Hi All, https://numpy.org/devdocs/reference/random/c-api.html has an inaccurate description of the API that goes as follows: "/zig in the name are based on a ziggurat lookup algorithm is used instead of calculating the log, which is significantly faster. The non-ziggurat variants are used in corner cases and for legacy compatibility./". It appears this is no longer the case and instead there are functions that have `inv` in the name to signal the use of the inverse method for sampling. I submited a PR to reflect this and also added the missing function signatures at https://github.com/numpy/numpy/pull/18797/files
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