Hermes-agent
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"""Expensive-model confirmation helpers for model selection surfaces."""
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from __future__ import annotations
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from dataclasses import dataclass
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from decimal import Decimal, InvalidOperation
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from typing import Optional
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from agent.models_dev import ModelInfo
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INPUT_COST_WARNING_THRESHOLD = Decimal("20")
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OUTPUT_COST_WARNING_THRESHOLD = Decimal("100")
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GPT55_PRO_OPENROUTER_ID = "openai/gpt-5.5-pro"
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GPT55_SUGGESTION = "did you mean to select openai/gpt-5.5?"
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@dataclass(frozen=True)
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class ExpensiveModelWarning:
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"""Confirmation payload for models above Hermes' cost guardrail."""
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model: str
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provider: str
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input_cost_per_million: Optional[Decimal]
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output_cost_per_million: Optional[Decimal]
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source: str
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message: str
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def _to_decimal(value: object) -> Optional[Decimal]:
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if value is None:
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return None
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try:
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return Decimal(str(value))
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except (InvalidOperation, ValueError):
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return None
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def _format_money(value: Optional[Decimal]) -> str:
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if value is None:
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return "unknown"
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return f"${value:.2f}/M"
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def _pricing_from_model_info(
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model_info: Optional[ModelInfo],
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) -> tuple[Optional[Decimal], Optional[Decimal], str]:
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if model_info is None or not model_info.has_cost_data():
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return None, None, ""
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return (
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_to_decimal(model_info.cost_input),
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_to_decimal(model_info.cost_output),
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"models.dev",
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)
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def expensive_model_warning(
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model_name: str,
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*,
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provider: Optional[str] = None,
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base_url: Optional[str] = None,
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api_key: Optional[str] = None,
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model_info: Optional[ModelInfo] = None,
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) -> Optional[ExpensiveModelWarning]:
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"""Return a warning payload when known pricing exceeds safety thresholds.
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The guard only triggers when pricing is known. Callers should use this after
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model resolution so aliases and provider-specific model IDs have settled.
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"""
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model = (model_name or "").strip()
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if not model:
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return None
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input_cost, output_cost, source = _pricing_from_model_info(model_info)
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if input_cost is None and output_cost is None and provider:
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try:
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from agent.models_dev import get_model_info
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input_cost, output_cost, source = _pricing_from_model_info(
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get_model_info(provider, model)
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)
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except Exception:
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pass
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if input_cost is None and output_cost is None:
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try:
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from agent.usage_pricing import get_pricing_entry
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entry = get_pricing_entry(
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model,
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provider=provider,
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base_url=base_url,
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api_key=api_key,
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)
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except Exception:
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entry = None
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if entry is not None:
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input_cost = entry.input_cost_per_million
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output_cost = entry.output_cost_per_million
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source = entry.source
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over_input = (
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input_cost is not None and input_cost > INPUT_COST_WARNING_THRESHOLD
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)
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over_output = (
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output_cost is not None and output_cost > OUTPUT_COST_WARNING_THRESHOLD
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)
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if not over_input and not over_output:
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return None
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lines = [
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"!!! EXPENSIVE MODEL WARNING !!!",
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"",
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f"{model} has known pricing above Hermes' safety threshold.",
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f"Input tokens: {_format_money(input_cost)}",
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f"Output tokens: {_format_money(output_cost)}",
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(
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"Threshold: more than $20/M input tokens or more than "
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"$100/M output tokens."
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),
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]
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if source:
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lines.append(f"Pricing source: {source}.")
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if model.lower() == GPT55_PRO_OPENROUTER_ID:
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lines.append(GPT55_SUGGESTION)
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lines.append("Confirm only if you intend to use this model.")
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return ExpensiveModelWarning(
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model=model,
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provider=(provider or "").strip(),
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input_cost_per_million=input_cost,
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output_cost_per_million=output_cost,
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source=source or "unknown",
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message="\n".join(lines),
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)
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