semvec/pypi-packages huggingface dataset:
vittles 0.173
Python package to estimate sensitivity of optima to hyperparameters.

# "Variational inference tools to leverage estimator sensitivity": `vittles`.

[![image](https://travis-ci.org/rgiordan/vittles.svg?branch=master)](https://travis-ci.org/rgiordan/vittles)

[![image](https://codecov.io/gh/rgiordan/vittles/branch/master/graph/badge.svg)](https://codecov.io/gh/rgiordan/vittles)


## Description.

This is a library (very much still in development) intended to make
sensitivity analysis easier for optimization problems. For background and motivation, see the following papers:

A Higher-Order Swiss Army Infinitesimal Jackknife
Ryan Giordano, Michael I. Jordan, Tamara Broderick
<https://arxiv.org/abs/1907.12116>

Covariances, Robustness, and Variational Bayes
Ryan Giordano, Tamara Broderick, Michael I. Jordan
<https://arxiv.org/abs/1709.02536>

A Swiss Army Infinitesimal Jackknife
Ryan Giordano, Will Stephenson, Runjing Liu, Michael I. Jordan, Tamara
Broderick
<https://arxiv.org/abs/1806.00550>

Evaluating Sensitivity to the Stick Breaking Prior in Bayesian
Nonparametrics
Runjing Liu, Ryan Giordano, Michael I. Jordan, Tamara Broderick
<https://arxiv.org/abs/1810.06587>

## Using the package.

We welcome new users\! However, please be aware that the package is
still in development. We encourage users to contact the author (github
user `rgiordan`) for advice, bugs, or if you're using the package for
something important.

### Installation.

To install the latest tagged version, install with `pip`:

`python3 -m pip install vittles`.

Note that `vittles` is under rapid development, so you may want to clone
the respository and use the master branch instead.

### Documentation and Examples.

For examples and API documentation, see
[readthedocs](https://vittles-python.readthedocs.io/en/latest/index.html).

Alternatively, check out the repo and run `make html` in `docs/`.
dart-code-convention-fixer 0.2.1
Dart code convention fixer

- Pypi publishing: https://realpython.com/pypi-publish-python-package/
- Regex: https://www.programiz.com/python-programming/regex
- Regex online: https://regex101.com/
- Rules index: https://dart-lang.github.io/linter/lints/index.html

# Installation
Download command line utility:
pip install dart-code-convention-fixer

# Tutorial of app

```
To verify use:
python3 -m dartCCF verify - p /..
python3 -m dartCCF verify - d /..
python3 -m dartCCF verify - f /..

-p - project
-d - directory 
-f - file 

/.. - path to project, directory or file 

To fix use:

python3 -m dartCCF fix - p /..
python3 -m dartCCF fix - d /..
python3 -m dartCCF fix - f /..

-p - project
-d - directory 
-f - file 

/.. - path to project, directory or file 
```

# Implemented:
## STYLE
- lines_longer_than_80_chars
- always_use_package_imports
- camel_case_types
- camel_case_extensions
- library_names
- file_names
- library_prefixes
- constant_identifier_names
- curly_braces_in_flow_control_structures
## DOCUMENTATION
- slash_for_doc_comments
## USAGE
- prefer_is_empty
- prefer_is_not_empty
- avoid_relative_lib_imports
- prefer_adjacent_string_concatenation
- prefer_interpolation_to_compose_strings
- unnecessary_brace_in_string_interps
- prefer_iterable_whereType
- prefer_collection_literals
- avoid_init_to_null
- avoid_catching_errors
- avoid_function_literals_in_foreach_calls # avoid
- prefer_function_declarations_over_variables
- unnecessary_new 
- unnecessary_const
- avoid_catches_without_on_clauses