REINFORCEMENT LEARNING · PHYSICAL DESIGN

Small circuits.
New possibilities.

Let an agent explore placement and routing.
Watch the best layout emerge, one decision at a time.

Your machine.
Your experiment.Runs and results stay local.

01 / SET UP

Your experiment

Benchmark collection

Circuit

Technology

Clocking

Layout dimensions— tiles

Use reported minimum dimensions

A starting point from the published benchmark data, not a guaranteed result.

Width tiles

Height tiles

Training budgetPPO agent

Timesteps

Random seed

A larger budget gives the agent more opportunities to find a complete layout.

Post-layout optimization Available with 2DDWave. Resume saved model Available after a model has been saved. Settings must match.

One experiment at a time. You can stop a run and keep its available results.

02 / EXPLORE

Ready when you are

Ready

Choose a circuit and start your first experiment.

Training progress—

Timesteps—

Episodes—

Elapsed—

Best placed—

No experiment started yet.

Training statistics

Mean episode reward

Rolling mean · latest 100 completed episodes

—

Start an experiment to see how the agent learns.

Rewards are measured after each completed episode. History is sampled for display.

03 / DISCOVER

A place for every gate

A little learning. A better layout.

The best observed placement will appear here.
This animation is an illustration, not a training result.

Ground layer Upper layerDrag to pan · scroll to zoom · arrow keys to pan · 0 to fit · click a tile for details

KEEP EXPLORING

Results & diagnostics

0 files

Available layouts, saved models and other outputs will appear here.

Training log

Logs will appear after a run starts.

Small circuits.New possibilities.

Ready when you are

Mean episode reward

A place for every gate

Results & diagnostics

Small circuits.
New possibilities.