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from dataclasses import dataclass
from typing import Any, Dict, Optional, List
@dataclass(frozen=True)
class StageTrace:
stage: str
duration_ms: float
notes: Optional[Dict[str, Any]] = None
token_in: Optional[int] = None
token_out: Optional[int] = None
cost_usd: Optional[float] = None
@dataclass(frozen=True)
class StageResult:
ok: bool
data: Optional[Any] = None
trace: Optional[StageTrace] = None
error: Optional[List[str]] = None
notes: Optional[Dict[str, Any]] = None
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