qeff-transform-authoring

qeff-transform-authoring is an MLOps & model serving skill for AI agents, published by quic in the efficient-transformers repository on GitHub. Skillspace rates qeff-transform-authoring C (70/100) and it passed the safety scan; the rating is based on static analysis only.

Add, modify, or review QEfficient transform code. Use when the user wants a new PyTorch transform, module mapping, method mapper, module mutator, quantization transform, prefill/sampler/SPD/blocking transform, ONNX-adjacent transform wiring, or tests for transform registration/parity in `QEfficient/base/pytorch_transforms.py`, `QEfficient/transformers/models/pytorch_transforms.py`, `QEfficient/transformers/quantizers/quant_transforms.py`, `QEfficient/base/modeling_qeff.py`, or `QEfficient/transformers/models/modeling_auto.py`.

Grade
C
Quality
70 / 100
Safety
Passed
GitHub stars
90

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubquic/efficient-transformers

Our review

Architecture
100 / 100
Maturity
Structured: ships references or scripts
Security scan
Low-risk patterns
License
Not declared. Check the repository before reusing it.
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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