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| Declared with | Repositories | vs chance |
|---|---|---|
| datasets | 30 of 2,343 | 0.75 |
| sentencepiece | 20 of 2,343 | 0.74 |
| bitsandbytes | 14 of 2,343 | 0.72 |
| accelerate | 25 of 2,343 | 0.69 |
| wandb | 15 of 2,343 | 0.68 |
| transformers | 34 of 2,343 | 0.66 |
| diffusers | 9 of 2,343 | 0.59 |
| tensorboard | 8 of 2,343 | 0.57 |
| torchvision | 14 of 2,343 | 0.54 |
| torch | 25 of 2,343 | 0.54 |
| einops | 12 of 2,343 | 0.52 |
| tokenizers | 8 of 2,343 | 0.51 |
| gradio | 10 of 2,343 | 0.50 |
| huggingface-hub | 13 of 2,343 | 0.46 |
| scikit-learn | 10 of 2,343 | 0.36 |
| matplotlib | 10 of 2,343 | 0.34 |
| tqdm | 14 of 2,343 | 0.34 |
| scipy | 8 of 2,343 | 0.30 |
| openai | 14 of 2,343 | 0.29 |
| numpy | 18 of 2,343 | 0.27 |
Every pair above is counted from the same evidence: repo manifest.
Used instead
candidates · shares a neighbourhood and refuses to co-occurNo 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.