The sandbox

Build anything

No requirements, no checker. Only the shapes refuse or accept, and the meter tells you the price.

The meter

What this architecture costs

Parameters

0

FLOPs / example

0

Activations

0 B

per example

The meter counts only as far as the chain reaches — fix the refusing block for the full number.

The rack

What you have built

Start with a source from the shelf — the data the scenario gives you.

Export

This rack, as PyTorch

Every block knows its shapes and its weights, so it knows its own constructor. The result is a plain nn.Module with no dependency on Azimuth — paste it into your notebook.

Shelf

Blocks available

Sources

Embedding

Core layers

Reshaping

Normalization & regularization

Activations

Adapters

Heads

Dials

No block selected

Pick a block on the rack to tune its dials and read what it does.