VISUALIZE & DEBUG

Machine Learning Code

VISUALIZE & DEBUG

Machine Learning Code

Visualize
Visualize

Automatically visualize and explore your machine learning models in 3D.

Inspect
Inspect

Inspect any value or parameter in your models with just a few clicks.

Debug
Debug

Detect and fix bugs in your code effortlessly in seconds.

Visualize
Visualize

Automatically visualize and explore your machine learning models in 3D.

Inspect
Inspect

Inspect any value or parameter in your models with just a few clicks.

Debug
Debug

Detect and fix bugs in your code effortlessly in seconds.

What is Efemarai?

Efemarai is an advanced tool that let’s you gain deeper insights and detect problems in your machine learning models at a glance. You can visualize, inspect and debug your machine learning code effortlessly in seconds!

Visualize

Efemarai can scan the execution of your machine learning code and automatically generate interactive 3D visualizations. All you need is a single line of Python to explore the entire computational graph of your model with all of its values, parameters and gradients.

Inspect

Multidimensional tensor visualisation.
Tensor image view.

Visualizing multidimensional tensors is as easy as calling a single Python function. You can visualize up to 7D tensors and inspect the value of any element in just a couple of clicks. Use tensor views (e.g image, surface, point cloud etc.) to visualize what a tensor actually represents, not just its raw data.

Debug

Quickly determine sources of errors in your models by examining any failed assertions. Write your own tensor and function assertions that are automatically checked. When an error occurs the full computational graph is visualized for you to investigate the problem while the execution of your code is paused.

How Does Efemarai Work?

There is a Python package you need to install as well as a browser based visualization application that you access online. You remain in full control of your code, data and models as they never leave your computer when using Efemarai!

Extreme Performance

Visualization of VGG19.
Visualizing VGG19 with 143.7 million parameters and total computational graph memory of 2.5GB happens in under 10 secs on a laptop with i7, GTX1050.

The state-of-the-art voxel rendering engine pushes the hardware to its absolute limits obtaining maximum performance. Visualize even the biggest models in just a few seconds.

Why Efemarai?

Research

Research

Understand your models better. Ask deeper questions and test your hypotheses much faster.

Develop

Develop

Ensure that the code is doing what you intend. Avoid common issues and save lots of time.

Test

Test

Determine sources of errors quickly. Formulate better performance metrics.

Iterate

Iterate

Achieve incredibly fast & efficient development cycles even with the most complex ML models.

Ready to try out Efemarai?

Sign up for a free 30-day trial to get the full Efemarai functionality and see it in action, no strings attached.

Contact Us

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