Files
cs249r_book/mlsysim/docs/api/core.solver.InferenceScalingModel.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.InferenceScalingModel { #mlsysim.core.solver.InferenceScalingModel }
```python
core.solver.InferenceScalingModel()
```
Analyzes the 'Reasoning Wall' — Inference-time compute scaling.
This solver models 'System 2' thinking models (e.g., OpenAI o1) where
compute scales with reasoning steps (K) rather than just input tokens.
Literature Source:
1. Brown et al. (2024), "Inference-Time Scaling Laws."
2. OpenAI (2024), "Learning to Reason with LLMs."