semvec/pypi-packages huggingface dataset:
django-gvar 0.1.0a0
Django extension which adds model fields to store multi-dimensional Gaussian random variables.
Requires Python: >=3.6
Keywords: Database,Django,GVar,Statistics

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# django-gvar

## Description

`django-gvar` is a Python module which allows to store [multi-dimensional Gaussian random variables implemented by G. Peter Lepage's `gvar` module](https://github.com/gplepage/gvar) into [Django](https://www.djangoproject.com)'s ORM Framework.
It adds a `GVarField`, which can be used to store individual GVars, arrays of GVars, and Dictionaries of GVars.

### Usage in scripts

After pip-installing the module, import the `GVarField` field into your project and use it out-of-the-box (changing settings is not required)

```python
# myproject.models.py
from django.db import models
from django_gvar import GVarField

class ExampleTable(models.Model):
    a = GVarField()
```

After migrating new table definitions, the `GVarField` can be used as any other field in external scripts
```python
from gvar import gvar
from myproject.models import ExampleTable

a = gvar([1, 2, 3], [4, 5, 6])
entry = ExampleTable(a=a)
entry.save()
```

### Usage in forms

For web-forms, the default widget for `GVarField`s are text areas.
Currently, the form supports single numbers and arrays as input.
These forms utilize custom syntax to convert the input to `GVars`:

* GVars without correlations are can specified by lists of numbers where parenthesis define standard deviations
```text
1(2), 3(4), ...
```
* GVars with correlations are specified as arrays of mean values and the covariance matrix separated by a `|`
```text
[1, 2] | [[1, 2], [2, 3]]
```


## Install

`django-gvar` can be installed from the repository root using `pip`
```bash
pip install [-e] [--user] .
```

Because it utilizes Django's `JSONField`, which is available for all database backends in Django version 3.1 (previously it was a Postgres only field), it currently depends on the development version of Django (`Django==3.1a1`).
Once established, the dependencies will be updated accordingly.


## Details

The underlying database type for `django-gvar`s are `JSONField`s.
It uses `gvars` `gdumps` and `gloads` to generate corresponding `JSON`.
The [project documentation](https://django-gvar.readthedocs.io) specifies more details.

## Examples

The `tests` directory implements a simple Django app using the `GVarField`s.
To start it, install the repo as specified above and run
```bash
cd tests
python manage.py migrate # init that test database / only needs to be run once
python manage.py runserver # start a local server
```