267 lines
8.9 KiB
Python
267 lines
8.9 KiB
Python
#!/usr/bin/env python3
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"""
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agent.py — OSVauco OPAX agent.
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Modes:
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light — gemini-2.5-flash, $1/task
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heavy — gemini-2.5-pro, $3/task
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Legacy 'A' / 'A+' normaliseres automatisk.
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Autoriserte brukere for heavy: opax, admin
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Gjeldende modell-tilgjengelighet (mai 2026):
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gemini-2.0-flash-001 kun for eksisterende kunder — bruk IKKE.
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gemini-2.5-flash / gemini-2.5-pro krever GOOGLE_CLOUD_LOCATION=global.
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NOTE: RAG er midlertidig deaktivert (CI6) — blokkerte AFC når kombinert med
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FunctionTools. Legges tilbake som dedikert sub-agent når RAG-korpuset er
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oppdatert (OQ-RAG backlog).
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CG4-budget (ny):
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- Flash-first routing: heavy-kall under FLASH_THRESHOLD rutes til Flash
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- Context-trimming: maks OPAX_CONTEXT_TURNS turns beholdes i historikk
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- Output-tak: MAX_OUTPUT_TOKENS satt på alle kall
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- TokenBudgetExceeded kastes ved for stor input
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"""
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import asyncio
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import os
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import logging
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import uuid
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from typing import Literal
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from google.adk.agents import Agent
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from google.adk.runners import Runner
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from google.adk.sessions.in_memory_session_service import InMemorySessionService
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from google.genai import types
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logger = logging.getLogger(__name__)
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PROJECT_ID = os.environ.get("GOOGLE_CLOUD_PROJECT", "propane-will-491900-m5")
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LOCATION = os.environ.get("GOOGLE_CLOUD_LOCATION", "global")
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ORCHESTRATOR_MODEL = os.environ.get("ORCHESTRATOR_MODEL", "gemini-2.5-flash")
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SUBAGENT_MODEL = os.environ.get("SUBAGENT_MODEL", "gemini-2.5-flash")
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REASONING_MODEL = os.environ.get("REASONING_MODEL", "gemini-2.5-flash")
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HEAVY_ORCHESTRATOR = os.environ.get("HEAVY_ORCHESTRATOR_MODEL", "gemini-2.5-pro")
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HEAVY_SUBAGENT = os.environ.get("HEAVY_SUBAGENT_MODEL", "gemini-2.5-pro")
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HEAVY_REASONING = os.environ.get("HEAVY_REASONING_MODEL", "gemini-2.5-flash")
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BUDGET_LIGHT = float(os.environ.get("BUDGET_A_USD_PER_TASK", "1.0"))
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BUDGET_HEAVY = float(os.environ.get("HEAVY_MODE_BUDGET_USD_PER_DAY", "3.0"))
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HEAVY_MODE_ALLOWED_USERS = ["opax", "admin"]
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Mode = Literal["light", "heavy"]
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APP_NAME = "opax"
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try:
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from token_logger import log_token_usage, create_bq_table_if_not_exists
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except ImportError:
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def log_token_usage(*args, **kwargs):
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pass
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def create_bq_table_if_not_exists():
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pass
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try:
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import sys as _sys, pathlib as _pathlib
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_sys.path.insert(0, str(_pathlib.Path(__file__).parent.parent.parent / "ml"))
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from token_budget import trim_context, route_model, TokenBudgetExceeded, budget_summary
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logger.info(f"[agent] token_budget lastet: {budget_summary()}")
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except ImportError as _e:
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logger.warning(f"[agent] token_budget ikke tilgjengelig: {_e} — kjører uten trimming")
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def trim_context(history, system_prompt="", max_tokens=32000):
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return history[-10:] if len(history) > 10 else history
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def route_model(message, mode, flash_model, pro_model):
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return flash_model if mode != "heavy" else pro_model
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class TokenBudgetExceeded(Exception):
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pass
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create_bq_table_if_not_exists()
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def _normalize_mode(mode: str) -> str:
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mapping = {"A": "light", "A+": "heavy", "light": "light", "heavy": "heavy"}
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if mode not in mapping:
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raise ValueError(
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f"Invalid mode '{mode}'. Must be 'light' or 'heavy' "
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f"(also accepts legacy 'A' / 'A+')."
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)
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return mapping[mode]
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def authorize_mode(user_id: str, mode: str) -> None:
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mode = _normalize_mode(mode)
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if mode == "heavy" and user_id not in HEAVY_MODE_ALLOWED_USERS:
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raise PermissionError(
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f"User '{user_id}' is not authorized for heavy mode. "
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f"Authorized: {HEAVY_MODE_ALLOWED_USERS}"
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)
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# —— OPAX-MCP FunctionTools (feiler stille) ——
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opax_tools = []
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try:
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import sys, pathlib
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sys.path.insert(0, str(pathlib.Path(__file__).parent.parent / "tools"))
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from mcp_tools import get_opax_tools
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opax_tools = get_opax_tools()
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logger.info(f"OPAX-MCP tools lastet: {[t.name for t in opax_tools]}")
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except Exception as e:
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logger.warning(f"OPAX-MCP tools ikke tilgjengelig (CI3): {e}")
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def get_models_for_mode(mode: Mode) -> dict:
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if mode == "heavy":
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return {
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"orchestrator": HEAVY_ORCHESTRATOR,
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"subagent": HEAVY_SUBAGENT,
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"reasoning": HEAVY_REASONING,
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"budget_usd": BUDGET_HEAVY,
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"multi_agent": True,
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}
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return {
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"orchestrator": ORCHESTRATOR_MODEL,
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"subagent": SUBAGENT_MODEL,
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"reasoning": REASONING_MODEL,
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"budget_usd": BUDGET_LIGHT,
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"multi_agent": False,
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}
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# Kompakt system-prompt (redusert fra ~800 til ~350 tokens)
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_INSTRUCTION_TEMPLATE = (
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"Du er OPAX — OSVauco AI-agent (Jason). Modus: {mode}. "
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"Modell: {model}. Budsjett: ${budget}/oppgave. "
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"GCP-kostnader: /billing/summary, /billing/forecast, /billing/anomalies. "
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"Hvis data mangler: BigQuery billing_export (OQ-15) ikke aktivert — si dette ærlig. "
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"HITL: ikke kjør terraform/onboard/deploy uten Chris. "
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"MCP-tools: get_build_status, get_logs, push_static, deploy_service. "
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"Svar på norsk (bokmål) med mindre annet er bedt om."
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)
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def build_agent(mode: str = "light", message: str = "") -> tuple:
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"""
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Returnerer (agent, actual_model, instruction) der actual_model er
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Flash-first-rutet basert på meldingslængde.
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"""
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mode = _normalize_mode(mode)
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models = get_models_for_mode(mode)
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# CG4-budget: Flash-first routing
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actual_model = route_model(
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message=message,
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mode=mode,
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flash_model=ORCHESTRATOR_MODEL,
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pro_model=models["orchestrator"],
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)
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instruction = _INSTRUCTION_TEMPLATE.format(
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mode=mode,
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model=actual_model,
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budget=models["budget_usd"],
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)
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agent = Agent(
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model=actual_model,
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name="opax_agent",
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description=f"OPAX — OSVauco enterprise agent [{mode}]",
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instruction=instruction,
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tools=opax_tools,
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)
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return agent, actual_model, instruction
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root_agent, _, _ = build_agent(mode="light")
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async def _run_async(
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message: str,
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user_id: str,
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session_id: str,
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mode: str,
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caller_type: str = "agent",
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) -> str:
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mode = _normalize_mode(mode)
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agent, actual_model, instruction = build_agent(mode=mode, message=message)
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models = get_models_for_mode(mode)
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module_name = f"jason/{mode}"
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# CG4-budget: trim melding hvis enkeltmelding er for lang
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try:
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trim_context([types.Content(role="user", parts=[types.Part(text=message)])], system_prompt=instruction)
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except TokenBudgetExceeded as e:
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return f"⚠️ Token-budsjett overskredet: {e}"
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session_service = InMemorySessionService()
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session = await session_service.create_session(
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app_name=APP_NAME, user_id=user_id, session_id=session_id,
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)
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runner = Runner(agent=agent, app_name=APP_NAME, session_service=session_service)
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new_message = types.Content(role="user", parts=[types.Part(text=message)])
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final_text = ""
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input_tokens = 0
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output_tokens = 0
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request_id = str(uuid.uuid4())
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async for event in runner.run_async(
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user_id=user_id, session_id=session.id, new_message=new_message,
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):
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if event.is_final_response() and event.content and event.content.parts:
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final_text = event.content.parts[0].text or ""
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if hasattr(event, "usage_metadata") and event.usage_metadata:
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um = event.usage_metadata
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input_tokens += getattr(um, "prompt_token_count", 0) or 0
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output_tokens += getattr(um, "candidates_token_count", 0) or 0
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# Logg faktisk modell brukt (ikke nødvendigvis Pro selv i heavy-mode)
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if input_tokens > 0 or output_tokens > 0:
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log_token_usage(
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agent_name=module_name,
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model_name=actual_model,
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input_tokens=input_tokens,
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output_tokens=output_tokens,
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request_id=request_id,
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module_name=module_name,
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caller_type=caller_type,
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session_id=session_id,
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)
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logger.info(
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f"[agent] {mode}/{actual_model} in={input_tokens} out={output_tokens} "
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f"caller={caller_type} session={session_id}"
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)
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return final_text
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def run(
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message: str,
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user_id: str = "opax",
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session_id: str = "default",
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mode: str = "light",
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caller_type: str = "agent",
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) -> str:
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mode = _normalize_mode(mode)
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authorize_mode(user_id, mode)
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return asyncio.run(_run_async(
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message=message,
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user_id=user_id,
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session_id=session_id,
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mode=mode,
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caller_type=caller_type,
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))
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if __name__ == "__main__":
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import sys
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logging.basicConfig(level=logging.WARNING)
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query = sys.argv[1] if len(sys.argv) > 1 else "Hva er OPAX?"
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mode = sys.argv[2] if len(sys.argv) > 2 else "light"
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caller_type = sys.argv[3] if len(sys.argv) > 3 else "cli"
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print(f"Mode: {mode} | Caller: {caller_type} | Query: {query}")
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print("-" * 60)
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print(run(message=query, user_id="opax", mode=mode, caller_type=caller_type))
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