Deep Reinforcement Learning training platform
Project description
DRL Wizard
DRL Wizard is a clean, modular Deep Reinforcement Learning toolkit for training, comparing, and understanding modern RL algorithms. It supports multiple environments, multiple algorithms, real-time monitoring, and a unified workflow through a FastAPI backend and Streamlit UI.
🚀 Features
- Algorithms: PPO, TRPO, DQN, Double DQN, Dueling DQN, SAC (more coming)
- Environments: Gymnasium, Atari (ALE), image-based & multi-discrete action spaces
- Architecture: FastAPI backend, Streamlit UI, SQLAlchemy storage, Pydantic configs
- Experiment Tools: concurrent jobs, graceful stop, NDJSON logs, TensorBoard, job archives
- Extensible: easy to add algorithms, envs, or visualization components
📦 Installation
Basic
pip install drl-wizard
UI + Dev tools:
pip install drl-wizard[ui,dev]
🖥️ Running
- Running the UI & Backend:
drl-wizard-run
- Running Backend:
drl-wizard-api
- Running UI:
drl-wizard-ui
📝 Notes
-
drl-wizard-run launches the full platform.
-
Extras ([ui], [dev]) include Streamlit, and development dependencies.
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file drl_wizard-0.1.3.tar.gz.
File metadata
- Download URL: drl_wizard-0.1.3.tar.gz
- Upload date:
- Size: 108.2 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.12.3
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
1790c650089afdc47814f97ebd591c17fa7b1411320ec5df8271adb9a81efbbc
|
|
| MD5 |
390391b9f6f8f5b189b292663c337bca
|
|
| BLAKE2b-256 |
85d57c3c0da7f5ed45a0332152204f352ffe08ec346e13395a4250198bc84e01
|
File details
Details for the file drl_wizard-0.1.3-py3-none-any.whl.
File metadata
- Download URL: drl_wizard-0.1.3-py3-none-any.whl
- Upload date:
- Size: 155.9 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.12.3
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
49f33e80be3300d79c5adb549ee73468bb607e04002054283b62c97fab7c036a
|
|
| MD5 |
d2f3b4d713441a74074e1ec737b1d5f3
|
|
| BLAKE2b-256 |
d7511402d4e163b0089f740090ecec7e7aa8348e8adba24abeceb3220c982bed
|