run-cross-cluster-comparison
CommunityValidate cross-cluster claims with regime matching and overlap analysis.
Data & Analytics#cross-cluster#overlap-analysis#logistic-regression#transfer-analysis#regime-matching#overlap-band
Authorj-mckerracher
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Cross-cluster claims are only defensible when restricted to overlapping workload regimes. Follow this procedure exactly. Non-negotiable rule: No global cross-cluster claims without regime matching + overlap reporting. If you skip this and make a claim like "transfer from Anvil to Conte works," it will be rejected in review.
Core Features & Use Cases
- Define a workload regime for each job using a shared taxonomy (cpu_standard, cpu_largemem, gpu_standard, gpu_largemem, unknown).
- Compute overlap between source and target domains by training a domain classifier (e.g., logistic regression) on a curated feature set and applying a predefined propensity band to identify the overlap region.
- Evaluate and report key metrics (AUC, target overlap coverage, KS statistics per feature) and clearly separate within-overlap performance from full-distribution results.
Quick Start
Run the cross-cluster comparison workflow on your dataset to assess regime matching and compute overlap.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
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Please help me install this Skill: Name: run-cross-cluster-comparison Download link: https://github.com/j-mckerracher/agent-research/archive/main.zip#run-cross-cluster-comparison Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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