Files
cs249r_book/mlsysim/docs/api/core.solver.EfficiencyModel.qmd
Vijay Janapa Reddi 611de228d9 fix(mlsysim): align docs with *Model naming convention
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>
2026-04-09 08:39:11 -04:00

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# core.solver.EfficiencyModel { #mlsysim.core.solver.EfficiencyModel }
```python
core.solver.EfficiencyModel()
```
Analyzes the 'Software Wall' — Kernel and compiler efficiency.
This solver replaces the 'guessed' eta parameter with a calculation
based on operator fusion and software stack maturity.
Literature Source:
1. Dao et al. (2022), "FlashAttention: Fast and Memory-Efficient Exact Attention."
2. Ivanov et al. (2021), "Data-Movement-Aware Deep Learning Optimizations."