add-middleware

작성자: nvidia

NeMo Relay 미들웨어 파이프라인에 새로운 가드레일 또는 인터셉트 유형을 추가합니다.

npx skills add https://github.com/nvidia/nemo-relay --skill add-middleware

Add a Middleware Type

NeMo Relay supports guardrails (validate/gate) and intercepts (transform) at various pipeline stages. Adding a new middleware type requires checking every layer that exposes the new contract.

Use this skill when introducing a new middleware registration surface or adding middleware behavior to a new pipeline stage.

Lock The Design First

Decide these before editing code:

  • Is this for tools, LLMs, marks, scope events, or a combination?
  • Is it a conditional guardrail, sanitize guardrail, request intercept, or execution intercept?
  • Does it run on request input, inner callable execution, stream chunks, or final response output?
  • Is the callback fallible, and how should callback failures propagate?
  • Does it need both global and scope-local registration?
  • What should subscribers and exporters observe in the event payload after this middleware runs?
  • If this is an event sanitizer, which of data, category_profile, and metadata can change, and is the event used only as immutable context?

Pipeline Order

Refer to docs/about-nemo-relay/concepts/middleware.mdx for the full diagrams.

  • Tool execute: conditional guardrails -> request intercepts -> sanitize request (for events) | execution intercept chain(callable) -> sanitize response
  • LLM execute: conditional guardrails -> request intercepts -> sanitize request (for events) | execution intercept chain(callable) -> sanitize response
  • Mark and scope events: specialized tool or LLM sanitizer (when applicable) -> mark or scope event sanitizer -> subscriber and exporter dispatch

Tool execution callbacks and each execution-intercept next continuation return the canonical ToolExecutionResult { result, annotation }. A forwarding intercept must preserve both fields in ToolExecutionInterceptOutcome; Relay retains pending_marks separately. Tool sanitize-response guardrails receive only result. Scope-end event sanitizers govern the annotation after Relay projects it to category_profile.tool_result_annotation.

Core Steps

  1. Define or reuse the callback type alias in crates/core/src/api/runtime/callbacks.rs.
pub type MyNewFn = Box<dyn Fn(&str, Json) -> Json + Send + Sync>;
  1. Add the registry field to NemoRelayContextState in crates/core/src/api/runtime/state.rs.

Add a SortedRegistry<GuardrailEntry<MyNewFn>> or SortedRegistry<Intercept<MyNewFn>> field to the state struct.

  1. Add registration and deregistration APIs in crates/core/src/api/.

Use the existing global_*_registry_api! and scope_*_registry_api! macro patterns in crates/core/src/api/registry.rs. Both global and scope-local variants are needed unless the design explicitly rules one out.

  1. Add chain execution helpers to NemoRelayContextState in crates/core/src/api/runtime/state.rs.

Follow the pattern of tool_sanitize_request_chain or tool_request_intercepts_chain.

  1. Wire the chain into the execute path.

Update the relevant lifecycle owner to call the new chain method at the appropriate pipeline stage. Tool and LLM paths live in crates/core/src/api/tool.rs and crates/core/src/api/llm.rs; shared mark and scope event sanitization lives in crates/core/src/api/shared.rs and is called from crates/core/src/api/scope.rs.

  1. Expose the new middleware surface in every affected binding.

For a public middleware contract, implement the Rust source of truth, then update only the bindings, FFI, wrappers, documentation, and tests that expose or observe the new contract.

Required Tests

  • Registration and duplicate-name behavior
  • Deregistration and no-op missing-name behavior
  • Ordering by priority
  • Callback failure policy, including fail-open behavior when required
  • Scope-local registration, inheritance, and cleanup on pop
  • Event payload semantics after middleware mutation
  • Tool execution result and annotation preservation, replacement, and removal when the middleware touches tool execution
  • Mark and scope event field semantics, including immutable identity fields
  • Parity coverage in every affected binding

Key References

  • Pipeline logic: crates/core/src/api/tool.rs, crates/core/src/api/llm.rs
  • Type aliases: crates/core/src/api/runtime/callbacks.rs
  • Runtime state and chain builders: crates/core/src/api/runtime/state.rs
  • Scope-local registry merging: crates/core/src/context/registries.rs
  • Registry: crates/core/src/registry.rs
  • Pipeline docs: docs/about-nemo-relay/concepts/middleware.mdx
  • Architecture docs: docs/about-nemo-relay/architecture.mdx
  • Registration examples: docs/instrument-applications/advanced-guide.mdx

nvidia의 다른 스킬

fhir-basics
nvidia
에이전트에게 FHIR R4 API의 작동 방식, 사용 가능한 리소스, 검색 매개변수를 사용한 쿼리 방법, 모든 응답 형식을 올바르게 파싱하는 방법을 가르칩니다…
compileiq-validate-result
nvidia
검색이 완료된 후, 속도 향상을 청구하거나 ACF를 발송하기 전에 사용합니다. dump_results CSV를 로드하고, 상위 K개 후보(단일 목표)를 추출합니다…
changelog-audit
nvidia
릴리스 전에 Warp CHANGELOG.md를 감사합니다: 누락된 항목 복구, 사용자 영향별 정렬, 항목 언어 다듬기, 줄 바꿈, (릴리스 브랜치 모드) 비교 업데이트…
dgx-diagnose
nvidia
일반적인 DGX Station GB300 문제 진단 — CUDA 충돌, 잘못된 GPU 타겟팅, vLLM/SGLang 컨테이너 버그, MIG 상태 문제, NVLink/Fabric Manager 오류,…
aicr-managing-openvex
nvidia
Use when adding, updating, or removing CVE/GHSA suppressions in `.openvex.json` — the OpenVEX document consumed by the daily image vulnerability scan workflow.…
aicr-creating-slide-decks
nvidia
기술 개념이나 워크플로우에 대한 독립형 HTML 슬라이드 덱 또는 시각적 발표 자료(예: demos/*.html)를 만들 때 사용하세요. 전체 화면으로 표시하거나…
aicr-creating-guided-demos
nvidia
대화형 안내 데모 스크립트(demos/*.sh)를 라이브 또는 자기 주도 방식으로 Frame → Tell → Show → Close 패턴에 따라 구조화한다. "데모 스크립트", "안내…"와 같은 표현에 반응한다.
aicr-analyzing-snapshots
nvidia
AICR 스냅샷 YAML 파일을 분석하거나, 클러스터 상태를 검토하거나, 공급자 특성을 비교하거나, GPU/네트워크 토폴로지 인사이트를 추출할 때 사용합니다...