v1.0.0
workr 1.0.0
Initial Release
{workr} provides a minimal framework for describing and executing step-by-step R data pipelines using YAML-defined workflows.
Core Features
RunStep()— execute a single workflow stepRunWorkflow()— execute a full workflow specification (YAML)RunWorkflows()— run multiple workflows in sequenceRunProject()— orchestrate multi-phase workflow pipelines (experimental)MakeWorkflowList()— read a folder of YAML workflows into a listRunQuery()— execute database queries via DBI/duckdbloadExample()— load bundled example workflows for learning and testing
Shiny Demo App
DemoApp_init()— launch an interactive Shiny app for exploring and running workflows- Hosted version available at jwildfire.shinyapps.io/workr-demoapp
Package Manifests
pkgManifest()— resolve GitHub packages to pinned versions with manifest.csv and rproject.toml- Snapshot branches (
ss-*) for reproducible package environments - GitHub Actions for nightly manifest updates
GitHub Actions
manifest.yaml— reusable workflow for generating manifest artifactsnightly-manifest.yaml— scheduled manifest updatesR-CMD-check.yaml— R CMD check CIR-CMD-check-dev.yaml— development R CMD check CIpkgdown-with-examples.yaml— pkgdown site deploymentpkgdown-cleanup.yaml— pkgdown cleanup
Documentation
- pkgdown site at gilead-biostats.github.io/workr
- Vignettes covering overview, Pharmaverse integration, ADaM/SDTM examples, and visualization
{qcthat} Reports
Milestone
✅ A qcthat issue test matrix with 1 milestone, 3 issues, and 71 tests
└─█─Milestone: v1.0.0 (3 issues, 71 tests)
├─☑️─Issue 26: Improve unit test coverage for v1.0 release
│ ├─✅─MakeWorkflowList loads YAML and RunStep executes workflow correctly #26
│ ├─✅─Complex workflow: multi-step loaded from YAML and executed end-to-end #26
│ ├─✅─Workflow from YAML loads and executes with meta reference #26
│ ├─✅─loadExample returns input data when initData.R is missing (#9, #26)
│ ├─✅─loadExample loads initData.R and merges with lData (#9, #26)
│ ├─✅─loadExample validates initData return type (#9, #26)
│ ├─✅─loadExample does not create duplicate names on repeated calls (#9, #26)
│ ├─✅─MakeWorkflowList output is a named list with expected structure #26
│ ├─✅─MakeWorkflowList returns metadata as expected #26
│ ├─✅─MakeWorkflowList errors on invalid strPath #26
│ ├─✅─MakeWorkflowList errors on invalid strPackage #26
│ ├─✅─MakeWorkflowList filters by strNames #26
│ ├─✅─MakeWorkflowList bExact filters exactly #26
│ ├─✅─MakeWorkflowList names list elements by meta$ID #26
│ ├─✅─MakeWorkflowList sorts by Priority #26
│ ├─✅─MakeWorkflowList sets default Priority to 0 #26
│ ├─✅─MakeWorkflowList loads from package #26
│ ├─✅─MakeWorkflowList bRecursive finds nested workflows #26
│ ├─✅─RunProject runs all phases in sorted order #26
│ ├─✅─RunProject passes data between phases #26
│ ├─✅─RunProject respects strPhases subset and order #26
│ ├─✅─RunProject errors on missing strPath #26
│ ├─✅─RunProject errors on missing requested phases #26
│ ├─✅─RunProject errors on empty project directory #26
│ ├─✅─RunProject bReturnResult and bKeepInputData pass through #26
│ ├─✅─RunQuery returns correct result (#26)
│ ├─✅─RunQuery handles empty df #26
│ ├─✅─RunQuery handles invalid input #26
│ ├─✅─RunQuery checks if strQuery contains 'FROM df' #26
│ ├─✅─RunQuery applies schema appropriately #26
│ ├─✅─RunQuery applies incomplete schema appropriately #26
│ ├─✅─RunQuery parses invalid date/times correctly #26
│ ├─✅─RunQuery requires lColumnMapping when bUseSchema is TRUE #26
│ ├─✅─RunStep handles lMeta and lData parameters correctly #26
│ ├─✅─RunStep handles parameters referencing elements within lMeta and lData #26
│ ├─✅─RunStep passes direct value parameters correctly #26
│ ├─✅─RunStep passes direct value vector parameters correctly #26
│ ├─✅─RunStep handles multiple parameters and function invocation correctly #26
│ ├─✅─RunStep will run a function from a namespace #26
│ ├─✅─RunStep will run a function without a namespace #26
│ ├─✅─RunStep will run a function with no parameters #26
│ ├─✅─RunStep recognizes rlang::expr() string parameters #26
│ ├─✅─RunStep recognizes expr() shorthand parameters #26
│ ├─✅─RunStep recognizes rlang::exprs() parameters #26
│ ├─✅─RunStep recognizes exprs() shorthand parameters #26
│ ├─✅─RunStep passes lSpec parameter correctly #26
│ ├─✅─RunWorkflow returns final step result by default #26
│ ├─✅─RunWorkflow returns full workflow object when bReturnResult = FALSE #26
│ ├─✅─RunWorkflow bKeepInputData = FALSE removes input data from lData #26
│ ├─✅─RunWorkflow bKeepInputData = TRUE preserves input data in lData #26
│ ├─✅─RunWorkflow multi-step preserves intermediate results in lData #26
│ ├─✅─RunWorkflow invokes lConfig$LoadData #26
│ ├─✅─RunWorkflow invokes lConfig$SaveData on bReturnResult = TRUE #26
│ ├─✅─RunWorkflow validates spec when present #26
│ ├─✅─RunWorkflow runs without spec #26
│ ├─✅─RunWorkflow runs with YAML files #26
│ ├─✅─RunWorkflows returns named list #26
│ ├─✅─RunWorkflows passes prior workflow results as data to later workflows #26
│ ├─✅─RunWorkflows custom strResultNames #26
│ ├─✅─RunWorkflows passes lConfig through to RunWorkflow #26
│ └─✅─RunWorkflows handles empty workflow list #26
├─☑️─Issue 25: Differentiate package manifests from execution snapshots
│ ├─✅─pkgManifest function exists #25
│ ├─✅─pkgManifest has correct parameters #25
│ ├─✅─pkgSnapshot function name is deprecated/removed #25
│ └─✅─pkgListFromManifest references correct function #25
└─☑️─Issue 19: Remove Legacy /site Explorer From workr
├─✅─site/ directory does not exist #19
├─✅─site-build.yaml workflow does not exist #19
├─✅─site-deploy.yaml workflow does not exist #19
├─✅─pkgdown-with-examples.yaml has no Node/explorer steps #19
├─✅─_pkgdown.yml has no explorer navbar entry #19
└─✅─.gitignore has no site/node_modules/ entry #19
# Issue state: 📥 = open, ☑️ = closed (completed), ⛔ = closed (won't fix)
# Test disposition: ✅ = passed, ❌ = failed, 🚫 = skipped
🟢 All issues have at least one test
🙈 5 issues with label "qcthat-nocov" were ignored
Completed Issues
🚫 A qcthat issue test matrix with 1 milestone, 5 issues, and 78 tests
├─█─Milestone: v1.0.0 (3 issues, 71 tests)
│ ├─☑️─Issue 26: Improve unit test coverage for v1.0 release
│ │ ├─✅─MakeWorkflowList loads YAML and RunStep executes workflow correctly #26
│ │ ├─✅─Complex workflow: multi-step loaded from YAML and executed end-to-end #26
│ │ ├─✅─Workflow from YAML loads and executes with meta reference #26
│ │ ├─✅─loadExample returns input data when initData.R is missing (#9, #26)
│ │ ├─✅─loadExample loads initData.R and merges with lData (#9, #26)
│ │ ├─✅─loadExample validates initData return type (#9, #26)
│ │ ├─✅─loadExample does not create duplicate names on repeated calls (#9, #26)
│ │ ├─✅─MakeWorkflowList output is a named list with expected structure #26
│ │ ├─✅─MakeWorkflowList returns metadata as expected #26
│ │ ├─✅─MakeWorkflowList errors on invalid strPath #26
│ │ ├─✅─MakeWorkflowList errors on invalid strPackage #26
│ │ ├─✅─MakeWorkflowList filters by strNames #26
│ │ ├─✅─MakeWorkflowList bExact filters exactly #26
│ │ ├─✅─MakeWorkflowList names list elements by meta$ID #26
│ │ ├─✅─MakeWorkflowList sorts by Priority #26
│ │ ├─✅─MakeWorkflowList sets default Priority to 0 #26
│ │ ├─✅─MakeWorkflowList loads from package #26
│ │ ├─✅─MakeWorkflowList bRecursive finds nested workflows #26
│ │ ├─✅─RunProject runs all phases in sorted order #26
│ │ ├─✅─RunProject passes data between phases #26
│ │ ├─✅─RunProject respects strPhases subset and order #26
│ │ ├─✅─RunProject errors on missing strPath #26
│ │ ├─✅─RunProject errors on missing requested phases #26
│ │ ├─✅─RunProject errors on empty project directory #26
│ │ ├─✅─RunProject bReturnResult and bKeepInputData pass through #26
│ │ ├─✅─RunQuery returns correct result (#26)
│ │ ├─✅─RunQuery handles empty df #26
│ │ ├─✅─RunQuery handles invalid input #26
│ │ ├─✅─RunQuery checks if strQuery contains 'FROM df' #26
│ │ ├─✅─RunQuery applies schema appropriately #26
│ │ ├─✅─RunQuery applies incomplete schema appropriately #26
│ │ ├─✅─RunQuery parses invalid date/times correctly #26
│ │ ├─✅─RunQuery requires lColumnMapping when bUseSchema is TRUE #26
│ │ ├─✅─RunStep handles lMeta and lData parameters correctly #26
│ │ ├─✅─RunStep handles parameters referencing elements within lMeta and lData #26
│ │ ├─✅─RunStep passes direct value parameters correctly #26
│ │ ├─✅─RunStep passes direct value vector parameters correctly #26
│ │ ├─✅─RunStep handles multiple parameters and function invocation correctly #26
│ │ ├─✅─RunStep will run a function from a namespace #26
│ │ ├─✅─RunStep will run a function without a namespace #26
│ │ ├─✅─RunStep will run a function with no parameters #26
│ │ ├─✅─RunStep recognizes rlang::expr() string parameters #26
│ │ ├─✅─RunStep recognizes expr() shorthand parameters #26
│ │ ├─✅─RunStep recognizes rlang::exprs() parameters #26
│ │ ├─✅─RunStep recognizes exprs() shorthand parameters #26
│ │ ├─✅─RunStep passes lSpec parameter correctly #26
│ │ ├─✅─RunWorkflow returns final step result by default #26
│ │ ├─✅─RunWorkflow returns full workflow object when bReturnResult = FALSE #26
│ │ ├─✅─RunWorkflow bKeepInputData = FALSE removes input data from lData #26
│ │ ├─✅─RunWorkflow bKeepInputData = TRUE preserves input data in lData #26
│ │ ├─✅─RunWorkflow multi-step preserves intermediate results in lData #26
│ │ ├─✅─RunWorkflow invokes lConfig$LoadData #26
│ │ ├─✅─RunWorkflow invokes lConfig$SaveData on bReturnResult = TRUE #26
│ │ ├─✅─RunWorkflow validates spec when present #26
│ │ ├─✅─RunWorkflow runs without spec #26
│ │ ├─✅─RunWorkflow runs with YAML files #26
│ │ ├─✅─RunWorkflows returns named list #26
│ │ ├─✅─RunWorkflows passes prior workflow results as data to later workflows #26
│ │ ├─✅─RunWorkflows custom strResultNames #26
│ │ ├─✅─RunWorkflows passes lConfig through to RunWorkflow #26
│ │ └─✅─RunWorkflows handles empty workflow list #26
│ ├─☑️─Issue 25: Differentiate package manifests from execution snapshots
│ │ ├─✅─pkgManifest function exists #25
│ │ ├─✅─pkgManifest has correct parameters #25
│ │ ├─✅─pkgSnapshot function name is deprecated/removed #25
│ │ └─✅─pkgListFromManifest references correct function #25
│ └─☑️─Issue 19: Remove Legacy /site Explorer From workr
│ ├─✅─site/ directory does not exist #19
│ ├─✅─site-build.yaml workflow does not exist #19
│ ├─✅─site-deploy.yaml workflow does not exist #19
│ ├─✅─pkgdown-with-examples.yaml has no Node/explorer steps #19
│ ├─✅─_pkgdown.yml has no explorer navbar entry #19
│ └─✅─.gitignore has no site/node_modules/ entry #19
└─█─Milestone: <none> (2 issues, 11 tests)
├─☑️─Issue 34: Finalize inst/workflows and demo Shiny app for shinyapps.io deployment
│ ├─✅─03_AEKRI directory does not exist #34
│ ├─✅─03_KRI initData.R does not reference gsm.core::lSource #34
│ ├─✅─03_KRI initData.R does not reference PD domain #34
│ ├─✅─03_KRI initData.R uses clindata package #34
│ ├─✅─03_KRI initData.R returns Raw_SUBJ and Raw_AE #34
│ ├─🚫─03_KRI RunWorkflows completes without error using initData #34
│ └─✅─README contains link to hosted shinyapps.io demo #34
└─☑️─Feature 9: Create Test data to initialize workflows
├─✅─loadExample returns input data when initData.R is missing (#9, #26)
├─✅─loadExample loads initData.R and merges with lData (#9, #26)
├─✅─loadExample validates initData return type (#9, #26)
└─✅─loadExample does not create duplicate names on repeated calls (#9, #26)
# Issue state: 📥 = open, ☑️ = closed (completed), ⛔ = closed (won't fix)
# Test disposition: ✅ = passed, ❌ = failed, 🚫 = skipped
🟢 All issues have at least one test
🙈 7 issues with label "qcthat-nocov" were ignored
This report was generated by this GitHub Actions run.
Last updated: 2026-04-09 19:14:02 UTC
Session Info
─ Session info ───────────────────────────────────────────────────────────────setting value
version R version 4.5.3 (2026-03-11)
os Ubuntu 24.04.4 LTS
system x86_64, linux-gnu
ui X11
language (EN)
collate C.UTF-8
ctype C.UTF-8
tz UTC
date 2026-04-09
pandoc 3.1.3 @ /usr/bin/pandoc
quarto 1.9.37 @ /usr/local/bin/quarto
─ Packages ───────────────────────────────────────────────────────────────────
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[1] /home/runner/work/_temp/Library
[2] /opt/R/4.5.3/lib/R/site-library
[3] /opt/R/4.5.3/lib/R/library
- ── Packages attached to the search path.
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