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# Created by https://www.gitignore.io/api/osx,python,pycharm,windows,visualstudio,visualstudiocode
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# Check http://editorconfig.org for more information
# This is the main config file for this project:
root = true
[*]
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end_of_line = lf
insert_final_newline = true
indent_style = space
indent_size = 4
trim_trailing_whitespace = true
[*.{py, pyi}]
indent_style = space
indent_size = 4
[Makefile]
indent_style = tab
[*.md]
trim_trailing_whitespace = false
[*.{diff,patch}]
trim_trailing_whitespace = false

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# Number of days of inactivity before an issue becomes stale
daysUntilStale: 60
# Number of days of inactivity before a stale issue is closed
daysUntilClose: 7
# Issues with these labels will never be considered stale
exemptLabels:
- pinned
- security
# Label to use when marking an issue as stale
staleLabel: wontfix
# Comment to post when marking an issue as stale. Set to `false` to disable
markComment: >
This issue has been automatically marked as stale because it has not had
recent activity. It will be closed if no further activity occurs. Thank you
for your contributions.
# Comment to post when closing a stale issue. Set to `false` to disable
closeComment: false

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* @thamognya

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# Contributor Covenant Code of Conduct
## Our Pledge
In the interest of fostering an open and welcoming environment, we as
contributors and maintainers pledge to making participation in our project and
our community a harassment-free experience for everyone, regardless of age, body
size, disability, ethnicity, sex characteristics, gender identity and expression,
level of experience, education, socio-economic status, nationality, personal
appearance, race, religion, or sexual identity and orientation.
## Our Standards
Examples of behavior that contributes to creating a positive environment
include:
* Using welcoming and inclusive language
* Being respectful of differing viewpoints and experiences
* Gracefully accepting constructive criticism
* Focusing on what is best for the community
* Showing empathy towards other community members
Examples of unacceptable behavior by participants include:
* The use of sexualized language or imagery and unwelcome sexual attention or
advances
* Trolling, insulting/derogatory comments, and personal or political attacks
* Public or private harassment
* Publishing others' private information, such as a physical or electronic
address, without explicit permission
* Other conduct which could reasonably be considered inappropriate in a
professional setting
## Our Responsibilities
Project maintainers are responsible for clarifying the standards of acceptable
behavior and are expected to take appropriate and fair corrective action in
response to any instances of unacceptable behavior.
Project maintainers have the right and responsibility to remove, edit, or
reject comments, commits, code, wiki edits, issues, and other contributions
that are not aligned to this Code of Conduct, or to ban temporarily or
permanently any contributor for other behaviors that they deem inappropriate,
threatening, offensive, or harmful.
## Scope
This Code of Conduct applies both within project spaces and in public spaces
when an individual is representing the project or its community. Examples of
representing a project or community include using an official project e-mail
address, posting via an official social media account, or acting as an appointed
representative at an online or offline event. Representation of a project may be
further defined and clarified by project maintainers.
## Enforcement
Instances of abusive, harassing, or otherwise unacceptable behavior may be
reported by contacting the project team at contact@thamognya.com. All
complaints will be reviewed and investigated and will result in a response that
is deemed necessary and appropriate to the circumstances. The project team is
obligated to maintain confidentiality with regard to the reporter of an incident.
Further details of specific enforcement policies may be posted separately.
Project maintainers who do not follow or enforce the Code of Conduct in good
faith may face temporary or permanent repercussions as determined by other
members of the project's leadership.
## Attribution
This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
[homepage]: https://www.contributor-covenant.org
For answers to common questions about this code of conduct, see
https://www.contributor-covenant.org/faq

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# How to contribute
## Dependencies
We use `poetry` to manage the [dependencies](https://github.com/python-poetry/poetry).
If you dont have `poetry`, you should install with `make poetry-download`.
To install dependencies and prepare [`pre-commit`](https://pre-commit.com/) hooks you would need to run `install` command:
```bash
make install
make pre-commit-install
```
To activate your `virtualenv` run `poetry shell`.
## Codestyle
After installation you may execute code formatting.
```bash
make codestyle
```
### Checks
Many checks are configured for this project. Command `make check-codestyle` will check black, isort and darglint.
The `make check-safety` command will look at the security of your code.
Comand `make lint` applies all checks.
### Before submitting
Before submitting your code please do the following steps:
1. Add any changes you want
1. Add tests for the new changes
1. Edit documentation if you have changed something significant
1. Run `make codestyle` to format your changes.
1. Run `make lint` to ensure that types, security and docstrings are okay.
## Other help
You can contribute by spreading a word about this library.
It would also be a huge contribution to write
a short article on how you are using this project.
You can also share your best practices with us.

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---
name: 🐛 Bug report
about: If something isn't working 🔧
title: ''
labels: bug
assignees:
---
## 🐛 Bug Report
<!-- A clear and concise description of what the bug is. -->
## 🔬 How To Reproduce
Steps to reproduce the behavior:
1. ...
### Code sample
<!-- If applicable, attach a minimal code sample to reproduce the decried issue. -->
### Environment
* OS: [e.g. Linux / Windows / macOS]
* Python version, get it with:
```bash
python --version
```
### Screenshots
<!-- If applicable, add screenshots to help explain your problem. -->
## 📈 Expected behavior
<!-- A clear and concise description of what you expected to happen. -->
## 📎 Additional context
<!-- Add any other context about the problem here. -->

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# Configuration: https://help.github.com/en/github/building-a-strong-community/configuring-issue-templates-for-your-repository
blank_issues_enabled: false

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---
name: 🚀 Feature request
about: Suggest an idea for this project 🏖
title: ''
labels: enhancement
assignees:
---
## 🚀 Feature Request
<!-- A clear and concise description of the feature proposal. -->
## 🔈 Motivation
<!-- Please describe the motivation for this proposal. -->
## 🛰 Alternatives
<!-- A clear and concise description of any alternative solutions or features you've considered. -->
## 📎 Additional context
<!-- Add any other context or screenshots about the feature request here. -->

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---
name: ❓ Question
about: Ask a question about this project 🎓
title: ''
labels: question
assignees:
---
## Checklist
<!-- Mark with an `x` all the checkboxes that apply (like `[x]`) -->
- [ ] I've searched the project's [`issues`](https://github.com/internet-ml/internet-ml/issues?q=is%3Aissue).
## ❓ Question
<!-- What is your question -->
How can I [...]?
Is it possible to [...]?
## 📎 Additional context
<!-- Add any other context or screenshots about the feature request here. -->

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## Description
<!-- Add a more detailed description of the changes if needed. -->
## Related Issue
<!-- If your PR refers to a related issue, link it here. -->
## Type of Change
<!-- Mark with an `x` all the checkboxes that apply (like `[x]`) -->
- [ ] 📚 Examples / docs / tutorials / dependencies update
- [ ] 🔧 Bug fix (non-breaking change which fixes an issue)
- [ ] 🥂 Improvement (non-breaking change which improves an existing feature)
- [ ] 🚀 New feature (non-breaking change which adds functionality)
- [ ] 💥 Breaking change (fix or feature that would cause existing functionality to change)
- [ ] 🔐 Security fix
## Checklist
<!-- Mark with an `x` all the checkboxes that apply (like `[x]`) -->
- [ ] I've read the [`CODE_OF_CONDUCT.md`](https://github.com/internet-ml/internet-ml/blob/master/CODE_OF_CONDUCT.md) document.
- [ ] I've read the [`CONTRIBUTING.md`](https://github.com/internet-ml/internet-ml/blob/master/CONTRIBUTING.md) guide.
- [ ] I've updated the code style using `make codestyle`.
- [ ] I've written tests for all new methods and classes that I created.
- [ ] I've written the docstring in Google format for all the methods and classes that I used.

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# Internet-ML: Allowing ML to connect to the internet
<div align="center">
[![Build status](https://github.com/internet-ml/internet-ml/workflows/build/badge.svg?branch=master&event=push)](https://github.com/internet-ml/internet-ml/actions?query=workflow%3Abuild)
[![Python Version](https://img.shields.io/pypi/pyversions/internet-ml.svg)](https://pypi.org/project/internet-ml/)
[![Dependencies Status](https://img.shields.io/badge/dependencies-up%20to%20date-brightgreen.svg)](https://github.com/internet-ml/internet-ml/pulls?utf8=%E2%9C%93&q=is%3Apr%20author%3Aapp%2Fdependabot)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![Security: bandit](https://img.shields.io/badge/security-bandit-green.svg)](https://github.com/PyCQA/bandit)
[![Pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://github.com/internet-ml/internet-ml/blob/master/.pre-commit-config.yaml)
[![Semantic Versions](https://img.shields.io/badge/%20%20%F0%9F%93%A6%F0%9F%9A%80-semantic--versions-e10079.svg)](https://github.com/internet-ml/internet-ml/releases)
[![License](https://img.shields.io/github/license/internet-ml/internet-ml)](https://github.com/internet-ml/internet-ml/blob/master/LICENSE)
![Coverage Report](assets/images/coverage.svg)
</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 youre 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
[![License](https://img.shields.io/github/license/internet-ml/internet-ml)](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}}
}
```

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# Security
## 🔐 Reporting Security Issues
> Do not open issues that might have security implications!
> It is critical that security related issues are reported privately so we have time to address them before they become public knowledge.
Vulnerabilities can be reported by emailing core members:
- internet-ml [contact@thamognya.com](mailto:contact@thamognya.com)
Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
- Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
- Full paths of source file(s) related to the manifestation of the issue
- The location of the affected source code (tag/branch/commit or direct URL)
- Any special configuration required to reproduce the issue
- Environment (e.g. Linux / Windows / macOS)
- Step-by-step instructions to reproduce the issue
- Proof-of-concept or exploit code (if possible)
- Impact of the issue, including how an attacker might exploit the issue
This information will help us triage your report more quickly.
## Preferred Languages
We prefer all communications to be in English.

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# Configuration: https://dependabot.com/docs/config-file/
# Docs: https://docs.github.com/en/github/administering-a-repository/keeping-your-dependencies-updated-automatically
version: 2
updates:
- package-ecosystem: "pip"
directory: "/"
schedule:
interval: "daily"
allow:
- dependency-type: "all"
commit-message:
prefix: ":arrow_up:"
open-pull-requests-limit: 50
- package-ecosystem: "github-actions"
directory: "/"
schedule:
interval: "daily"
allow:
- dependency-type: "all"
commit-message:
prefix: ":arrow_up:"
open-pull-requests-limit: 50
- package-ecosystem: "docker"
directory: "/docker"
schedule:
interval: "weekly"
allow:
- dependency-type: "all"
commit-message:
prefix: ":arrow_up:"
open-pull-requests-limit: 50

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# Release drafter configuration https://github.com/release-drafter/release-drafter#configuration
# Emojis were chosen to match the https://gitmoji.carloscuesta.me/
name-template: "v$NEXT_PATCH_VERSION"
tag-template: "v$NEXT_PATCH_VERSION"
categories:
- title: ":rocket: Features"
labels: [enhancement, feature]
- title: ":wrench: Fixes & Refactoring"
labels: [bug, refactoring, bugfix, fix]
- title: ":package: Build System & CI/CD"
labels: [build, ci, testing]
- title: ":boom: Breaking Changes"
labels: [breaking]
- title: ":pencil: Documentation"
labels: [documentation]
- title: ":arrow_up: Dependencies updates"
labels: [dependencies]
template: |
## Whats Changed
$CHANGES
## :busts_in_silhouette: List of contributors
$CONTRIBUTORS

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name: build
on: [push, pull_request]
jobs:
build:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.11", "3.9"]
steps:
- uses: actions/checkout@v2
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v2.2.2
with:
python-version: ${{ matrix.python-version }}
- name: Install poetry
run: make poetry-download
- name: Set up cache
uses: actions/cache@v2.1.6
with:
path: .venv
key: venv-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml') }}-${{ hashFiles('poetry.lock') }}
- name: Install dependencies
run: |
poetry config virtualenvs.in-project true
poetry install
- name: Run style checks
run: |
make check-codestyle
- name: Run tests
run: |
make test
- name: Run safety checks
run: |
make check-safety

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name: Greetings
on: [pull_request, issues]
jobs:
greeting:
runs-on: ubuntu-latest
steps:
- uses: actions/first-interaction@v1
with:
repo-token: ${{ secrets.GITHUB_TOKEN }}
pr-message: 'Hello @${{ github.actor }}, thank you for submitting a PR! We will respond as soon as possible.'
issue-message: |
Hello @${{ github.actor }}, thank you for your interest in our work!
If this is a bug report, please provide screenshots and **minimum viable code to reproduce your issue**, otherwise we can not help you.

View File

@ -0,0 +1,16 @@
name: Release Drafter
on:
push:
# branches to consider in the event; optional, defaults to all
branches:
- master
jobs:
update_release_draft:
runs-on: ubuntu-latest
steps:
# Drafts your next Release notes as Pull Requests are merged into "master"
- uses: release-drafter/release-drafter@v5.15.0
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

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@ -0,0 +1,778 @@
# Created by https://www.gitignore.io/api/osx,python,pycharm,windows,visualstudio,visualstudiocode
# Edit at https://www.gitignore.io/?templates=osx,python,pycharm,windows,visualstudio,visualstudiocode
### OSX ###
# General
.DS_Store
.AppleDouble
.LSOverride
# Icon must end with two \r
Icon
# Thumbnails
._*
# Files that might appear in the root of a volume
.DocumentRevisions-V100
.fseventsd
.Spotlight-V100
.TemporaryItems
.Trashes
.VolumeIcon.icns
.com.apple.timemachine.donotpresent
# Directories potentially created on remote AFP share
.AppleDB
.AppleDesktop
Network Trash Folder
Temporary Items
.apdisk
### PyCharm ###
# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and WebStorm
# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
# User-specific stuff
.idea/**/workspace.xml
.idea/**/tasks.xml
.idea/**/usage.statistics.xml
.idea/**/dictionaries
.idea/**/shelf
# Generated files
.idea/**/contentModel.xml
# Sensitive or high-churn files
.idea/**/dataSources/
.idea/**/dataSources.ids
.idea/**/dataSources.local.xml
.idea/**/sqlDataSources.xml
.idea/**/dynamic.xml
.idea/**/uiDesigner.xml
.idea/**/dbnavigator.xml
# Gradle
.idea/**/gradle.xml
.idea/**/libraries
# Gradle and Maven with auto-import
# When using Gradle or Maven with auto-import, you should exclude module files,
# since they will be recreated, and may cause churn. Uncomment if using
# auto-import.
# .idea/modules.xml
# .idea/*.iml
# .idea/modules
# *.iml
# *.ipr
# CMake
cmake-build-*/
# Mongo Explorer plugin
.idea/**/mongoSettings.xml
# File-based project format
*.iws
# IntelliJ
out/
# mpeltonen/sbt-idea plugin
.idea_modules/
# JIRA plugin
atlassian-ide-plugin.xml
# Cursive Clojure plugin
.idea/replstate.xml
# Crashlytics plugin (for Android Studio and IntelliJ)
com_crashlytics_export_strings.xml
crashlytics.properties
crashlytics-build.properties
fabric.properties
# Editor-based Rest Client
.idea/httpRequests
# Android studio 3.1+ serialized cache file
.idea/caches/build_file_checksums.ser
### PyCharm Patch ###
# Comment Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-215987721
# *.iml
# modules.xml
# .idea/misc.xml
# *.ipr
# Sonarlint plugin
.idea/**/sonarlint/
# SonarQube Plugin
.idea/**/sonarIssues.xml
# Markdown Navigator plugin
.idea/**/markdown-navigator.xml
.idea/**/markdown-navigator/
### Python ###
# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
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.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
pip-wheel-metadata/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
.hypothesis/
.pytest_cache/
# Translations
*.mo
*.pot
# Scrapy stuff:
.scrapy
# Sphinx documentation
docs/_build/
# PyBuilder
target/
# pyenv
.python-version
# poetry
.venv
# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock
# celery beat schedule file
celerybeat-schedule
# SageMath parsed files
*.sage.py
# Spyder project settings
.spyderproject
.spyproject
# Rope project settings
.ropeproject
# Mr Developer
.mr.developer.cfg
.project
.pydevproject
# mkdocs documentation
/site
# mypy
.mypy_cache/
.dmypy.json
dmypy.json
# Pyre type checker
.pyre/
# Plugins
.secrets.baseline
### VisualStudioCode ###
.vscode/*
!.vscode/tasks.json
!.vscode/launch.json
!.vscode/extensions.json
### VisualStudioCode Patch ###
# Ignore all local history of files
.history
### Windows ###
# Windows thumbnail cache files
Thumbs.db
Thumbs.db:encryptable
ehthumbs.db
ehthumbs_vista.db
# Dump file
*.stackdump
# Folder config file
[Dd]esktop.ini
# Recycle Bin used on file shares
$RECYCLE.BIN/
# Windows Installer files
*.cab
*.msi
*.msix
*.msm
*.msp
# Windows shortcuts
*.lnk
### VisualStudio ###
## Ignore Visual Studio temporary files, build results, and
## files generated by popular Visual Studio add-ons.
##
## Get latest from https://github.com/github/gitignore/blob/master/VisualStudio.gitignore
# User-specific files
*.rsuser
*.suo
*.user
*.userosscache
*.sln.docstates
# User-specific files (MonoDevelop/Xamarin Studio)
*.userprefs
# Mono auto generated files
mono_crash.*
# Build results
[Dd]ebug/
[Dd]ebugPublic/
[Rr]elease/
[Rr]eleases/
x64/
x86/
[Aa][Rr][Mm]/
[Aa][Rr][Mm]64/
bld/
[Bb]in/
[Oo]bj/
[Ll]og/
# Visual Studio 2015/2017 cache/options directory
.vs/
# Uncomment if you have tasks that create the project's static files in wwwroot
#wwwroot/
# Visual Studio 2017 auto generated files
Generated\ Files/
# MSTest test Results
[Tt]est[Rr]esult*/
[Bb]uild[Ll]og.*
# NUnit
*.VisualState.xml
TestResult.xml
nunit-*.xml
# Build Results of an ATL Project
[Dd]ebugPS/
[Rr]eleasePS/
dlldata.c
# Benchmark Results
BenchmarkDotNet.Artifacts/
# .NET Core
project.lock.json
project.fragment.lock.json
artifacts/
# StyleCop
StyleCopReport.xml
# Files built by Visual Studio
*_i.c
*_p.c
*_h.h
*.ilk
*.obj
*.iobj
*.pch
*.pdb
*.ipdb
*.pgc
*.pgd
*.rsp
*.sbr
*.tlb
*.tli
*.tlh
*.tmp
*.tmp_proj
*_wpftmp.csproj
*.log
*.vspscc
*.vssscc
.builds
*.pidb
*.svclog
*.scc
# Chutzpah Test files
_Chutzpah*
# Visual C++ cache files
ipch/
*.aps
*.ncb
*.opendb
*.opensdf
*.sdf
*.cachefile
*.VC.db
*.VC.VC.opendb
# Visual Studio profiler
*.psess
*.vsp
*.vspx
*.sap
# Visual Studio Trace Files
*.e2e
# TFS 2012 Local Workspace
$tf/
# Guidance Automation Toolkit
*.gpState
# ReSharper is a .NET coding add-in
_ReSharper*/
*.[Rr]e[Ss]harper
*.DotSettings.user
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DocProject/buildhelp/
DocProject/Help/*.HxT
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# but database connection strings (with potential passwords) will be unencrypted
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# PyCharm
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/

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@ -0,0 +1,44 @@
default_language_version:
python: python3.11
default_stages: [commit, push]
repos:
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v2.5.0
hooks:
- id: check-yaml
- id: end-of-file-fixer
exclude: LICENSE
- repo: local
hooks:
- id: pyupgrade
name: pyupgrade
entry: poetry run pyupgrade --py311-plus
types: [python]
language: system
- repo: local
hooks:
- id: isort
name: isort
entry: poetry run isort --settings-path pyproject.toml
types: [python]
language: system
- repo: local
hooks:
- id: black
name: black
entry: poetry run black --config pyproject.toml
types: [python]
language: system
- repo: local
hooks:
- id: mypy
name: mypy
entry: poetry run mypy --config pyproject.toml
types: [python]
language: system

8
CITATION.bib 100644
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@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}}
}

663
LICENSE 100644
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GNU AFFERO GENERAL PUBLIC LICENSE
Version 3, 19 November 2007
Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
Everyone is permitted to copy and distribute verbatim copies
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A contributor's "essential patent claims" are all patent claims
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Nothing in this License shall be construed as excluding or limiting
any implied license or other defenses to infringement that may
otherwise be available to you under applicable patent law.
12. No Surrender of Others' Freedom.
If conditions are imposed on you (whether by court order, agreement or
otherwise) that contradict the conditions of this License, they do not
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License would be to refrain entirely from conveying the Program.
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Notwithstanding any other provision of this License, if you modify the
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If the Program specifies that a proxy can decide which future
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Program, unless a warranty or assumption of liability accompanies a
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END OF TERMS AND CONDITIONS
How to Apply These Terms to Your New Programs
If you develop a new program, and you want it to be of the greatest
possible use to the public, the best way to achieve this is to make it
free software which everyone can redistribute and change under these terms.
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to attach them to the start of each source file to most effectively
state the exclusion of warranty; and each file should have at least
the "copyright" line and a pointer to where the full notice is found.
<one line to give the program's name and a brief idea of what it does.>
Copyright (C) <year> <name of author>
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU Affero General Public License as published
by the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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You should have received a copy of the GNU Affero General Public License
along with this program. If not, see <https://www.gnu.org/licenses/>.
Also add information on how to contact you by electronic and paper mail.
If your software can interact with users remotely through a computer
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get its source. For example, if your program is a web application, its
interface could display a "Source" link that leads users to an archive
of the code. There are many ways you could offer source, and different
solutions will be better for different programs; see section 13 for the
specific requirements.
You should also get your employer (if you work as a programmer) or school,
if any, to sign a "copyright disclaimer" for the program, if necessary.
For more information on this, and how to apply and follow the GNU AGPL, see
<https://www.gnu.org/licenses/>.

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#* Variables
SHELL := /usr/bin/env bash
PYTHON := python
PYTHONPATH := `pwd`
#* Docker variables
IMAGE := internet_ml
VERSION := latest
#* Docs
.PHONY: docs-dev
docs-dev:
mkdocs serve
.PHONY: docs-build
docs-build:
mkdocs build
#* Poetry
.PHONY: poetry-download
poetry-download:
curl -sSL https://install.python-poetry.org | $(PYTHON) -
.PHONY: poetry-remove
poetry-remove:
curl -sSL https://install.python-poetry.org | $(PYTHON) - --uninstall
#* Installation
.PHONY: install
install:
poetry lock -n && poetry export --without-hashes > requirements.txt
poetry install -n
-poetry run mypy --install-types --non-interactive ./
.PHONY: pre-commit-install
pre-commit-install:
poetry run pre-commit install
#* Formatters
.PHONY: codestyle
codestyle:
poetry run pyupgrade --exit-zero-even-if-changed --py311-plus **/*.py
poetry run isort --settings-path pyproject.toml ./
poetry run black --config pyproject.toml ./
poetry run mypy --config pyproject.toml ./
.PHONY: formatting
formatting: codestyle
#* Linting
.PHONY: test
test:
PYTHONPATH=$(PYTHONPATH) poetry run pytest -c pyproject.toml --cov-report=html --cov=internet_ml tests/
poetry run coverage-badge -o assets/images/coverage.svg -f
.PHONY: check-codestyle
check-codestyle:
poetry run isort --diff --check-only --settings-path pyproject.toml ./
poetry run black --diff --check --config pyproject.toml ./
poetry run darglint --verbosity 2 internet_ml tests
.PHONY: mypy
mypy:
poetry run mypy --config-file pyproject.toml ./
.PHONY: check-safety
check-safety:
poetry check
poetry run safety check --full-report
poetry run bandit -ll --recursive internet_ml tests
.PHONY: lint
lint: test check-codestyle mypy check-safety
.PHONY: update-dev-deps
update-dev-deps:
poetry add -D bandit@latest darglint@latest "isort[colors]@latest" mypy@latest pre-commit@latest pydocstyle@latest pylint@latest pytest@latest pyupgrade@latest safety@latest coverage@latest coverage-badge@latest pytest-html@latest pytest-cov@latest
poetry add -D --allow-prereleases black@latest
#* Container / Docker
# Example: make container-build VERSION=latest
# Example: make container-build IMAGE=some_name VERSION=0.1.0
.PHONY: container-build
container-build:
@echo Building container $(IMAGE):$(VERSION) ...
docker build \
-t $(IMAGE):$(VERSION) . \
-f ./container/Containerfile --no-cache
# Example: make container-remove VERSION=latest
# Example: make container-remove IMAGE=some_name VERSION=0.1.0
.PHONY: container-remove
container-remove:
@echo Removing container $(IMAGE):$(VERSION) ...
docker rmi -f $(IMAGE):$(VERSION)
#* Cleaning
.PHONY: pycache-remove
pycache-remove:
find . | grep -E "(__pycache__|\.pyc|\.pyo$$)" | xargs rm -rf
.PHONY: dsstore-remove
dsstore-remove:
find . | grep -E ".DS_Store" | xargs rm -rf
.PHONY: mypycache-remove
mypycache-remove:
find . | grep -E ".mypy_cache" | xargs rm -rf
.PHONY: ipynbcheckpoints-remove
ipynbcheckpoints-remove:
find . | grep -E ".ipynb_checkpoints" | xargs rm -rf
.PHONY: pytestcache-remove
pytestcache-remove:
find . | grep -E ".pytest_cache" | xargs rm -rf
.PHONY: build-remove
build-remove:
rm -rf build/
.PHONY: cleanup
cleanup: pycache-remove dsstore-remove mypycache-remove ipynbcheckpoints-remove pytestcache-remove

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# Assets

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<?xml version="1.0" encoding="UTF-8"?>
<svg xmlns="http://www.w3.org/2000/svg" width="99" height="20">
<linearGradient id="b" x2="0" y2="100%">
<stop offset="0" stop-color="#bbb" stop-opacity=".1"/>
<stop offset="1" stop-opacity=".1"/>
</linearGradient>
<mask id="a">
<rect width="99" height="20" rx="3" fill="#fff"/>
</mask>
<g mask="url(#a)">
<path fill="#555" d="M0 0h63v20H0z"/>
<path fill="#e05d44" d="M63 0h36v20H63z"/>
<path fill="url(#b)" d="M0 0h99v20H0z"/>
</g>
<g fill="#fff" text-anchor="middle" font-family="DejaVu Sans,Verdana,Geneva,sans-serif" font-size="11">
<text x="31.5" y="15" fill="#010101" fill-opacity=".3">coverage</text>
<text x="31.5" y="14">coverage</text>
<text x="80" y="15" fill="#010101" fill-opacity=".3">26%</text>
<text x="80" y="14">26%</text>
</g>
</svg>

After

Width:  |  Height:  |  Size: 904 B

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FROM python:3.11-slim-buster
ENV LANG=C.UTF-8 \
LC_ALL=C.UTF-8 \
PATH="${PATH}:/root/.poetry/bin"
RUN apt-get update && \
apt-get install -y --no-install-recommends \
curl \
&& rm -rf /var/lib/apt/lists/*
COPY pyproject.toml ./
# Install Poetry
RUN curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/install-poetry.py | POETRY_HOME=/opt/poetry python && \
cd /usr/local/bin && \
ln -s /opt/poetry/bin/poetry && \
poetry config virtualenvs.create false
# Allow installing dev dependencies to run tests
ARG INSTALL_DEV=false
RUN bash -c "if [ $INSTALL_DEV == 'true' ] ; then poetry install --no-root ; else poetry install --no-root --no-dev ; fi"
CMD mkdir -p /workspace
WORKDIR /workspace

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# Container / Docker for internet-ml
## Installation
To create Container / Docker you need to run:
```bash
make container-build
```
which is equivalent to:
```bash
make container-build VERSION=latest
```
You may provide name and version for the image.
Default name is `IMAGE := internet_ml`.
Default version is `VERSION := latest`.
```bash
make container-build IMAGE=some_name VERSION=0.1.0
```
## Usage
```bash
docker run -it --rm \
-v $(pwd):/workspace \
internet_ml bash
```
## How to clean up
To uninstall docker image run `make container-remove` with `VERSION`:
```bash
make container-remove VERSION=0.1.0
```
you may also choose the image name
```bash
make container-remove IMAGE=some_name VERSION=latest
```
If you want to clean all, including `build` and `pycache` run `make cleanup`

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# This file contains values from Cookiecutter
default_context:
project_name: "internet-ml"
project_description: "Internet-ML: Allowing ML to connect to the internet"
organization: "internet-ml"
license: "GNU GPL v3.0"
minimal_python_version: 3.11
github_name: "internet-ml"
email: "contact@thamognya.com"
version: "0.1.0"
line_length: "88"
create_example_template: "cli"

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docs/index.md 100644
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# Welcome to MkDocs
For full documentation visit [mkdocs.org](https://www.mkdocs.org).
## Commands
- `mkdocs new [dir-name]` - Create a new project.
- `mkdocs serve` - Start the live-reloading docs server.
- `mkdocs build` - Build the documentation site.
- `mkdocs -h` - Print help message and exit.
## Project layout
mkdocs.yml # The configuration file.
docs/
index.md # The documentation homepage.
... # Other markdown pages, images and other files.

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# Internet-ML

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"""Internet-ML: Allowing ML to connect to the internet"""
import sys
from importlib import metadata as importlib_metadata
def get_version() -> str:
try:
return importlib_metadata.version(__name__)
except importlib_metadata.PackageNotFoundError: # pragma: no cover
return "unknown"
version: str = get_version()

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@ -0,0 +1,67 @@
from typing import Optional
from enum import Enum
from random import choice
import typer
from rich.console import Console
from internet_ml import version
from internet_ml.example import hello
class Color(str, Enum):
white = "white"
red = "red"
cyan = "cyan"
magenta = "magenta"
yellow = "yellow"
green = "green"
app = typer.Typer(
name="internet-ml",
help="Internet-ML: Allowing ML to connect to the internet",
add_completion=False,
)
console = Console()
def version_callback(print_version: bool) -> None:
"""Print the version of the package."""
if print_version:
console.print(f"[yellow]internet-ml[/] version: [bold blue]{version}[/]")
raise typer.Exit()
@app.command(name="")
def main(
name: str = typer.Option(..., help="Person to greet."),
color: Color
| None = typer.Option(
None,
"-c",
"--color",
"--colour",
case_sensitive=False,
help="Color for print. If not specified then choice will be random.",
),
print_version: bool = typer.Option(
None,
"-v",
"--version",
callback=version_callback,
is_eager=True,
help="Prints the version of the internet-ml package.",
),
) -> None:
"""Print a greeting with a giving name."""
if color is None:
color = choice(list(Color))
greeting: str = hello(name)
console.print(f"[bold {color}]{greeting}[/]")
if __name__ == "__main__":
app()

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2
mkdocs.yml 100644
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site_name: internet_nlp
theme: readthedocs

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154
pyproject.toml 100644
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# Poetry pyproject.toml: https://python-poetry.org/docs/pyproject/
[build-system]
requires = ["poetry_core>=1.0.0"]
build-backend = "poetry.core.masonry.api"
[tool.poetry]
name = "internet-ml"
version = "0.1.0"
description = "Internet-ML: Allowing ML to connect to the internet"
readme = "./.github/README.md"
authors = ["Thamognya Kodi <contact@thamognya.com>"]
license = "AGPL-3.0-or-later"
repository = "https://github.com/thamognya/internet-ml"
homepage = "https://github.com/thamognya/internet-ml"
# Keywords description https://python-poetry.org/docs/pyproject/#keywords
keywords=["Transformer", "NLP", "NLI", "Internet", "Networks", "BERT", "SOTA", "XLNet", "sentence", "embedding", "PyTorch", "NLP", "deep", "learning", "Tensorflow", "Huggingface", "image-gen", "dall-E", "gpt", "stable diffusion"]
classifiers = [
"Development Status :: 3 - Alpha",
"Intended Audience :: Science/Research",
"Operating System :: OS Independent",
"License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.11",
"Topic :: Scientific/Engineering :: Artificial Intelligence"
]
[tool.poetry.scripts]
# Entry points for the package https://python-poetry.org/docs/pyproject/#scripts
"internet-ml" = "internet_ml.__main__:app"
[tool.poetry.dependencies]
python = "^3.10"
typer = {extras = ["all"], version = "^0.4.0"}
rich = "^10.14.0"
tokenizers = "^0.13.2"
pandas = "^1.5.2"
numpy = "^1.24.0"
torch = "^1.13.1"
datasets = "^2.8.0"
accelerate = "^0.15.0"
diffusers = {extras = ["torch"], version = "^0.11.1"}
timm = "^0.6.12"
torchvision = "^0.14.1"
torchaudio = "^0.13.1"
[tool.poetry.group.dev.dependencies]
bandit = "^1.7.1"
black = {version = "^22.3.0", allow-prereleases = true}
darglint = "^1.8.1"
isort = {extras = ["colors"], version = "^5.10.1"}
mypy = "^0.910"
mypy-extensions = "^0.4.3"
pre-commit = "^2.15.0"
pydocstyle = "^6.1.1"
pylint = "^2.11.1"
pytest = "^6.2.5"
pyupgrade = "^2.29.1"
safety = "^1.10.3"
coverage = "^6.1.2"
coverage-badge = "^1.1.0"
pytest-html = "^3.1.1"
pytest-cov = "^3.0.0"
mkdocs = "^1.4.2"
[tool.black]
# https://github.com/psf/black
target-version = ["py310"]
line-length = 88
color = true
exclude = '''
/(
\.git
| \.hg
| \.mypy_cache
| \.tox
| \.venv
| _build
| buck-out
| build
| dist
| env
| venv
)/
'''
[tool.isort]
# https://github.com/timothycrosley/isort/
py_version = 311
line_length = 88
known_typing = ["typing", "types", "typing_extensions", "mypy", "mypy_extensions"]
sections = ["FUTURE", "TYPING", "STDLIB", "THIRDPARTY", "FIRSTPARTY", "LOCALFOLDER"]
include_trailing_comma = true
profile = "black"
multi_line_output = 3
indent = 4
color_output = true
[tool.mypy]
# https://mypy.readthedocs.io/en/latest/config_file.html#using-a-pyproject-toml-file
python_version = 3.11
pretty = true
show_traceback = true
color_output = true
allow_redefinition = false
check_untyped_defs = true
disallow_any_generics = true
disallow_incomplete_defs = true
ignore_missing_imports = true
implicit_reexport = false
no_implicit_optional = true
show_column_numbers = true
show_error_codes = true
show_error_context = true
strict_equality = true
strict_optional = true
warn_no_return = true
warn_redundant_casts = true
warn_return_any = true
warn_unreachable = true
warn_unused_configs = true
warn_unused_ignores = true
[tool.pytest.ini_options]
# https://docs.pytest.org/en/6.2.x/customize.html#pyproject-toml
# Directories that are not visited by pytest collector:
norecursedirs =["hooks", "*.egg", ".eggs", "dist", "build", "docs", ".tox", ".git", "__pycache__"]
doctest_optionflags = ["NUMBER", "NORMALIZE_WHITESPACE", "IGNORE_EXCEPTION_DETAIL"]
# Extra options:
addopts = [
"--strict-markers",
"--tb=short",
"--doctest-modules",
"--doctest-continue-on-failure",
]
[tool.coverage.run]
source = ["tests"]
[coverage.paths]
source = "internet-ml"
[coverage.run]
branch = true
[coverage.report]
fail_under = 50
show_missing = true

55
requirements.txt 100644
View File

@ -0,0 +1,55 @@
accelerate==0.15.0 ; python_version >= "3.10" and python_version < "4.0"
aiohttp==3.8.3 ; python_version >= "3.10" and python_version < "4.0"
aiosignal==1.3.1 ; python_version >= "3.10" and python_version < "4.0"
async-timeout==4.0.2 ; python_version >= "3.10" and python_version < "4.0"
attrs==22.2.0 ; python_version >= "3.10" and python_version < "4.0"
certifi==2022.12.7 ; python_version >= "3.10" and python_version < "4"
charset-normalizer==2.1.1 ; python_version >= "3.10" and python_version < "4.0"
click==8.1.3 ; python_version >= "3.10" and python_version < "4.0"
colorama==0.4.6 ; python_version >= "3.10" and python_version < "4.0"
commonmark==0.9.1 ; python_version >= "3.10" and python_version < "4.0"
datasets==2.8.0 ; python_version >= "3.10" and python_version < "4.0"
diffusers[torch]==0.11.1 ; python_version >= "3.10" and python_version < "4.0"
dill==0.3.6 ; python_version >= "3.10" and python_version < "4.0"
filelock==3.8.2 ; python_version >= "3.10" and python_version < "4.0"
frozenlist==1.3.3 ; python_version >= "3.10" and python_version < "4.0"
fsspec[http]==2022.11.0 ; python_version >= "3.10" and python_version < "4.0"
huggingface-hub==0.11.1 ; python_version >= "3.10" and python_version < "4.0"
idna==3.4 ; python_version >= "3.10" and python_version < "4"
importlib-metadata==5.2.0 ; python_version >= "3.10" and python_version < "4.0"
multidict==6.0.3 ; python_version >= "3.10" and python_version < "4.0"
multiprocess==0.70.14 ; python_version >= "3.10" and python_version < "4.0"
numpy==1.24.0 ; python_version < "4.0" and python_version >= "3.10"
nvidia-cublas-cu11==11.10.3.66 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
nvidia-cuda-nvrtc-cu11==11.7.99 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
nvidia-cuda-runtime-cu11==11.7.99 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
nvidia-cudnn-cu11==8.5.0.96 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
packaging==22.0 ; python_version >= "3.10" and python_version < "4.0"
pandas==1.5.2 ; python_version >= "3.10" and python_version < "4.0"
pillow==9.3.0 ; python_version >= "3.10" and python_version < "4.0"
psutil==5.9.4 ; python_version >= "3.10" and python_version < "4.0"
pyarrow==10.0.1 ; python_version >= "3.10" and python_version < "4.0"
pygments==2.13.0 ; python_version >= "3.10" and python_version < "4.0"
python-dateutil==2.8.2 ; python_version >= "3.10" and python_version < "4.0"
pytz==2022.7 ; python_version >= "3.10" and python_version < "4.0"
pyyaml==6.0 ; python_version >= "3.10" and python_version < "4.0"
regex==2022.10.31 ; python_version >= "3.10" and python_version < "4.0"
requests==2.28.1 ; python_version >= "3.10" and python_version < "4"
responses==0.18.0 ; python_version >= "3.10" and python_version < "4.0"
rich==10.16.2 ; python_version >= "3.10" and python_version < "4.0"
setuptools==65.6.3 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
shellingham==1.5.0 ; python_version >= "3.10" and python_version < "4.0"
six==1.16.0 ; python_version >= "3.10" and python_version < "4.0"
timm==0.6.12 ; python_version >= "3.10" and python_version < "4.0"
tokenizers==0.13.2 ; python_version >= "3.10" and python_version < "4.0"
torch==1.13.1 ; python_version >= "3.10" and python_version < "4.0"
torchaudio==0.13.1 ; python_version >= "3.10" and python_version < "4.0"
torchvision==0.14.1 ; python_version >= "3.10" and python_version < "4.0"
tqdm==4.64.1 ; python_version >= "3.10" and python_version < "4.0"
typer[all]==0.4.2 ; python_version >= "3.10" and python_version < "4.0"
typing-extensions==4.4.0 ; python_version >= "3.10" and python_version < "4.0"
urllib3==1.26.13 ; python_version >= "3.10" and python_version < "4"
wheel==0.38.4 ; python_version >= "3.10" and python_version < "4.0" and platform_system == "Linux"
xxhash==3.1.0 ; python_version >= "3.10" and python_version < "4.0"
yarl==1.8.2 ; python_version >= "3.10" and python_version < "4.0"
zipp==3.11.0 ; python_version >= "3.10" and python_version < "4.0"

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# Scripts
Some useful shell scripts to maintain this repo.

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#!/bin/bash
for d in */ ; do
[ -L "${d%/}" ] && continue
echo "$d"
cd "$d"
touch __init__.py
cd ..
done

4
setup.cfg 100644
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[darglint]
# https://github.com/terrencepreilly/darglint
strictness = long
docstring_style = google

3
tests/README.md 100644
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# Testing
Unit testing for my code.

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3
web/README.md 100644
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# WEB
Web ui for Internet-ML