Audience

ML infrastructure engineers and researchers seeking a tool offering a deployment framework for GPUs or heterogeneous devices

About Luminal

Luminal is a machine-learning framework built for speed, simplicity, and composability, focusing on static graphs and compiler-based optimization to deliver high performance even for complex neural networks. It compiles models into minimal “primops” (only 12 primitive operations) and then applies compiler passes to replace those with device-specific optimized kernels, enabling efficient execution on GPU or other backends. It supports modules (building blocks of networks with a standard forward API) and the GraphTensor interface (typed tensors and graphs at compile time) for model definition and execution. Luminal’s core remains intentionally small and hackable, with extensibility via external compilers for datatypes, devices, training, quantization, and more. Quick-start guidance shows how to clone the repo, build a “Hello World” example, or run a larger model like LLaMA 3 using GPU features.

Integrations

API:
Yes, Luminal offers API access

Ratings/Reviews

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Company Information

Luminal
United States
luminalai.com

Videos and Screen Captures

Luminal Screenshot 1
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Product Details

Platforms Supported
Cloud
On-Premises
Training
Documentation
Live Online
Support
Online

Luminal Frequently Asked Questions

Q: What kinds of users and organization types does Luminal work with?
Luminal works with these users and organization types: Mid Size Business, Small Business, Enterprise, Freelance, Nonprofit, Government, and Startup.
Q: What languages does Luminal support in their product?
Luminal supports these languages: English.
Q: What kind of support options does Luminal offer?
Luminal offers support via online.
Q: What other applications or services does Luminal integrate with?
Luminal integrates with: Hugging Face and Llama 3.
Q: Does Luminal have an API?
Yes, Luminal has an API.
Q: What type of training does Luminal provide?
Luminal provides training in the form of documentation and live online.

Luminal Product Features

Deep Learning

Visualization Not Supported
Image Segmentation Not Supported
Document Classification Not Supported
ML Algorithm Library Not Supported
Self-Learning Not Supported
Neural Network Modeling Not Supported
Model Training Not Supported
Convolutional Neural Networks Not Supported