Colossal-AI is trusted by leading AI teams worldwide
Outperform your competition
Colossal-AI is the most effective tool for enhancing your deep learning performance and cost-efficiency.
47x cost savings
Increase your productivity
Realize a substantial ROI by using Colossal-AI to tap into the power of high performance computing for Machine Learning.
Any large model
Use Colossal-AI for any neural network machine learning model of any size.
Any level of accuracy
Any business scenario
Faster training times: Increased speed enables your business to iterate more quickly and bring your products to market faster.
Increased revenue: With the ability to train deep learning models at scale, your business can process larger amounts of data and handle more users or transactions, which leads to increased capacity.
Cost savings: With faster training times, your business can train more models in a shorter period of time, which can lead to improved efficiency.
Competitive advantage: Speed and scale in deep learning allows your business to develop and deploy new models and features faster than your competitors.
Leverage industry-leading technology
Benefit from Colossal-AI's state-of-the-art parallel processing, distributed computing and memory management capabilities.
Novel hybrid parallelism
Colossal-AI boasts the world's first technology for automatic parallelism, as well as advanced memory management, dynamic scheduling, and support for data, pipeline, sequence, and tensor parallelism in multiple dimensions, allowing for efficient and seamless large-scale training, inference and fine-tuning.
Instant distributed deployment
It is easy for you to distribute the training and inference of large neural networks as well as the input data across multi-host architectures with Colossal-AI. All you need is to write few lines of code on your laptop and then automatically deploy to the cloud or supercomputers without major code rewrites.
Chip and cloud agnostic
Colossal-AI can work with a wide range of chip or cloud providers. It maximizes runtime performance for your large-scale training on single or multiple GPUs, TPUs, FPGAs and CPUs. Additionally, we work closely with chip manufacturers to offer ready-made recipes that optimize deep learning on their hardware for maximum performance.
Ready-made model recipes
Several battle-tested recipes for various model sizes make it easy for Colossal-AI users to optimize their models without the need to spend time experimenting and tweaking settings. These pre-made and ready-to-use recipes are available for models like AlphaFold, allowing users to quickly and easily adapt the models to the specific hardware they are using.
Open Source code base
Colossal-AI, created by HPC-AI Tech, is an open-source software that has quickly become a leading project in deep learning. Our code is available for your AI developers and data scientists to try and experience unparalleled speed and scale. Additionally, the open-source nature of Colossal-AI allows you to have the freedom to adapt and modify the software to suit your specific needs.
Compatible with common tools
Colossal-AI seamlessly integrates with the AI technology ecosystem and models community, leveraging the power of PyTorch. It functions as an accelerator strategy in Lightning AI, and provides access to thousands of pre-trained deep learning models available on Hugging Face, enabling your team to easily implement state-of-the-art models without the need for extensive development.
What boosted AI businesses look like
"The collaboration with HPC-AI Tech brings together the cutting-edge technology in large AI model training from Colossal-AI and the biocomputing domain expertise from BioMap."
BioMap significantly accelerated AI-based drug research and discovery with Colossal-AI. The model training time has been reduced from 11 days to 67 hours and inference time by up to 11.6 times.
The ROI of Custom AI Solutions
How to Leverage High Performance Computing and Open Source Technologies for a Fast Break Even
This white paper presents an in-depth exploration of the potential return on investment (ROI) for businesses looking to implement a custom Large Language Model (LLM) solution, using high-performance computing and open-source optimization tools.
How we help your team
Complete lifecycle services
Our service packages help to bring your AI acceleration goals to life. You can book development resources for software customization and up to 24/7 technical support from us for Colossal-AI in advance or on-demand.
Leading subject matter experts
Our global team includes professors and senior engineers who are among the leading experts in the mathematics and the software development required to speed up next generation AI solutions.
High Return on Investment
Position your company for long-term success with Colossal-AI and HPC-AI Tech. Remain competitive by shortening your machine learning innovation cycles due to faster, reliable and highly cost efficient model training, inference fine-tuning and deployment.
Top blog posts
Replicate ChatGPT Training Quickly and Affordable with Open Source Colossal-AI
February 14, 2023
Diffusion Pretraining and Hardware Fine-Tuning Can Be Almost 7X Cheaper! Colossal-AI's Open Source Solution Accelerates AIGC at a Low Cost
Use a Laptop to Analyze 90% of Proteins, With a Single-GPU Inference Sequence Exceeding 10,000! Accelerate AlphaFold Inference by 5 Times and Reduce GPU Memory by 75%
Colossal-AI's core functionality is available as an open-source option for do-it-yourself implementation and maintenance.
Complete Colossal-AI platform for on-premises use, including vendor support and services for added peace of mind.
Easily use Colossal-AI on any cloud provider with our Platform as a Service (PaaS) offering.