# Internet-ML: Allowing ML to connect to the internet
<div align="center">
[](https://github.com/internet-ml/internet-ml/actions?query=workflow%3Abuild)
[](https://pypi.org/project/internet-ml/)
[](https://github.com/internet-ml/internet-ml/pulls?utf8=%E2%9C%93&q=is%3Apr%20author%3Aapp%2Fdependabot)
[](https://github.com/psf/black)
[](https://github.com/PyCQA/bandit)
[](https://github.com/internet-ml/internet-ml/blob/master/.pre-commit-config.yaml)
[](https://github.com/internet-ml/internet-ml/releases)
[](https://github.com/internet-ml/internet-ml/blob/master/LICENSE)
</div>
## Very first steps
### Initialize your code
1. Initialize `git` inside your repo:
```bash
cd internet-ml && git init
```
2. If you don't have `Poetry` installed run:
```bash
make poetry-download
```
3. Initialize poetry and install `pre-commit` hooks:
```bash
make install
make pre-commit-install
```
4. Run the codestyle:
```bash
make codestyle
```
5. Upload initial code to GitHub:
```bash
git add .
git commit -m ":tada: Initial commit"
git branch -M main
git remote add origin https://github.com/internet-ml/internet-ml.git
git push -u origin main
```
### Set up bots
- Set up [Dependabot](https://docs.github.com/en/github/administering-a-repository/enabling-and-disabling-version-updates#enabling-github-dependabot-version-updates) to ensure you have the latest dependencies.
- Set up [Stale bot](https://github.com/apps/stale) for automatic issue closing.
### Poetry
Want to know more about Poetry? Check [its documentation](https://python-poetry.org/docs/).
<details>
<summary>Details about Poetry</summary>
<p>
Poetry's [commands](https://python-poetry.org/docs/cli/#commands) are very intuitive and easy to learn, like:
- `poetry add numpy@latest`
- `poetry run pytest`
- `poetry publish --build`
etc
</p>
</details>
### Building and releasing your package
Building a new version of the application contains steps:
- Bump the version of your package `poetry version <version>`. You can pass the new version explicitly, or a rule such as `major`, `minor`, or `patch`. For more details, refer to the [Semantic Versions](https://semver.org/) standard.
- Make a commit to `GitHub`.
- Create a `GitHub release`.
- And... publish 🙂 `poetry publish --build`
## 🎯 What's next
Well, that's up to you 💪🏻. I can only recommend the packages and articles that helped me.
- [`Typer`](https://github.com/tiangolo/typer) is great for creating CLI applications.
- [`Rich`](https://github.com/willmcgugan/rich) makes it easy to add beautiful formatting in the terminal.
- [`Pydantic`](https://github.com/samuelcolvin/pydantic/) – data validation and settings management using Python type hinting.
- [`Loguru`](https://github.com/Delgan/loguru) makes logging (stupidly) simple.
- [`tqdm`](https://github.com/tqdm/tqdm) – fast, extensible progress bar for Python and CLI.
- [`IceCream`](https://github.com/gruns/icecream) is a little library for sweet and creamy debugging.
- [`orjson`](https://github.com/ijl/orjson) – ultra fast JSON parsing library.
- [`Returns`](https://github.com/dry-python/returns) makes you function's output meaningful, typed, and safe!
- [`Hydra`](https://github.com/facebookresearch/hydra) is a framework for elegantly configuring complex applications.
- [`FastAPI`](https://github.com/tiangolo/fastapi) is a type-driven asynchronous web framework.
Articles:
- [Open Source Guides](https://opensource.guide/).
- [A handy guide to financial support for open source](https://github.com/nayafia/lemonade-stand)
- [GitHub Actions Documentation](https://help.github.com/en/actions).
- Maybe you would like to add [gitmoji](https://gitmoji.carloscuesta.me/) to commit names. This is really funny. 😄
## 🚀 Features
### Development features
- Supports for `Python 3.11` and higher.
- [`Poetry`](https://python-poetry.org/) as the dependencies manager. See configuration in [`pyproject.toml`](https://github.com/internet-ml/internet-ml/blob/master/pyproject.toml) and [`setup.cfg`](https://github.com/internet-ml/internet-ml/blob/master/setup.cfg).
- Automatic codestyle with [`black`](https://github.com/psf/black), [`isort`](https://github.com/timothycrosley/isort) and [`pyupgrade`](https://github.com/asottile/pyupgrade).
- Ready-to-use [`pre-commit`](https://pre-commit.com/) hooks with code-formatting.
- Type checks with [`mypy`](https://mypy.readthedocs.io); docstring checks with [`darglint`](https://github.com/terrencepreilly/darglint); security checks with [`safety`](https://github.com/pyupio/safety) and [`bandit`](https://github.com/PyCQA/bandit)
- Testing with [`pytest`](https://docs.pytest.org/en/latest/).
- Ready-to-use [`.editorconfig`](https://github.com/internet-ml/internet-ml/blob/master/.editorconfig), [`.dockerignore`](https://github.com/internet-ml/internet-ml/blob/master/.dockerignore), and [`.gitignore`](https://github.com/internet-ml/internet-ml/blob/master/.gitignore). You don't have to worry about those things.
### Deployment features
- `GitHub` integration: issue and pr templates.
- `Github Actions` with predefined [build workflow](https://github.com/internet-ml/internet-ml/blob/master/.github/workflows/build.yml) as the default CI/CD.
- Everything is already set up for security checks, codestyle checks, code formatting, testing, linting, docker builds, etc with [`Makefile`](https://github.com/internet-ml/internet-ml/blob/master/Makefile#L89). More details in [makefile-usage](#makefile-usage).
- [Dockerfile](https://github.com/internet-ml/internet-ml/blob/master/docker/Dockerfile) for your package.
- Always up-to-date dependencies with [`@dependabot`](https://dependabot.com/). You will only [enable it](https://docs.github.com/en/github/administering-a-repository/enabling-and-disabling-version-updates#enabling-github-dependabot-version-updates).
- Automatic drafts of new releases with [`Release Drafter`](https://github.com/marketplace/actions/release-drafter). You may see the list of labels in [`release-drafter.yml`](https://github.com/internet-ml/internet-ml/blob/master/.github/release-drafter.yml). Works perfectly with [Semantic Versions](https://semver.org/) specification.
### Open source community features
- Ready-to-use [Pull Requests templates](https://github.com/internet-ml/internet-ml/blob/master/.github/PULL_REQUEST_TEMPLATE.md) and several [Issue templates](https://github.com/internet-ml/internet-ml/tree/master/.github/ISSUE_TEMPLATE).
- Files such as: `LICENSE`, `CONTRIBUTING.md`, `CODE_OF_CONDUCT.md`, and `SECURITY.md` are generated automatically.
- [`Stale bot`](https://github.com/apps/stale) that closes abandoned issues after a period of inactivity. (You will only [need to setup free plan](https://github.com/marketplace/stale)). Configuration is [here](https://github.com/internet-ml/internet-ml/blob/master/.github/.stale.yml).
- [Semantic Versions](https://semver.org/) specification with [`Release Drafter`](https://github.com/marketplace/actions/release-drafter).
## Installation
```bash
pip install -U internet-ml
```
or install with `Poetry`
```bash
poetry add internet-ml
```
Then you can run
```bash
internet-ml --help
```
or with `Poetry`:
```bash
poetry run internet-ml --help
```
### Makefile usage
[`Makefile`](https://github.com/internet-ml/internet-ml/blob/master/Makefile) contains a lot of functions for faster development.
<details>
<summary>1. Download and remove Poetry</summary>
<p>
To download and install Poetry run:
```bash
make poetry-download
```
To uninstall
```bash
make poetry-remove
```
</p>
</details>
<details>
<summary>2. Install all dependencies and pre-commit hooks</summary>
<p>
Install requirements:
```bash
make install
```
Pre-commit hooks coulb be installed after `git init` via
```bash
make pre-commit-install
```
</p>
</details>
<details>
<summary>3. Codestyle</summary>
<p>
Automatic formatting uses `pyupgrade`, `isort` and `black`.
```bash
make codestyle
# or use synonym
make formatting
```
Codestyle checks only, without rewriting files:
```bash
make check-codestyle
```
> Note: `check-codestyle` uses `isort`, `black` and `darglint` library
Update all dev libraries to the latest version using one comand
```bash
make update-dev-deps
```
</p>
</details>
<details>
<summary>4. Code security</summary>
<p>
```bash
make check-safety
```
This command launches `Poetry` integrity checks as well as identifies security issues with `Safety` and `Bandit`.
```bash
make check-safety
```
</p>
</details>
<details>
<summary>5. Type checks</summary>
<p>
Run `mypy` static type checker
```bash
make mypy
```
</p>
</details>
<details>
<summary>6. Tests with coverage badges</summary>
<p>
Run `pytest`
```bash
make test
```
</p>
</details>
<details>
<summary>7. All linters</summary>
<p>
Of course there is a command to ~~rule~~ run all linters in one:
```bash
make lint
```
the same as:
```bash
make test && make check-codestyle && make mypy && make check-safety
```
</p>
</details>
<details>
<summary>8. Docker</summary>
<p>
```bash
make docker-build
```
which is equivalent to:
```bash
make docker-build VERSION=latest
```
Remove docker image with
```bash
make docker-remove
```
More information [about docker](https://github.com/internet-ml/internet-ml/tree/master/docker).
</p>
</details>
<details>
<summary>9. Cleanup</summary>
<p>
Delete pycache files
```bash
make pycache-remove
```
Remove package build
```bash
make build-remove
```
Delete .DS_STORE files
```bash
make dsstore-remove
```
Remove .mypycache
```bash
make mypycache-remove
```
Or to remove all above run:
```bash
make cleanup
```
</p>
</details>
## 📈 Releases
You can see the list of available releases on the [GitHub Releases](https://github.com/internet-ml/internet-ml/releases) page.
We follow [Semantic Versions](https://semver.org/) specification.
We use [`Release Drafter`](https://github.com/marketplace/actions/release-drafter). As pull requests are merged, a draft release is kept up-to-date listing the changes, ready to publish when you’re ready. With the categories option, you can categorize pull requests in release notes using labels.
### List of labels and corresponding titles
| **Label** | **Title in Releases** |
| :-----------------------------------: | :---------------------: |
| `enhancement`, `feature` | 🚀 Features |
| `bug`, `refactoring`, `bugfix`, `fix` | 🔧 Fixes & Refactoring |
| `build`, `ci`, `testing` | 📦 Build System & CI/CD |
| `breaking` | 💥 Breaking Changes |
| `documentation` | 📝 Documentation |
| `dependencies` | ⬆️ Dependencies updates |
You can update it in [`release-drafter.yml`](https://github.com/internet-ml/internet-ml/blob/master/.github/release-drafter.yml).
GitHub creates the `bug`, `enhancement`, and `documentation` labels for you. Dependabot creates the `dependencies` label. Create the remaining labels on the Issues tab of your GitHub repository, when you need them.
## 🛡 License
[](https://github.com/internet-ml/internet-ml/blob/master/LICENSE)
This project is licensed under the terms of the `GNU GPL v3.0` license. See [LICENSE](https://github.com/internet-ml/internet-ml/blob/master/LICENSE) for more details.
## 📃 Citation
```bibtex
@misc{internet-ml,
author = {Thamognya Kodi},
title = {Internet-ML: Allowing ML to connect to the internet},
year = {2022},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/thamognya/internet-ml}}
}
```
Raw data
{
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"home_page": "https://github.com/thamognya/internet-ml",
"name": "internet-ml",
"maintainer": "",
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"maintainer_email": "",
"keywords": "Transformer,NLP,NLI,Internet,Networks,BERT,SOTA,XLNet,sentence,embedding,PyTorch,NLP,deep,learning,Tensorflow,Huggingface,image-gen,dall-E,gpt,stable diffusion",
"author": "Thamognya Kodi",
"author_email": "contact@thamognya.com",
"download_url": "https://files.pythonhosted.org/packages/27/47/bd9d634b14d962af6197071820041d9c2800564dc2fd1fbcdea4e84b2f46/internet_ml-3.1.0.tar.gz",
"platform": null,
"description": "# Internet-ML: Allowing ML to connect to the internet\n\n<div align=\"center\">\n\n[](https://github.com/internet-ml/internet-ml/actions?query=workflow%3Abuild)\n[](https://pypi.org/project/internet-ml/)\n[](https://github.com/internet-ml/internet-ml/pulls?utf8=%E2%9C%93&q=is%3Apr%20author%3Aapp%2Fdependabot)\n\n[](https://github.com/psf/black)\n[](https://github.com/PyCQA/bandit)\n[](https://github.com/internet-ml/internet-ml/blob/master/.pre-commit-config.yaml)\n[](https://github.com/internet-ml/internet-ml/releases)\n[](https://github.com/internet-ml/internet-ml/blob/master/LICENSE)\n\n\n</div>\n\n## Very first steps\n\n### Initialize your code\n\n1. Initialize `git` inside your repo:\n\n```bash\ncd internet-ml && git init\n```\n\n2. If you don't have `Poetry` installed run:\n\n```bash\nmake poetry-download\n```\n\n3. Initialize poetry and install `pre-commit` hooks:\n\n```bash\nmake install\nmake pre-commit-install\n```\n\n4. Run the codestyle:\n\n```bash\nmake codestyle\n```\n\n5. Upload initial code to GitHub:\n\n```bash\ngit add .\ngit commit -m \":tada: Initial commit\"\ngit branch -M main\ngit remote add origin https://github.com/internet-ml/internet-ml.git\ngit push -u origin main\n```\n\n### Set up bots\n\n- Set up [Dependabot](https://docs.github.com/en/github/administering-a-repository/enabling-and-disabling-version-updates#enabling-github-dependabot-version-updates) to ensure you have the latest dependencies.\n- Set up [Stale bot](https://github.com/apps/stale) for automatic issue closing.\n\n### Poetry\n\nWant to know more about Poetry? Check [its documentation](https://python-poetry.org/docs/).\n\n<details>\n<summary>Details about Poetry</summary>\n<p>\n\nPoetry's [commands](https://python-poetry.org/docs/cli/#commands) are very intuitive and easy to learn, like:\n\n- `poetry add numpy@latest`\n- `poetry run pytest`\n- `poetry publish --build`\n\netc\n\n</p>\n</details>\n\n### Building and releasing your package\n\nBuilding a new version of the application contains steps:\n\n- Bump the version of your package `poetry version <version>`. You can pass the new version explicitly, or a rule such as `major`, `minor`, or `patch`. For more details, refer to the [Semantic Versions](https://semver.org/) standard.\n- Make a commit to `GitHub`.\n- Create a `GitHub release`.\n- And... publish \ud83d\ude42 `poetry publish --build`\n\n## \ud83c\udfaf What's next\n\nWell, that's up to you \ud83d\udcaa\ud83c\udffb. I can only recommend the packages and articles that helped me.\n\n- [`Typer`](https://github.com/tiangolo/typer) is great for creating CLI applications.\n- [`Rich`](https://github.com/willmcgugan/rich) makes it easy to add beautiful formatting in the terminal.\n- [`Pydantic`](https://github.com/samuelcolvin/pydantic/) \u2013 data validation and settings management using Python type hinting.\n- [`Loguru`](https://github.com/Delgan/loguru) makes logging (stupidly) simple.\n- [`tqdm`](https://github.com/tqdm/tqdm) \u2013 fast, extensible progress bar for Python and CLI.\n- [`IceCream`](https://github.com/gruns/icecream) is a little library for sweet and creamy debugging.\n- [`orjson`](https://github.com/ijl/orjson) \u2013 ultra fast JSON parsing library.\n- [`Returns`](https://github.com/dry-python/returns) makes you function's output meaningful, typed, and safe!\n- [`Hydra`](https://github.com/facebookresearch/hydra) is a framework for elegantly configuring complex applications.\n- [`FastAPI`](https://github.com/tiangolo/fastapi) is a type-driven asynchronous web framework.\n\nArticles:\n\n- [Open Source Guides](https://opensource.guide/).\n- [A handy guide to financial support for open source](https://github.com/nayafia/lemonade-stand)\n- [GitHub Actions Documentation](https://help.github.com/en/actions).\n- Maybe you would like to add [gitmoji](https://gitmoji.carloscuesta.me/) to commit names. This is really funny. \ud83d\ude04\n\n## \ud83d\ude80 Features\n\n### Development features\n\n- Supports for `Python 3.11` and higher.\n- [`Poetry`](https://python-poetry.org/) as the dependencies manager. See configuration in [`pyproject.toml`](https://github.com/internet-ml/internet-ml/blob/master/pyproject.toml) and [`setup.cfg`](https://github.com/internet-ml/internet-ml/blob/master/setup.cfg).\n- Automatic codestyle with [`black`](https://github.com/psf/black), [`isort`](https://github.com/timothycrosley/isort) and [`pyupgrade`](https://github.com/asottile/pyupgrade).\n- Ready-to-use [`pre-commit`](https://pre-commit.com/) hooks with code-formatting.\n- Type checks with [`mypy`](https://mypy.readthedocs.io); docstring checks with [`darglint`](https://github.com/terrencepreilly/darglint); security checks with [`safety`](https://github.com/pyupio/safety) and [`bandit`](https://github.com/PyCQA/bandit)\n- Testing with [`pytest`](https://docs.pytest.org/en/latest/).\n- Ready-to-use [`.editorconfig`](https://github.com/internet-ml/internet-ml/blob/master/.editorconfig), [`.dockerignore`](https://github.com/internet-ml/internet-ml/blob/master/.dockerignore), and [`.gitignore`](https://github.com/internet-ml/internet-ml/blob/master/.gitignore). You don't have to worry about those things.\n\n### Deployment features\n\n- `GitHub` integration: issue and pr templates.\n- `Github Actions` with predefined [build workflow](https://github.com/internet-ml/internet-ml/blob/master/.github/workflows/build.yml) as the default CI/CD.\n- Everything is already set up for security checks, codestyle checks, code formatting, testing, linting, docker builds, etc with [`Makefile`](https://github.com/internet-ml/internet-ml/blob/master/Makefile#L89). More details in [makefile-usage](#makefile-usage).\n- [Dockerfile](https://github.com/internet-ml/internet-ml/blob/master/docker/Dockerfile) for your package.\n- Always up-to-date dependencies with [`@dependabot`](https://dependabot.com/). You will only [enable it](https://docs.github.com/en/github/administering-a-repository/enabling-and-disabling-version-updates#enabling-github-dependabot-version-updates).\n- Automatic drafts of new releases with [`Release Drafter`](https://github.com/marketplace/actions/release-drafter). You may see the list of labels in [`release-drafter.yml`](https://github.com/internet-ml/internet-ml/blob/master/.github/release-drafter.yml). Works perfectly with [Semantic Versions](https://semver.org/) specification.\n\n### Open source community features\n\n- Ready-to-use [Pull Requests templates](https://github.com/internet-ml/internet-ml/blob/master/.github/PULL_REQUEST_TEMPLATE.md) and several [Issue templates](https://github.com/internet-ml/internet-ml/tree/master/.github/ISSUE_TEMPLATE).\n- Files such as: `LICENSE`, `CONTRIBUTING.md`, `CODE_OF_CONDUCT.md`, and `SECURITY.md` are generated automatically.\n- [`Stale bot`](https://github.com/apps/stale) that closes abandoned issues after a period of inactivity. (You will only [need to setup free plan](https://github.com/marketplace/stale)). Configuration is [here](https://github.com/internet-ml/internet-ml/blob/master/.github/.stale.yml).\n- [Semantic Versions](https://semver.org/) specification with [`Release Drafter`](https://github.com/marketplace/actions/release-drafter).\n\n## Installation\n\n```bash\npip install -U internet-ml\n```\n\nor install with `Poetry`\n\n```bash\npoetry add internet-ml\n```\n\nThen you can run\n\n```bash\ninternet-ml --help\n```\n\nor with `Poetry`:\n\n```bash\npoetry run internet-ml --help\n```\n\n### Makefile usage\n\n[`Makefile`](https://github.com/internet-ml/internet-ml/blob/master/Makefile) contains a lot of functions for faster development.\n\n<details>\n<summary>1. Download and remove Poetry</summary>\n<p>\n\nTo download and install Poetry run:\n\n```bash\nmake poetry-download\n```\n\nTo uninstall\n\n```bash\nmake poetry-remove\n```\n\n</p>\n</details>\n\n<details>\n<summary>2. Install all dependencies and pre-commit hooks</summary>\n<p>\n\nInstall requirements:\n\n```bash\nmake install\n```\n\nPre-commit hooks coulb be installed after `git init` via\n\n```bash\nmake pre-commit-install\n```\n\n</p>\n</details>\n\n<details>\n<summary>3. Codestyle</summary>\n<p>\n\nAutomatic formatting uses `pyupgrade`, `isort` and `black`.\n\n```bash\nmake codestyle\n\n# or use synonym\nmake formatting\n```\n\nCodestyle checks only, without rewriting files:\n\n```bash\nmake check-codestyle\n```\n\n> Note: `check-codestyle` uses `isort`, `black` and `darglint` library\n\nUpdate all dev libraries to the latest version using one comand\n\n```bash\nmake update-dev-deps\n```\n\n</p>\n</details>\n\n<details>\n<summary>4. Code security</summary>\n<p>\n\n```bash\nmake check-safety\n```\n\nThis command launches `Poetry` integrity checks as well as identifies security issues with `Safety` and `Bandit`.\n\n```bash\nmake check-safety\n```\n\n</p>\n</details>\n\n<details>\n<summary>5. Type checks</summary>\n<p>\n\nRun `mypy` static type checker\n\n```bash\nmake mypy\n```\n\n</p>\n</details>\n\n<details>\n<summary>6. Tests with coverage badges</summary>\n<p>\n\nRun `pytest`\n\n```bash\nmake test\n```\n\n</p>\n</details>\n\n<details>\n<summary>7. All linters</summary>\n<p>\n\nOf course there is a command to ~~rule~~ run all linters in one:\n\n```bash\nmake lint\n```\n\nthe same as:\n\n```bash\nmake test && make check-codestyle && make mypy && make check-safety\n```\n\n</p>\n</details>\n\n<details>\n<summary>8. Docker</summary>\n<p>\n\n```bash\nmake docker-build\n```\n\nwhich is equivalent to:\n\n```bash\nmake docker-build VERSION=latest\n```\n\nRemove docker image with\n\n```bash\nmake docker-remove\n```\n\nMore information [about docker](https://github.com/internet-ml/internet-ml/tree/master/docker).\n\n</p>\n</details>\n\n<details>\n<summary>9. Cleanup</summary>\n<p>\nDelete pycache files\n\n```bash\nmake pycache-remove\n```\n\nRemove package build\n\n```bash\nmake build-remove\n```\n\nDelete .DS_STORE files\n\n```bash\nmake dsstore-remove\n```\n\nRemove .mypycache\n\n```bash\nmake mypycache-remove\n```\n\nOr to remove all above run:\n\n```bash\nmake cleanup\n```\n\n</p>\n</details>\n\n## \ud83d\udcc8 Releases\n\nYou can see the list of available releases on the [GitHub Releases](https://github.com/internet-ml/internet-ml/releases) page.\n\nWe follow [Semantic Versions](https://semver.org/) specification.\n\nWe use [`Release Drafter`](https://github.com/marketplace/actions/release-drafter). As pull requests are merged, a draft release is kept up-to-date listing the changes, ready to publish when you\u2019re ready. With the categories option, you can categorize pull requests in release notes using labels.\n\n### List of labels and corresponding titles\n\n| **Label** | **Title in Releases** |\n| :-----------------------------------: | :---------------------: |\n| `enhancement`, `feature` | \ud83d\ude80 Features |\n| `bug`, `refactoring`, `bugfix`, `fix` | \ud83d\udd27 Fixes & Refactoring |\n| `build`, `ci`, `testing` | \ud83d\udce6 Build System & CI/CD |\n| `breaking` | \ud83d\udca5 Breaking Changes |\n| `documentation` | \ud83d\udcdd Documentation |\n| `dependencies` | \u2b06\ufe0f Dependencies updates |\n\nYou can update it in [`release-drafter.yml`](https://github.com/internet-ml/internet-ml/blob/master/.github/release-drafter.yml).\n\nGitHub creates the `bug`, `enhancement`, and `documentation` labels for you. Dependabot creates the `dependencies` label. Create the remaining labels on the Issues tab of your GitHub repository, when you need them.\n\n## \ud83d\udee1 License\n\n[](https://github.com/internet-ml/internet-ml/blob/master/LICENSE)\n\nThis project is licensed under the terms of the `GNU GPL v3.0` license. See [LICENSE](https://github.com/internet-ml/internet-ml/blob/master/LICENSE) for more details.\n\n## \ud83d\udcc3 Citation\n\n```bibtex\n@misc{internet-ml,\n author = {Thamognya Kodi},\n title = {Internet-ML: Allowing ML to connect to the internet},\n year = {2022},\n publisher = {GitHub},\n journal = {GitHub repository},\n howpublished = {\\url{https://github.com/thamognya/internet-ml}}\n}\n```\n",
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