semvec/pypi-packages huggingface dataset:
bayeux-ml 0.1.15
Stitching together probabilistic models and inference.
Requires Python: >=3.10

# Bayeux

*Stitching together models and samplers*

[![Unittests](https://github.com/jax-ml/bayeux/actions/workflows/pytest_and_autopublish.yml/badge.svg)](https://github.com/jax-ml/bayeux/actions/workflows/pytest_and_autopublish.yml)
[![PyPI version](https://badge.fury.io/py/bayeux_ml.svg)](https://badge.fury.io/py/bayeux_ml)

`bayeux` lets you write a probabilistic model in JAX and immediately have access to state-of-the-art inference methods. The API aims to be **simple**, **self descriptive**, and **helpful**. Simply provide a log density function (which doesn't even have to be normalized), along with a single point (specified as a [pytree](https://jax.readthedocs.io/en/latest/pytrees.html)) where that log density is finite. Then let `bayeux` do the rest!

## Installation

```bash
pip install bayeux-ml
```
## Quickstart

We define a model by providing a log density in JAX. This could be defined using a probabilistic programming language (PPL) like [numpyro](examples/numpyro_and_bayeux), [PyMC](examples/pymc_and_bayeux), [TFP](examples/tfp_and_bayeux), distrax, oryx, coix, or directly in JAX.

```python
import bayeux as bx
import jax

normal_density = bx.Model(
  log_density=lambda x: -x*x,
  test_point=1.)

seed = jax.random.key(0)

opt_results = normal_density.optimize.optax_adam(seed=seed)
# OR!
idata = normal_density.mcmc.numpyro_nuts(seed=seed)
# OR!
surrogate_posterior, loss = normal_density.vi.tfp_factored_surrogate_posterior(seed=seed)
```

## Read more

* [Defining models](inference)
* [Inspecting models](inspecting)
* [Testing and debugging](debug_mode)
* Also see `bayeux` integration with [numpyro](examples/numpyro_and_bayeux), [PyMC](examples/pymc_and_bayeux), and [TFP](examples/tfp_and_bayeux)!


*This is not an officially supported Google product.*
viegenere-message-encoder-GameDevNoOne 1.0.0
An encoder of messages
Requires Python: >=3.8

# Vigener_Coder_n_Decoder
 It's a program which can encode and decode Viegener codes

![alt text](https://images-wixmp-ed30a86b8c4ca887773594c2.wixmp.com/f/61ed27ee-1b3a-4a38-b9a4-d2d72757fc83/d2lsxe8-f704f619-9c36-4832-9fd5-12176b43bd74.jpg/v1/fill/w_614,h_650,q_75,strp/chibi_miku_by_tonee89_d2lsxe8-fullview.jpg?token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJ1cm46YXBwOjdlMGQxODg5ODIyNjQzNzNhNWYwZDQxNWVhMGQyNmUwIiwiaXNzIjoidXJuOmFwcDo3ZTBkMTg4OTgyMjY0MzczYTVmMGQ0MTVlYTBkMjZlMCIsIm9iaiI6W1t7ImhlaWdodCI6Ijw9NjUwIiwicGF0aCI6IlwvZlwvNjFlZDI3ZWUtMWIzYS00YTM4LWI5YTQtZDJkNzI3NTdmYzgzXC9kMmxzeGU4LWY3MDRmNjE5LTljMzYtNDgzMi05ZmQ1LTEyMTc2YjQzYmQ3NC5qcGciLCJ3aWR0aCI6Ijw9NjE0In1dXSwiYXVkIjpbInVybjpzZXJ2aWNlOmltYWdlLm9wZXJhdGlvbnMiXX0.iFgscbAyY4zPPpgJTSv939myU68wwRaF9yyzX_U4QIQ "I'm a retard, damn")

It's pretty straightforward to be honest but filled with my autism and idiotism.

![alt text](https://images.fineartamerica.com/images/artworkimages/mediumlarge/3/smug-megumin-gun-konosuba-design-konosuba.jpg "Damn I might be")

## Help and User Instructions

The Basic controls are:\
`E for Encoding, D for Decoding, E to Exit and C for Credits`

Check the Alphabet in the ***General_Purpose_Lib*** for forbidden symbols (If it's **not** in it **must not be used**)

**Do not use forbidden symbols in the Message or the Keywords** (Update pending, some try:except to add and done)

**Must have Python installed to use this program!!!**

## Thank you for using or even just checking this shit

Yeah thanks, the title says it all

It's basically a personal project of mine done in two days cause why not.

I'll make quite a lot of more command line programs in the future so that I can avoid my actual work 

![alt text](https://external-content.duckduckgo.com/iu/?u=https%3A%2F%2Ftse1.mm.bing.net%2Fth%3Fid%3DOIP.g6cQXHQaejH2PA9APuIsewHaEJ%26pid%3DApi&f=1&ipt=3573763e9d7c5aca590175af0949e696c3b255ddba8ca03cff1c07927b2dcf86&ipo=images "I'm stupid")