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--- |
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license: apache-2.0 |
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library_name: diffusers |
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pipeline_tag: text-to-image |
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--- |
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# Flex.1-alpha |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/Flex.1-alpha.jpg?resize=1024%2C573&ssl=1" style="max-width: 100%; height: auto;"> |
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## Description |
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Flex.1 alpha is a pre-trained base 8 billion parameter rectified flow transformer capable of generating images from text descriptions. It has a similar architecture to [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev), but with fewer double transformer blocks (8 vs 19). It began as a finetune of [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) which allows the model to retain the Apache 2.0 license. A guidance embedder has been trained for it so that it no longer requires CFG to generate images. |
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## Model Specs |
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- 8 billion parameters |
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- Guidance embedder |
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- True CFG capable |
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- Fine tunable |
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- OSI compliant license (Apache 2.0) |
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- 512 token length input |
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## Support Needed |
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I am just a solo Machine Learning Engineer doing this in my free time with my own money because I truly believe in open source models. I have already spent a significant amount of time and money to get this model to where it is. But to get this model where I want it to be, I need to continue to dump a significant amount of time and money into it, well beyond what I am financially capable of doing on my own. I have set up a Patreon for those individuals and organizations that want to financially support this project. I plan to also allow support in other ways soon for those that prefer to get their hands dirty. |
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<a href="https://www.patreon.com/c/ostris" target="_blank"><img style="width: 300px; max-width: 100%;" src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/support-me-on-patreon.png?w=1080&ssl=1" title=""></a> |
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## Usage |
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The model can be used almost identically to [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev) and will work out of the box with most inference engines that support that. (Diffusers, ComfyUI etc.) |
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For ComfyUI, there is an all in one file called `Flex.1-alpha.safetensors`. Put this in your checkpoints folder and use like you would [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev). |
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More detailed instructions coming soon. |
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## History |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/openflux_is_now_flex1.jpg?resize=1024%2C328&ssl=1" style="max-width: 100%; height: auto;"> |
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Flex.1 started as the [FLUX.1-schnell-training-adapter](https://huggingface.co/ostris/FLUX.1-schnell-training-adapter) to make training LoRAs on [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) possible. The original goal was to train a LoRA that can be activated during training to allow for fine tuning on the step compressed model. I merged this adapter into [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) and continued to train it on images generated by the [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) model to further break down the compression, without injecting any new data, with the goal of making a stand-alone base model. This became [OpenFLUX.1](https://huggingface.co/ostris/OpenFLUX.1), which was continuously trained for months, resulting in 10 version releases. After the final release of [OpenFLUX.1](https://huggingface.co/ostris/OpenFLUX.1), I began training the model on new data and began experimenting with pruning. I ended up with pruned versions of [OpenFLUX.1](https://huggingface.co/ostris/OpenFLUX.1) that were 7B, and 4B parameters (unreleased). Around this time, [flux.1-lite-8B-alpha](https://huggingface.co/Freepik/flux.1-lite-8B-alpha) was released and produced very good results. I decided to follow their pruning strategy and ended up with a 8B parameter version. I continued to train the model, adding new datasets and doing various experimental training tricks to improve the quality of the model. |
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At this point, the model still required CFG in order to generate images. I decided the model needed a guidance embedder similar to [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev), but I wanted it to be bypassable to make the model more flexible and trainable so I trained a new guidance embedder for the model independently of the model weights so that it behaves like an optional adapter leaving the model capable of being trained and inferenced without it. |
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## Fine Tuning |
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Flex.1 is designed to be fine tunable. It will finetune very similar to [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev), with the exception of the guidance embedder. With [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev), it is best to fine tune with a guidance of 1. However, With Flex.1, it is best to fine tune with the guidance embedder completely bypassed. |
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Day 1 LoRA training support is in [AI-Toolkit](https://github.com/ostris/ai-toolkit). You can use the [example config](https://github.com/ostris/ai-toolkit/blob/main/config/examples/train_lora_flex_24gb.yaml) to get started. |
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## Special Thanks |
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A special thanks to the following people/organizations, but also the entire ML community and countless researchers. |
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- Black Forest Labs |
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- Glif |
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- Lodestone Rock |
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- RunDiffusion |
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- Freepik |
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- Countless others… |
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## Samples |
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<div style="display: grid; grid-template-columns: repeat(3, 1fr); gap: 10px; padding: 10px;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737161331089_10.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737167425163_314.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737162955051_73.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737161516524_20.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737162268769_36.jpg?resize=1024%2C1024&ssl=1" alt="" style="width: 100%; height:auto"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737167721907_330.jpg?resize=1024%2C1024&ssl=1" alt="" style="width: 100%; height:auto"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737170374288_473.jpg?resize=1024%2C1024&ssl=1" alt="" style="width: 100%; height:auto"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737169910530_448.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737163845287_121.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737169224246_411.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737164550064_159.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737167870244_338.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737167276694_306.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737166571862_268.jpg?resize=1024%2C1024&ssl=1" alt="" style="width: 100%; height:auto"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737166219459_249.jpg?resize=1024%2C1024&ssl=1" alt="" style="width: 100%; height:auto"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737165978328_236.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-362"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737162287328_37.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737170411384_475.jpg?resize=1024%2C1024&ssl=1" alt="" style="height: auto;"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737173749749_655.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-363"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737165199316_194.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-364"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737175437577_746.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-367"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737165681542_220.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-366"> |
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<img src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737176235170_789.jpg?resize=1024%2C1024&ssl=1" alt="" class="wp-image-365"> |
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<img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/ostris.com/wp-content/uploads/2025/01/1737176494913_803.jpg?w=1080&ssl=1" alt="" class="wp-image-368"> |
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