Release 4.5

import os
from orq_ai_sdk import Orq
from orq_ai_sdk.traced import traced

@traced(name="process_document", type="agent")
def process_document(doc_id: str):
    result = {"status": "processed", "doc_id": doc_id}
    return result

@traced(name="fetch_context", type="retrieval")
def fetch_relevant_context(query: str):
    return {"context": "relevant information", "sources": ["doc1", "doc2"]}

@traced(name="format_response", type="function")
def format_response(raw_output: str, metadata: dict):
    return {"formatted": raw_output.strip(), "metadata": metadata}

with Orq(api_key=os.getenv("ORQ_API_KEY")) as orq:
    doc = process_document("doc-123")
    context = fetch_relevant_context("user query")

    response = orq.deployments.invoke(
        key="summarizer",
        context={"environments": ["production"]},
        inputs={"text": doc["status"], "context": context}
    )

    formatted = format_response(response.choices[0].message.content, {"doc_id": "doc-123"})