woogiandClaude Opus 4.8
1d248a8808
Cross-discipline design-contradiction checker for construction drawing sets. Standalone tool broken out from Iron_Bid; a pipeline stage may later fold back into Iron_Bid. Pipeline: PDF->images -> per-sheet assertion extraction -> deterministic clustering by location -> per-cluster reasoning -> report. Includes CLI (cli/run_check.py) and web UI (backend/main.py). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
47 lines
1.6 KiB
Python
47 lines
1.6 KiB
Python
"""
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rfi.py - Stage 11: RFI / QAQC comment generation (LLM, text-only).
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Drafts professional, evidence-based RFI / QAQC comments from the prioritized
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issue list. Uses TEXT_MODEL (defaults to MODEL). Returns [] on failure.
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"""
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from typing import Dict, List
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from backend import config
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from backend.pipeline._serialize import dumps
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from backend.pipeline._stage import call_stage, collect_list
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from backend.prompts import RFI_SYSTEM_PROMPT, RFI_USER_INSTRUCTION
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def _valid_rfi(r: Dict) -> Dict:
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"""Keep an RFI only if it has a question or title; coerce list fields."""
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if not isinstance(r, dict):
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return None
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if not (r.get("question") or r.get("title")):
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return None
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return {
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"rfi_id": r.get("rfi_id") or "",
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"issue_id": r.get("issue_id") or "",
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"title": (r.get("title") or "").strip(),
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"question": (r.get("question") or "").strip(),
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"background": (r.get("background") or "").strip(),
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"sheets_referenced": r.get("sheets_referenced") or [],
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"disciplines_to_respond": r.get("disciplines_to_respond") or [],
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"suggested_response_needed": (r.get("suggested_response_needed") or "").strip(),
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"priority": (r.get("priority") or "medium").strip().lower(),
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}
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def generate_rfis(prioritized: List[Dict]) -> List[Dict]:
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if not prioritized:
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return []
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parsed = call_stage(
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RFI_SYSTEM_PROMPT,
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RFI_USER_INSTRUCTION,
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subs={"prioritized_issues": dumps(prioritized)},
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max_tokens=config.RFI_MAX_TOKENS,
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)
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rfis = collect_list(parsed, "rfi_comments", _valid_rfi)
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print(f"[RFI] drafted {len(rfis)} RFI/QAQC comment(s)")
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return rfis
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