mogmachine / vision

👀 Vision [τ, τ]

Giving 👀 to Bittensor with Decentralized subnet inference at scale.

Bittensor • Discord • Corcel

Intro 📜

Subnet 19 is a Bittensor subnetwork, focused around inference at scale, with an initial focus on image generation & manipulation models.

👑 Highlights

• A ton of models supported - with arbitrary models to come 🙏🏻
• DPO technique integrated into scoring - miners compete head to head! 💀
• Custom trained XGBoost reward model to ensure miners can't game the system whilst allowing a variety of GPU types 📈
• Validators can sell their organic traffic in a completely decentralized way 💰

We have SDXL Turbo, Kandinsky, Inpainting, Scribble, Controlnets, Upscaling, Image-To-Image, Uncrop support, the list goes on!

Installation

Miners

Validators

Requirements

Miners

GPU: 1x80 GB or 3x24gb or 2x48gb vram

You might be able to use 2x24gb vram or 1x48gb vram, but as models change this is subject to change

Storage: 200Gb

RAM: 32Gb

Validators

GPU: 1x80 GB or 1x24GB or 1x48GB

Storage: 200Gb

Ram: 64Gb (Recommended)

Tested Hardware

Setups tested for mining so far:

Name	CUDA Version	Ubuntu Version	Python Version	Works
H1OO	12.0	22.04	3.10.12	✅
A100	11.8	22.04	3.10.12	✅ / ❌ (hit and miss)
RTX 4090	11.8	22.04	3.10.12	✅
A6000*	12.0	22.04	3.10.12	✅
A40	12.0	22.04	3.10.12	✅
L40	12.0	22.04	3.10.12	❌
A100 SXM	11.8	22.04	3.10.12	❌

Note: That's not to say you can't use other GPU's!

Validator scoring criteria responses:

See here for our response to key metrics used for assigning validator emissions