<h1 id="hey-everyone"><a target="_blank" rel="ugc" href="https://fictional.ai/?ref=chroma_civit"><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/7ab454f0-c2e6-4f1e-a34f-58a1fd99f845/width=525/7ab454f0-c2e6-4f1e-a34f-58a1fd99f845.jpeg" /></a> Hey everyone,</h1>A while back, I posted about Chroma, my work-in-progress, open-source foundational model. I got a ton of great feedback, and I'm excited to announce that the base model training is finally complete, and the whole family of models is now ready for you to use!A quick refresher on the promise here: these are true base models.I haven't done any aesthetic tuning or used post-training stuff like DPO. They are raw, powerful, and designed to be the perfect, neutral starting point for you to fine-tune. We did the heavy lifting so you don't have to.And by heavy lifting, I mean about 105,000 H100 hours of compute. All that GPU time went into packing these models with a massive data distribution, which should make fine-tuning on top of them a breeze.As promised, everything is fully Apache 2.0 licensed—no gatekeeping.TL;DR:Release branch:<ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/lodestones/Chroma1-Base">Chroma1-Base</a>: This is the core 512x512 model. It's a solid, all-around foundation for pretty much any creative project. You might want to use this one if you’re planning to fine-tune it for longer and then only train high res at the end of the epochs to make it converge faster.</li><li><a target="_blank" rel="ugc" href="https://huggingface.co/lodestones/Chroma1-HD">Chroma1-HD</a>: This is the high-res fine-tune of the Chroma1-Base at a 1024x1024 resolution. If you're looking to do a quick fine-tune or LoRA for high-res, this is your starting point.</li></ul>Research Branch:<ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/lodestones/Chroma1-Flash">Chroma1-Flash</a>: A fine-tuned version of the Chroma1-Base I made to find the best way to make these flow matching models faster. This is technically an experimental result to figure out how to train a fast model without utilizing any GAN-based training. The delta weights can be applied to any Chroma version to make it faster (just make sure to adjust the strength).</li><li><a target="_blank" rel="ugc" href="https://huggingface.co/lodestones/chroma-debug-development-only/tree/main/radiance">Chroma1-Radiance [WIP]</a>: A radical tuned version of the Chroma1-Base where the model is now a pixel space model which technically should not suffer from the VAE compression artifacts. </li></ul><h1 id="quantization-options">Quantization options</h1><ul><li><a target="_blank" rel="ugc" href="https://huggingface.co/Clybius/Chroma-fp8-scaled">Alternative option: FP8 Scaled Quant</a> (Format used by ComfyUI with possible inference speed increase)</li><li><a target="_blank" rel="ugc" href="https://huggingface.co/silveroxides/Chroma-GGUF">Alternative option: GGUF Quantized</a> (You will need to install ComfyUI-GGUF custom node)</li></ul><h1 id="special-thanks">Special Thanks</h1>A massive thank you to the supporters who make this project possible.<ul><li>Anonymous donor whose incredible generosity funded the pretraining run and data collections. Your support has been transformative for open-source AI.</li><li><a target="_blank" rel="ugc" href="http://Fictional.ai">Fictional.ai</a> for their fantastic support and for helping push the boundaries of open-source AI.</li></ul><h1 id="support-this-project!">Support this project!</h1><a target="_blank" rel="ugc" href="https://ko-fi.com/lodestonerock/">https://ko-fi.com/lodestonerock/</a>BTC address: bc1qahn97gm03csxeqs7f4avdwecahdj4mcp9dytnj ETH address: 0x679C0C419E949d8f3515a255cE675A1c4D92A3d7my discord: <a target="_blank" rel="ugc" href="http://discord.gg/SQVcWVbqKx">discord.gg/SQVcWVbqKx</a>

Chroma

chroma_v27.safetensors

v.27

v1.0-HD

v.50

v.41-low-step-rl

v.35-detail-calibrated

v.35

v.30

v.20

0.11

Hey everyone!Chroma is a 8.9B parameter model based on FLUX.1-schnell (technical report coming soon!). It’s fully Apache 2.0 licensed, ensuring that anyone can use, modify, and build on top of it—no corporate gatekeeping.The model is still training right now, and I’d love to hear your thoughts! Your input and feedback are really appreciated.What Chroma Aims to Do<ul><li>Training on a 5M dataset, curated from 20M samples including anime, furry, artistic stuff, and photos.</li><li>Fully uncensored, reintroducing missing anatomical concepts.</li><li>Built as a reliable open-source option for those who need it.</li></ul>See the Progress<ul><li>Hugging Face Repo: <a target="_blank" rel="noopener noreferrer nofollow" href="https://huggingface.co/lodestones/Chroma">https://huggingface.co/lodestones/Chroma</a> (go to this repo for the latest model!)</li><li>Hugging Face Debug Repo: <a target="_blank" rel="noopener noreferrer nofollow" href="https://huggingface.co/lodestones/chroma-debug-development-only">https://huggingface.co/lodestones/chroma-debug-development-only</a></li><li>Live WandB Training Logs: <a target="_blank" rel="noopener noreferrer nofollow" href="https://wandb.ai/lodestone-rock/optimal%20transport%20unlocked">https://wandb.ai/lodestone-rock/optimal%20transport%20unlocked</a></li><li>ComfyUI Inference node [WIP]: <a target="_blank" rel="noopener noreferrer nofollow" href="https://github.com/lodestone-rock/flux-mod">https://github.com/lodestone-rock/flux-mod</a></li><li>ComfyUI workflow: <a target="_blank" rel="noopener noreferrer nofollow" href="https://huggingface.co/lodestones/Chroma/resolve/main/simple_workflow.json">https://huggingface.co/lodestones/Chroma/resolve/main/simple_workflow.json</a></li><li>Training code!: <a target="_blank" rel="noopener noreferrer nofollow" href="https://github.com/lodestone-rock/flow">https://github.com/lodestone-rock/flow</a></li></ul>Support Open-Source AIThe current pretraining run has already used 5000+ H100 hours, and keeping this going long-term is expensive.If you believe in accessible, community-driven AI, any support would be greatly appreciated.👉 [<a target="_blank" rel="noopener noreferrer nofollow" href="https://ko-fi.com/lodestonerock/goal?g=1">https://ko-fi.com/lodestonerock/goal?g=1</a>] — Every bit helps!ETH: 0x679C0C419E949d8f3515a255cE675A1c4D92A3d7my discord: <a target="_blank" rel="noopener noreferrer nofollow" href="http://discord.gg/SQVcWVbqKx">discord.gg/SQVcWVbqKx</a>

UnCanny (Photorealism Chroma)

0.27

Files with SHA256: 7975018999f1830e5a5fb8d6e32d3269b82fc031e40d6089e581d16f894b3d19