datasets
pypi package · declared by 92 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 |
|---|---|---|
| peft | 30 of 2,343 | 0.75 |
| transformers | 57 of 2,343 | 0.70 |
| accelerate | 39 of 2,343 | 0.69 |
| wandb | 20 of 2,343 | 0.63 |
| trl | 8 of 2,343 | 0.61 |
| sentencepiece | 21 of 2,343 | 0.60 |
| bitsandbytes | 14 of 2,343 | 0.58 |
| deepspeed | 9 of 2,343 | 0.56 |
| huggingface-hub | 26 of 2,343 | 0.52 |
| torch | 37 of 2,343 | 0.51 |
| torchvision | 18 of 2,343 | 0.47 |
| tensorboard | 9 of 2,343 | 0.47 |
| tokenizers | 11 of 2,343 | 0.46 |
| diffusers | 9 of 2,343 | 0.46 |
| pyarrow | 11 of 2,343 | 0.45 |
| sentence-transformers | 16 of 2,343 | 0.45 |
| scikit-learn | 21 of 2,343 | 0.43 |
| einops | 14 of 2,343 | 0.43 |
| gradio | 12 of 2,343 | 0.42 |
| torchaudio | 8 of 2,343 | 0.41 |
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.