Pyfixest Grid Sharding

by kennethkhoocy

Pyfixest Grid Sharding is an Automation skill for Claude Code, published by kennethkhoocy in applied-micro-skills.

48 stars0 forkson kennethkhoocy/applied-micro-skillsAdded 2026/08/11Repository updated 2026/07/22

View source on GitHub Download repo ZIP

applied-microeconomicsclaude-codeclaude-skillscodexcodex-skillsempirical-research

Install in seconds

Install Pyfixest Grid Sharding

Copy Pyfixest Grid Sharding into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/kennethkhoocy/applied-micro-skills/tree/main/plugins/applied-micro/skills/pyfixest-grid-sharding ~/.claude/skills/pyfixest-grid-sharding

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/kennethkhoocy/applied-micro-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: plugins/applied-micro/skills/pyfixest-grid-sharding/SKILL.md in kennethkhoocy/applied-micro-skills
Installs to: ~/.claude/skills/pyfixest-grid-sharding
Collection: One of 25 skills cataloged from this repository
Category: Automation — 1523 skills

What Pyfixest Grid Sharding does

Diagnose and fix slow pyfixest regression grids by sharding the model list across OS processes. Use this skill when a loop of pyfixest models on large panels is CPU-bound despite GPU assignment.

Pyfixest Grid Sharding is cataloged under Automation on DirSkills. Pyfixest Grid Sharding comes from a repository tagged applied-microeconomics, claude-code, claude-skills, codex and codex-skills.

Documentation

README

Excerpt

A regression grid (e.g. 2 measures x 3 FE structures x pooled+per-domain x 3 label variants ~ 70 models) on a 327k-row panel with high-cardinality director FE ran ~55 s/model sequentially — ~65 min wall — on an RTX 5080 machine with demeaner_backend="cupy64" on every call. The GPU was NOT the bottleneck.

Context / Trigger Conditions

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Pyfixest Grid Sharding

What else does kennethkhoocy publish alongside Pyfixest Grid Sharding?
Pyfixest Grid Sharding is one of 25 skills that DirSkills catalogs from kennethkhoocy/applied-micro-skills, the repository it ships in. Its siblings there include Adversarial Empirical Review, Annotator Input Parity Check and AsyncOpenAI Concurrency Fix. Each one is a separate skill with its own page in this directory, installs the same way Pyfixest Grid Sharding does, and is maintained by kennethkhoocy in that same repository. The rest of the collection is listed on the kennethkhoocy/applied-micro-skills page.
How does Pyfixest Grid Sharding compare to other Automation skills?
Pyfixest Grid Sharding ranks #1429 by stars among the 1523 Automation skills in this catalog. The most-starred ones next to it are Autonomous Loops, Autonomous Agent Harness and Automation Audit Ops. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Pyfixest Grid Sharding against them. Open each page to compare what they document and how they install.