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check-internal-links was failing on 4 dead refs that tipped book validate-dev
into red, blocking the navbar republish:
- interviews/vault/README.md, interviews/vault/TESTING.md
referenced ../vault-cli/docs/CUTOVER_QA.md, which was deleted in
c824ac6e (retire prod static-fallback). Both refs removed.
- mlsysim/docs/slides.qmd referenced tutorial_part{1,2}.pdf, which are
built from the .tex sources in mlsysim/tutorial/slides/ but are not
yet wired into mlsysim-build-pdfs.yml. Production was 404'ing on both.
Replaced the download buttons with a "build from source" placeholder
+ commented-out original markup + TODO note pointing at the missing
workflow step.
Also: book-format-python (Black at 70 chars) wanted PEP-8-style two blank
lines between top-level Python functions in three code blocks of
frameworks.qmd. Auto-applied.
53 lines
2.1 KiB
Plaintext
53 lines
2.1 KiB
Plaintext
---
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pagetitle: "Tutorial Slides"
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title: "Tutorial Slides"
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subtitle: "Beamer decks for the MLSys·im ISCA tutorial — analytical, first-principles ML systems modeling."
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toc: true
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---
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The MLSys·im tutorial is delivered as two Beamer decks. Both PDFs are built
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from source on every release (see [`mlsysim/tutorial/slides/`](https://github.com/harvard-edge/MLSysBook/tree/dev/mlsysim/tutorial/slides))
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and published alongside this site so links never go stale.
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## Part 1 — Morning Session (Parts 0–4)
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Foundations: the iron law of ML systems, the roofline model, memory bandwidth
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limits, and the two phases of LLM inference.
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<!-- TODO: tutorial_part1.pdf is built from mlsysim/tutorial/slides/tutorial_part1.tex
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but the publish-live workflow does not yet emit it alongside the paper PDF.
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Restore the link below once mlsysim-build-pdfs.yml is wired to ship it.
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[Download Part 1 (PDF)](tutorial_part1.pdf){.im-btn .im-btn-primary target="_blank"}
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-->
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*PDF: build from source per the instructions below — bundled artifact pending.*
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## Part 2 — Afternoon Session (Parts 5–9)
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Scale and cost: distributed training, KV-cache pressure, geography as a systems
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variable, and design-space exploration.
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<!-- TODO: tutorial_part2.pdf — same situation as Part 1.
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[Download Part 2 (PDF)](tutorial_part2.pdf){.im-btn .im-btn-primary target="_blank"}
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-->
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*PDF: build from source per the instructions below — bundled artifact pending.*
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## Source
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Both decks live in the `mlsysim/tutorial/slides/` directory of the [MLSysBook
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repository](https://github.com/harvard-edge/MLSysBook). To rebuild locally:
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```bash
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cd mlsysim/tutorial
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make
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```
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This produces `_build/tutorial_part1.pdf` and `_build/tutorial_part2.pdf` using
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xelatex and the shared `beamerthememlsys` theme. Prerequisites: `xelatex` (TeX
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Live or MacTeX) plus either `inkscape` or `rsvg-convert` for SVG conversion.
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## Looking for the textbook lecture slides?
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The 35-deck textbook lecture series covering both volumes of *Machine Learning
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Systems* lives at [mlsysbook.ai/slides](https://mlsysbook.ai/slides/). Those
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decks are organized by chapter and are independent of the MLSys·im tutorial.
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