semvec/pypi-packages huggingface dataset:
nonlocalpooling 2.0.1
Global-Wise Pooling Layers for PyTorch
Requires Python: >=3.5

# Non-Local Pooling

## Update 2.0.1

- Now NonLocalPool2d will not use PixelShuffle by default since it may harm the performance. NonLocalPool3d still uses PixelShuffle3d to reduce the token number.

## Update 1.2.0

- Now you can determine the output channel just like all the other learnable pooling methods (former version force out_channel=in_channel). However, if you specify out_channel, MaxPool would not work then since they cannot be added together. Leave out_channel to None to make the module works like before.

---

To use NonLocalPooling for your PyTorch project:

## Step 1
```
pip install nonlocalpooling
```

## Step 2
```
from nonlocalpooling.pool import NonLocalPool2d, NonLocalPool3d
```

---

Non-Local Pooling can be used to substitue your original PyTorch pooling methods.
pybattery 0.1.0
Python based energy storage simulator

<!-- Our title -->
<div align="center">
  <h3>pyens</h3>
</div>

<!-- Short description -->
<p align="center">
   Python based Energy Storage Simulator
</p>

<!-- Draw horizontal rule -->
<hr>

<!-- Table of content -->

| Section | Description |
|-|-|
| [Installation](#installation) | pip install pyens |
| [Available features](#available-features) | overview of functionalities |
| [Documentation](#documentation) | wip |
| [Contributing](#contributing) | wip |

## Installation


## Available features

### Flywheel Stress analysis (todo)
### Flywheel dynamics
### Battery Modeling (WIP)
### Battery Control
### power interface
### Magnetic bearing modeling and control (todo)
### Motor/generator modeling and control (todo)
wi1_bot 1.2.1
Discord bot for Radarr/Sonarr integration
Requires Python: >=3.10

# wi1-bot

A Discord bot to integrate Radarr (with plans for Sonarr as well), allowing commands like !addmovie and !downloads.

### Usage

1. Copy `config.yaml.template` to `$XDG_CONFIG_HOME/wi1_bot/config.yaml` and set the necessary values.
2. `pip install git+https://github.com/wthueb/wi1-bot.git`
3. `wi1-bot`

### Development

1. `git clone https://github.com/wthueb/wi1-bot.git`
2. `cd wi1-bot/`
3. `pip install -e .[dev]`
4. `pre-commit install`

Requires Python >=3.10.

### TODO

- Web dashboard for seeing transcode queue, transcode progress, quotas
- Enforce quotas
- !linktmdb
    - !rate / !ratings (https://developers.themoviedb.org/3/movies/rate-movie)
    - !movierec based off of ratings and similar-to-user ratings?
        - https://towardsdatascience.com/the-4-recommendation-engines-that-can-predict-your-movie-tastes-109dc4e10c52
        - or just use TMDB's API to get recommendations (if that's possible?)
- !movieinfo showing user/public ratings and other general info (runtime, cast, director)
    - Use TMDB API to get movie metadata
    - If movie isn't on Radarr, react to message to add it?
    - Tautulli API (get_history) to show who has already seen the movie
- User leaderboard
probnode 0.2.4
Probability expression library
Requires Python: >=3.7

# Probnode

[![Downloads](https://pepy.tech/badge/probnode)](https://pepy.tech/project/probnode)
[![Downloads](https://pepy.tech/badge/probnode/month)](https://pepy.tech/project/probnode)
[![GitHub stars](https://img.shields.io/github/stars/medasmarathon/Probnode)](https://github.com/medasmarathon/Probnode/stargazers)

## Description

Probability expression library

## Features

- Basic events and probability concepts modeling
- Calculation on a chain of probability expressions
- Contract and/or expand probability expressions chain, using probability mathematical characteristics

## Installation

```python
    pip install probnode
```

## Documentation

### [Project Wiki](https://github.com/medasmarathon/Probnode/wiki)

<br>

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