Agent Zero
8cebb4f4e9
- unified_search: Hybride Suche (PostgreSQL FTS + pgvector + RRF Fusion) - 5 Search Providers (Contact, Company, Mail, File, Event) - KI Query Understanding (Fuzzy, Facetten via LiteLLM) - DMS Text-Extraction (PDF, DOCX, XLSX, PPTX) - Embedding Pipeline (ollama/nomic-embed-text, 768 Dim) - Background Jobs für Indexierung - Plugin-basierte Provider Registry - ai_proactive: Proaktiver KI-Agent - Context-Tracking (Frontend → Backend → Event Bus) - Proactive Engine mit LLM Suggestion-Generierung - SSE Real-time Push an Frontend - 6 AI Tools für Tool Registry - Rate-Limiting + User Settings - Deep Analysis Background Jobs - Frontend Integration: - useAIContext Hook, SuggestionSidebar, SuggestionBadge - ProactiveAISettings Page, Search API Client - Globale Suche auf neue API umgestellt - Tests: test_unified_search.py + test_ai_proactive.py (alle bestanden) - Config: Ollama Cloud DeepSeek V4 als Default, konfigurierbar - Dependencies: PyMuPDF, python-docx, python-pptx, pgvector - Bugfixes: notification type_key length, migration IF NOT EXISTS
112 lines
3.9 KiB
Python
112 lines
3.9 KiB
Python
"""SQLAlchemy models for the AI Proactive plugin."""
|
|
|
|
from __future__ import annotations
|
|
|
|
import uuid
|
|
from datetime import datetime
|
|
from typing import Any
|
|
|
|
from sqlalchemy import (
|
|
Boolean,
|
|
DateTime,
|
|
Float,
|
|
ForeignKey,
|
|
Index,
|
|
Integer,
|
|
String,
|
|
Text,
|
|
)
|
|
from sqlalchemy.dialects.postgresql import JSONB, UUID as PGUUID
|
|
from sqlalchemy.orm import Mapped, mapped_column
|
|
|
|
from app.core.db import Base, TenantMixin
|
|
|
|
|
|
class ProactiveSuggestion(Base, TenantMixin):
|
|
"""A proactive AI suggestion generated from user context."""
|
|
|
|
__tablename__ = "ai_proactive_suggestions"
|
|
__table_args__ = (
|
|
Index(
|
|
"ix_suggestions_user",
|
|
"tenant_id",
|
|
"user_id",
|
|
"is_dismissed",
|
|
"created_at",
|
|
),
|
|
Index("ix_suggestions_entity", "tenant_id", "entity_type", "entity_id"),
|
|
)
|
|
|
|
id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), primary_key=True, default=uuid.uuid4
|
|
)
|
|
user_id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), ForeignKey("users.id", ondelete="CASCADE"), nullable=False
|
|
)
|
|
entity_type: Mapped[str] = mapped_column(String(50), nullable=False)
|
|
entity_id: Mapped[uuid.UUID | None] = mapped_column(PGUUID(as_uuid=True), nullable=True)
|
|
suggestion_type: Mapped[str] = mapped_column(
|
|
String(50), nullable=False, default="info"
|
|
)
|
|
title: Mapped[str] = mapped_column(String(200), nullable=False)
|
|
content: Mapped[str] = mapped_column(Text, nullable=False)
|
|
confidence: Mapped[float] = mapped_column(Float, nullable=False, default=0.5)
|
|
actions: Mapped[list[Any]] = mapped_column(JSONB, nullable=False, default=list)
|
|
is_dismissed: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False)
|
|
is_acted_upon: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False)
|
|
context_snapshot: Mapped[dict[str, Any]] = mapped_column(
|
|
JSONB, nullable=False, default=dict
|
|
)
|
|
expires_at: Mapped[datetime | None] = mapped_column(
|
|
DateTime(timezone=True), nullable=True
|
|
)
|
|
|
|
|
|
class ContextLog(Base, TenantMixin):
|
|
"""Log of user context changes (page views, entity selections)."""
|
|
|
|
__tablename__ = "ai_proactive_context_log"
|
|
__table_args__ = (
|
|
Index("ix_context_log_user_time", "tenant_id", "user_id", "created_at"),
|
|
)
|
|
|
|
id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), primary_key=True, default=uuid.uuid4
|
|
)
|
|
user_id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), ForeignKey("users.id", ondelete="CASCADE"), nullable=False
|
|
)
|
|
page: Mapped[str] = mapped_column(String(200), nullable=False)
|
|
entity_type: Mapped[str | None] = mapped_column(String(50), nullable=True)
|
|
entity_id: Mapped[uuid.UUID | None] = mapped_column(PGUUID(as_uuid=True), nullable=True)
|
|
entity_data: Mapped[dict[str, Any]] = mapped_column(
|
|
JSONB, nullable=False, default=dict
|
|
)
|
|
|
|
|
|
class ProactiveSettings(Base, TenantMixin):
|
|
"""Per-user settings for proactive AI."""
|
|
|
|
__tablename__ = "ai_proactive_settings"
|
|
__table_args__ = (
|
|
Index("ix_proactive_settings_user", "tenant_id", "user_id"),
|
|
)
|
|
|
|
id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), primary_key=True, default=uuid.uuid4
|
|
)
|
|
user_id: Mapped[uuid.UUID] = mapped_column(
|
|
PGUUID(as_uuid=True), ForeignKey("users.id", ondelete="CASCADE"), nullable=False
|
|
)
|
|
enabled: Mapped[bool] = mapped_column(Boolean, nullable=False, default=True)
|
|
suggestion_categories: Mapped[list[Any]] = mapped_column(
|
|
JSONB, nullable=False, default=lambda: ["mail", "tasks", "contacts", "companies", "insights"]
|
|
)
|
|
confidence_threshold: Mapped[float] = mapped_column(
|
|
Float, nullable=False, default=0.5
|
|
)
|
|
rate_limit_seconds: Mapped[int] = mapped_column(
|
|
Integer, nullable=False, default=10
|
|
)
|
|
model: Mapped[str] = mapped_column(String(100), nullable=False, default="ollama/deepseek-v4")
|