Decision models

curl https://api.aion.to/alpha/decisions \
  -H "Authorization: Bearer $AION_API_KEY" \
  -H "Content-Type: application/json" \
  --data-binary @- <<'JSON'
{
  "model": "typesafe/jev-1.14",
  "state": {"ticket": "The checkout screen is blank after I click Pay."},
  "questions": {
    "is_incident": {
      "type": "noul",
      "instructions": "Does the ticket report a defect?"
    },
    "team": {
      "type": "choice",
      "instructions": "Which team should investigate?",
      "criteria": {
        "frontend": "Rendering and layout",
        "payments": "Payment processing"
      }
    },
    "urgency": {
      "type": "score",
      "instructions": "How urgent is this ticket?",
      "criteria": ["Can wait", "Needs attention", "Blocking revenue"]
    }
  }
}
JSON

{
  "model": "typesafe/jev-1.14",
  "answers": {
    "is_incident": {"type": "noul", "noul": 0.95},
    "team": {"type": "choice", "choice": "frontend", "confidence": 0.8},
    "urgency": {"type": "score", "score": 1.8}
  },
  "usage": {"input_tokens": 64, "output_tokens": 20, "cost": 0.000003}
}

from openai import OpenAI
from aion.api import aion_openai_config
from aion.api.decisions import DecisionRequest, create_decision

config = aion_openai_config()
request: DecisionRequest = {
    "model": "typesafe/jev-1.14",
    "state": "The checkout screen is blank after I click Pay.",
    "questions": {
        "is_incident": {
            "type": "noul",
            "instructions": "Does the ticket report a defect?",
        }
    },
}

with OpenAI(**config.openai_kwargs(), timeout=60.0) as client:
    response = create_decision(client, request)
    answer = response["answers"]["is_incident"]
    if answer["type"] == "noul":
        print(answer["noul"])

import asyncio

from openai import AsyncOpenAI
from aion.api.decisions import (
    DecisionRequest,
    DecisionResponse,
    create_decision_async,
)
from aion.api.model_service_client import aion_jwt_api_key, aion_model_base_url

async def evaluate(request: DecisionRequest) -> DecisionResponse:
    async with AsyncOpenAI(
        base_url=aion_model_base_url(),
        api_key=aion_jwt_api_key,
        timeout=60.0,
    ) as client:
        return await create_decision_async(client, request)

# In an existing event loop, use: response = await evaluate(request)
response = asyncio.run(evaluate(request))

{
  "type": "box",
  "box": {"top": 0.1, "bottom": 0.9, "left": 0.2, "right": 0.8},
  "confidence": 0.9
}

{
  "state": [
    "Assess the supplied evidence.",
    {"type": "image_url", "image_url": {"url": "data:image/png;base64,BASE64_IMAGE"}},
    {"type": "input_audio", "input_audio": {"data": "BASE64_AUDIO", "format": "wav"}},
    {"type": "video_url", "video_url": {"url": "data:video/mp4;base64,BASE64_VIDEO"}}
  ]
}