OctoML
OctoML

Engineers

Hand-tuned model performance, minus the hand-tuning

We'll even take care of benchmarking and packaging.

Hand-tuned model performance, minus the hand-tuning

Production-ready

Using Apache TVM, OctoML generates a hardware-specific optimized model for CPUs, GPUs, and accelerators. The result is performance comparable to state-of-the-art hand tuned libraries with no loss in accuracy.

Production-ready

Hardware optimized

Do you need to invest in faster (but expensive) hardware? We benchmark your model on diverse hardware targets to help you decide.

Hardware optimized

Run it everywhere

We'll package your model into a lightweight runtime, deployable to x86, NVIDIA GPUs, AMD, ARM, MIPS, RISC-V, etc. The runtime can be called from your language of choice, including Python, C++, Rust, Go, Java, and JavaScript.

Run it everywhere

Our blog

Read more about our ML science at work

Unlocking 10x Performance Improvements on Computer Vision Models

Nov 5, 2020

Unlocking 10x Performance Improvements on Computer Vision Models

At OctoML, we love working with teams that are changing our world through the application and productization of deep learning models.

In the cloud — Sparsity on GPUs provides 5X speedup

Jan 15, 2021

In the cloud — Sparsity on GPUs provides 5X speedup

As AI models get larger, the importance of each weight for a typical inferencing decreases...

Amplify ML Hardware Design Productivity with TVM-driven Hardware Simulation

Dec 4, 2020

Amplify ML Hardware Design Productivity with TVM-driven Hardware Simulation

Machine learning (ML) has spurred tremendous innovation in CPU, GPUs and NPUs.

Unlocking 10x Performance Improvements on Computer Vision Models

Nov 5, 2020

Unlocking 10x Performance Improvements on Computer Vision Models

At OctoML, we love working with teams that are changing our world through the application and productization of deep learning models.

In the cloud — Sparsity on GPUs provides 5X speedup

Jan 15, 2021

In the cloud — Sparsity on GPUs provides 5X speedup

As AI models get larger, the importance of each weight for a typical inferencing decreases...

Amplify ML Hardware Design Productivity with TVM-driven Hardware Simulation

Dec 4, 2020

Amplify ML Hardware Design Productivity with TVM-driven Hardware Simulation

Machine learning (ML) has spurred tremendous innovation in CPU, GPUs and NPUs.

We simplify the hardest parts of ML deployment

Faster machine learning everywhere

Maximize Performance
Maximize Performance

Get up to a 30x performance boost.

Comprehensive benchmarking
Comprehensive benchmarking

Benchmarking that raises the bar.

Flexible Deployment
Flexible Deployment

Deploy in hours, not months.

Apache TVM
Apache TVM

The open-source backbone of OctoML.

Maximize performance. Simplify deployment.

Ready to get started?