Graphinate


NameGraphinate JSON
Version 0.2.18 PyPI version JSON
download
home_pageNone
SummaryGraphinate. Data to Graphs.
upload_time2024-03-22 23:10:44
maintainerNone
docs_urlNone
authorNone
requires_python>=3.9
licenseNone
keywords declarative graph
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage
            # [Graphinate. Data to Graphs.](https://erivlis.github.io/graphinate/)

<img height="360" src="https://github.com/erivlis/graphinate/assets/9897520/dae41f9f-69e5-4eb5-a488-87ce7f51fa32" alt="Graphinate. Data to Graphs.">

<table>
  <tr style="vertical-align: middle;">
    <td>Package</td>
    <td>
      <img alt="PyPI - version" src="https://img.shields.io/pypi/v/graphinate">
      <img alt="PyPI - Status" src="https://img.shields.io/pypi/status/graphinate">
      <img alt="PyPI - Python Version" src="https://img.shields.io/pypi/pyversions/graphinate">
      <img alt="PyPI - Downloads" src="https://img.shields.io/pypi/dd/graphinate">
      <br>
      <img alt="GitHub" src="https://img.shields.io/github/license/erivlis/graphinate">
      <img alt="GitHub repo size" src="https://img.shields.io/github/repo-size/erivlis/graphinate">
      <img alt="GitHub last commit (by committer)" src="https://img.shields.io/github/last-commit/erivlis/graphinate">
      <a href="https://github.com/erivlis/graphinate/graphs/contributors"><img alt="Contributors" src="https://img.shields.io/github/contributors/erivlis/graphinate.svg"></a>
    </td>
  </tr>
  <tr>
    <td>Tools</td>
    <td>
      <a href="https://www.jetbrains.com/pycharm/"><img alt="PyCharm" src="https://img.shields.io/badge/PyCharm-FCF84A.svg?logo=PyCharm&logoColor=black&labelColor=21D789&color=FCF84A"></a>
      <a href="https://github.com/astral-sh/ruff"><img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff" style="max-width:100%;"></a>
      <a href="https://github.com/astral-sh/uv"><img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json" alt="uv" style="max-width:100%;"></a>
      <a href="https://squidfunk.github.io/mkdocs-material/"><img src="https://img.shields.io/badge/Material_for_MkDocs-526CFE?&logo=MaterialForMkDocs&logoColor=white&labelColor=grey"></a>
      <a href="https://github.com/tox-dev/pipdeptree"><img src="https://img.shields.io/badge/pipdeptree-526CFE.svg?labelColor=gray&logo=data:image/png;base64,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"></a>
    </td>
  </tr>
  <tr>
    <td>CI/CD</td>
    <td>
      <a href="https://github.com/erivlis/graphinate/actions/workflows/test.yml"><img alt="Tests" src="https://github.com/erivlis/graphinate/actions/workflows/test.yml/badge.svg?branch=master"></a>
      <a href="https://github.com/erivlis/graphinate/actions/workflows/publish.yml"><img alt="Publish" src="https://github.com/erivlis/graphinate/actions/workflows/publish.yml/badge.svg"></a>
      <a href="https://github.com/erivlis/graphinate/actions/workflows/publish-docs.yaml"><img alt="Publish Docs" src="https://github.com/erivlis/graphinate/actions/workflows/publish-docs.yaml/badge.svg"></a>
    </td>
  </tr>
  <tr>
    <td>Scans</td>
    <td>
      <a href="https://codecov.io/gh/erivlis/graphinate"><img alt="Coverage" src="https://codecov.io/gh/erivlis/graphinate/graph/badge.svg?token=POODT8M9NV"/></a>
      <br>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Quality Gate Status" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=alert_status"></a>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Security Rating" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=security_rating"></a>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Maintainability Rating" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=sqale_rating"></a>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Reliability Rating" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=reliability_rating"></a>
      <br>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Lines of Code" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=ncloc"></a>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Vulnerabilities" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=vulnerabilities"></a>
      <a href="https://sonarcloud.io/summary/new_code?id=erivlis_graphinate"><img alt="Bugs" src="https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=bugs"></a>
      <br>
      <a href="https://app.codacy.com/gh/erivlis/graphinate/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade"><img alt="Codacy Badge" src="https://app.codacy.com/project/badge/Grade/54b33c3f7313448f9471d01e2a06f037"></a>
      <a href="https://scrutinizer-ci.com/g/erivlis/graphinate"><img alt="Scrutinizer" src="https://scrutinizer-ci.com/g/erivlis/graphinate/badges/quality-score.png?b=main"></a>
      <!--a href="https://snyk.io/test/github/erivlis/graphinate"><img alt="Snyk" src="https://snyk.io/test/github/erivlis/Graphinate/badge.svg"></a -->
    </td>
  </tr>
</table>

---------------------

## Introduction

### What is Graphinate?

**Graphinate** is a python library that aims to simplify the generation of Graph Data Structures from Data Sources.

It can help create an efficient retrieval pipeline from a given data source, while also enabling the developer to easily
map data payloads and hierarchies to a Graph.

In addition, there are several modes of output to enable examination of the Graph, and it's content.

**Graphinate** utilizes and builds upon the excellent [**_NetworkX_**](https://networkx.org/).

### Links

- Website (including documentation): https://erivlis.github.io/graphinate
- Source: https://github.com/erivlis/graphinate
- Package: https://pypi.org/project/graphinate

## Quick Start

### Install

**Graphinate** is available on PyPI:

```shell
pip install graphinate
```

To install with server support

```shell
pip install graphinate[server]
```

**Graphinate** officially supports Python >= 3.9.

### Example

```python
import graphinate

N: int = 8

# Define GraphModel
graph_model = graphinate.model(name="Octagonal Graph")


# Register edges supplier function
@graph_model.edge()
def edge():
    for i in range(N - 1):
        yield {'source': i, 'target': i + 1}
    yield {'source': N - 1, 'target': 0}


# Materialize the GraphModel
graphinate.materialize(graph_model)
```

> [!NOTE]
> ### `graphinate.model` function
> This function creates `GraphModel` class that is used to declaratively register _Edge_ and/or _Node_ data
> supplier functions by using the `GraphModel.node()` and `GraphModel.edge()` decorators.
> ### `graphinate.materialize` function
> This function can be used to easily generate an output from a `GraphModel` instance.
> By default, it will prompt the user to choose the output format, using a popup GUI dialog box.

## CLI

### Commands

```
Usage: python -m graphinate [OPTIONS] COMMAND [ARGS]...

Options:
  --help  Show this message and exit.

Commands:
  save
  server
```

#### Save

```
Usage: python -m graphinate save [OPTIONS]

Options:
  -m, --model MODEL  A GraphModel instance reference {module-
                     name}:{GraphModel-instance-variable-name} For example,
                     given var `model=GraphModel()` defined in app.py file,
                     then the  reference should be app:model
  --help             Show this message and exit.
```

#### Server

```
Usage: python -m graphinate server [OPTIONS]

Options:
  -m, --model MODEL   A GraphModel instance reference {module-
                      name}:{GraphModel-instance-variable-name} For example,
                      given var `model=GraphModel()` defined in app.py file,
                      then the  reference should be app:model
  -p, --port INTEGER  Port number.
  --help              Show this message and exit.
```

## Gallery

### Python AST

![d3_graph_ast](https://github.com/erivlis/graphinate/assets/9897520/9e7e1ed2-3a5c-41fe-8c5f-999da4b741ff)

### GitHub Repository

![repo_graph](https://github.com/erivlis/graphinate/assets/9897520/9c044bbe-1f21-41b8-b879-95b8362ad48d)

### Python AST - 3D Force-Directed Animation

<video width="400"  controls>
  <source src="https://github.com/erivlis/graphinate/assets/9897520/2e9a53b1-5686-4683-a0e4-fbffa850a27b" type="video/mp4">
</video>

### Web Page Links

![Web Page Links](https://github.com/erivlis/graphinate/assets/9897520/ea5b00a2-75d1-4d0e-86af-272f20973149)

## Development

### Ruff

```shell
ruff check src
```

### Test

#### Standard (cobertura) XML Coverage Report

```shell
 python -m pytest tests -n auto --cov=src --cov-branch --doctest-modules --cov-report=xml --junitxml=test_results.xml
```

#### HTML Coverage Report

```shell
python -m pytest tests -n auto --cov=src --cov-branch --doctest-modules --cov-report=html --junitxml=test_results.xml
```

### Docs

#### test

```shell
python -m mkdocs serve
```

#### build

```shell
python -m mkdocs build
```

## Acknowledgements

### Dependencies

#### Python

<a href="https://palletsprojects.com/p/click/"><img height="60" style="padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://click.palletsprojects.com/en/7.x/_images/click-logo.png" alt="Click Logo."></a>
<a href="https://github.com/Delgan/loguru"><img height="60" style="padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://raw.githubusercontent.com/Delgan/loguru/master/docs/_static/img/logo.png" alt="Loguru Logo."></a>
<a href="https://matplotlib.org/"><img height="60" style="padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://matplotlib.org/_static/logo_dark.svg" alt="matplotlib Logo."></a>
<a href="https://networkx.org/"><img height="60" style="padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://networkx.org/_static/networkx_logo.svg" alt="NetworkX Logo."></a>
<a href="https://strawberry.rocks/"><img height="60" style="padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://github.com/strawberry-graphql/strawberry/raw/main/.github/logo.png" alt="Strawberry GraphQL Logo."></a>

#### Javascript and HTML

<a href="https://vasturiano.github.io/3d-force-graph/"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="http://gist.github.com/vasturiano/02affe306ce445e423f992faeea13521/raw/preview.png" alt="3D Force-Directed Graph Logo."></a>
<a href="https://github.com/graphql-kit/graphql-voyager"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://github.com/graphql-kit/graphql-voyager/raw/main/docs/cover.png" alt="Graphql Voyager Logo."></a>

### Dev Tools

<a href="https://hatch.pypa.io/"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://hatch.pypa.io/latest/assets/images/logo.svg" alt="Hatch logo."></a>
<a href="https://squidfunk.github.io/mkdocs-material/"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://raw.githubusercontent.com/squidfunk/mkdocs-material/master/.github/assets/logo.svg" alt="Material for MkDocs"></a>
<a href="https://pytest.org"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://docs.pytest.org/en/7.4.x/_static/pytest_logo_curves.svg" alt="pytest logo."></a>
<a href="https://astral.sh/ruff"><img height="60" style="background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);" src="https://astralcms.wpengine.com/wp-content/uploads/2023/03/Ruff-Logo.svg" alt="Ruff logo."></a>

### IDE

<a href="https://www.jetbrains.com/pycharm/"><img height="60" style="background: linear-gradient(-45deg, #FCF84A, #3DEA62, #21D789);" src="https://resources.jetbrains.com/storage/products/company/brand/logos/PyCharm.png" alt="PyCharm logo."></a>

------

<img alt="Star Chart" src="https://forthebadge.com/images/badges/works-on-my-machine.svg">

Copyright © 2023 Eran Rivlis

            

Raw data

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Data to Graphs.\">\n\n<table>\n  <tr style=\"vertical-align: middle;\">\n    <td>Package</td>\n    <td>\n      <img alt=\"PyPI - version\" src=\"https://img.shields.io/pypi/v/graphinate\">\n      <img alt=\"PyPI - Status\" src=\"https://img.shields.io/pypi/status/graphinate\">\n      <img alt=\"PyPI - Python Version\" src=\"https://img.shields.io/pypi/pyversions/graphinate\">\n      <img alt=\"PyPI - Downloads\" src=\"https://img.shields.io/pypi/dd/graphinate\">\n      <br>\n      <img alt=\"GitHub\" src=\"https://img.shields.io/github/license/erivlis/graphinate\">\n      <img alt=\"GitHub repo size\" src=\"https://img.shields.io/github/repo-size/erivlis/graphinate\">\n      <img alt=\"GitHub last commit (by committer)\" src=\"https://img.shields.io/github/last-commit/erivlis/graphinate\">\n      <a href=\"https://github.com/erivlis/graphinate/graphs/contributors\"><img alt=\"Contributors\" src=\"https://img.shields.io/github/contributors/erivlis/graphinate.svg\"></a>\n    </td>\n  </tr>\n  <tr>\n    <td>Tools</td>\n    <td>\n      <a href=\"https://www.jetbrains.com/pycharm/\"><img alt=\"PyCharm\" src=\"https://img.shields.io/badge/PyCharm-FCF84A.svg?logo=PyCharm&logoColor=black&labelColor=21D789&color=FCF84A\"></a>\n      <a href=\"https://github.com/astral-sh/ruff\"><img src=\"https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json\" alt=\"Ruff\" style=\"max-width:100%;\"></a>\n      <a href=\"https://github.com/astral-sh/uv\"><img src=\"https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json\" alt=\"uv\" style=\"max-width:100%;\"></a>\n      <a href=\"https://squidfunk.github.io/mkdocs-material/\"><img src=\"https://img.shields.io/badge/Material_for_MkDocs-526CFE?&logo=MaterialForMkDocs&logoColor=white&labelColor=grey\"></a>\n      <a href=\"https://github.com/tox-dev/pipdeptree\"><img 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   </td>\n  </tr>\n  <tr>\n    <td>CI/CD</td>\n    <td>\n      <a href=\"https://github.com/erivlis/graphinate/actions/workflows/test.yml\"><img alt=\"Tests\" src=\"https://github.com/erivlis/graphinate/actions/workflows/test.yml/badge.svg?branch=master\"></a>\n      <a href=\"https://github.com/erivlis/graphinate/actions/workflows/publish.yml\"><img alt=\"Publish\" src=\"https://github.com/erivlis/graphinate/actions/workflows/publish.yml/badge.svg\"></a>\n      <a href=\"https://github.com/erivlis/graphinate/actions/workflows/publish-docs.yaml\"><img alt=\"Publish Docs\" src=\"https://github.com/erivlis/graphinate/actions/workflows/publish-docs.yaml/badge.svg\"></a>\n    </td>\n  </tr>\n  <tr>\n    <td>Scans</td>\n    <td>\n      <a href=\"https://codecov.io/gh/erivlis/graphinate\"><img alt=\"Coverage\" src=\"https://codecov.io/gh/erivlis/graphinate/graph/badge.svg?token=POODT8M9NV\"/></a>\n      <br>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Quality Gate Status\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=alert_status\"></a>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Security Rating\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=security_rating\"></a>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Maintainability Rating\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=sqale_rating\"></a>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Reliability Rating\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=reliability_rating\"></a>\n      <br>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Lines of Code\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=ncloc\"></a>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Vulnerabilities\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=vulnerabilities\"></a>\n      <a href=\"https://sonarcloud.io/summary/new_code?id=erivlis_graphinate\"><img alt=\"Bugs\" src=\"https://sonarcloud.io/api/project_badges/measure?project=erivlis_graphinate&metric=bugs\"></a>\n      <br>\n      <a href=\"https://app.codacy.com/gh/erivlis/graphinate/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade\"><img alt=\"Codacy Badge\" src=\"https://app.codacy.com/project/badge/Grade/54b33c3f7313448f9471d01e2a06f037\"></a>\n      <a href=\"https://scrutinizer-ci.com/g/erivlis/graphinate\"><img alt=\"Scrutinizer\" src=\"https://scrutinizer-ci.com/g/erivlis/graphinate/badges/quality-score.png?b=main\"></a>\n      <!--a href=\"https://snyk.io/test/github/erivlis/graphinate\"><img alt=\"Snyk\" src=\"https://snyk.io/test/github/erivlis/Graphinate/badge.svg\"></a -->\n    </td>\n  </tr>\n</table>\n\n---------------------\n\n## Introduction\n\n### What is Graphinate?\n\n**Graphinate** is a python library that aims to simplify the generation of Graph Data Structures from Data Sources.\n\nIt can help create an efficient retrieval pipeline from a given data source, while also enabling the developer to easily\nmap data payloads and hierarchies to a Graph.\n\nIn addition, there are several modes of output to enable examination of the Graph, and it's content.\n\n**Graphinate** utilizes and builds upon the excellent [**_NetworkX_**](https://networkx.org/).\n\n### Links\n\n- Website (including documentation): https://erivlis.github.io/graphinate\n- Source: https://github.com/erivlis/graphinate\n- Package: https://pypi.org/project/graphinate\n\n## Quick Start\n\n### Install\n\n**Graphinate** is available on PyPI:\n\n```shell\npip install graphinate\n```\n\nTo install with server support\n\n```shell\npip install graphinate[server]\n```\n\n**Graphinate** officially supports Python >= 3.9.\n\n### Example\n\n```python\nimport graphinate\n\nN: int = 8\n\n# Define GraphModel\ngraph_model = graphinate.model(name=\"Octagonal Graph\")\n\n\n# Register edges supplier function\n@graph_model.edge()\ndef edge():\n    for i in range(N - 1):\n        yield {'source': i, 'target': i + 1}\n    yield {'source': N - 1, 'target': 0}\n\n\n# Materialize the GraphModel\ngraphinate.materialize(graph_model)\n```\n\n> [!NOTE]\n> ### `graphinate.model` function\n> This function creates `GraphModel` class that is used to declaratively register _Edge_ and/or _Node_ data\n> supplier functions by using the `GraphModel.node()` and `GraphModel.edge()` decorators.\n> ### `graphinate.materialize` function\n> This function can be used to easily generate an output from a `GraphModel` instance.\n> By default, it will prompt the user to choose the output format, using a popup GUI dialog box.\n\n## CLI\n\n### Commands\n\n```\nUsage: python -m graphinate [OPTIONS] COMMAND [ARGS]...\n\nOptions:\n  --help  Show this message and exit.\n\nCommands:\n  save\n  server\n```\n\n#### Save\n\n```\nUsage: python -m graphinate save [OPTIONS]\n\nOptions:\n  -m, --model MODEL  A GraphModel instance reference {module-\n                     name}:{GraphModel-instance-variable-name} For example,\n                     given var `model=GraphModel()` defined in app.py file,\n                     then the  reference should be app:model\n  --help             Show this message and exit.\n```\n\n#### Server\n\n```\nUsage: python -m graphinate server [OPTIONS]\n\nOptions:\n  -m, --model MODEL   A GraphModel instance reference {module-\n                      name}:{GraphModel-instance-variable-name} For example,\n                      given var `model=GraphModel()` defined in app.py file,\n                      then the  reference should be app:model\n  -p, --port INTEGER  Port number.\n  --help              Show this message and exit.\n```\n\n## Gallery\n\n### Python AST\n\n![d3_graph_ast](https://github.com/erivlis/graphinate/assets/9897520/9e7e1ed2-3a5c-41fe-8c5f-999da4b741ff)\n\n### GitHub Repository\n\n![repo_graph](https://github.com/erivlis/graphinate/assets/9897520/9c044bbe-1f21-41b8-b879-95b8362ad48d)\n\n### Python AST - 3D Force-Directed Animation\n\n<video width=\"400\"  controls>\n  <source src=\"https://github.com/erivlis/graphinate/assets/9897520/2e9a53b1-5686-4683-a0e4-fbffa850a27b\" type=\"video/mp4\">\n</video>\n\n### Web Page Links\n\n![Web Page Links](https://github.com/erivlis/graphinate/assets/9897520/ea5b00a2-75d1-4d0e-86af-272f20973149)\n\n## Development\n\n### Ruff\n\n```shell\nruff check src\n```\n\n### Test\n\n#### Standard (cobertura) XML Coverage Report\n\n```shell\n python -m pytest tests -n auto --cov=src --cov-branch --doctest-modules --cov-report=xml --junitxml=test_results.xml\n```\n\n#### HTML Coverage Report\n\n```shell\npython -m pytest tests -n auto --cov=src --cov-branch --doctest-modules --cov-report=html --junitxml=test_results.xml\n```\n\n### Docs\n\n#### test\n\n```shell\npython -m mkdocs serve\n```\n\n#### build\n\n```shell\npython -m mkdocs build\n```\n\n## Acknowledgements\n\n### Dependencies\n\n#### Python\n\n<a href=\"https://palletsprojects.com/p/click/\"><img height=\"60\" style=\"padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://click.palletsprojects.com/en/7.x/_images/click-logo.png\" alt=\"Click Logo.\"></a>\n<a href=\"https://github.com/Delgan/loguru\"><img height=\"60\" style=\"padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://raw.githubusercontent.com/Delgan/loguru/master/docs/_static/img/logo.png\" alt=\"Loguru Logo.\"></a>\n<a href=\"https://matplotlib.org/\"><img height=\"60\" style=\"padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://matplotlib.org/_static/logo_dark.svg\" alt=\"matplotlib Logo.\"></a>\n<a href=\"https://networkx.org/\"><img height=\"60\" style=\"padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://networkx.org/_static/networkx_logo.svg\" alt=\"NetworkX Logo.\"></a>\n<a href=\"https://strawberry.rocks/\"><img height=\"60\" style=\"padding: 5px; background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://github.com/strawberry-graphql/strawberry/raw/main/.github/logo.png\" alt=\"Strawberry GraphQL Logo.\"></a>\n\n#### Javascript and HTML\n\n<a href=\"https://vasturiano.github.io/3d-force-graph/\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"http://gist.github.com/vasturiano/02affe306ce445e423f992faeea13521/raw/preview.png\" alt=\"3D Force-Directed Graph Logo.\"></a>\n<a href=\"https://github.com/graphql-kit/graphql-voyager\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://github.com/graphql-kit/graphql-voyager/raw/main/docs/cover.png\" alt=\"Graphql Voyager Logo.\"></a>\n\n### Dev Tools\n\n<a href=\"https://hatch.pypa.io/\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://hatch.pypa.io/latest/assets/images/logo.svg\" alt=\"Hatch logo.\"></a>\n<a href=\"https://squidfunk.github.io/mkdocs-material/\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://raw.githubusercontent.com/squidfunk/mkdocs-material/master/.github/assets/logo.svg\" alt=\"Material for MkDocs\"></a>\n<a href=\"https://pytest.org\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://docs.pytest.org/en/7.4.x/_static/pytest_logo_curves.svg\" alt=\"pytest logo.\"></a>\n<a href=\"https://astral.sh/ruff\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FFFFFF, #CCCCCC);\" src=\"https://astralcms.wpengine.com/wp-content/uploads/2023/03/Ruff-Logo.svg\" alt=\"Ruff logo.\"></a>\n\n### IDE\n\n<a href=\"https://www.jetbrains.com/pycharm/\"><img height=\"60\" style=\"background: linear-gradient(-45deg, #FCF84A, #3DEA62, #21D789);\" src=\"https://resources.jetbrains.com/storage/products/company/brand/logos/PyCharm.png\" alt=\"PyCharm logo.\"></a>\n\n------\n\n<img alt=\"Star Chart\" src=\"https://forthebadge.com/images/badges/works-on-my-machine.svg\">\n\nCopyright \u00a9 2023 Eran Rivlis\n",
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