mirror of
https://github.com/harvard-edge/cs249r_book.git
synced 2026-05-01 10:09:18 -05:00
3b5b4fe4e7
Update vol1/vol2 hardcover mockup images with boosted colors. Rename cover_image_title files to hyphenated cover-image-title for consistency. Remove old non-vol-suffixed duplicates. Update all config and index references to use vol-specific filenames.
226 lines
8.1 KiB
YAML
226 lines
8.1 KiB
YAML
# =============================================================================
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# LABS WEBSITE CONFIGURATION
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# =============================================================================
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# Standalone Quarto project for interactive ML simulations
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# Part of the MLSysBook ecosystem: mlsysbook.ai/labs/
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# =============================================================================
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project:
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type: website
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output-dir: _build
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render:
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- "*.qmd"
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- "*.md"
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- "!plans/"
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website:
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title: "Interactive Labs"
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description: "Interactive ML simulations and labs for exploring machine learning systems."
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site-url: https://mlsysbook.ai/labs/
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favicon: assets/images/favicon.png
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# Open Graph / Social Media metadata
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open-graph:
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locale: en_US
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site-name: "Machine Learning Systems"
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image: assets/images/covers/cover-hardcover-book-vol1.png
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image-width: 1200
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image-height: 630
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twitter-card:
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card-style: summary_large_image
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image: assets/images/covers/cover-hardcover-book-vol1.png
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page-navigation: true
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reader-mode: false
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back-to-top-navigation: true
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bread-crumbs: true
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search:
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keyboard-shortcut: ["/"]
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# Shared navbar from navbar-common.yml (via metadata-files).
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# Site-local dropdown for quick navigation within labs.
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navbar:
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logo: "assets/images/favicon.png"
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search: true
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title: "Machine Learning Systems"
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left:
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- text: "Interactive Labs"
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menu:
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- icon: house
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text: "Labs Home"
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href: ./index.qmd
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- text: "---"
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- icon: play-circle
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text: "Launch Lab 01"
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href: vol1/lab_01_ml_intro/
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- icon: compass
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text: "Start Orientation"
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href: vol1/lab_00_introduction/
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- text: "---"
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- icon: journal
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text: "Volume I Labs"
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href: "#"
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- icon: journal
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text: "Volume II Labs"
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href: "#"
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- text: "---"
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- icon: github
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text: "View Source"
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href: https://github.com/harvard-edge/cs249r_book/tree/dev/labs
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target: _blank
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sidebar:
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- id: labs-sidebar
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style: "floating"
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background: light
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search: true
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collapse-level: 2
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contents:
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- text: "Labs Home"
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href: index.qmd
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- text: "---"
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- section: "Volume I: Foundations"
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contents:
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- section: "I. Foundations"
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contents:
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- text: "00 · The Architect's Portal"
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href: vol1/lab_00_introduction/
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- text: "01 · The AI Triad"
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href: vol1/lab_01_ml_intro/
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- text: "02 · The Iron Law"
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href: vol1/lab_02_ml_systems/
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- text: "03 · The Silent Degradation Loop"
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href: vol1/lab_03_ml_workflow/
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- text: "04 · The Data Gravity Trap"
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href: vol1/lab_04_data_engr/
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- section: "II. Build"
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contents:
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- text: "05 · The Activation Tax"
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href: vol1/lab_05_nn_compute/
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- text: "06 · The Quadratic Wall"
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href: vol1/lab_06_nn_arch/
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- text: "07 · The Kernel Fusion Dividend"
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href: vol1/lab_07_ml_frameworks/
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- text: "08 · The Training Memory Budget"
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href: vol1/lab_08_model_train/
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- section: "III. Optimize"
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contents:
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- text: "09 · The Data Selection Tradeoff"
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href: vol1/lab_09_data_selection/
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- text: "10 · The Compression Frontier"
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href: vol1/lab_10_model_compress/
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- text: "11 · The Roofline"
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href: vol1/lab_11_hw_accel/
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- section: "IV. Deploy"
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contents:
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- text: "12 · The Speedup Ceiling"
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href: vol1/lab_12_perf_bench/
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- text: "13 · The Tail Latency Trap"
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href: vol1/lab_13_model_serving/
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- text: "14 · The Silent Degradation Problem"
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href: vol1/lab_14_ml_ops/
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- section: "Capstone"
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contents:
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- text: "15 · There Is No Free Fairness"
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href: vol1/lab_15_responsible_engr/
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- text: "16 · The Architect's Audit"
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href: vol1/lab_16_ml_conclusion/
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- text: "---"
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- section: "Volume II: At Scale"
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contents:
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- section: "I. Foundations"
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contents:
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- text: "01 · The Scale Illusion"
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href: vol2/lab_01_introduction/
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- text: "02 · The Compute Infrastructure Wall"
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href: vol2/lab_02_compute_infra/
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- text: "03 · Communication at Scale"
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href: vol2/lab_03_communication/
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- text: "04 · The Data Pipeline Wall"
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href: vol2/lab_04_data_storage/
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- section: "II. Build"
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contents:
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- text: "05 · The Parallelism Puzzle"
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href: vol2/lab_05_dist_train/
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- text: "06 · When Failure Is Routine"
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href: vol2/lab_06_fault_tolerance/
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- text: "07 · The Scheduling Trap"
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href: vol2/lab_07_fleet_orch/
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- text: "08 · The Inference Economy"
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href: vol2/lab_08_inference/
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- section: "III. Optimize"
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contents:
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- text: "09 · The Optimization Trap"
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href: vol2/lab_09_perf_engineering/
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- text: "10 · The Edge Thermodynamics Lab"
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href: vol2/lab_10_edge_intelligence/
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- text: "11 · The Silent Fleet"
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href: vol2/lab_11_ops_scale/
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- section: "IV. Deploy"
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contents:
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- text: "12 · The Price of Privacy"
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href: vol2/lab_12_security_privacy/
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- text: "13 · The Robustness Budget"
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href: vol2/lab_13_robust_ai/
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- text: "14 · The Carbon Budget"
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href: vol2/lab_14_sustainable_ai/
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- section: "Capstone"
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contents:
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- text: "15 · The Fairness Budget"
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href: vol2/lab_15_responsible_ai/
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- text: "16 · The Fleet Synthesis"
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href: vol2/lab_16_fleet_synthesis/
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page-footer:
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left: |
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© 2024-2025 Harvard University. Licensed under <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/">CC-BY-NC-SA 4.0</a>
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center: |
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Part of the <a href="../book/">Machine Learning Systems</a> textbook
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right:
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- icon: github
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href: https://github.com/harvard-edge/cs249r_book
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aria-label: "View source on GitHub"
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- icon: star
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href: https://github.com/harvard-edge/cs249r_book
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aria-label: "Star this repository"
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background: light
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border: true
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format:
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html:
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theme:
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light:
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- default
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- assets/styles/style.scss
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dark:
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- default
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- assets/styles/style.scss
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- assets/styles/dark-mode.scss
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respect-user-color-scheme: true
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toc: true
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toc-depth: 3
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number-sections: false
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code-copy: true
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code-overflow: wrap
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highlight-style: github
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link-external-icon: false
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link-external-newwindow: true
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anchor-sections: true
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include-in-header:
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- text: |
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<link rel="preconnect" href="https://fonts.googleapis.com">
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet">
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<link rel="manifest" href="/site.webmanifest">
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<link rel="apple-touch-icon" href="/assets/images/favicon.png">
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<meta name="theme-color" content="#7D3C98">
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include-after-body:
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- text: |
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<script src="assets/scripts/subscribe-modal.js" defer></script>
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# Announcement bar configuration
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metadata-files:
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- ../shared/config/navbar-common.yml
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- config/announcement.yml
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