AI Simulate (Experimental)
AI Simulate (Experimental)
Experimental simulation and configuration-search tools for Dynamo deployments
Experimental. AI Simulate is intended for evaluation and feedback, not production capacity planning. Its Python APIs, configuration schemas, search results, and deployment output may change without a standard deprecation period. It provides no SLA, accuracy, or configuration-optimality guarantees.
AI Simulate is a standalone Python distribution in the Dynamo repository. It contains simulation
and configuration-search tools that use Dynamo models and replay without making those tools part
of the stable ai-dynamo Python API.
Spica
Spica is AI Simulate’s first package. It searches engine, router, Planner, and parallelism settings with a black-box optimizer, accepts pinned G2 host-offload settings, and conditionally searches router cache-hit weights. It evaluates candidates with Dynamo Replay and supports scalar and Pareto-front objectives.
Spica requires the matching Dynamo runtime from the same source revision. Follow the Spica development setup, then invoke the package module:
The dynamo-planner container builds and installs this distribution. AI Simulate is not included
in the ai-dynamo wheel and does not add an ai-dynamo[spica] extra or a console script.