semvec/pypi-packages huggingface dataset:
improvelib 0.1.0
Open-source package for model standardization and comparison in Python
Requires Python: >=3.6

# improvelib

`improvelib` is a comprehensive toolset designed to enable researchers to consistently compare the performance of new AI models against established benchmarks. It ensures that advancements in model accuracy, efficiency, and robustness are measured and reported in a standardized, reproducible way across cancer research and other fields. As an open-source project, we invite contributions from the community to promote collaboration, share best practices, introduce new metrics, and continuously enhance `improvelib`. The ultimate goal of `improvelib` is to be user-friendly and accessible, making it routine for researchers to rigorously and comprehensively compare new models with prior models.

## Installation
```bash
pip install improvelib==0.1.0
```

`improvelib` uses Python >= 3.6 and requires the following dependencies:

 * pandas
 * requests
 * tqdm
 * typing_extensions
 * pyyaml
 * scikit-learn

## Documentation
For a detailed guide on how to use the `improvelib` library, including a tutorial using an example model, LightGBM, see https://jdacs4c-improve.github.io/docs.

## Examples
Two repositories demonstrating the use of the `improvelib` library for drug response prediction:

 * https://github.com/JDACS4C-IMPROVE/GraphDRP -- GraphDRP (deep learning model based on graph neural network)
 * https://github.com/JDACS4C-IMPROVE/LGBM -- LightGBM model
pip-search 0.0.14
A package to search like pip used to, via PyPi
Requires Python: >=3.2

# pip_search

__Wrapping the needs of a "pip search" command necessity through PyPi.org__

## Installation & Usage
Install with `pip install pip_search`

Use with `pip_search anything`

You can specify sorting options : 
- `pip_search -s name`
- `pip_search -s released`

To use as the traditional `pip search <keywords>` method, add this alias to your **.zshrc, .bashrc, .bash_profile, etc.**
```bash
alias pip='function _pip(){
    if [ $1 = "search" ]; then
        pip_search "$2";
    else pip "$@";
    fi;
};_pip'

```

For fish users, run on fish shell:

```fish
function pip --wraps="pip"
    set command $argv[1]
    set -e argv[1]
    switch "$command"
        case 'search'
            pip_search $argv
        case '*'
            command pip $command $argv
    end
end

funcsave pip
````

Then run with `pip search`

![https://raw.githubusercontent.com/kkatayama/pip_search/master/screenshot.png](https://raw.githubusercontent.com/kkatayama/pip_search/master/screenshot.png)

Hold the **command** or **ctrl** key to click on the folder icons as a hyperlink.

## Dependencies
* bs4
* rich
* requests

## Updates log

- 0.0.14
    - Passing through CAPTCHA

- 0.0.13
    - Updated for version info

- 0.0.12 
    - Updated to comply with new PyPi.org format

- 0.0.11
    - Added date format options

- 0.0.10
    - Added sorting options
    - Changes thanks to @dsoares and @genevera 

- 0.0.9 
    - Hotfix for Python 3.8 to 3.10 compatibility
    - Changes thanks to @jiyeqian

- 0.0.8 *(deleted for compatibility issues with python 3.8 to 3.10)*
    - Updated for better compatibility and better display
    - Changes thanks to @RCristiano

- 0.0.7 
    - Merge from pip_search_color, colorized output with hyperlink features
    - Changes thanks to @kkatayama

- 0.0.6  
    - Parsing with beautiful soup, allowing results with one package to be parsed
    - Changes thanks to @nsultova

- 0.0.4  
    - Adding multiple keywords support
    - Adding usage info
    - Changes thanks to @Maxz44