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mirror of https://github.com/huggingface/diffusers.git synced 2026-01-29 07:22:12 +03:00

Update RL docs for better sharing / adding models (#1563)

* init docs update

* style

* fix bad colab formatting, add pipeline comment

* update todo
This commit is contained in:
Nathan Lambert
2022-12-07 09:08:12 -08:00
committed by GitHub
parent ca68ab3eef
commit bea7eb4314
6 changed files with 46 additions and 68 deletions

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Diffusers is in the process of expanding to modalities other than images.
Currently, one example is for [molecule conformation](https://www.nature.com/subjects/molecular-conformation#:~:text=Definition,to%20changes%20in%20their%20environment.) generation.
* Generate conformations in Colab [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/geodiff_molecule_conformation.ipynb)
Example type | Colab | Pipeline |
:-------------------------:|:-------------------------:|:-------------------------:|
[Molecule conformation](https://www.nature.com/subjects/molecular-conformation#:~:text=Definition,to%20changes%20in%20their%20environment.) generation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/geodiff_molecule_conformation.ipynb) | ❌
More coming soon!

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# Using Diffusers for reinforcement learning
Support for one RL model and related pipelines is included in the `experimental` source of diffusers.
More models and examples coming soon!
To try some of this in colab, please look at the following example:
* Model-based reinforcement learning on Colab [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/reinforcement_learning_with_diffusers.ipynb) ![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)
# Diffuser Value-guided Planning
You can run the model from [*Planning with Diffusion for Flexible Behavior Synthesis*](https://arxiv.org/abs/2205.09991) with Diffusers.
The script is located in the [RL Examples](https://github.com/huggingface/diffusers/tree/main/examples/rl) folder.
Or, run this example in Colab [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/reinforcement_learning_with_diffusers.ipynb)
[[autodoc]] diffusers.experimental.ValueGuidedRLPipeline