The solver.py refactoring renamed most solver classes from *Solver to
*Model (e.g. DistributedSolver → DistributedModel). The docs still
referenced the old names, causing the Quarto site build to fail with:
ImportError: cannot import name 'DistributedSolver' from 'mlsysim'
- Fix executable code cells in tutorials/distributed.qmd
- Update non-executable code examples across 10 doc files
- Rename 19 API reference files from *Solver.qmd to *Model.qmd
- SensitivitySolver and SynthesisSolver retain their names (correct)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Replace 9 old tutorials with 12 new numbered tutorials (00-11) covering
roofline through full-stack audit. Redesign landing page, add
models-and-solvers and extending-the-engine guides. Add __main__.py,
cli.py, and cli/ package for command-line interface.
Expand walls.py from 17 to 22 walls, adding Serving (4), Batching (5),
Streaming (6), Tail Latency (7), and Checkpoint (19). Update paper.tex
with rewritten abstract, concrete LLaMA-3 motivating example, competitive
positioning against Calculon/ASTRA-sim/Vidur, and new overview figure.
Rebrand docs and tutorials to match.
- Add typed Pydantic result models (Layer A) replacing dict returns
- Add canonical Wall taxonomy registry (walls.py) as single source of truth
- Add Pipeline composer (Layer C) for solver chaining with explain()/run()
- Rename domains: Metabolism→Node, Skeleton→Data, Mind→Algorithm, World→Fleet, Meta→Analysis
- Rename MetabolismSolver→EfficiencySolver and MetabolismResult→EfficiencyResult
- Update all solver classes with walls tuple referencing canonical wall numbers
- Convert all dict access patterns to typed attribute access across codebase
Rewrite API reference pages to match domain subpackage structure.
Add solver doc pages for CompressionSolver, DataSolver,
OrchestrationSolver, and ScalingSolver. Update whitepaper,
math reference, getting-started guide, and tutorial index.
Add extending tutorial for custom solvers.
- Elevate 5-Layer Progressive Lowering mental model to architecture.qmd
- Clean up landing page copy to be a punchy one-liner
- Re-render architecture composition diagram as SVG for reliability
- Move math derivations out of tutorials and into math.qmd with citations
- Add DGX Spark to Silicon Zoo
