peft

pypi package · declared by 42 of 2,343 sampled repositories · graph computed 2026-08-24

Counted from the runtime dependencies public repositories declare — not the resolved tree. A transitive dependency is a consequence; a declared one is a choice. Development dependencies are excluded because they repeat across every project in a language regardless of what is being built.

Declared with

ranked by association, not by count
Tools declared alongside this one, ranked by association strength
Declared withRepositoriesvs chance
datasets30 of 2,3430.75
sentencepiece20 of 2,3430.74
bitsandbytes14 of 2,3430.72
accelerate25 of 2,3430.69
wandb15 of 2,3430.68
transformers34 of 2,3430.66
diffusers9 of 2,3430.59
tensorboard8 of 2,3430.57
torchvision14 of 2,3430.54
torch25 of 2,3430.54
einops12 of 2,3430.52
tokenizers8 of 2,3430.51
gradio10 of 2,3430.50
huggingface-hub13 of 2,3430.46
scikit-learn10 of 2,3430.36
matplotlib10 of 2,3430.34
tqdm14 of 2,3430.34
scipy8 of 2,3430.30
openai14 of 2,3430.29
numpy18 of 2,3430.27

Every pair above is counted from the same evidence: repo manifest.

Used instead

candidates · shares a neighbourhood and refuses to co-occur

No alternative measured. A pair qualifies only if it shares a neighbourhood and then fails to appear together against an expectation that it would — and almost everything that shares a neighbourhood does appear together. That is the test working, not a gap in the data: similarity alone would list this tool’s closest neighbours as alternatives, and most of them are things it is used with.