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130 changes: 130 additions & 0 deletions WWW/stepper.css
Original file line number Diff line number Diff line change
@@ -0,0 +1,130 @@
/* Workflow stepper */

.workflow-stepper {
padding: 10px 24px 8px;
margin: 0;
background: #ffffff;
border-bottom: 1px solid #e8e8e8;
}

.workflow-stepper.stepper-hidden {
display: none;
}

.stepper-header {
display: flex;
justify-content: space-between;
align-items: baseline;
gap: 12px;
margin-bottom: 8px;
}

.stepper-section-name {
font-size: 13px;
font-weight: 600;
color: #083b3f;
letter-spacing: 0.2px;
}

.stepper-step-count {
font-size: 11px;
font-weight: 500;
color: #999;
}

.stepper-items {
display: flex;
align-items: center;
flex-wrap: wrap;
gap: 4px 0;
}

.stepper-item {
display: inline-flex;
align-items: center;
cursor: pointer;
padding: 3px 8px;
border-radius: 4px;
transition: background 0.2s ease;
font-size: 12.5px;
white-space: nowrap;
}

.stepper-item:hover {
background: #f0f7f0;
}

.stepper-item.active {
cursor: default;
}

.stepper-item.active:hover {
background: #eef8ee;
}

.stepper-sep {
color: #d0d0d0;
font-size: 10px;
margin: 0 2px;
user-select: none;
}

.stepper-item.completed {
color: #00bfc4;
font-weight: 500;
}

.stepper-item.completed .stepper-icon {
color: #00bfc4;
margin-right: 4px;
font-size: 12px;
}

.stepper-item.active {
color: #083b3f;
font-weight: 700;
background: #eef8ee;
border: 1px solid #7bc148;
}

.stepper-item.active .stepper-icon {
color: #7bc148;
margin-right: 4px;
font-size: 12px;
}

.stepper-item.completed.active {
color: #083b3f;
background: #eef8ee;
border: 1px solid #7bc148;
}

.stepper-item.completed.active .stepper-icon {
color: #00bfc4;
}

.stepper-item.inactive {
color: #aaa;
font-weight: 400;
}

.stepper-item.inactive .stepper-icon {
color: #ccc;
margin-right: 4px;
font-size: 10px;
}

@media (max-width: 768px) {
.stepper-items {
gap: 2px 0;
}

.stepper-item {
font-size: 11px;
padding: 2px 5px;
}

.stepper-section-name {
font-size: 12px;
}
}
107 changes: 89 additions & 18 deletions server.R
Original file line number Diff line number Diff line change
Expand Up @@ -291,17 +291,30 @@ function(input, output, session){



# ---- (B) Datasets with pre-trained models (historical) ----
.get_models_index_csv <- function() file.path(getwd(), app_username, "logs", "models", "index.csv")
dataset_has_history <- reactive({
idx <- .get_models_index_csv()
if (!file.exists(idx)) return(FALSE)
df <- tryCatch(read.csv(idx, stringsAsFactors = FALSE), error = function(e) NULL)
if (is.null(df) || !"dataset_id" %in% names(df)) return(FALSE)
ds <- rv_ml_ai$dataset_id %||% rv_current$dataset_id
if (is.null(ds) || !nzchar(ds)) return(FALSE)
any(df$dataset_id == ds & (df$framework %in% c("PyCaret","pycaret","Pycaret")))
})
# ---- (B) Datasets with pre-trained models (historical) ----
.get_models_index_csv <- function() file.path(getwd(), app_username, "logs", "models", "index.csv")
dataset_has_history <- reactive({
ds <- rv_ml_ai$dataset_id %||% rv_current$dataset_id
if (is.null(ds) || !nzchar(ds)) return(FALSE)

pycaret_history <- tryCatch({
idx <- .get_models_index_csv()
if (!file.exists(idx)) return(FALSE)
df <- read.csv(idx, stringsAsFactors = FALSE)
if (is.null(df) || !"dataset_id" %in% names(df) || !"framework" %in% names(df)) return(FALSE)
any(df$dataset_id == ds & tolower(df$framework) == "pycaret")
}, error = function(e) FALSE)

caret_history <- tryCatch({
log_path <- paste0(app_username, "/.log_files")
if (!isTRUE(Rautoml::check_logs(path = log_path, pattern = "-trained.model.main.log"))) return(FALSE)
df <- Rautoml::collect_logs(path = log_path, pattern = "-trained.model.main.log")
if (is.null(df) || !"dataset_id" %in% names(df)) return(FALSE)
any(df$dataset_id == ds)
}, error = function(e) FALSE)

isTRUE(pycaret_history) || isTRUE(caret_history)
})

# Expose known datasets for the Deploy module (used in its selector)
observe({
Expand Down Expand Up @@ -345,13 +358,71 @@ function(input, output, session){

###-------App Footer--------------------------

footer_language_translation()
###-------Menu Translate---------

menu_translation()

#### ---- Change language ----------------------------------------------------
output$change_language = change_language
footer_language_translation()
###-------Menu Translate---------

menu_translation()

.workflow_completed_steps <- reactive({
has_dataset <- is.character(rv_current$dataset_id) && nzchar(rv_current$dataset_id)
has_explore <- !is.null(rv_current$data_summary_str) ||
!is.null(rv_current$data_summary_skim) ||
!is.null(rv_current$data_summary_summary) ||
!is.null(rv_current$data_summary_summarytools) ||
!is.null(rv_current$quick_explore_summary) ||
!is.null(rv_current$missing_prop)
has_transform <- !is.null(rv_current$changed_variable_type_log) ||
!is.null(rv_current$renamed_variable_log) ||
!is.null(rv_current$recoded_variable_labels_log) ||
!is.null(rv_current$created_missing_values_log) ||
!is.null(rv_current$handle_missing_values_log) ||
!is.null(rv_current$handle_outlier_values_log) ||
!is.null(rv_current$combine_df)
has_visualize <- !is.null(plots_sec_rv$plot_rv) ||
!is.null(plots_sec_rv$plot_bivariate_auto) ||
!is.null(plots_sec_rv$plot_corr)
has_setup <- is.character(rv_ml_ai$dataset_id) &&
nzchar(rv_ml_ai$dataset_id %||% "") &&
is.character(rv_ml_ai$analysis_type) &&
nzchar(rv_ml_ai$analysis_type %||% "") &&
is.character(rv_ml_ai$task) &&
nzchar(rv_ml_ai$task %||% "")
has_train_live_caret <- !is.null(rv_training_results$models) &&
length(rv_training_results$models) > 0 &&
is.character(rv_ml_ai$dataset_id) &&
nzchar(rv_ml_ai$dataset_id %||% "") &&
identical(rv_ml_ai$dataset_id, rv_current$dataset_id)
has_train <- isTRUE(.can_show_by_train()) ||
isTRUE(dataset_has_history()) ||
isTRUE(has_train_live_caret)
has_deploy <- !is.null(rv_deploy_models$deployed_models_table) &&
NROW(rv_deploy_models$deployed_models_table) > 0

completed <- integer()
if (has_dataset) completed <- c(completed, 1L)
if (has_explore) completed <- c(completed, 2L)
if (has_transform) completed <- c(completed, 3L)
if (has_visualize) completed <- c(completed, 4L)
if (has_setup) completed <- c(completed, 5L)
if (has_train) completed <- c(completed, 6L)
if (has_deploy) completed <- c(completed, 7L)
completed
})

output$workflow_stepper_bar <- renderUI({
active_step <- get_step_for_tab(input$tabs)
render_stepper_html(
active_step = active_step,
completed_steps = .workflow_completed_steps()
)
})

observeEvent(input$stepper_nav, {
shinydashboard::updateTabItems(session, "tabs", selected = input$stepper_nav)
}, ignoreInit = TRUE)

#### ---- Change language ----------------------------------------------------
output$change_language = change_language

source("server/change_language_update.R", local = TRUE)
change_language_update()
Expand Down
3 changes: 3 additions & 0 deletions ui/dashboard_body.R
Original file line number Diff line number Diff line change
@@ -1,4 +1,5 @@
## Load UI files
source("ui/stepper_ui.R", local=TRUE)
source("ui/sourcedata_ui.R", local=TRUE)
source("ui/overview_ui.R", local=TRUE)
source("ui/explore_ui.R", local=TRUE)
Expand Down Expand Up @@ -77,6 +78,8 @@ aphrcBody <- dashboardBody(
});
"))
),
tags$head(tags$link(rel = "stylesheet", type = "text/css", href = "stepper.css")),
stepper_ui(),

tabItems(
tabItem(tabName = "homePage"
Expand Down
102 changes: 102 additions & 0 deletions ui/stepper_ui.R
Original file line number Diff line number Diff line change
@@ -0,0 +1,102 @@
# Workflow stepper helpers.

workflow_steps <- list(
list(num = 1, key = "upload", label = "Upload", section = "Data Upload", tabs = c("sourcedata")),
list(num = 2, key = "explore", label = "Explore", section = "Data Exploration", tabs = c("Overview", "Explore")),
list(num = 3, key = "transform", label = "Transform", section = "Data Transformation", tabs = c("Transform", "combineData")),
list(num = 4, key = "visualize", label = "Visualize", section = "Visualization", tabs = c("summarizeAutomatic", "summarizeCustom")),
list(num = 5, key = "setup", label = "Model Setup", section = "Machine Learning / Model Setup", tabs = c("setupModels", "featureEngineering")),
list(num = 6, key = "train", label = "Train", section = "Model Training", tabs = c("trainModel")),
list(num = 7, key = "deploy", label = "Deploy", section = "Validate & Deploy", tabs = c("validateDeployModel", "predictClassify"))
)

non_workflow_tabs <- c(
"homePage", "homepage", "researchQuestions", "deeplearning", "cnndeep",
"evidenceQuality", "achilles", "omop_visualizations",
"CohortConstructor", "FeatureExtraction", "addResources",
"anonymization_quant", "anonymization_qual"
)

get_step_for_tab <- function(tab_name) {
if (is.null(tab_name) || tab_name %in% non_workflow_tabs) return(0L)

for (step in workflow_steps) {
if (tab_name %in% step$tabs) return(step$num)
}

0L
}

stepper_ui <- function() {
tags$div(
id = "workflow-stepper-container",
uiOutput("workflow_stepper_bar")
)
}

render_stepper_html <- function(active_step, completed_steps = integer()) {
if (active_step == 0L) {
return(tags$div(class = "workflow-stepper stepper-hidden"))
}

total_steps <- length(workflow_steps)
current_section <- workflow_steps[[active_step]]$section
completed_steps <- unique(as.integer(completed_steps))
completed_steps <- completed_steps[!is.na(completed_steps) & completed_steps > 0L]

step_elements <- lapply(seq_along(workflow_steps), function(i) {
step <- workflow_steps[[i]]

is_active <- identical(i, active_step)
is_completed <- i %in% completed_steps
state_classes <- c(
"stepper-item",
if (is_completed) "completed" else "inactive",
if (is_active) "active"
)
classes <- paste(state_classes, collapse = " ")

icon <- if (is_completed) {
"&#10004;"
} else if (is_active) {
"&#9658;"
} else {
"&#9675;"
}

attrs <- list(
class = classes,
`data-step` = step$key,
tags$span(class = "stepper-icon", HTML(icon)),
step$label
)

if (!is_active) {
attrs$onclick <- sprintf(
"Shiny.setInputValue('stepper_nav','%s',{priority:'event'});",
step$tabs[1]
)
}

item <- do.call(tags$span, attrs)

if (i < total_steps) {
tagList(
item,
tags$span(class = "stepper-sep", HTML("&middot;"))
)
} else {
item
}
})

tags$div(
class = "workflow-stepper",
tags$div(
class = "stepper-header",
tags$span(class = "stepper-section-name", current_section),
tags$span(class = "stepper-step-count", paste0("Step ", active_step, " of ", total_steps))
),
tags$div(class = "stepper-items", step_elements)
)
}