"""Contracts for grouped, retryable multi-pass inference.""" from __future__ import annotations from typing import Literal from pydantic import BaseModel, Field from schemas.inference import DetectionResult, FormatSeen, ParseStatus class PassAttempt(BaseModel): image_id: str group_id: str attempt: int = Field(ge=1) category_ids: list[str] prompt_hash: str max_new_tokens: int status: Literal["ok", "failed"] detections: list[DetectionResult] = [] raw_text: str | None = None parse_status: ParseStatus = "unrecorded" format_seen: FormatSeen | None = None parse_error: str | None = None finish_reason: str | None = None latency_ms: float = 0.0 input_tokens: int | None = None output_tokens: int | None = None cost_usd: float | None = None context_limit: int | None = None context_headroom: int | None = None provider_diagnostics: dict = {} box_repairs: dict[str, int] = {} dropped_per_category: int = 0 dropped_per_pass: int = 0 error_type: str | None = None class PassSummary(BaseModel): group_id: str category_ids: list[str] attempts: int prompt_hash: str parse_status: ParseStatus finish_reason: str | None = None input_tokens: int | None = None output_tokens: int | None = None latency_ms: float = 0.0