semvec/pypi-packages huggingface dataset:
radiate 0.0.8
A fast and flexible evolution engine for implementing artificial evolution and genetic programming techniques.
License: MIT
Requires Python: >=3.12
Keywords: simulation, genetic, learning, artificial, evolution, python

<h1 align="center">Radiate</h1>
<p align="center">
  <img src="/docs/assets/radiate.png" height="100" width="60" alt="Radiate Logo" />
</p>

<div align="center">
  <img src="https://img.shields.io/github/check-runs/pkalivas/radiate/master" alt="master branch checks" />
  <img src="https://img.shields.io/crates/v/radiate" alt="Crates.io" />
  <img src="https://img.shields.io/pypi/v/radiate?color=blue" alt="pypi.org" />
  <img src="https://img.shields.io/crates/l/radiate" alt="Crates.io License" />
  <img src="https://img.shields.io/badge/evolution-genetics-default" alt="Static badge" />
</div>

___

For more details check radiate's [user guide](https://pkalivas.github.io/radiate/) or cargo [docs](https://docs.rs/radiate/latest/radiate/).


Radiate is a powerful library for implementing genetic algorithms and artificial evolution techniques. It provides a fast and flexible framework for creating, evolving, and optimizing solutions to complex problems using principles
inspired by natural selection and genetics. The core is written in Rust and is available for Python.
 
* Traditional genetic algorithm implementation.
* Single & Multi-objective optimization support.
* Neuroevolution (graph-based representation - [evolving neural networks](http://www.scholarpedia.org/article/Neuroevolution)) support. Simmilar to [NEAT](https://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf).
* Genetic programming support ([tree-based representation](https://en.wikipedia.org/wiki/Gene_expression_programming#:~:text=In%20computer%20programming%2C%20gene%20expression,much%20like%20a%20living%20organism.)) 
* Built-in support for parallelism.
* Extensive selection, crossover, and mutation operators.
* Opt-in speciation for maintaining diversity.
* Novelty search support.
* First-class metric tracking.
bc-django-modeltranslator 0.0.4
A Django app for adding field-level translations to your models.
License: MIT
Requires Python: >=3.7

# bc-model-translator

This is a lightweight and extensible Django app for model field translations based on the current active language.

Supports dynamic field registration, localized querying, and transparent field access using Python magic.

## ✨ Features

- Automatic creation of translated fields (`name_en`, `name_ru`, etc.)
- Transparent access to localized values via model attributes
- Language-aware `filter()`, `get()`, and `exclude()` on QuerySets
- Simple registration system via decorators
- Integration-ready: autodiscovery of `translation.py` files
- Per-language field customization — configure attributes like verbose_name, max_length, default, etc., per field and language via BcTranslationFieldParams

## 🚀 Installation

```bash
pip install bc-django-modeltranslator
```

Add the app to INSTALLED_APPS:

# ⚙️ Configuration

## 1. Add the app to INSTALLED_APPS 


```python
INSTALLED_APPS = [
    ...
    "bc_modeltranslator",
]
```

## 2. Available settings:

```python
# Temporarily disable translation registration if needed
MODELTRANSLATION_ENABLE_REGISTRATIONS = True

# Filename to look for in each app (default: "translation")
TRANS_FILENAME = "translation"
```

The TRANS_FILENAME setting defines the file name (without .py) that the app will look for in each Django app to discover translation registration.

# 🛠️ Usage

## Create a translation.py file inside your Django app.

This file is automatically discovered on startup.

```python
# your_app/translation.py

from bc_modeltranslater import register, BcTranslationOptions, BcTranslationField, BcTranslationFieldParams
from .models import TestModel

@register(TestModel)
class SymptomTranslationOptions(BcTranslationOptions):
    fields = [
        BcTranslationField(field_name="name"),
        BcTranslationField(
            field_name="desc",
            params={
                "fr": BcTranslationFieldParams(verbose_name="Description in French"),
                "kk": BcTranslationFieldParams(verbose_name="Kazakh description"),
            }
        )
    ]
```

## 🛠️ Available field parameters

```python
BcTranslationFieldParams(
    verbose_name: str | None = None,
    default: str | None = None,
    blank: bool | None = None,
    help_text: str | None = None,
    max_length: int | None = None,
    null: bool | None = None,
    unique: bool | None = None
)
```

You can define different attributes per language using the params dictionary, where each key is a language code ("en", "ru", "fr", etc.).

## 🔍 Querying

All query methods automatically use the active language:

```python
from django.utils.translation import activate

activate("ru")
TestModel.objects.filter(name="Имя")  # Filters by name_ru
```

## 🧠 Field Access

You can access localized values through normal attribute access:

```python
obj = TestModel.objects.first()
print(obj.name)  # Returns name_ru or name_en depending on current language
```
boto3-dataclass-xray 1.40.0
Dataclass for boto3 xray.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-xray`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-xray>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-xray#files>`_
boto3-dataclass-workspaces-web 1.40.0
Dataclass for boto3 workspaces_web.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workspaces-web`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workspaces-web>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workspaces-web#files>`_
boto3-dataclass-workspaces-thin-client 1.40.0
Dataclass for boto3 workspaces_thin_client.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workspaces-thin-client`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workspaces-thin-client>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workspaces-thin-client#files>`_
boto3-dataclass-workspaces-instances 1.40.0
Dataclass for boto3 workspaces_instances.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workspaces-instances`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workspaces-instances>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workspaces-instances#files>`_
boto3-dataclass-workspaces 1.40.0
Dataclass for boto3 workspaces.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workspaces`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workspaces>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workspaces#files>`_
boto3-dataclass-workmailmessageflow 1.40.0
Dataclass for boto3 workmailmessageflow.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workmailmessageflow`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workmailmessageflow>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workmailmessageflow#files>`_
boto3-dataclass-workmail 1.40.0
Dataclass for boto3 workmail.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workmail`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workmail>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workmail#files>`_
boto3-dataclass-workdocs 1.40.0
Dataclass for boto3 workdocs.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-workdocs`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-workdocs>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-workdocs#files>`_
boto3-dataclass-wisdom 1.40.0
Dataclass for boto3 wisdom.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-wisdom`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-wisdom>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-wisdom#files>`_
boto3-dataclass-wellarchitected 1.40.0
Dataclass for boto3 wellarchitected.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-wellarchitected`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-wellarchitected>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-wellarchitected#files>`_
boto3-dataclass-wafv2 1.40.0
Dataclass for boto3 wafv2.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-wafv2`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-wafv2>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-wafv2#files>`_
boto3-dataclass-waf-regional 1.40.0
Dataclass for boto3 waf_regional.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-waf-regional`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-waf-regional>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-waf-regional#files>`_
boto3-dataclass-waf 1.40.0
Dataclass for boto3 waf.
License: MIT
Requires Python: <4.0,>=3.10

Welcome to ``boto3-dataclass-waf`` Documentation
========================================================================================================================
- `Homepage <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Documentation <https://boto3-dataclass.readthedocs.io/en/latest/>`_
- `Repository <https://github.com/MacHu-GWU/boto3_dataclass-project>`_
- `Issues <https://github.com/MacHu-GWU/boto3_dataclass-project/issues>`_
- `Install <https://pypi.org/pypi/boto3-dataclass-waf>`_
- `Download <https://pypi.org/pypi/boto3-dataclass-waf#files>`_