On Thu, Oct 14, 2021 at 7:19 PM Kevin Sheppard <kevin.k.shepp...@gmail.com>
wrote:

> I think the issue in random specifically is that a raw list of
> available functions does not provide suitable guidance for someone looking
> for random variate generating function.  This is because the module-level
> API is mostly dominated by methods of the singleton RandomState instance.
> Best practice going forward is to use the methods of a Generator instance,
> most likely provided by default_rng(). A simple API-list will not be able
> to provide this guidance.
>

The list can be annotated with headings and one-line or one-paragraph
descriptions, something like:

```
## Generator interface

This is the recommended interface ... <etc - list methods too>

## Interface for unit testing and legacy code

<explain purpose, then list all routines>
```

The complaint is very much valid here, I have made the same one before. The
way the page currently is written makes little sense - it addresses a user
transitioning from the old to the new interface, or explicitly comparing
the two for some reason. To a user just looking for information on NumPy
today, that's more confusing than helpful.

The page also talks about "The new interface", "What's new and different",
"Some long-overdue API cleanup", and "Since Numpy version 1.17.0" - that
all belongs in a NEP, and not in the API reference docs.

Cheers,
Ralf



> FFT has a very simple API and so a simple list make sense.  Similarly,
> np.random before the generation was revamped, which is hy the old-style was
> adequate for <=1.16, but not for >=1.17
>
> Kevin
>
>
> On Thu, Oct 14, 2021 at 6:09 PM Paul M. <pmma...@gmail.com> wrote:
>
>> Hi Melissa,
>>
>> I think that's the right approach.  Looking through the current docs, I
>> think the page on the FFT module is exemplary in this regard:
>>
>> https://numpy.org/doc/stable/reference/routines.fft.html
>>
>> It lists all the available functions (with links to details), and then
>> has a section on "Background Information", "Implementation Details", etc.
>> It's easy to get a quick overview of what the available functions are, and
>> then ease into the background info in terms of how it works.
>>
>> Cheers,
>> Paul
>>
>>
>> On Thu, Oct 14, 2021 at 12:44 PM Melissa Mendonça <meliss...@gmail.com>
>> wrote:
>>
>>> Hi Paul,
>>>
>>> Do you think having a page with the flat list of routines back, in
>>> addition to the explanations, would solve this?
>>>
>>> - Melissa
>>>
>>> On Thu, Oct 14, 2021 at 1:34 PM Paul M. <pmma...@gmail.com> wrote:
>>>
>>>> Hi All,
>>>>
>>>> The documentation of Numpy's submodules  used to have a fairly standard
>>>> structure as shown here in the 1.16 documentation:
>>>>
>>>>
>>>> https://docs.scipy.org/doc/numpy-1.16.1/reference/routines.random.html
>>>>
>>>> Now the same page in the API documentation looks like this:
>>>>
>>>>   https://numpy.org/doc/stable/reference/random/index.html
>>>>
>>>> While I appreciate the expository text in the new documentation about
>>>> how the generators work, this new version is much less useful as a
>>>> reference to the API.  It seems like it might fit better in the user manual
>>>> rather than the API reference.
>>>>
>>>> From my perspective it seems like the new version of the documentation
>>>> is harder to navigate in terms of finding information quickly (more
>>>> scrolling, harder to get a bird's eye view of functions in various
>>>> submodules, etc).
>>>>
>>>> Has anyone else had a similar reaction to the changes? I teach a couple
>>>> of courses in scientific computing and bioinformatics and my students seem
>>>> to also struggle to get a sense of what the different modules offer based
>>>> on the new version of the documentation. For now, I'm referring them to the
>>>> old (1.70) reference manuals as a better way to get acquainted with the
>>>> libraries.
>>>>
>>>> Cheers,
>>>> Paul Magwene
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>>>> Member address: meliss...@gmail.com
>>>>
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