{ "_id": "6a1f9ad1b401979e734308e9", "Package": "starburst", "Type": "Package", "Title": "Seamless AWS Cloud Bursting for Parallel R Workloads", "Version": "0.3.8", "Authors@R": "c(\nperson(\"Scott\", \"Friedman\", email = \"help@starburst.ing\", role = c(\"aut\", \"cre\"))\n)", "Description": "A 'future' backend that enables seamless execution of\nparallel R workloads on 'Amazon Web Services' ('AWS',\n), including 'EC2' and 'Fargate'.\n'staRburst' handles environment synchronization, data transfer,\nquota management, and worker orchestration automatically,\nallowing users to scale from local execution to 100+ cloud\nworkers with a single line of code change.", "License": "Apache License 2.0", "Encoding": "UTF-8", "VignetteBuilder": "knitr", "URL": "https://starburst.ing, https://github.com/scttfrdmn/starburst", "BugReports": "https://github.com/scttfrdmn/starburst/issues", "Config/roxygen2/version": "8.0.0", "Config/pak/sysreqs": "make libxml2-dev libssl-dev", "Repository": "https://scttfrdmn.r-universe.dev", "Date/Publication": "2026-06-03 00:46:11 UTC", "RemoteUrl": "https://github.com/scttfrdmn/starburst", "RemoteRef": "HEAD", "RemoteSha": "d6499810b0df254ca0582c95724e5be3120c0e39", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-03 03:06:14 UTC", "User": "root" }, "Author": "Scott Friedman [aut, cre]", "Maintainer": "Scott Friedman ", "MD5sum": "09cab2264e3a58387e2039d1b586ca3a", "_user": "scttfrdmn", "_type": "src", "_file": "starburst_0.3.8.tar.gz", "_fileid": "5f5643e12f73dea6233a0372b5c6e415d4c68f717bf05a6fd400955ace7a34ce", "_filesize": 1700427, "_sha256": "5f5643e12f73dea6233a0372b5c6e415d4c68f717bf05a6fd400955ace7a34ce", "_created": "2026-06-03T03:06:14.000Z", "_published": "2026-06-03T03:09:05.385Z", "_distro": "noble", "_jobs": [ { "job": 79215023155, "time": 136, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7374952404" }, { "job": 79215023196, "time": 136, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7374952396" }, { "job": 79215023179, "time": 74, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7374940492" }, { "job": 79215023198, "time": 78, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7374941102" }, { "job": 79214701204, "time": 196, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7374925392" }, { "job": 79215023149, "time": 133, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7374951619" }, { "job": 79215023163, "time": 90, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7374943542" }, { "job": 79215023165, "time": 86, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7374942591" }, { "job": 79215023152, "time": 96, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7374944867" } ], "_buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/scttfrdmn/starburst", "_commit": { "id": "d6499810b0df254ca0582c95724e5be3120c0e39", "author": "Scott Friedman <3011922+scttfrdmn@users.noreply.github.com>", "committer": "GitHub ", "message": "Remediate AWS integration CI (closes #30) (#31)\n\n* feat: add build_image param to starburst_setup (refs #30)\n\nstarburst_setup() always ended by building the multi-platform worker image\n(~4 min). Add build_image = TRUE (trailing, backward compatible); set FALSE to\nprovision S3/ECR/ECS/VPC + write config + check quotas without the image build.\nThe image is then built lazily on first worker launch via ensure_environment().\nEnables a fast, cheap CI connectivity check.\n\nRefs #30\n\n* fix: make ensure_buildx_builder surface errors and select builder (refs #30)\n\nThe inspect/create calls discarded stdout/stderr, so a failed builder setup\nwas swallowed and surfaced later as an opaque 'no builder found' at buildx\nbuild. Capture stdout/stderr (so safe_system's stop() carries the real stderr)\nand add 'docker buildx use ' after create so the explicit --builder\nreference resolves even if the create didn't register it as current.\n\nRefs #30\n\n* test: cover build_image=FALSE/TRUE and buildx use selection (refs #30)\n\n- starburst_setup(build_image=FALSE) does not call build_initial_environment;\n build_image=TRUE (default) does.\n- ensure_buildx_builder selects the builder via 'buildx use' after create.\n\nRefs #30\n\n* ci: default scheduled suite to quick + skip image build in setup (closes #30)\n\n- Add job env SUITE = inputs.test_suite || 'quick' and gate the 5 suite steps\n on env.SUITE, so the monthly schedule (empty inputs) runs the quick smoke\n suite instead of being a no-op.\n- Configure staRburst step now uses build_image=FALSE so provisioning is fast\n for every run; suites that launch workers build the image lazily.\n\nCloses #30", "time": 1780447571 }, "_maintainer": { "name": "Scott 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"2026-02-04 20:46:32", "modified": "2026-02-04 23:23:36", "commits": 2 }, { "source": "example-grid-search.Rmd", "filename": "example-grid-search.html", "title": "Example: Parallel Grid Search for Hyperparameter Tuning", "engine": "knitr::rmarkdown", "headings": [ "Overview", "The Problem", "Setup", "Generate Sample Data", "Define Parameter Grid", "Model Training Function", "Local Execution", "Cloud Execution with staRburst", "Results Analysis", "Performance Comparison", "Advanced: Random Search", "Advanced: Bayesian Optimization", "When to Use This Pattern", "Running the Full Example", "Next Steps" ], "created": "2026-02-04 20:46:32", "modified": "2026-02-04 20:46:32", "commits": 1 }, { "source": "example-risk-modeling.Rmd", "filename": "example-risk-modeling.html", "title": "Example: Parallel Portfolio Risk Modeling", "engine": "knitr::rmarkdown", "headings": [ "Overview", "The Problem", "Setup", "Generate Sample Portfolio", "Risk Scenario Generation", "Portfolio Valuation Function", 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Credential Management", "❌ DON'T: Hard-code Credentials", "✅ DO: Use IAM Roles (Recommended)", "✅ DO: Use Named Profiles (Local Development)", "✅ DO: Use Temporary Credentials (STS)", "2. S3 Bucket Security", "Minimum Required Permissions", "Enable Server-Side Encryption", "Enable Versioning", "Block Public Access", "Use Bucket Policies", "3. Network Isolation", "Use Private Subnets (For Sensitive Workloads)", "Configure Security Groups", "Enable VPC Endpoints (Recommended)", "4. Cost Controls", "Set Budget Alerts", "Use Worker Limits", "Monitor Active Sessions", "Use Absolute Timeouts", "Cost Estimation", "5. Audit Logging", "Enable CloudTrail", "Enable CloudWatch Logs", "Enable S3 Access Logging", "Review Security Events", "6. Data Protection", "Minimize Data Uploaded to S3", "Delete Results After Collection", "Consider Client-Side Encryption", "7. Container Image Security", "Use Minimal Base Images", "Scan Images for Vulnerabilities", "Use Image Lifecycle Policies", "8. 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Security Checklist", "Additional Resources", "See Also" ], "created": "2026-02-12 22:12:29", "modified": "2026-02-12 22:12:29", "commits": 1 }, { "source": "troubleshooting.Rmd", "filename": "troubleshooting.html", "title": "Troubleshooting staRburst", "engine": "knitr::rmarkdown", "headings": [ "Troubleshooting staRburst", "Accessing Logs", "CloudWatch Logs Structure", "Viewing Logs in R", "Viewing Logs in AWS Console", "Common Issues", "Issue 1: Tasks Stuck in \"Pending\"", "Issue 2: Workers Crash Immediately", "Issue 3: \"Access Denied\" Errors", "Issue 4: High Costs / Runaway Workers", "Issue 5: Session Cleanup Not Working", "Issue 6: Results Not Appearing", "Issue 7: Detached Session Reattach Fails", "Issue 8: Package Installation Failures", "Advanced Diagnostics", "Checking ECS Task Status", "Monitoring S3 Storage", "Estimating Costs", "Getting Help", "See Also" ], "created": "2026-02-12 22:12:29", "modified": "2026-02-12 22:12:29", "commits": 1 } ], "_score": 7.267605805882333, "_indexed": true, "_nocasepkg": "starburst", "_universes": [ "scttfrdmn" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.3.8", "date": "2026-06-03T03:08:29.000Z", "distro": "noble", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "d74824e18f4b39acc9fe571e81912a8a26260bbc6659396560baf675d1573650", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.6.0", "os": "linux", "version": "0.3.8", "date": "2026-06-03T03:08:29.000Z", "distro": "noble", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "194cd8bc5d6e06cd01d9c86decceae203d7315bb0a8862f2932fce83a531c40d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.5.3", "os": "mac", "version": "0.3.8", "date": "2026-06-03T03:07:36.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "7a46615fc0d8c923f35613b89875ce87303b57ebdac38e784259783c49919afb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.6.0", "os": "mac", "version": "0.3.8", "date": "2026-06-03T03:07:38.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "317ea4c5c50d58fadfe70684cd775d150e1fa7be844f1ec3027519021154c358", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.6.0", "os": "wasm", "version": "0.3.8", "date": "2026-06-03T03:08:45.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "5fea31ce6079b233e00bad337192d21b9fca2a2ef7e148065b1cf457a5eaab7a", "status": "success", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.7.0", "os": "win", "version": "0.3.8", "date": "2026-06-03T03:07:27.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "b4dcd32345e708c5b1d5a7c2bcbe58439ec07ba06d795e32cbb9e1929e0a038e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.5.3", "os": "win", "version": "0.3.8", "date": "2026-06-03T03:07:24.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "a1ff769ded13f305c233c5d6f9f4163085193ab4a215c66cc29320345dd9c497", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" }, { "r": "4.6.0", "os": "win", "version": "0.3.8", "date": "2026-06-03T03:07:33.000Z", "commit": "d6499810b0df254ca0582c95724e5be3120c0e39", "fileid": "d028c33cd22491586f72b84a54cf5d8905ded6aba54d52f9fbdad5f317e65310", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/scttfrdmn/actions/runs/26861115822" } ] }