a design instance and write it to `file`
code_lines <- c(paste('# code generated with DDWizard and DesignLibrary on', Sys.time()),
'# see https://declaredesign.org/',
'',
'library(DeclareDesign)',
'',
attr(d, 'code'))
writeLines(code_lines, file)
}
}
)
# download design as RDS file
output$download_rds_obj <- downloadHandler(
filename = function() { # note that this seems to work only in a "real" browser, not in RStudio's browser
design_name <- input$design_arg_design_name
if (!isTruthy(design_name)) {
design_name <- paste0("design-", Sys.Date())
}
paste0(design_name, '.RDS')
},
content = function(file) {
d <- design_instance()
if(!is.null(d)) { # save design instance
saveRDS(d, file = file)
}
}
)
# download simulated data
output$simdata_download <- downloadHandler(
filename = function() { # note that this seems to work only in a "real" browser, not in RStudio's browser
design_name <- input$design_arg_design_name
if (!isTruthy(design_name)) {
design_name <- paste0("design-", Sys.Date())
}
paste0(design_name, '_simulated_data.csv')
},
content = function(file) {
req(react$simdata)
write.csv(react$simdata, file = file, row.names = FALSE)
}
)
# -------------- bookmarking --------------
# customize bookmarking process: add additional data to bookmarked state
onBookmark(function(state) {
print('BOOKMARKING IN DESIGN TAB:')
# add open panels, because they're not restored automatically
react$custom_state$panels_state <- input$sections_container
# store simulated data
react$custom_state$simdata <- react$simdata
print(react$custom_state)
state$values$custom_state <- react$custom_state
})
# customize restoring process
onRestore(function(state) {
print('RESTORING IN DESIGN TAB:')
react$custom_state <- state$values$custom_state
print(react$custom_state)
# design is not loaded automatically on restore (probably because list of available designers
# is not loaded yet) so do it here
# also, a namespace function must be passed when doing a restore (reason unknown)
load_designer(react$custom_state$designer, NS('tab_design'))
# re-open the panels
updateCollapse(session, 'sections_container', open = react$custom_state$panels_state)
})
# -------------- return values of this module --------------
# return reactive values and some functions to be accessed from other modules
return(list(
react = react,
design_args = design_args,
design_instance = design_instance,
input = input,
all_design_args_fixed = all_design_args_fixed,
get_fixed_design_args = get_fixed_design_args
))
}