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See Playground for the workflow walkthrough.

tp serve start

tp serve ls / extend / stop

Services consume real GPU quota; when the TTL expires they stop automatically and release the GPUs. For long sessions use extend, and stop as soon as you’re done.
Services are OpenAI-compatible endpoints — the address from tp serve ls can be configured directly into any OpenAI SDK client.

tp serve

Manage inference services

tp serve extend

Extend an inference service’s TTL

tp serve ls

List my inference services
No options beyond --help.

tp serve start

Start an inference service

tp serve stop

Stop an inference service
No options beyond --help.