Operators

Operators let you compose pipelines from either:

• local Java methods resolved at build time, or
• remote v2 contract steps executed over Protobuf-over-HTTP.

End-to-End Shape

Operator Syntax

Use operator in fully.qualified.Class::method format.

steps:
  - name: "Enrich Payment"
    operator: "com.acme.payment.ExternalPaymentLibrary::enrich"

Rules:

• Exactly one :: separator.
• Class and method segments must be non-blank.
• Method must resolve uniquely in the indexed class hierarchy.

Remote Operator Syntax (IDL v2)

Use a template-style v2 step with an execution block when the operator lives outside the current Java build, for example in a Python Lambda or another HTTP service.

version: 2

messages:
  ChargeRequest:
    fields:
      - number: 1
        name: "orderId"
        type: "uuid"
  ChargeResult:
    fields:
      - number: 1
        name: "paymentId"
        type: "uuid"

steps:
  - name: "Charge Card"
    cardinality: "ONE_TO_ONE"
    inputTypeName: "ChargeRequest"
    outputTypeName: "ChargeResult"
    execution:
      mode: "REMOTE"
      operatorId: "charge-card"
      protocol: "PROTOBUF_HTTP_V1"
      timeoutMs: 3000
      target:
        # Set exactly one of execution.target.url or execution.target.urlConfigKey.
        urlConfigKey: "tpf.remote-operators.charge-card.url"

Or provide the full URL directly:

steps:
  - name: "Charge Card"
    cardinality: "ONE_TO_ONE"
    inputTypeName: "ChargeRequest"
    outputTypeName: "ChargeResult"
    execution:
      mode: "REMOTE"
      operatorId: "charge-card"
      protocol: "PROTOBUF_HTTP_V1"
      timeoutMs: 3000
      target:
        url: "https://operators.example.com/charge-card/process"

Rules:

• Remote execution is available only in version: 2.
• Only unary ONE_TO_ONE remote execution is supported currently.
• Remote execution is immediate request/response only. It does not persist durable waiting state or resume later from correlated completion.
• Exactly one of execution.target.url or execution.target.urlConfigKey must be set.
• execution.target.urlConfigKey resolves at runtime startup, not at compile time.
• pipeline.transport and the remote operator protocol are orthogonal. TPF can expose the pipeline over REST, gRPC, or local transport while invoking the remote operator over Protobuf-over-HTTP.

Operator vs Await

Use operators when the external call completes within the current pipeline invocation. Use await steps when the request leaves the current execution turn and the result comes back later.

External shape	Use
Inline HTTP/gRPC call returning now	Operator / remote execution
Broker request/reply with later correlated message	Await step
Webhook callback later	Await step
UI/human approval	Await step

If a remote system returns accepted now and the final business result arrives later, that is not a remote operator. Model it as kind: await.

Working Example

steps:
  - name: "Chunk Document"
    operator: "com.example.ai.sdk.service.DocumentChunkingUnaryService::process"
  - name: "Embed Chunk"
    operator: "com.example.ai.sdk.service.ChunkEmbeddingService::process"
  - name: "Store Vector"
    operator: "com.example.ai.sdk.service.VectorStoreService::process"
  - name: "Search Similar"
    operator: "com.example.ai.sdk.service.SimilaritySearchUnaryService::process"
  - name: "Build Prompt"
    operator: "com.example.ai.sdk.service.ScoredChunkPromptService::process"
  - name: "LLM Complete"
    operator: "com.example.ai.sdk.service.LLMCompletionService::process"

This exact chain is available in ai-sdk/config/pipeline.yaml.

Build-Time Contract

At build time, TPF:

1. Parses operator references from YAML.
2. Resolves class/method via Jandex (no reflection-based operator lookup).
3. Validates method contract (visibility, ambiguity, parameter shape).
4. Classifies operator category (NON_REACTIVE or REACTIVE).
5. Normalises return metadata to reactive shape (Uni<T> / Multi<T>).
6. Generates invocation beans for executable operators.

Validation fails fast in the following cases:

• class or method cannot be resolved,
• method contracts are invalid,
• unsupported return generic forms are used: nested generics (List<List<Foo>>), wildcard returns (List<?>, List<? extends Foo>), raw types (List), unresolved type variables (T), or generic arrays (T[]).

Simple concrete parameterised returns such as List<Foo> and Map<String, Foo> are supported.

For remote v2 operators, build-time validation is contract-only:

• input/output messages must resolve from the v2 message table,
• the step must be unary,
• the protocol must be PROTOBUF_HTTP_V1,
• the remote target must be configured correctly,
• no local Java operator resolution or remote endpoint introspection is attempted.

Current Invocation Scope

Generated invokers currently support unary execution:

• input: unary (not Multi<T>),
• output: unary Uni<T> path.

Streaming operator invocation is planned, but unary covers the current production path.

Transport Orthogonality

Operator category does not select transport.

• REST transport: allowed for operator steps.
• gRPC transport: requires protobuf descriptors and mapper-compatible bindings for delegated/operator paths (see Application Configuration).
• Mapper-compatible bindings mean generated protobuf/service bindings must match delegated/operator routing conventions (field/service naming).
• This ensures RPC requests map to the intended operator implementation.
• NON_REACTIVE and REACTIVE categories follow the same transport prerequisites.
• Remote operators maintain the same separation: the pipeline transport controls how callers reach TPF, while the remote step execution.protocol controls how TPF reaches the operator.

Related

• Pipeline Compilation
• Application Configuration
• Developing with Operators
• Operator Runtime Operations
• Operator Playbook
• Operator Troubleshooting
• Operator Internals