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# AI Toolkit by Ostris
# Ostris AI Toolkit
AI Toolkit is an all in one training suite for diffusion models. I try to support all the latest models on consumer grade hardware. Image and video models. It can be run as a GUI or CLI. It is designed to be easy to use but still have every feature imaginable.
## Support My Work
If you enjoy my projects or use them commercially, please consider sponsoring me. Every bit helps! 💖
[Sponsor on GitHub](https://github.com/orgs/ostris) | [Support on Patreon](https://www.patreon.com/ostris) | [Donate on PayPal](https://www.paypal.com/donate/?hosted_button_id=9GEFUKC8T9R9W)
### Current Sponsors
All of these people / organizations are the ones who selflessly make this project possible. Thank you!!
_Last updated: 2026-03-03 15:01 UTC_
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</p>
---
AI Toolkit is an easy to use all in one training suite for diffusion models. I try to support all the latest models on consumer grade hardware. Image and video models. It can be run as a GUI or CLI. It is designed to be easy to use but still have every feature imaginable. Free and open source.
## Supported Models
### Image
- [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev) (FLUX.1)
- [black-forest-labs/FLUX.2-dev](https://huggingface.co/black-forest-labs/FLUX.2-dev) (FLUX.2)
- [black-forest-labs/FLUX.2-klein-base-4B](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-4B) (FLUX.2-klein-base-4B)
- [black-forest-labs/FLUX.2-klein-base-9B](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B) (FLUX.2-klein-base-9B)
- [ostris/Flex.1-alpha](https://huggingface.co/ostris/Flex.1-alpha) (Flex.1)
- [ostris/Flex.2-preview](https://huggingface.co/ostris/Flex.2-preview) (Flex.2)
- [lodestones/Chroma1-Base](https://huggingface.co/lodestones/Chroma1-Base) (Chroma)
- [Alpha-VLLM/Lumina-Image-2.0](https://huggingface.co/Alpha-VLLM/Lumina-Image-2.0) (Lumina2)
- [Qwen/Qwen-Image](https://huggingface.co/Qwen/Qwen-Image) (Qwen-Image)
- [Qwen/Qwen-Image-2512](https://huggingface.co/Qwen/Qwen-Image-2512) (Qwen-Image-2512)
- [HiDream-ai/HiDream-I1-Full](https://huggingface.co/HiDream-ai/HiDream-I1-Full) (HiDream)
- [OmniGen2/OmniGen2](https://huggingface.co/OmniGen2/OmniGen2) (OmniGen2)
- [Tongyi-MAI/Z-Image-Turbo](https://huggingface.co/Tongyi-MAI/Z-Image-Turbo) (Z-Image Turbo)
- [Tongyi-MAI/Z-Image](https://huggingface.co/Tongyi-MAI/Z-Image) (Z-Image)
- [ostris/Z-Image-De-Turbo](https://huggingface.co/ostris/Z-Image-De-Turbo) (Z-Image De-Turbo)
- [stabilityai/stable-diffusion-xl-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) (SDXL)
- [stable-diffusion-v1-5/stable-diffusion-v1-5](https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5) (SD 1.5)
### Instruction / Edit
- [black-forest-labs/FLUX.1-Kontext-dev](https://huggingface.co/black-forest-labs/FLUX.1-Kontext-dev) (FLUX.1-Kontext-dev)
- [Qwen/Qwen-Image-Edit](https://huggingface.co/Qwen/Qwen-Image-Edit) (Qwen-Image-Edit)
- [Qwen/Qwen-Image-Edit-2509](https://huggingface.co/Qwen/Qwen-Image-Edit-2509) (Qwen-Image-Edit-2509)
- [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) (Qwen-Image-Edit-2511)
- [HiDream-ai/HiDream-E1-1](https://huggingface.co/HiDream-ai/HiDream-E1-1) (HiDream E1)
### Video
- [Wan-AI/Wan2.1-T2V-1.3B-Diffusers](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B-Diffusers) (Wan 2.1 1.3B)
- [Wan-AI/Wan2.1-I2V-14B-480P-Diffusers](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-480P-Diffusers) (Wan 2.1 I2V 14B-480P)
- [Wan-AI/Wan2.1-I2V-14B-720P-Diffusers](https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-720P-Diffusers) (Wan 2.1 I2V 14B-720P)
- [Wan-AI/Wan2.1-T2V-14B-Diffusers](https://huggingface.co/Wan-AI/Wan2.1-T2V-14B-Diffusers) (Wan 2.1 14B)
- [Wan-AI/Wan2.2-T2V-A14B-Diffusers](https://huggingface.co/Wan-AI/Wan2.2-T2V-A14B-Diffusers) (Wan 2.2 14B)
- [Wan-AI/Wan2.2-I2V-A14B-Diffusers](https://huggingface.co/Wan-AI/Wan2.2-I2V-A14B-Diffusers) (Wan 2.2 I2V 14B)
- [Wan-AI/Wan2.2-TI2V-5B-Diffusers](https://huggingface.co/Wan-AI/Wan2.2-TI2V-5B-Diffusers) (Wan 2.2 TI2V 5B)
- [Lightricks/LTX-2](https://huggingface.co/Lightricks/LTX-2) (LTX-2)
- [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3) (LTX-2.3)
### Experimental
- [lodestones/Zeta-Chroma](https://huggingface.co/lodestones/Zeta-Chroma) (Zeta Chroma)
## Installation
@@ -322,56 +135,6 @@ set AI_TOOLKIT_AUTH=super_secure_password && npm run build_and_start
$env:AI_TOOLKIT_AUTH="super_secure_password"; npm run build_and_start
```
## FLUX.1 Training
### Tutorial
To get started quickly, check out [@araminta_k](https://x.com/araminta_k) tutorial on [Finetuning Flux Dev on a 3090](https://www.youtube.com/watch?v=HzGW_Kyermg) with 24GB VRAM.
### Requirements
You currently need a GPU with **at least 24GB of VRAM** to train FLUX.1. If you are using it as your GPU to control
your monitors, you probably need to set the flag `low_vram: true` in the config file under `model:`. This will quantize
the model on CPU and should allow it to train with monitors attached. Users have gotten it to work on Windows with WSL,
but there are some reports of a bug when running on windows natively.
I have only tested on linux for now. This is still extremely experimental
and a lot of quantizing and tricks had to happen to get it to fit on 24GB at all.
### FLUX.1-dev
FLUX.1-dev has a non-commercial license. Which means anything you train will inherit the
non-commercial license. It is also a gated model, so you need to accept the license on HF before using it.
Otherwise, this will fail. Here are the required steps to setup a license.
1. Sign into HF and accept the model access here [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev)
2. Make a file named `.env` in the root on this folder
3. [Get a READ key from huggingface](https://huggingface.co/settings/tokens/new?) and add it to the `.env` file like so `HF_TOKEN=your_key_here`
### FLUX.1-schnell
FLUX.1-schnell is Apache 2.0. Anything trained on it can be licensed however you want and it does not require a HF_TOKEN to train.
However, it does require a special adapter to train with it, [ostris/FLUX.1-schnell-training-adapter](https://huggingface.co/ostris/FLUX.1-schnell-training-adapter).
It is also highly experimental. For best overall quality, training on FLUX.1-dev is recommended.
To use it, You just need to add the assistant to the `model` section of your config file like so:
```yaml
model:
name_or_path: "black-forest-labs/FLUX.1-schnell"
assistant_lora_path: "ostris/FLUX.1-schnell-training-adapter"
is_flux: true
quantize: true
```
You also need to adjust your sample steps since schnell does not require as many
```yaml
sample:
guidance_scale: 1 # schnell does not do guidance
sample_steps: 4 # 1 - 4 works well
```
### Training
1. Copy the example config file located at `config/examples/train_lora_flux_24gb.yaml` (`config/examples/train_lora_flux_schnell_24gb.yaml` for schnell) to the `config` folder and rename it to `whatever_you_want.yml`
2. Edit the file following the comments in the file
@@ -537,41 +300,234 @@ To learn more about LoKr, read more about it at [KohakuBlueleaf/LyCORIS](https:/
Everything else should work the same including layer targeting.
## Updates
## Support My Work
Only larger updates are listed here. There are usually smaller daily updated that are omitted.
If you enjoy my projects or use them commercially, please consider sponsoring me. Every bit helps! 💖
### Jul 17, 2025
- Make it easy to add control images to the samples in the ui
<a href="https://ostris.com/sponsors" target="_blank"><img src="https://ostris.com/wp-content/uploads/2025/05/support-banner2.png" alt="Support my work" style="max-width:100%;height:auto;"></a>
### Jul 11, 2025
- Added better video config settings to the UI for video models.
- Added Wan I2V training to the UI
### Current Sponsors
### June 29, 2025
- Fixed issue where Kontext forced sizes on sampling
All of these people / organizations are the ones who selflessly make this project possible. Thank you!!
### June 26, 2025
- Added support for FLUX.1 Kontext training
- added support for instruction dataset training
_Last updated: 2026-03-31 18:10 UTC_
### June 25, 2025
- Added support for OmniGen2 training
-
### June 17, 2025
- Performance optimizations for batch preparation
- Added some docs via a popup for items in the simple ui explaining what settings do. Still a WIP
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</p>
### June 16, 2025
- Hide control images in the UI when viewing datasets
- WIP on mean flow loss
---
### June 12, 2025
- Fixed issue that resulted in blank captions in the dataloader
### June 10, 2025
- Decided to keep track up updates in the readme
- Added support for SDXL in the UI
- Added support for SD 1.5 in the UI
- Fixed UI Wan 2.1 14b name bug
- Added support for for conv training in the UI for models that support it