https://github.com/praveen-palanisamy/playwrightgym

PlaywrightGym - Train RL Agents for Web tasks
https://github.com/praveen-palanisamy/playwrightgym

playwright reinforcement-learning-environments rl-gym

Last synced: 9 days ago
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PlaywrightGym - Train RL Agents for Web tasks

• Host: GitHub
• URL: https://github.com/praveen-palanisamy/playwrightgym
• Owner: praveen-palanisamy
• Created: 2021-03-08T05:49:57.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2021-03-27T21:10:19.000Z (over 3 years ago)
• Last Synced: 2024-10-07T08:07:59.475Z (about 1 month ago)
• Topics: playwright, reinforcement-learning-environments, rl-gym
• Language: Python
• Homepage:
• Size: 27.3 KB
• Stars: 5
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# PlaywrightGym - Train RL Agents for Web tasks

Web-Browser-based learning environments for Deep Reinforcement Learning.

## Usage

```python

import gym

import playwrightgym

env = gym.make("LoginFormVisual-v0")

```

## Examples

- [examples/demonstrator.py](https://github.com/praveen-palanisamy/playwrightgym/examples/demonstrator.py): Starter class to get human/manual demonstrations

- [examples/gather_demonstrations.py](https://github.com/praveen-palanisamy/playwrightgym/examples/gather_demonstrations.py): Starter script to gather human/manual demonstrations and store in RLLib-compatible file format for offline RL

## Dev Setup

1. Install [python-poetry](https://python-poetry.org/): `curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python -`

1. Clone and `cd` to this projects: `git clone https://github.com/praveen-palanisamy/playwrightgym && cd playwrightgym`

1. Activate python venv: `poetry shell`

1. Install dependencies and `playwrightgym` in editable mode: `poetry install`

1. Install browsers for playwright: `playwright install`

1. Ready!