[TRTLLM-5061] chore: add status tags to LLM API reference

[Superjomn]

Motivation

• Add clear "prototype", "beta" tags to the API reference
• Print warning logs when users touch the unstable ("beta", "prototype") APIs

Change

Add "prototype" and "beta" tags to all the APIs those not in the "committed_reference", note that, only the non-committed APIs has the tag.

There are two deprecated knobs:

Update to the LlmArgs development

For the non-committed APIs:

• Each API field should add consistent status metadata, the status could be either "beta" or "prototype"
  • In LlmArgs or other Pydantic classes, xxx_field = Field(..., status="beta")
  • In reference/llm.yaml, add status: beta
• Each API method should add consistent status metadata
  • Add @set_api_status("beta") on the target method
  • Add status: beta in the reference/llm.yaml

Summary by CodeRabbit

• New Features

  • Introduced visual tags and styling in documentation to highlight beta, prototype, and deprecated features.
  • Added status annotations ("beta", "prototype", "deprecated") to API parameters and methods, now visible in documentation.
  • Implemented warnings for usage of unstable (beta/prototype) features in certain argument classes.

• Bug Fixes

  • Improved exclusion of deprecated and unstable fields from generated documentation.

• Tests

  • Added tests to verify correct tagging and status annotation of API methods and parameters.
  • Enhanced API stability tests to check for consistency of status metadata.

• Documentation

  • Updated documentation configuration and reference files to reflect new status tags and styling.

[Superjomn]

/bot run

[tensorrt-cicd]

PR_Github #10912 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #10912 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #8065 completed with status: 'FAILURE'

[Superjomn]

/bot run

[tensorrt-cicd]

PR_Github #10936 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #10936 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #8084 completed with status: 'FAILURE'

[Superjomn]

/bot run

[tensorrt-cicd]

PR_Github #11128 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #11128 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #8229 completed with status: 'FAILURE'

[Superjomn]

/bot run

[tensorrt-cicd]

PR_Github #11137 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #11137 [ run ] completed with state FAILURE
/LLM/main/L0_MergeRequest_PR pipeline #8233 completed with status: 'FAILURE'

[Superjomn]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #13087 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #13087 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9785 completed with status: 'FAILURE'

[Superjomn]

/bot run

[tensorrt-cicd]

PR_Github #13102 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #13102 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #9799 completed with status: 'SUCCESS'
Pipeline passed with automatic retried tests. Check the rerun report for details.

[QiJune]

LGTM