DALL-E Mini - Generate image from text
TODO
- experiment with flax/jax and setup of the TPU instance that we should get shortly
- work on dataset loading - see suggested datasets
- Optionally create the OpenAI YFCC100M subset (see this post)
- work on text/image encoding
- concatenate inputs (not sure if we need fixed length for text or use a special token separating text & image)
- adapt training script
- create inference function
- integrate CLIP for better results (only if we have the time)
- work on a demo (streamlit or colab or maybe just HF widget)
- document (set up repo on model hub per instructions, start on README writeup…)
- help with coordinating activities & progress
Dependencies Installation
You should create a new python virtual environment and install the project dependencies inside the virtual env: pip install -r requirements.txt
If you use conda
, you can create the virtual env and install everything using: conda env update -f environments.yaml