mirror of
https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools.git
synced 2026-06-18 07:19:35 +00:00
110 lines
4.8 KiB
Python
110 lines
4.8 KiB
Python
"""
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Intent Router — classifies the user's Arabic question into one of N intents.
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Production: backed by LLM with examples. This module ships with a robust
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keyword + phrase-pattern classifier so the system works without LLM and so
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it's testable / deterministic.
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"""
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from __future__ import annotations
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from dataclasses import dataclass
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@dataclass(frozen=True)
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class Intent:
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"""A classified intent with confidence + chosen route."""
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intent_id: str
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confidence: float
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matched_keywords: tuple[str, ...] = ()
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# ── Intent catalog ───────────────────────────────────────────────
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INTENTS: tuple[str, ...] = (
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"what_to_do_today",
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"explain_metric",
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"show_pipeline",
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"show_at_risk_deals",
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"show_revenue_leaks",
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"compare_sectors",
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"find_lookalikes",
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"draft_outreach",
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"generate_qbr",
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"generate_proof_pack",
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"explain_compliance_block",
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"show_market_radar",
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"forecast_revenue",
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"stop_or_disable",
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"general_help",
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)
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# Keyword patterns — Arabic + English. Order matters (first match wins).
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_PATTERNS: tuple[tuple[str, tuple[str, ...]], ...] = (
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("stop_or_disable", ("اوقف", "أوقف", "ايقاف", "stop", "disable", "تعطيل")),
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("what_to_do_today", ("اليوم", "وش اسوي", "وش أسوي", "what should i do", "today")),
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("show_at_risk_deals", ("at risk", "معرضة للخطر", "صفقات جامدة", "stalled")),
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("show_revenue_leaks", ("تسريب", "leak", "ضايع", "ضايعه", "ضائع", "ضائعه")),
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("show_revenue_leaks", ("اين المال", "أين المال")),
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("forecast_revenue", ("توقع", "forecast", "30 يوم", "60 يوم", "90 يوم", "كم متوقع")),
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("show_pipeline", ("pipeline", "بايبلاين", "صفقاتي", "قائمة الصفقات")),
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("compare_sectors", ("قارن", "مقارنة", "compare sectors", "أي قطاع")),
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("find_lookalikes", ("شركات مثل", "مشابه", "lookalike", "مماثل")),
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("draft_outreach", ("اكتب رسالة", "اكتب لي", "draft", "صياغة")),
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("generate_qbr", ("qbr", "تقرير ربعي", "تقرير شهري")),
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("generate_proof_pack", ("proof pack", "اثبات", "إثبات", "ROI report")),
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("explain_compliance_block", ("لماذا حُظر", "لماذا حظر", "compliance", "blocked", "PDPL")),
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("show_market_radar", ("سوق", "market", "radar", "اشارات", "إشارات", "signals")),
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("explain_metric", ("لماذا", "ليه", "explain", "اشرح", "what is")),
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)
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def classify_intent(question_ar: str) -> Intent:
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"""Match the question to the most specific intent, with confidence."""
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q = (question_ar or "").lower().strip()
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if not q:
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return Intent(intent_id="general_help", confidence=0.0)
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best: tuple[str, int, list[str]] | None = None # (intent, score, matched)
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for intent_id, keywords in _PATTERNS:
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matched = [k for k in keywords if k.lower() in q]
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if not matched:
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continue
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score = len(matched)
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if best is None or score > best[1]:
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best = (intent_id, score, matched)
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if best is None:
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return Intent(intent_id="general_help", confidence=0.2)
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intent_id, score, matched = best
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# Confidence: 0.5 base + 0.15 per matched keyword, capped at 0.95
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confidence = min(0.95, 0.5 + 0.15 * score)
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return Intent(intent_id=intent_id, confidence=confidence, matched_keywords=tuple(matched))
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def list_intents() -> list[dict]:
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"""Discoverable list — used by the help endpoint."""
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descriptions = {
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"what_to_do_today": "ماذا أفعل اليوم — الأولويات + القرارات",
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"explain_metric": "اشرح رقم/مقياس في اللوحة",
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"show_pipeline": "عرض pipeline الصفقات الحالية",
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"show_at_risk_deals": "صفقات معرضة للخطر — جامدة أو single-threaded",
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"show_revenue_leaks": "أين المال يتسرب — leaks المالية",
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"compare_sectors": "مقارنة بين قطاعات",
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"find_lookalikes": "شركات تشبه أفضل عملائنا",
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"draft_outreach": "كتابة رسالة مخصصة",
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"generate_qbr": "توليد QBR ربعي/شهري",
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"generate_proof_pack": "توليد Proof Pack شهري",
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"explain_compliance_block": "لماذا تم حظر هذا التواصل",
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"show_market_radar": "حالة السوق والإشارات الجديدة",
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"forecast_revenue": "توقعات الإيراد 30/60/90 يوم",
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"stop_or_disable": "إيقاف autopilot أو حملة",
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"general_help": "مساعدة عامة",
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}
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return [
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{"intent_id": i, "description_ar": descriptions.get(i, "")}
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for i in INTENTS
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]
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