riivault_

wandb

pypi package · declared by 37 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 withRepositoriesvs chance
peft15 of 2,3430.68
datasets20 of 2,3430.63
sentencepiece13 of 2,3430.62
accelerate17 of 2,3430.58
transformers25 of 2,3430.57
einops11 of 2,3430.52
torch21 of 2,3430.51
torchvision10 of 2,3430.47
huggingface-hub11 of 2,3430.43
tqdm17 of 2,3430.41
matplotlib10 of 2,3430.36
numpy15 of 2,3430.25
openai10 of 2,3430.23
rich8 of 2,3430.20
pydantic8 of 2,3430.09

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.