Update project and configurations

intelligent_cabin/app/schemas/debug.py

@@ -0,0 +1,42 @@
+from __future__ import annotations
+
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+
+class IntentCandidate(BaseModel):
+    intent_id: str
+    score: float = 0.0
+    reason: str | None = None
+    model_name: str | None = None
+    raw_label: str | None = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+
+
+class MatcherStageDebug(BaseModel):
+    stage: str
+    accepted: bool = False
+    selected_intent: str | None = None
+    score: float = 0.0
+    elapsed_ms: float | None = None
+    reason: str | None = None
+    model_name: str | None = None
+    backend: str | None = None
+    fallback_used: bool = False
+    raw_label: str | None = None
+    error_message: str | None = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+    candidates: list[IntentCandidate] = Field(default_factory=list)
+
+
+class RoutingDebug(BaseModel):
+    selected_intent: str | None = None
+    matched_stage: str | None = None
+    decision: str = "reject"
+    decision_reason: str | None = None
+    confidence_grade: str | None = None
+    total_match_latency_ms: float | None = None
+    unknown_detected: bool = False
+    extracted_slots: dict[str, Any] = Field(default_factory=dict)
+    stages: list[MatcherStageDebug] = Field(default_factory=list)