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cs249r_book/mlsysim/docs/api/core.solver.SensitivitySolver.qmd
Vijay Janapa Reddi d594b4abd0 docs(mlsysim): expand to 22-wall taxonomy with paper rewrite and overview figure
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.
2026-03-12 16:04:50 -04:00

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# core.solver.SensitivitySolver { #mlsysim.core.solver.SensitivitySolver }
```python
core.solver.SensitivitySolver()
```
The 'Automated Architect' — identifies the binding constraint of a system.
This meta-solver calculates the sensitivity of system throughput to
individual hardware specifications (Compute, BW, Network, IO).
Literature Source:
1. Williams et al. (2009), "Roofline" (Sensitivity Foundations).
2. Hennessy & Patterson (2019), "Computer Architecture: A Quantitative Approach."