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GHSA-cwvm-v4w8-q58c","Warn: Project is vulnerable to: PYSEC-2022-42992 / GHSA-hcpj-qp55-gfph","Warn: Project is vulnerable to: PYSEC-2023-137 / GHSA-pr76-5cm5-w9cj","Warn: Project is vulnerable to: PYSEC-2023-161 / GHSA-wfm5-v35h-vwf4","Warn: Project is vulnerable to: GHSA-496j-2rq6-j6cc","Warn: Project is vulnerable to: PYSEC-2024-60 / GHSA-jjg7-2v4v-x38h","Warn: Project is vulnerable to: GHSA-29gw-9793-fvw7","Warn: Project is vulnerable to: PYSEC-2022-12 / GHSA-pq7m-3gw7-gq5x","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-h5c8-rqwp-cp95","Warn: Project is vulnerable to: GHSA-h75v-3vvj-5mfj","Warn: Project is vulnerable to: GHSA-q2x7-8rv6-6q7h","Warn: Project is vulnerable to: PYSEC-2022-288 / GHSA-6hrg-qmvc-2xh8","Warn: Project is vulnerable to: GHSA-33p9-3p43-82vq","Warn: Project is vulnerable to: PYSEC-2022-42974 / GHSA-m678-f26j-3hrp","Warn: Project is vulnerable to: PYSEC-2022-260 / GHSA-v973-fxgf-6xhp","Warn: Project is vulnerable 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slp\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"https://github.com/georgepar/slp/actions/workflows/ci.yml/badge.svg\" /\u003e\n    \u003cimg src=\"https://github.com/georgepar/slp/actions/workflows/docs.yml/badge.svg\" /\u003e\n    \u003ca href=\"https://codeclimate.com/github/georgepar/slp/maintainability\" alt=\"Maintainability\"\u003e\n        \u003cimg src=\"https://api.codeclimate.com/v1/badges/d3ad9729ad30aa158737/maintainability\" /\u003e\u003c/a\u003e\n    \u003ca href=\"https://choosealicense.com/licenses/mit/\" alt=\"License: MIT\"\u003e\n        \u003cimg src=\"https://img.shields.io/badge/license-MIT-green.svg\" /\u003e\u003c/a\u003e\n    \u003ca href=\"https://img.shields.io/pypi/pyversions/slp\"\u003e\n        \u003cimg alt=\"Python Version\" src=\"https://img.shields.io/pypi/pyversions/slp\" /\u003e\u003c/a\u003e\n    \u003ca href=\"https://black.readthedocs.io/en/stable/\" alt=\"Code Style: Black\"\u003e\n        \u003cimg src=\"https://img.shields.io/badge/code%20style-black-000000.svg\" /\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n* **Repo:** [https://github.com/georgepar/slp](https://github.com/georgepar/slp)\n* **Documentation:** [https://georgepar.github.io/slp/latest/](https://georgepar.github.io/slp/latest/)\n\n\nslp is a framework for fast and reproducible development of multimodal models, with emphasis on\nNLP models.\n\nIt started as a collection of scripts and code I wrote / collected during my PhD and it evolves\naccordingly.\n\nAs such, the framework is opinionated and it follows a convention over configuration approach.\n\nA heavy emphasis is put on:\n\n- Enforcing best practices and reproducibility of experiments\n- Making common things fast at the top-level and not having to go through extensive configuration options\n- Remaining extendable. Extensions and modules for more use cases should be easy to add\n- Out of the box extensive logging and experiment management\n- Separating dirty / scratch code (at the script level) for quick changes and clean / polished code at the library level\n\nThis is currently in alpha release under active development, so things may break and new features\nwill be added.\n\n## Dependencies\n\nWe use [Pytorch](https://pytorch.org/) (1.7) and the following libraries\n\n- [Pytorch Lightning](https://pytorch-lightning.readthedocs.io/en/stable/)\n- [huggingface/transformers](https://huggingface.co/transformers/)\n- [Wandb](https://wandb.ai/)\n- Python 3.8\n\n## Installation\n\nYou can use slp as an external library by installing from PyPI with\n\n```\npip install slp\n```\n\nOr you can clone it from github\n\n```\ngit clone git@github.com:georgepar/slp\n```\n\nWe use [poetry](https://python-poetry.org/) for dependency management\n\nWhen you clone the repo run:\n\n```bash\npip install poetry\npoetry install\n```\n\nand a clean environment with all the dependencies will be created.\nYou can access it with `poetry shell`.\n\n**Note**: Wandb logging is enabled by default. You can either\n\n- Create an account and run `wandb login` when you clone the repo in a new machine to store the results in the online managed environment\n- Run `wandb offline` when you clone the repo to disable remote sync or use the `--offline` command\n  line argument in your scripts\n- Use one of their self-hosted solutions\n\n\n## Create a new project based on slp\n\nYou can use the template at [https://github.com/georgepar/cookiecutter-pytorch-slp](https://github.com/georgepar/cookiecutter-pytorch-slp)\nto create a new project based on slp\n\n```\npip install cookiecutter poetry\ncookiecutter gh:georgepar/cookiecutter-pytorch-slp\n# Follow the interactive configuration and a new folder with the project name you provided will appear\ncd $PROJECT_NAME\npoetry install  # Installs slp and all other dependencies\n```\n\nAnd you are good to go. Follow the instructions in the README of the new project you created. Happy coding\n\n## Contributing\n\nYou are welcome to open issues / PRs with improvements and bug fixes.\n\nSince this is mostly a personal project based around workflows and practices that work for me, I don't guarantee I will accept every change, but I'm always open to discussion.\n\nIf you are going to contribute, please use the pre-commit hooks under `hooks`, otherwise the PR will not go through the CI. And never, ever touch `requirements.txt` by hand, it will automatically be exported from `poetry`\n\n```bash\n\ncat \u003c\u003cEOT \u003e\u003e .git/hooks/pre-commit\n#!/usr/bin/env bash\n\nbash hooks/export-requirements-txt\nbash hooks/checks\nEOT\n\nchmod +x .git/hooks/pre-commit  # Keep an up-to-date requirements.txt and run Linting, typechecking and tests\n\nln -s $(pwd)/hooks/commit-msg .git/hooks/commit-msg  # Sign-off your commit\n```\n\n## Cite\n\nIf you use this code for your research, please include the following citation\n\n```\n@ONLINE {,\n    author = \"Georgios Paraskevopoulos\",\n    title  = \"slp\",\n    year   = \"2020\",\n    url    = \"https://github.com/georgepar/slp\"\n}\n```\n\n\n## Roadmap\n\n* Optuna integration for hyperparameter tuning\n* Add dataloaders for popular multimodal datasets\n* Add multimodal architectures\n* Add RIM, DNC and Kanerva machine implementations\n* Write unit tests\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgeorgepar%2Fslp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgeorgepar%2Fslp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgeorgepar%2Fslp/lists"}