Plan the workload.
Then measure it.
The planner estimates a working memory set for an illustrative workload. It does not allocate devices, quote capacity or predict benchmark performance.
Open the planner ↗ · Planning guide · Formula reference
1. Choose a starting example
Inference, Vision batch and Simulation set the parameter, precision, batch and activation assumptions. These are illustrative combinations, not measured hardware profiles.
2. Change one constraint at a time
Move the parameter or batch slider. Select a precision and per-item activation size. The diagram and breakdown recalculate immediately.
3. Compare the available budget
Choose 24, 48 or 80 GiB as an example single-device capacity. Fifteen percent remains reserved. An over-budget state explains the estimated shortfall instead of claiming that a job will run.
4. Export and validate
Save the plan as JSON. Measure a representative case with the intended software, compare peak usage with the estimate and revise the assumptions. Reset returns all controls to the starting example.