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Nosana Model Benchmarking

What is Nosana?

Nosana is a decentralized computing network designed to offer cloud services at a fraction of the cost, leveraging the Solana blockchain for secure, fast, and scalable computing resources. It enables developers to run CI/CD pipelines, perform compute-intensive tasks, and more, all within a decentralized ecosystem.

Purpose of This Project

This project aims to benchmark various AI models using the Nosana network, providing insights into performance, efficiency, and scalability. By leveraging a Docker container environment, we ensure consistency, reproducibility, and ease of deployment across the decentralized nodes of the Nosana network.

Models Benchmarked

Model Name Description
mistralai/Mistral-7B-Instruct-v0.2
Qwen/Qwen1.5-72B-Chat
meta-llama/Llama-2-7b
databricks/dbrx-instruct
01-ai/Yi-34B-200K
xai-org/grok-1

Docker Container

The Docker container is built on an Ubuntu 22.04 base image with CUDA support, ensuring compatibility with GPU-accelerated tasks for AI model benchmarking. The container includes Python 3, pip, PyTorch, and the Hugging Face Transformers library, which are essential for running the models.# nosana-llm-benchmarking