home/categories/machine-learning/erland366-transformers-playground-codex-skills-gradient-accumulation-deterministic-skill-md
machine-learningdata-ai
gradient-accumulation-deterministic
Implement gradient accumulation that produces bit-identical results to standard batching. Use when: comparing GA vs non-GA runs, debugging training reproducibility.
maintainer
Erland366
Updated 1/15/2026
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quick start
Installation and usage
Implement gradient accumulation that produces bit-identical results to standard batching. Use when: comparing GA vs non-GA runs, debugging training reproducibility.
Installation
$ install --globalskills.sh
Usage
Once installed, you can use this skill by running the following command in your terminal:
skills use gradient-accumulation-deterministic