Compute-Optimal Budget Planner (Chinchilla-style)
CommunityPlan compute-optimal training budgets with confidence.
Authorsovr610
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Plan compute-optimal training budgets for large language model projects to predict tokens, FLOPs, wallclock time, and cost under a fixed compute budget.
Core Features & Use Cases
- Three planner modes (validate run, compute required, solve optimal) to cover end-to-end budgeting scenarios.
- Automatic GPU-spec lookup with MFU-based timing and cost estimation, plus fallback to user-supplied specs.
- Outputs include budget.json, human-readable reports, and optional isoFLOPs visualization to understand the frontier.
Quick Start
Plan the budget for a 70B model with 1.4T tokens on 8 H100 GPUs and return the budget estimate.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferencesassets
💻 Claude Code Installation
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Please help me install this Skill: Name: Compute-Optimal Budget Planner (Chinchilla-style) Download link: https://github.com/sovr610/refffiy/archive/main.zip#compute-optimal-budget-planner-chinchilla-style Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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