https://github.com/oelin/dl
A script for creating deep learning projects.
https://github.com/oelin/dl
Last synced: 3 months ago
JSON representation
A script for creating deep learning projects.
- Host: GitHub
- URL: https://github.com/oelin/dl
- Owner: oelin
- Created: 2023-12-11T14:22:33.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2023-12-11T14:49:34.000Z (over 1 year ago)
- Last Synced: 2023-12-11T15:40:35.252Z (over 1 year ago)
- Language: Python
- Size: 20.5 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# dl
dl is a script for creating deep learning projects. It automates the following tasks:
- Extracting information from arXiv pages (title, author, etc).
- Creating boilerplate files (README, LICENSE etc).
- Creating Python packages using Poetry.
- Initializing Git repositories.
Installation
------------
Install with pipx.
```sh
pipx install poetry git+https://github.com/oelin/dl
```
Usage
-----
dl takes in a single argument, an arXiv URL such as `https://arxiv.org/abs/2202.00273v2`. This URL is intended to point to a paper that you'll be implementing or basing your project on. In future, dl will support multi-paper projects.
```sh
dl [arXiv URL]
```
Example
-------
In this example, the project being created is an implementation of [StyleGAN-XL](https://arxiv.org/abs/2202.00273v2).
```
$ dl 'https://arxiv.org/abs/2202.00273v2'
[*] ⏬ Downloading arXiv page...
[*] 📃 Extracting paper information...
[-] @paper-title = StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
[-] @paper-author = Sauer et al.
[-] @paper-bibtex = True
[?] 🔮 Project title (Untitled Project): StyleGAN-XL
[?] 🐌 Project slug (stylegan-xl):
[?] 🧪 Project framework (PyTorch):
[?] 🧩 Project dependencies (space separated): pillow
[?] 🌍 Git username: oelin
[?] 🌍 Git host (github.com):
[-] @project-title = StyleGAN-XL
[-] @project-slug = stylegan-xl
[-] @project-dependencies = pillow
[-] @project-framework = PyTorch
[-] @project-repository = oelin/stylegan-xl
[*] 💀 Creating project skeleton...
Created package stylegan_xl in stylegan-xl
Using version ^10.1.0 for pillow
Updating dependencies
Resolving dependencies... (0.1s)
Package operations: 1 install, 0 updates, 0 removals
• Installing pillow (10.1.0)
Writing lock file
[+] 💾 Wrote ./stylegan-xl/README.md (0.57 kB)
[+] 💾 Wrote ./stylegan-xl/WRITEUP.md (0.60 kB)
[+] 💾 Wrote ./stylegan-xl/LICENSE (1.06 kB)
[+] 💾 Wrote ./stylegan-xl/.gitignore (0.07 kB)
[*] 🌍 Initializing GIT repository...
Initialized empty Git repository in /home/oelin/projects/stylegan-xl/.git/
[+] 🥳 PROJECT CREATED!
```
Future
------
- Additional project types for more specific applications (e.g. `huggingface-diffusers-project`).
- Standardized project configuration format.
- Jupyter notebook automation.
- Windows and MacOS support.