Upload 63 files
Browse files- app/api/deps.py +35 -0
- app/api/routes/analyze.py +14 -16
- app/api/routes/chat.py +63 -58
- app/api/routes/entities.py +70 -90
- app/api/routes/events.py +113 -116
- app/api/routes/graph.py +23 -27
- app/api/routes/ingest.py +27 -27
- app/api/routes/projects.py +30 -35
- app/api/routes/relationships.py +76 -71
- app/api/routes/research.py +14 -15
- app/api/routes/search.py +126 -133
- app/api/routes/session.py +30 -23
- app/api/routes/timeline.py +20 -21
- app/config.py +6 -2
- app/core/database.py +15 -10
- app/services/chat.py +40 -31
app/api/deps.py
ADDED
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@@ -0,0 +1,35 @@
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"""
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API dependencies.
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"""
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from typing import Generator, Optional
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from fastapi import Cookie, Header
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from sqlalchemy.orm import Session
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from app.core.database import get_db_for_session, get_default_session
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def get_session_id(
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x_session_id: Optional[str] = Header(None),
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numidium_session: Optional[str] = Cookie(None)
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) -> Optional[str]:
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"""Return the session id from header or cookie."""
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return x_session_id or numidium_session
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def get_scoped_db(
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x_session_id: Optional[str] = Header(None),
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numidium_session: Optional[str] = Cookie(None)
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) -> Generator[Session, None, None]:
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"""
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Provide a session-scoped DB if available, otherwise the default DB.
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"""
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session_id = x_session_id or numidium_session
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if session_id:
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db = get_db_for_session(session_id)
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else:
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db = get_default_session()
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try:
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yield db
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finally:
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db.close()
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app/api/routes/analyze.py
CHANGED
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@@ -1,17 +1,17 @@
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"""
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Analyze API Routes - LLM-based text analysis
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"""
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from fastapi import APIRouter, HTTPException
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from pydantic import BaseModel, Field
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from typing import Optional, List
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from sqlalchemy.orm import Session
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import traceback
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from app.
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from app.services.nlp import entity_extractor
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from app.services.geocoding import geocode
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from app.models.entity import Entity, Relationship, Event
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from app.config import settings
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router = APIRouter(prefix="/analyze", tags=["Analysis"])
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stats: dict
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@router.post("", response_model=AnalyzeResponse)
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async def analyze_text(request: AnalyzeRequest):
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"""
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Analyze text using LLM to extract entities, relationships, and events.
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created_relationships = 0
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created_events = 0
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# Helper function to parse date strings
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def parse_date(date_str):
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if not date_str:
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return None
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"""
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Analyze API Routes - LLM-based text analysis
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"""
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from fastapi import APIRouter, Depends, HTTPException
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from pydantic import BaseModel, Field
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from typing import Optional, List
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from sqlalchemy.orm import Session
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import traceback
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from app.api.deps import get_scoped_db
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from app.services.nlp import entity_extractor
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from app.services.geocoding import geocode
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from app.models.entity import Entity, Relationship, Event
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from app.config import settings
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router = APIRouter(prefix="/analyze", tags=["Analysis"])
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stats: dict
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@router.post("", response_model=AnalyzeResponse)
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async def analyze_text(request: AnalyzeRequest, db: Session = Depends(get_scoped_db)):
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"""
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Analyze text using LLM to extract entities, relationships, and events.
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created_relationships = 0
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created_events = 0
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# Helper function to parse date strings
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def parse_date(date_str):
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if not date_str:
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return None
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app/api/routes/chat.py
CHANGED
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@@ -1,58 +1,63 @@
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"""
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Chat API Routes - Intelligent chat with RAG
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"""
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from fastapi import APIRouter, Depends, HTTPException
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from pydantic import BaseModel, Field
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from typing import Optional
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from sqlalchemy.orm import Session
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from app.
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from app.services.chat import chat_service
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router = APIRouter(prefix="/chat", tags=["Chat"])
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class ChatRequest(BaseModel):
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"""Chat request model"""
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message: str = Field(..., min_length=1, description="User message")
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use_web: bool = Field(default=True, description="Include web search")
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use_history: bool = Field(default=True, description="Use conversation history")
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class ChatResponse(BaseModel):
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"""Chat response model"""
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answer: str
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local_context_used: bool
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web_context_used: bool
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entities_found: int
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@router.post("", response_model=ChatResponse)
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async def chat(
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"""
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Chat API Routes - Intelligent chat with RAG
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"""
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from fastapi import APIRouter, Depends, HTTPException
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from pydantic import BaseModel, Field
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from typing import Optional
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from sqlalchemy.orm import Session
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from app.api.deps import get_scoped_db, get_session_id
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from app.services.chat import chat_service
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router = APIRouter(prefix="/chat", tags=["Chat"])
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class ChatRequest(BaseModel):
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"""Chat request model"""
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message: str = Field(..., min_length=1, description="User message")
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use_web: bool = Field(default=True, description="Include web search")
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use_history: bool = Field(default=True, description="Use conversation history")
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class ChatResponse(BaseModel):
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"""Chat response model"""
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answer: str
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local_context_used: bool
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web_context_used: bool
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entities_found: int
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@router.post("", response_model=ChatResponse)
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async def chat(
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request: ChatRequest,
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db: Session = Depends(get_scoped_db),
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session_id: Optional[str] = Depends(get_session_id)
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):
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"""
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Send a message and get an intelligent response.
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Uses:
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- Local NUMIDIUM knowledge (entities/relationships)
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- Lancer web search (if enabled)
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- Cerebras LLM for synthesis
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"""
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try:
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result = await chat_service.chat(
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message=request.message,
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db=db,
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use_web=request.use_web,
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use_history=request.use_history,
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session_id=session_id
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)
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return ChatResponse(**result)
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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@router.post("/clear")
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async def clear_history(session_id: Optional[str] = Depends(get_session_id)):
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"""Clear conversation history"""
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chat_service.clear_history(session_id=session_id)
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return {"message": "Historico limpo"}
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app/api/routes/entities.py
CHANGED
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@@ -1,77 +1,57 @@
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"""
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Entity CRUD Routes
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"""
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from fastapi import APIRouter, Depends, HTTPException, Query
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from sqlalchemy.orm import Session
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from sqlalchemy import or_
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from typing import List, Optional
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from app.
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from app.models import Entity, Relationship
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from app.schemas import EntityCreate, EntityUpdate, EntityResponse, GraphData, GraphNode, GraphEdge
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router = APIRouter(prefix="/entities", tags=["Entities"])
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project_id:
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query = db.query(Entity)
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if project_id:
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query = query.filter(Entity.project_id == project_id)
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if type:
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query = query.filter(Entity.type == type)
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if search:
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query = query.filter(
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or_(
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Entity.name.ilike(f"%{search}%"),
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Entity.description.ilike(f"%{search}%")
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)
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)
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query = query.order_by(Entity.created_at.desc())
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return query.offset(offset).limit(limit).all()
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finally:
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db.close()
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@router.get("/types")
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def get_entity_types(db: Session = Depends(
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"""Retorna todos os tipos de entidade únicos"""
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types = db.query(Entity.type).distinct().all()
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return [t[0] for t in types]
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@router.get("/{entity_id}", response_model=EntityResponse)
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def get_entity(entity_id: str, db: Session = Depends(
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"""Busca uma entidade por ID"""
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entity = db.query(Entity).filter(Entity.id == entity_id).first()
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if not entity:
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@@ -79,8 +59,8 @@ def get_entity(entity_id: str, db: Session = Depends(get_db)):
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return entity
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@router.post("", response_model=EntityResponse, status_code=201)
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def create_entity(entity: EntityCreate, db: Session = Depends(
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"""Cria uma nova entidade"""
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db_entity = Entity(**entity.model_dump())
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db.add(db_entity)
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return db_entity
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@router.put("/{entity_id}", response_model=EntityResponse)
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def update_entity(entity_id: str, entity: EntityUpdate, db: Session = Depends(
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"""Atualiza uma entidade existente"""
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db_entity = db.query(Entity).filter(Entity.id == entity_id).first()
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if not db_entity:
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@@ -105,8 +85,8 @@ def update_entity(entity_id: str, entity: EntityUpdate, db: Session = Depends(ge
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return db_entity
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@router.delete("/{entity_id}")
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-
def delete_entity(entity_id: str, db: Session = Depends(
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"""Deleta uma entidade"""
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db_entity = db.query(Entity).filter(Entity.id == entity_id).first()
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if not db_entity:
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@@ -125,12 +105,12 @@ def delete_entity(entity_id: str, db: Session = Depends(get_db)):
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return {"message": "Entity deleted"}
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@router.get("/{entity_id}/connections", response_model=GraphData)
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def get_entity_connections(
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entity_id: str,
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depth: int = Query(default=1, le=3),
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db: Session = Depends(
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):
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"""
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Retorna o grafo de conexões de uma entidade
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Usado para visualização de rede no frontend
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)
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@router.post("/merge")
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def merge_entities(
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primary_id: str,
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secondary_id: str,
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db: Session = Depends(
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):
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"""
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Merge two entities into one.
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The primary entity is kept, the secondary is deleted.
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@@ -267,11 +247,11 @@ def merge_entities(
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}
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@router.get("/suggest-merge")
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async def suggest_merge_candidates(
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limit: int = Query(default=10, le=50),
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db: Session = Depends(
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):
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"""
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Use LLM to find potential duplicate entities that could be merged.
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Returns pairs of entities that might be the same.
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"""
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Entity CRUD Routes
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"""
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from fastapi import APIRouter, Depends, HTTPException, Query
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from sqlalchemy.orm import Session
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from sqlalchemy import or_
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from typing import List, Optional
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+
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from app.api.deps import get_scoped_db
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from app.models import Entity, Relationship
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from app.schemas import EntityCreate, EntityUpdate, EntityResponse, GraphData, GraphNode, GraphEdge
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router = APIRouter(prefix="/entities", tags=["Entities"])
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@router.get("", response_model=List[EntityResponse])
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| 17 |
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def list_entities(
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type: Optional[str] = None,
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search: Optional[str] = None,
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| 20 |
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project_id: Optional[str] = None,
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limit: int = Query(default=50, le=200),
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| 22 |
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offset: int = 0,
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| 23 |
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db: Session = Depends(get_scoped_db)
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):
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| 25 |
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"""Lista todas as entidades com filtros opcionais"""
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| 26 |
+
query = db.query(Entity)
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| 27 |
+
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| 28 |
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if project_id:
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| 29 |
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query = query.filter(Entity.project_id == project_id)
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+
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| 31 |
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if type:
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| 32 |
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query = query.filter(Entity.type == type)
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| 33 |
+
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| 34 |
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if search:
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| 35 |
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query = query.filter(
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| 36 |
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or_(
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| 37 |
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Entity.name.ilike(f"%{search}%"),
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| 38 |
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Entity.description.ilike(f"%{search}%")
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)
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)
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| 41 |
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query = query.order_by(Entity.created_at.desc())
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| 43 |
+
return query.offset(offset).limit(limit).all()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 44 |
|
| 45 |
|
| 46 |
+
@router.get("/types")
|
| 47 |
+
def get_entity_types(db: Session = Depends(get_scoped_db)):
|
| 48 |
"""Retorna todos os tipos de entidade únicos"""
|
| 49 |
types = db.query(Entity.type).distinct().all()
|
| 50 |
return [t[0] for t in types]
|
| 51 |
|
| 52 |
|
| 53 |
+
@router.get("/{entity_id}", response_model=EntityResponse)
|
| 54 |
+
def get_entity(entity_id: str, db: Session = Depends(get_scoped_db)):
|
| 55 |
"""Busca uma entidade por ID"""
|
| 56 |
entity = db.query(Entity).filter(Entity.id == entity_id).first()
|
| 57 |
if not entity:
|
|
|
|
| 59 |
return entity
|
| 60 |
|
| 61 |
|
| 62 |
+
@router.post("", response_model=EntityResponse, status_code=201)
|
| 63 |
+
def create_entity(entity: EntityCreate, db: Session = Depends(get_scoped_db)):
|
| 64 |
"""Cria uma nova entidade"""
|
| 65 |
db_entity = Entity(**entity.model_dump())
|
| 66 |
db.add(db_entity)
|
|
|
|
| 69 |
return db_entity
|
| 70 |
|
| 71 |
|
| 72 |
+
@router.put("/{entity_id}", response_model=EntityResponse)
|
| 73 |
+
def update_entity(entity_id: str, entity: EntityUpdate, db: Session = Depends(get_scoped_db)):
|
| 74 |
"""Atualiza uma entidade existente"""
|
| 75 |
db_entity = db.query(Entity).filter(Entity.id == entity_id).first()
|
| 76 |
if not db_entity:
|
|
|
|
| 85 |
return db_entity
|
| 86 |
|
| 87 |
|
| 88 |
+
@router.delete("/{entity_id}")
|
| 89 |
+
def delete_entity(entity_id: str, db: Session = Depends(get_scoped_db)):
|
| 90 |
"""Deleta uma entidade"""
|
| 91 |
db_entity = db.query(Entity).filter(Entity.id == entity_id).first()
|
| 92 |
if not db_entity:
|
|
|
|
| 105 |
return {"message": "Entity deleted"}
|
| 106 |
|
| 107 |
|
| 108 |
+
@router.get("/{entity_id}/connections", response_model=GraphData)
|
| 109 |
+
def get_entity_connections(
|
| 110 |
+
entity_id: str,
|
| 111 |
+
depth: int = Query(default=1, le=3),
|
| 112 |
+
db: Session = Depends(get_scoped_db)
|
| 113 |
+
):
|
| 114 |
"""
|
| 115 |
Retorna o grafo de conexões de uma entidade
|
| 116 |
Usado para visualização de rede no frontend
|
|
|
|
| 167 |
)
|
| 168 |
|
| 169 |
|
| 170 |
+
@router.post("/merge")
|
| 171 |
+
def merge_entities(
|
| 172 |
+
primary_id: str,
|
| 173 |
+
secondary_id: str,
|
| 174 |
+
db: Session = Depends(get_scoped_db)
|
| 175 |
+
):
|
| 176 |
"""
|
| 177 |
Merge two entities into one.
|
| 178 |
The primary entity is kept, the secondary is deleted.
|
|
|
|
| 247 |
}
|
| 248 |
|
| 249 |
|
| 250 |
+
@router.get("/suggest-merge")
|
| 251 |
+
async def suggest_merge_candidates(
|
| 252 |
+
limit: int = Query(default=10, le=50),
|
| 253 |
+
db: Session = Depends(get_scoped_db)
|
| 254 |
+
):
|
| 255 |
"""
|
| 256 |
Use LLM to find potential duplicate entities that could be merged.
|
| 257 |
Returns pairs of entities that might be the same.
|
app/api/routes/events.py
CHANGED
|
@@ -1,116 +1,113 @@
|
|
| 1 |
-
"""
|
| 2 |
-
Events CRUD Routes
|
| 3 |
-
"""
|
| 4 |
-
from fastapi import APIRouter, Depends, HTTPException, Query
|
| 5 |
-
from sqlalchemy.orm import Session
|
| 6 |
-
from sqlalchemy import or_
|
| 7 |
-
from typing import List, Optional
|
| 8 |
-
from datetime import datetime
|
| 9 |
-
|
| 10 |
-
from app.
|
| 11 |
-
from app.models import Event
|
| 12 |
-
from app.schemas import EventCreate, EventResponse
|
| 13 |
-
|
| 14 |
-
router = APIRouter(prefix="/events", tags=["Events"])
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
@router.get("/", response_model=List[EventResponse])
|
| 18 |
-
def list_events(
|
| 19 |
-
type: Optional[str] = None,
|
| 20 |
-
search: Optional[str] = None,
|
| 21 |
-
start_date: Optional[datetime] = None,
|
| 22 |
-
end_date: Optional[datetime] = None,
|
| 23 |
-
limit: int = Query(default=50, le=200),
|
| 24 |
-
offset: int = 0,
|
| 25 |
-
db: Session = Depends(
|
| 26 |
-
):
|
| 27 |
-
"""Lista eventos com filtros opcionais"""
|
| 28 |
-
query = db.query(Event)
|
| 29 |
-
|
| 30 |
-
if type:
|
| 31 |
-
query = query.filter(Event.type == type)
|
| 32 |
-
|
| 33 |
-
if search:
|
| 34 |
-
query = query.filter(
|
| 35 |
-
or_(
|
| 36 |
-
Event.title.ilike(f"%{search}%"),
|
| 37 |
-
Event.description.ilike(f"%{search}%")
|
| 38 |
-
)
|
| 39 |
-
)
|
| 40 |
-
|
| 41 |
-
if start_date:
|
| 42 |
-
query = query.filter(Event.event_date >= start_date)
|
| 43 |
-
if end_date:
|
| 44 |
-
query = query.filter(Event.event_date <= end_date)
|
| 45 |
-
|
| 46 |
-
query = query.order_by(Event.event_date.desc().nullslast())
|
| 47 |
-
return query.offset(offset).limit(limit).all()
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
@router.get("/types")
|
| 51 |
-
def get_event_types(db: Session = Depends(
|
| 52 |
-
"""Retorna todos os tipos de evento
|
| 53 |
-
types = db.query(Event.type).distinct().all()
|
| 54 |
-
return [t[0] for t in types]
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
@router.get("/timeline")
|
| 58 |
-
def get_timeline(
|
| 59 |
-
entity_id: Optional[str] = None,
|
| 60 |
-
limit: int = Query(default=50, le=200),
|
| 61 |
-
db: Session = Depends(
|
| 62 |
-
):
|
| 63 |
-
"""
|
| 64 |
-
Retorna eventos em formato timeline
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
"
|
| 79 |
-
"
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
event
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
db.delete(db_event)
|
| 115 |
-
db.commit()
|
| 116 |
-
return {"message": "Event deleted"}
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Events CRUD Routes
|
| 3 |
+
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, HTTPException, Query
|
| 5 |
+
from sqlalchemy.orm import Session
|
| 6 |
+
from sqlalchemy import or_
|
| 7 |
+
from typing import List, Optional
|
| 8 |
+
from datetime import datetime
|
| 9 |
+
|
| 10 |
+
from app.api.deps import get_scoped_db
|
| 11 |
+
from app.models import Event
|
| 12 |
+
from app.schemas import EventCreate, EventResponse
|
| 13 |
+
|
| 14 |
+
router = APIRouter(prefix="/events", tags=["Events"])
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
@router.get("/", response_model=List[EventResponse])
|
| 18 |
+
def list_events(
|
| 19 |
+
type: Optional[str] = None,
|
| 20 |
+
search: Optional[str] = None,
|
| 21 |
+
start_date: Optional[datetime] = None,
|
| 22 |
+
end_date: Optional[datetime] = None,
|
| 23 |
+
limit: int = Query(default=50, le=200),
|
| 24 |
+
offset: int = 0,
|
| 25 |
+
db: Session = Depends(get_scoped_db)
|
| 26 |
+
):
|
| 27 |
+
"""Lista eventos com filtros opcionais"""
|
| 28 |
+
query = db.query(Event)
|
| 29 |
+
|
| 30 |
+
if type:
|
| 31 |
+
query = query.filter(Event.type == type)
|
| 32 |
+
|
| 33 |
+
if search:
|
| 34 |
+
query = query.filter(
|
| 35 |
+
or_(
|
| 36 |
+
Event.title.ilike(f"%{search}%"),
|
| 37 |
+
Event.description.ilike(f"%{search}%")
|
| 38 |
+
)
|
| 39 |
+
)
|
| 40 |
+
|
| 41 |
+
if start_date:
|
| 42 |
+
query = query.filter(Event.event_date >= start_date)
|
| 43 |
+
if end_date:
|
| 44 |
+
query = query.filter(Event.event_date <= end_date)
|
| 45 |
+
|
| 46 |
+
query = query.order_by(Event.event_date.desc().nullslast())
|
| 47 |
+
return query.offset(offset).limit(limit).all()
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
@router.get("/types")
|
| 51 |
+
def get_event_types(db: Session = Depends(get_scoped_db)):
|
| 52 |
+
"""Retorna todos os tipos de evento unicos"""
|
| 53 |
+
types = db.query(Event.type).distinct().all()
|
| 54 |
+
return [t[0] for t in types]
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
@router.get("/timeline")
|
| 58 |
+
def get_timeline(
|
| 59 |
+
entity_id: Optional[str] = None,
|
| 60 |
+
limit: int = Query(default=50, le=200),
|
| 61 |
+
db: Session = Depends(get_scoped_db)
|
| 62 |
+
):
|
| 63 |
+
"""
|
| 64 |
+
Retorna eventos em formato timeline.
|
| 65 |
+
"""
|
| 66 |
+
query = db.query(Event).filter(Event.event_date.isnot(None))
|
| 67 |
+
|
| 68 |
+
if entity_id:
|
| 69 |
+
query = query.filter(Event.entity_ids.contains([entity_id]))
|
| 70 |
+
|
| 71 |
+
events = query.order_by(Event.event_date.asc()).limit(limit).all()
|
| 72 |
+
|
| 73 |
+
return [
|
| 74 |
+
{
|
| 75 |
+
"id": e.id,
|
| 76 |
+
"title": e.title,
|
| 77 |
+
"date": e.event_date.isoformat() if e.event_date else None,
|
| 78 |
+
"type": e.type,
|
| 79 |
+
"location": e.location_name
|
| 80 |
+
}
|
| 81 |
+
for e in events
|
| 82 |
+
]
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
@router.get("/{event_id}", response_model=EventResponse)
|
| 86 |
+
def get_event(event_id: str, db: Session = Depends(get_scoped_db)):
|
| 87 |
+
"""Busca um evento por ID"""
|
| 88 |
+
event = db.query(Event).filter(Event.id == event_id).first()
|
| 89 |
+
if not event:
|
| 90 |
+
raise HTTPException(status_code=404, detail="Event not found")
|
| 91 |
+
return event
|
| 92 |
+
|
| 93 |
+
|
| 94 |
+
@router.post("/", response_model=EventResponse, status_code=201)
|
| 95 |
+
def create_event(event: EventCreate, db: Session = Depends(get_scoped_db)):
|
| 96 |
+
"""Cria um novo evento"""
|
| 97 |
+
db_event = Event(**event.model_dump())
|
| 98 |
+
db.add(db_event)
|
| 99 |
+
db.commit()
|
| 100 |
+
db.refresh(db_event)
|
| 101 |
+
return db_event
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
@router.delete("/{event_id}")
|
| 105 |
+
def delete_event(event_id: str, db: Session = Depends(get_scoped_db)):
|
| 106 |
+
"""Deleta um evento"""
|
| 107 |
+
db_event = db.query(Event).filter(Event.id == event_id).first()
|
| 108 |
+
if not db_event:
|
| 109 |
+
raise HTTPException(status_code=404, detail="Event not found")
|
| 110 |
+
|
| 111 |
+
db.delete(db_event)
|
| 112 |
+
db.commit()
|
| 113 |
+
return {"message": "Event deleted"}
|
|
|
|
|
|
|
|
|
app/api/routes/graph.py
CHANGED
|
@@ -1,29 +1,29 @@
|
|
| 1 |
"""
|
| 2 |
Graph API Routes - Network visualization endpoints
|
| 3 |
"""
|
| 4 |
-
from fastapi import APIRouter, HTTPException, Query
|
| 5 |
-
from typing import Optional, List
|
| 6 |
-
from sqlalchemy import
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
from app.
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
|
|
|
| 13 |
|
| 14 |
|
| 15 |
@router.get("")
|
| 16 |
-
async def get_graph(
|
| 17 |
-
entity_type: Optional[str] = Query(None, description="Filter by entity type"),
|
| 18 |
-
limit: int = Query(100, le=500, description="Maximum number of entities")
|
| 19 |
-
)
|
|
|
|
| 20 |
"""
|
| 21 |
Get graph data for visualization.
|
| 22 |
Returns nodes (entities) and edges (relationships).
|
| 23 |
"""
|
| 24 |
-
try:
|
| 25 |
-
db = next(get_db())
|
| 26 |
-
|
| 27 |
# Get entities
|
| 28 |
query = db.query(Entity)
|
| 29 |
if entity_type:
|
|
@@ -56,7 +56,6 @@ async def get_graph(
|
|
| 56 |
|
| 57 |
edges = []
|
| 58 |
for r in relationships:
|
| 59 |
-
# Only include edges where both nodes exist
|
| 60 |
if r.source_id in entity_ids and r.target_id in entity_ids:
|
| 61 |
edges.append({
|
| 62 |
"data": {
|
|
@@ -82,16 +81,15 @@ async def get_graph(
|
|
| 82 |
|
| 83 |
|
| 84 |
@router.get("/entity/{entity_id}")
|
| 85 |
-
async def get_entity_graph(
|
| 86 |
-
entity_id: str,
|
| 87 |
-
depth: int = Query(1, ge=1, le=3, description="How many levels of connections to include")
|
| 88 |
-
)
|
|
|
|
| 89 |
"""
|
| 90 |
Get graph centered on a specific entity.
|
| 91 |
"""
|
| 92 |
-
try:
|
| 93 |
-
db = next(get_db())
|
| 94 |
-
|
| 95 |
# Get the central entity
|
| 96 |
central = db.query(Entity).filter(Entity.id == entity_id).first()
|
| 97 |
if not central:
|
|
@@ -102,7 +100,6 @@ async def get_entity_graph(
|
|
| 102 |
current_level = {entity_id}
|
| 103 |
|
| 104 |
for _ in range(depth):
|
| 105 |
-
# Get relationships for current level entities
|
| 106 |
rels = db.query(Relationship).filter(
|
| 107 |
or_(
|
| 108 |
Relationship.source_id.in_(current_level),
|
|
@@ -110,13 +107,11 @@ async def get_entity_graph(
|
|
| 110 |
)
|
| 111 |
).all()
|
| 112 |
|
| 113 |
-
# Collect new entity IDs
|
| 114 |
next_level = set()
|
| 115 |
for r in rels:
|
| 116 |
next_level.add(r.source_id)
|
| 117 |
next_level.add(r.target_id)
|
| 118 |
|
| 119 |
-
# Update for next iteration
|
| 120 |
current_level = next_level - collected_ids
|
| 121 |
collected_ids.update(next_level)
|
| 122 |
|
|
@@ -175,3 +170,4 @@ async def get_entity_graph(
|
|
| 175 |
raise
|
| 176 |
except Exception as e:
|
| 177 |
raise HTTPException(status_code=500, detail=f"Failed to get entity graph: {str(e)}")
|
|
|
|
|
|
| 1 |
"""
|
| 2 |
Graph API Routes - Network visualization endpoints
|
| 3 |
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, HTTPException, Query
|
| 5 |
+
from typing import Optional, List
|
| 6 |
+
from sqlalchemy.orm import Session
|
| 7 |
+
from sqlalchemy import or_
|
| 8 |
+
|
| 9 |
+
from app.api.deps import get_scoped_db
|
| 10 |
+
from app.models.entity import Entity, Relationship
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
router = APIRouter(prefix="/graph", tags=["Graph"])
|
| 14 |
|
| 15 |
|
| 16 |
@router.get("")
|
| 17 |
+
async def get_graph(
|
| 18 |
+
entity_type: Optional[str] = Query(None, description="Filter by entity type"),
|
| 19 |
+
limit: int = Query(100, le=500, description="Maximum number of entities"),
|
| 20 |
+
db: Session = Depends(get_scoped_db)
|
| 21 |
+
):
|
| 22 |
"""
|
| 23 |
Get graph data for visualization.
|
| 24 |
Returns nodes (entities) and edges (relationships).
|
| 25 |
"""
|
| 26 |
+
try:
|
|
|
|
|
|
|
| 27 |
# Get entities
|
| 28 |
query = db.query(Entity)
|
| 29 |
if entity_type:
|
|
|
|
| 56 |
|
| 57 |
edges = []
|
| 58 |
for r in relationships:
|
|
|
|
| 59 |
if r.source_id in entity_ids and r.target_id in entity_ids:
|
| 60 |
edges.append({
|
| 61 |
"data": {
|
|
|
|
| 81 |
|
| 82 |
|
| 83 |
@router.get("/entity/{entity_id}")
|
| 84 |
+
async def get_entity_graph(
|
| 85 |
+
entity_id: str,
|
| 86 |
+
depth: int = Query(1, ge=1, le=3, description="How many levels of connections to include"),
|
| 87 |
+
db: Session = Depends(get_scoped_db)
|
| 88 |
+
):
|
| 89 |
"""
|
| 90 |
Get graph centered on a specific entity.
|
| 91 |
"""
|
| 92 |
+
try:
|
|
|
|
|
|
|
| 93 |
# Get the central entity
|
| 94 |
central = db.query(Entity).filter(Entity.id == entity_id).first()
|
| 95 |
if not central:
|
|
|
|
| 100 |
current_level = {entity_id}
|
| 101 |
|
| 102 |
for _ in range(depth):
|
|
|
|
| 103 |
rels = db.query(Relationship).filter(
|
| 104 |
or_(
|
| 105 |
Relationship.source_id.in_(current_level),
|
|
|
|
| 107 |
)
|
| 108 |
).all()
|
| 109 |
|
|
|
|
| 110 |
next_level = set()
|
| 111 |
for r in rels:
|
| 112 |
next_level.add(r.source_id)
|
| 113 |
next_level.add(r.target_id)
|
| 114 |
|
|
|
|
| 115 |
current_level = next_level - collected_ids
|
| 116 |
collected_ids.update(next_level)
|
| 117 |
|
|
|
|
| 170 |
raise
|
| 171 |
except Exception as e:
|
| 172 |
raise HTTPException(status_code=500, detail=f"Failed to get entity graph: {str(e)}")
|
| 173 |
+
|
app/api/routes/ingest.py
CHANGED
|
@@ -2,15 +2,15 @@
|
|
| 2 |
Data Ingestion Routes
|
| 3 |
Endpoints para importar dados de fontes externas
|
| 4 |
"""
|
| 5 |
-
from fastapi import APIRouter, Depends, HTTPException, BackgroundTasks
|
| 6 |
-
from sqlalchemy.orm import Session
|
| 7 |
-
from typing import Optional, List
|
| 8 |
-
from datetime import datetime
|
| 9 |
-
import asyncio
|
| 10 |
-
|
| 11 |
-
from app.
|
| 12 |
-
from app.models import Entity, Document, Relationship
|
| 13 |
-
from app.schemas import EntityResponse, DocumentResponse
|
| 14 |
from app.services.ingestion import wikipedia_scraper, news_service
|
| 15 |
from app.services.nlp import entity_extractor
|
| 16 |
from app.services.geocoding import geocode
|
|
@@ -43,20 +43,20 @@ def search_wikipedia(q: str, limit: int = 10):
|
|
| 43 |
|
| 44 |
|
| 45 |
@router.post("/wikipedia/entity", response_model=EntityResponse)
|
| 46 |
-
async def import_from_wikipedia(
|
| 47 |
-
title: str,
|
| 48 |
-
entity_type: str = "person",
|
| 49 |
-
project_id: Optional[str] = None,
|
| 50 |
-
auto_extract: bool = True,
|
| 51 |
-
db: Session = Depends(
|
| 52 |
-
):
|
| 53 |
"""
|
| 54 |
Importa uma entidade da Wikipedia
|
| 55 |
entity_type: person, organization, location
|
| 56 |
project_id: ID do projeto para associar a entidade
|
| 57 |
auto_extract: Se True, usa LLM para extrair entidades relacionadas
|
| 58 |
"""
|
| 59 |
-
# Check if entity already exists
|
| 60 |
existing = db.query(Entity).filter(
|
| 61 |
Entity.name == title,
|
| 62 |
Entity.source == "wikipedia"
|
|
@@ -201,12 +201,12 @@ def search_news(q: str):
|
|
| 201 |
|
| 202 |
|
| 203 |
@router.post("/news/import")
|
| 204 |
-
async def import_news(
|
| 205 |
-
query: Optional[str] = None,
|
| 206 |
-
feed: Optional[str] = None,
|
| 207 |
-
auto_extract: bool = True,
|
| 208 |
-
db: Session = Depends(
|
| 209 |
-
):
|
| 210 |
"""
|
| 211 |
Importa notícias como documentos no sistema
|
| 212 |
auto_extract: Se True, usa LLM para extrair entidades de cada notícia
|
|
@@ -314,10 +314,10 @@ async def import_news(
|
|
| 314 |
# ========== Manual Import ==========
|
| 315 |
|
| 316 |
@router.post("/bulk/entities")
|
| 317 |
-
def bulk_import_entities(
|
| 318 |
-
entities: List[dict],
|
| 319 |
-
db: Session = Depends(
|
| 320 |
-
):
|
| 321 |
"""
|
| 322 |
Importa múltiplas entidades de uma vez
|
| 323 |
Útil para importar de CSV/JSON
|
|
|
|
| 2 |
Data Ingestion Routes
|
| 3 |
Endpoints para importar dados de fontes externas
|
| 4 |
"""
|
| 5 |
+
from fastapi import APIRouter, Depends, HTTPException, BackgroundTasks
|
| 6 |
+
from sqlalchemy.orm import Session
|
| 7 |
+
from typing import Optional, List
|
| 8 |
+
from datetime import datetime
|
| 9 |
+
import asyncio
|
| 10 |
+
|
| 11 |
+
from app.api.deps import get_scoped_db
|
| 12 |
+
from app.models import Entity, Document, Relationship
|
| 13 |
+
from app.schemas import EntityResponse, DocumentResponse
|
| 14 |
from app.services.ingestion import wikipedia_scraper, news_service
|
| 15 |
from app.services.nlp import entity_extractor
|
| 16 |
from app.services.geocoding import geocode
|
|
|
|
| 43 |
|
| 44 |
|
| 45 |
@router.post("/wikipedia/entity", response_model=EntityResponse)
|
| 46 |
+
async def import_from_wikipedia(
|
| 47 |
+
title: str,
|
| 48 |
+
entity_type: str = "person",
|
| 49 |
+
project_id: Optional[str] = None,
|
| 50 |
+
auto_extract: bool = True,
|
| 51 |
+
db: Session = Depends(get_scoped_db)
|
| 52 |
+
):
|
| 53 |
"""
|
| 54 |
Importa uma entidade da Wikipedia
|
| 55 |
entity_type: person, organization, location
|
| 56 |
project_id: ID do projeto para associar a entidade
|
| 57 |
auto_extract: Se True, usa LLM para extrair entidades relacionadas
|
| 58 |
"""
|
| 59 |
+
# Check if entity already exists
|
| 60 |
existing = db.query(Entity).filter(
|
| 61 |
Entity.name == title,
|
| 62 |
Entity.source == "wikipedia"
|
|
|
|
| 201 |
|
| 202 |
|
| 203 |
@router.post("/news/import")
|
| 204 |
+
async def import_news(
|
| 205 |
+
query: Optional[str] = None,
|
| 206 |
+
feed: Optional[str] = None,
|
| 207 |
+
auto_extract: bool = True,
|
| 208 |
+
db: Session = Depends(get_scoped_db)
|
| 209 |
+
):
|
| 210 |
"""
|
| 211 |
Importa notícias como documentos no sistema
|
| 212 |
auto_extract: Se True, usa LLM para extrair entidades de cada notícia
|
|
|
|
| 314 |
# ========== Manual Import ==========
|
| 315 |
|
| 316 |
@router.post("/bulk/entities")
|
| 317 |
+
def bulk_import_entities(
|
| 318 |
+
entities: List[dict],
|
| 319 |
+
db: Session = Depends(get_scoped_db)
|
| 320 |
+
):
|
| 321 |
"""
|
| 322 |
Importa múltiplas entidades de uma vez
|
| 323 |
Útil para importar de CSV/JSON
|
app/api/routes/projects.py
CHANGED
|
@@ -1,13 +1,14 @@
|
|
| 1 |
"""
|
| 2 |
Projects API Routes - Workspace management
|
| 3 |
"""
|
| 4 |
-
from fastapi import APIRouter, HTTPException
|
| 5 |
-
from pydantic import BaseModel
|
| 6 |
-
from typing import Optional, List
|
| 7 |
-
from datetime import datetime
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
from app.
|
|
|
|
| 11 |
|
| 12 |
|
| 13 |
router = APIRouter(prefix="/projects", tags=["Projects"])
|
|
@@ -33,11 +34,10 @@ class ProjectResponse(BaseModel):
|
|
| 33 |
from_attributes = True
|
| 34 |
|
| 35 |
|
| 36 |
-
@router.get("", response_model=List[ProjectResponse])
|
| 37 |
-
def list_projects():
|
| 38 |
-
"""List all projects"""
|
| 39 |
-
|
| 40 |
-
projects = db.query(Project).order_by(Project.created_at.desc()).all()
|
| 41 |
|
| 42 |
result = []
|
| 43 |
for p in projects:
|
|
@@ -55,14 +55,12 @@ def list_projects():
|
|
| 55 |
return result
|
| 56 |
|
| 57 |
|
| 58 |
-
@router.post("", response_model=ProjectResponse)
|
| 59 |
-
def create_project(project: ProjectCreate):
|
| 60 |
-
"""Create a new project"""
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
name=project.name,
|
| 65 |
-
description=project.description,
|
| 66 |
color=project.color,
|
| 67 |
icon=project.icon
|
| 68 |
)
|
|
@@ -81,11 +79,10 @@ def create_project(project: ProjectCreate):
|
|
| 81 |
)
|
| 82 |
|
| 83 |
|
| 84 |
-
@router.get("/{project_id}", response_model=ProjectResponse)
|
| 85 |
-
def get_project(project_id: str):
|
| 86 |
-
"""Get project by ID"""
|
| 87 |
-
|
| 88 |
-
project = db.query(Project).filter(Project.id == project_id).first()
|
| 89 |
|
| 90 |
if not project:
|
| 91 |
raise HTTPException(status_code=404, detail="Project not found")
|
|
@@ -103,11 +100,10 @@ def get_project(project_id: str):
|
|
| 103 |
)
|
| 104 |
|
| 105 |
|
| 106 |
-
@router.delete("/{project_id}")
|
| 107 |
-
def delete_project(project_id: str):
|
| 108 |
-
"""Delete project and optionally its entities"""
|
| 109 |
-
|
| 110 |
-
project = db.query(Project).filter(Project.id == project_id).first()
|
| 111 |
|
| 112 |
if not project:
|
| 113 |
raise HTTPException(status_code=404, detail="Project not found")
|
|
@@ -122,11 +118,10 @@ def delete_project(project_id: str):
|
|
| 122 |
return {"message": f"Project '{project.name}' deleted"}
|
| 123 |
|
| 124 |
|
| 125 |
-
@router.put("/{project_id}")
|
| 126 |
-
def update_project(project_id: str, project: ProjectCreate):
|
| 127 |
-
"""Update project"""
|
| 128 |
-
|
| 129 |
-
existing = db.query(Project).filter(Project.id == project_id).first()
|
| 130 |
|
| 131 |
if not existing:
|
| 132 |
raise HTTPException(status_code=404, detail="Project not found")
|
|
|
|
| 1 |
"""
|
| 2 |
Projects API Routes - Workspace management
|
| 3 |
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, HTTPException
|
| 5 |
+
from pydantic import BaseModel
|
| 6 |
+
from typing import Optional, List
|
| 7 |
+
from datetime import datetime
|
| 8 |
+
from sqlalchemy.orm import Session
|
| 9 |
+
|
| 10 |
+
from app.api.deps import get_scoped_db
|
| 11 |
+
from app.models import Project, Entity, Relationship
|
| 12 |
|
| 13 |
|
| 14 |
router = APIRouter(prefix="/projects", tags=["Projects"])
|
|
|
|
| 34 |
from_attributes = True
|
| 35 |
|
| 36 |
|
| 37 |
+
@router.get("", response_model=List[ProjectResponse])
|
| 38 |
+
def list_projects(db: Session = Depends(get_scoped_db)):
|
| 39 |
+
"""List all projects"""
|
| 40 |
+
projects = db.query(Project).order_by(Project.created_at.desc()).all()
|
|
|
|
| 41 |
|
| 42 |
result = []
|
| 43 |
for p in projects:
|
|
|
|
| 55 |
return result
|
| 56 |
|
| 57 |
|
| 58 |
+
@router.post("", response_model=ProjectResponse)
|
| 59 |
+
def create_project(project: ProjectCreate, db: Session = Depends(get_scoped_db)):
|
| 60 |
+
"""Create a new project"""
|
| 61 |
+
new_project = Project(
|
| 62 |
+
name=project.name,
|
| 63 |
+
description=project.description,
|
|
|
|
|
|
|
| 64 |
color=project.color,
|
| 65 |
icon=project.icon
|
| 66 |
)
|
|
|
|
| 79 |
)
|
| 80 |
|
| 81 |
|
| 82 |
+
@router.get("/{project_id}", response_model=ProjectResponse)
|
| 83 |
+
def get_project(project_id: str, db: Session = Depends(get_scoped_db)):
|
| 84 |
+
"""Get project by ID"""
|
| 85 |
+
project = db.query(Project).filter(Project.id == project_id).first()
|
|
|
|
| 86 |
|
| 87 |
if not project:
|
| 88 |
raise HTTPException(status_code=404, detail="Project not found")
|
|
|
|
| 100 |
)
|
| 101 |
|
| 102 |
|
| 103 |
+
@router.delete("/{project_id}")
|
| 104 |
+
def delete_project(project_id: str, db: Session = Depends(get_scoped_db)):
|
| 105 |
+
"""Delete project and optionally its entities"""
|
| 106 |
+
project = db.query(Project).filter(Project.id == project_id).first()
|
|
|
|
| 107 |
|
| 108 |
if not project:
|
| 109 |
raise HTTPException(status_code=404, detail="Project not found")
|
|
|
|
| 118 |
return {"message": f"Project '{project.name}' deleted"}
|
| 119 |
|
| 120 |
|
| 121 |
+
@router.put("/{project_id}")
|
| 122 |
+
def update_project(project_id: str, project: ProjectCreate, db: Session = Depends(get_scoped_db)):
|
| 123 |
+
"""Update project"""
|
| 124 |
+
existing = db.query(Project).filter(Project.id == project_id).first()
|
|
|
|
| 125 |
|
| 126 |
if not existing:
|
| 127 |
raise HTTPException(status_code=404, detail="Project not found")
|
app/api/routes/relationships.py
CHANGED
|
@@ -1,71 +1,76 @@
|
|
| 1 |
-
"""
|
| 2 |
-
Relationship CRUD Routes
|
| 3 |
-
"""
|
| 4 |
-
from fastapi import APIRouter, Depends, HTTPException, Query
|
| 5 |
-
from sqlalchemy.orm import Session
|
| 6 |
-
from typing import List, Optional
|
| 7 |
-
|
| 8 |
-
from app.
|
| 9 |
-
from app.models import Relationship, Entity
|
| 10 |
-
from app.schemas import RelationshipCreate, RelationshipResponse
|
| 11 |
-
|
| 12 |
-
router = APIRouter(prefix="/relationships", tags=["Relationships"])
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
@router.get("/", response_model=List[RelationshipResponse])
|
| 16 |
-
def list_relationships(
|
| 17 |
-
type: Optional[str] = None,
|
| 18 |
-
source_id: Optional[str] = None,
|
| 19 |
-
target_id: Optional[str] = None,
|
| 20 |
-
limit: int = Query(default=50, le=200),
|
| 21 |
-
db: Session = Depends(
|
| 22 |
-
):
|
| 23 |
-
"""Lista relacionamentos com filtros opcionais"""
|
| 24 |
-
query = db.query(Relationship)
|
| 25 |
-
|
| 26 |
-
if type:
|
| 27 |
-
query = query.filter(Relationship.type == type)
|
| 28 |
-
if source_id:
|
| 29 |
-
query = query.filter(Relationship.source_id == source_id)
|
| 30 |
-
if target_id:
|
| 31 |
-
query = query.filter(Relationship.target_id == target_id)
|
| 32 |
-
|
| 33 |
-
return query.limit(limit).all()
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
@router.get("/types")
|
| 37 |
-
def get_relationship_types(db: Session = Depends(
|
| 38 |
-
"""Retorna todos os tipos de relacionamento
|
| 39 |
-
types = db.query(Relationship.type).distinct().all()
|
| 40 |
-
return [t[0] for t in types]
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
@router.post("/", response_model=RelationshipResponse, status_code=201)
|
| 44 |
-
def create_relationship(
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
if not
|
| 53 |
-
raise HTTPException(status_code=404, detail="
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
db.
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
db.
|
| 71 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Relationship CRUD Routes
|
| 3 |
+
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, HTTPException, Query
|
| 5 |
+
from sqlalchemy.orm import Session
|
| 6 |
+
from typing import List, Optional
|
| 7 |
+
|
| 8 |
+
from app.api.deps import get_scoped_db
|
| 9 |
+
from app.models import Relationship, Entity
|
| 10 |
+
from app.schemas import RelationshipCreate, RelationshipResponse
|
| 11 |
+
|
| 12 |
+
router = APIRouter(prefix="/relationships", tags=["Relationships"])
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
@router.get("/", response_model=List[RelationshipResponse])
|
| 16 |
+
def list_relationships(
|
| 17 |
+
type: Optional[str] = None,
|
| 18 |
+
source_id: Optional[str] = None,
|
| 19 |
+
target_id: Optional[str] = None,
|
| 20 |
+
limit: int = Query(default=50, le=200),
|
| 21 |
+
db: Session = Depends(get_scoped_db)
|
| 22 |
+
):
|
| 23 |
+
"""Lista relacionamentos com filtros opcionais"""
|
| 24 |
+
query = db.query(Relationship)
|
| 25 |
+
|
| 26 |
+
if type:
|
| 27 |
+
query = query.filter(Relationship.type == type)
|
| 28 |
+
if source_id:
|
| 29 |
+
query = query.filter(Relationship.source_id == source_id)
|
| 30 |
+
if target_id:
|
| 31 |
+
query = query.filter(Relationship.target_id == target_id)
|
| 32 |
+
|
| 33 |
+
return query.limit(limit).all()
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
@router.get("/types")
|
| 37 |
+
def get_relationship_types(db: Session = Depends(get_scoped_db)):
|
| 38 |
+
"""Retorna todos os tipos de relacionamento unicos"""
|
| 39 |
+
types = db.query(Relationship.type).distinct().all()
|
| 40 |
+
return [t[0] for t in types]
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
@router.post("/", response_model=RelationshipResponse, status_code=201)
|
| 44 |
+
def create_relationship(
|
| 45 |
+
rel: RelationshipCreate,
|
| 46 |
+
db: Session = Depends(get_scoped_db)
|
| 47 |
+
):
|
| 48 |
+
"""Cria um novo relacionamento entre entidades"""
|
| 49 |
+
source = db.query(Entity).filter(Entity.id == rel.source_id).first()
|
| 50 |
+
target = db.query(Entity).filter(Entity.id == rel.target_id).first()
|
| 51 |
+
|
| 52 |
+
if not source:
|
| 53 |
+
raise HTTPException(status_code=404, detail="Source entity not found")
|
| 54 |
+
if not target:
|
| 55 |
+
raise HTTPException(status_code=404, detail="Target entity not found")
|
| 56 |
+
|
| 57 |
+
db_rel = Relationship(**rel.model_dump())
|
| 58 |
+
db.add(db_rel)
|
| 59 |
+
db.commit()
|
| 60 |
+
db.refresh(db_rel)
|
| 61 |
+
return db_rel
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
@router.delete("/{relationship_id}")
|
| 65 |
+
def delete_relationship(
|
| 66 |
+
relationship_id: str,
|
| 67 |
+
db: Session = Depends(get_scoped_db)
|
| 68 |
+
):
|
| 69 |
+
"""Deleta um relacionamento"""
|
| 70 |
+
db_rel = db.query(Relationship).filter(Relationship.id == relationship_id).first()
|
| 71 |
+
if not db_rel:
|
| 72 |
+
raise HTTPException(status_code=404, detail="Relationship not found")
|
| 73 |
+
|
| 74 |
+
db.delete(db_rel)
|
| 75 |
+
db.commit()
|
| 76 |
+
return {"message": "Relationship deleted"}
|
app/api/routes/research.py
CHANGED
|
@@ -1,16 +1,17 @@
|
|
| 1 |
"""
|
| 2 |
Research API Routes - Deep research with automatic entity extraction
|
| 3 |
"""
|
| 4 |
-
from fastapi import APIRouter, HTTPException
|
| 5 |
-
from pydantic import BaseModel, Field
|
| 6 |
-
from typing import Optional, List
|
| 7 |
-
import traceback
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
from app.
|
| 11 |
-
from app.services
|
| 12 |
-
from app.services.
|
| 13 |
-
from app.
|
|
|
|
| 14 |
|
| 15 |
|
| 16 |
router = APIRouter(prefix="/research", tags=["Research"])
|
|
@@ -35,8 +36,8 @@ class ResearchResponse(BaseModel):
|
|
| 35 |
processing_time_ms: float
|
| 36 |
|
| 37 |
|
| 38 |
-
@router.post("", response_model=ResearchResponse)
|
| 39 |
-
async def research(request: ResearchRequest):
|
| 40 |
"""
|
| 41 |
Perform AI-powered research using Lancer API and optionally extract entities.
|
| 42 |
|
|
@@ -60,9 +61,7 @@ async def research(request: ResearchRequest):
|
|
| 60 |
# Extract entities if enabled
|
| 61 |
if request.auto_extract and result.raw_text:
|
| 62 |
try:
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
# Limit text to avoid token limits
|
| 66 |
text_to_analyze = result.raw_text[:5000]
|
| 67 |
ner_result = await entity_extractor.extract(text_to_analyze)
|
| 68 |
|
|
|
|
| 1 |
"""
|
| 2 |
Research API Routes - Deep research with automatic entity extraction
|
| 3 |
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, HTTPException
|
| 5 |
+
from pydantic import BaseModel, Field
|
| 6 |
+
from typing import Optional, List
|
| 7 |
+
import traceback
|
| 8 |
+
from sqlalchemy.orm import Session
|
| 9 |
+
|
| 10 |
+
from app.api.deps import get_scoped_db
|
| 11 |
+
from app.services import lancer
|
| 12 |
+
from app.services.nlp import entity_extractor
|
| 13 |
+
from app.services.geocoding import geocode
|
| 14 |
+
from app.models.entity import Entity, Relationship
|
| 15 |
|
| 16 |
|
| 17 |
router = APIRouter(prefix="/research", tags=["Research"])
|
|
|
|
| 36 |
processing_time_ms: float
|
| 37 |
|
| 38 |
|
| 39 |
+
@router.post("", response_model=ResearchResponse)
|
| 40 |
+
async def research(request: ResearchRequest, db: Session = Depends(get_scoped_db)):
|
| 41 |
"""
|
| 42 |
Perform AI-powered research using Lancer API and optionally extract entities.
|
| 43 |
|
|
|
|
| 61 |
# Extract entities if enabled
|
| 62 |
if request.auto_extract and result.raw_text:
|
| 63 |
try:
|
| 64 |
+
# Limit text to avoid token limits
|
|
|
|
|
|
|
| 65 |
text_to_analyze = result.raw_text[:5000]
|
| 66 |
ner_result = await entity_extractor.extract(text_to_analyze)
|
| 67 |
|
app/api/routes/search.py
CHANGED
|
@@ -1,133 +1,126 @@
|
|
| 1 |
-
"""
|
| 2 |
-
Search and Analytics Routes
|
| 3 |
-
"""
|
| 4 |
-
from fastapi import APIRouter, Depends, Query
|
| 5 |
-
from sqlalchemy.orm import Session
|
| 6 |
-
from sqlalchemy import or_, func
|
| 7 |
-
from typing import Optional
|
| 8 |
-
|
| 9 |
-
from app.
|
| 10 |
-
from app.models import Entity, Relationship, Event, Document
|
| 11 |
-
from app.schemas import SearchResult, SystemStats
|
| 12 |
-
|
| 13 |
-
router = APIRouter(prefix="/search", tags=["Search"])
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
@router.get("", response_model=SearchResult)
|
| 17 |
-
def global_search(
|
| 18 |
-
q: str = Query(..., min_length=2, description="Search query"),
|
| 19 |
-
types: Optional[str] = Query(None, description="Entity types (comma-separated)"),
|
| 20 |
-
limit: int = Query(default=20, le=100),
|
| 21 |
-
db: Session = Depends(
|
| 22 |
-
):
|
| 23 |
-
"""
|
| 24 |
-
Busca global em todas as entidades, eventos e documentos
|
| 25 |
-
"""
|
| 26 |
-
search_term = f"%{q}%"
|
| 27 |
-
type_filter = types.split(",") if types else None
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
Entity.
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
| 90 |
-
|
| 91 |
-
|
| 92 |
-
|
| 93 |
-
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
-
|
| 100 |
-
|
| 101 |
-
)
|
| 102 |
-
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
)
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
|
| 112 |
-
|
| 113 |
-
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
|
| 117 |
-
|
| 118 |
-
|
| 119 |
-
|
| 120 |
-
|
| 121 |
-
|
| 122 |
-
|
| 123 |
-
|
| 124 |
-
|
| 125 |
-
|
| 126 |
-
|
| 127 |
-
"name": e.name,
|
| 128 |
-
"lat": e.latitude,
|
| 129 |
-
"lng": e.longitude,
|
| 130 |
-
"properties": e.properties
|
| 131 |
-
}
|
| 132 |
-
for e in entities
|
| 133 |
-
]
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Search and Analytics Routes
|
| 3 |
+
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, Query
|
| 5 |
+
from sqlalchemy.orm import Session
|
| 6 |
+
from sqlalchemy import or_, func
|
| 7 |
+
from typing import Optional
|
| 8 |
+
|
| 9 |
+
from app.api.deps import get_scoped_db
|
| 10 |
+
from app.models import Entity, Relationship, Event, Document
|
| 11 |
+
from app.schemas import SearchResult, SystemStats
|
| 12 |
+
|
| 13 |
+
router = APIRouter(prefix="/search", tags=["Search"])
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
@router.get("", response_model=SearchResult)
|
| 17 |
+
def global_search(
|
| 18 |
+
q: str = Query(..., min_length=2, description="Search query"),
|
| 19 |
+
types: Optional[str] = Query(None, description="Entity types (comma-separated)"),
|
| 20 |
+
limit: int = Query(default=20, le=100),
|
| 21 |
+
db: Session = Depends(get_scoped_db)
|
| 22 |
+
):
|
| 23 |
+
"""
|
| 24 |
+
Busca global em todas as entidades, eventos e documentos.
|
| 25 |
+
"""
|
| 26 |
+
search_term = f"%{q}%"
|
| 27 |
+
type_filter = types.split(",") if types else None
|
| 28 |
+
|
| 29 |
+
entity_query = db.query(Entity).filter(
|
| 30 |
+
or_(
|
| 31 |
+
Entity.name.ilike(search_term),
|
| 32 |
+
Entity.description.ilike(search_term)
|
| 33 |
+
)
|
| 34 |
+
)
|
| 35 |
+
if type_filter:
|
| 36 |
+
entity_query = entity_query.filter(Entity.type.in_(type_filter))
|
| 37 |
+
entities = entity_query.limit(limit).all()
|
| 38 |
+
|
| 39 |
+
events = db.query(Event).filter(
|
| 40 |
+
or_(
|
| 41 |
+
Event.title.ilike(search_term),
|
| 42 |
+
Event.description.ilike(search_term)
|
| 43 |
+
)
|
| 44 |
+
).limit(limit).all()
|
| 45 |
+
|
| 46 |
+
documents = db.query(Document).filter(
|
| 47 |
+
or_(
|
| 48 |
+
Document.title.ilike(search_term),
|
| 49 |
+
Document.content.ilike(search_term)
|
| 50 |
+
)
|
| 51 |
+
).limit(limit).all()
|
| 52 |
+
|
| 53 |
+
return SearchResult(
|
| 54 |
+
entities=entities,
|
| 55 |
+
events=events,
|
| 56 |
+
documents=documents
|
| 57 |
+
)
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
@router.get("/stats", response_model=SystemStats)
|
| 61 |
+
def get_system_stats(db: Session = Depends(get_scoped_db)):
|
| 62 |
+
"""
|
| 63 |
+
Retorna estatisticas gerais do sistema.
|
| 64 |
+
"""
|
| 65 |
+
total_entities = db.query(Entity).count()
|
| 66 |
+
total_relationships = db.query(Relationship).count()
|
| 67 |
+
total_events = db.query(Event).count()
|
| 68 |
+
total_documents = db.query(Document).count()
|
| 69 |
+
|
| 70 |
+
type_counts = db.query(
|
| 71 |
+
Entity.type,
|
| 72 |
+
func.count(Entity.id)
|
| 73 |
+
).group_by(Entity.type).all()
|
| 74 |
+
|
| 75 |
+
entities_by_type = {t: c for t, c in type_counts}
|
| 76 |
+
|
| 77 |
+
recent = db.query(Entity).order_by(Entity.created_at.desc()).limit(10).all()
|
| 78 |
+
recent_activity = [
|
| 79 |
+
{
|
| 80 |
+
"id": e.id,
|
| 81 |
+
"type": e.type,
|
| 82 |
+
"name": e.name,
|
| 83 |
+
"created_at": e.created_at.isoformat()
|
| 84 |
+
}
|
| 85 |
+
for e in recent
|
| 86 |
+
]
|
| 87 |
+
|
| 88 |
+
return SystemStats(
|
| 89 |
+
total_entities=total_entities,
|
| 90 |
+
total_relationships=total_relationships,
|
| 91 |
+
total_events=total_events,
|
| 92 |
+
total_documents=total_documents,
|
| 93 |
+
entities_by_type=entities_by_type,
|
| 94 |
+
recent_activity=recent_activity
|
| 95 |
+
)
|
| 96 |
+
|
| 97 |
+
|
| 98 |
+
@router.get("/geo")
|
| 99 |
+
def get_geo_data(
|
| 100 |
+
entity_type: Optional[str] = None,
|
| 101 |
+
db: Session = Depends(get_scoped_db)
|
| 102 |
+
):
|
| 103 |
+
"""
|
| 104 |
+
Retorna entidades com geolocalizacao.
|
| 105 |
+
"""
|
| 106 |
+
query = db.query(Entity).filter(
|
| 107 |
+
Entity.latitude.isnot(None),
|
| 108 |
+
Entity.longitude.isnot(None)
|
| 109 |
+
)
|
| 110 |
+
|
| 111 |
+
if entity_type:
|
| 112 |
+
query = query.filter(Entity.type == entity_type)
|
| 113 |
+
|
| 114 |
+
entities = query.all()
|
| 115 |
+
|
| 116 |
+
return [
|
| 117 |
+
{
|
| 118 |
+
"id": e.id,
|
| 119 |
+
"type": e.type,
|
| 120 |
+
"name": e.name,
|
| 121 |
+
"lat": e.latitude,
|
| 122 |
+
"lng": e.longitude,
|
| 123 |
+
"properties": e.properties
|
| 124 |
+
}
|
| 125 |
+
for e in entities
|
| 126 |
+
]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
app/api/routes/session.py
CHANGED
|
@@ -1,28 +1,35 @@
|
|
| 1 |
-
"""
|
| 2 |
-
Session management routes
|
| 3 |
-
"""
|
| 4 |
-
from fastapi import APIRouter, Header, Cookie, Response
|
| 5 |
-
from typing import Optional
|
| 6 |
-
import uuid
|
| 7 |
-
|
| 8 |
-
from app.core.database import create_new_session_id
|
|
|
|
| 9 |
|
| 10 |
router = APIRouter(prefix="/session", tags=["Session"])
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
@router.post("/create")
|
| 14 |
-
def create_session(response: Response):
|
| 15 |
-
"""Create a new session and return session_id"""
|
| 16 |
-
session_id = create_new_session_id()
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
samesite="
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 26 |
|
| 27 |
|
| 28 |
@router.get("/current")
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Session management routes
|
| 3 |
+
"""
|
| 4 |
+
from fastapi import APIRouter, Header, Cookie, Response, Request
|
| 5 |
+
from typing import Optional
|
| 6 |
+
import uuid
|
| 7 |
+
|
| 8 |
+
from app.core.database import create_new_session_id
|
| 9 |
+
from app.config import settings
|
| 10 |
|
| 11 |
router = APIRouter(prefix="/session", tags=["Session"])
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
@router.post("/create")
|
| 15 |
+
def create_session(response: Response, request: Request):
|
| 16 |
+
"""Create a new session and return session_id"""
|
| 17 |
+
session_id = create_new_session_id()
|
| 18 |
+
secure = settings.cookie_secure
|
| 19 |
+
samesite = settings.cookie_samesite
|
| 20 |
+
proto = request.headers.get("x-forwarded-proto", request.url.scheme)
|
| 21 |
+
if proto != "https" and secure:
|
| 22 |
+
secure = False
|
| 23 |
+
samesite = "lax"
|
| 24 |
+
response.set_cookie(
|
| 25 |
+
key="numidium_session",
|
| 26 |
+
value=session_id,
|
| 27 |
+
max_age=60*60*24*365, # 1 year
|
| 28 |
+
httponly=True,
|
| 29 |
+
samesite=samesite,
|
| 30 |
+
secure=secure
|
| 31 |
+
)
|
| 32 |
+
return {"session_id": session_id}
|
| 33 |
|
| 34 |
|
| 35 |
@router.get("/current")
|
app/api/routes/timeline.py
CHANGED
|
@@ -1,14 +1,15 @@
|
|
| 1 |
"""
|
| 2 |
Timeline API Routes - Temporal view of entities and relationships
|
| 3 |
"""
|
| 4 |
-
from fastapi import APIRouter, Query
|
| 5 |
-
from pydantic import BaseModel
|
| 6 |
-
from typing import Optional, List, Dict, Any
|
| 7 |
-
from datetime import datetime, timedelta
|
| 8 |
-
from collections import defaultdict
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
from app.
|
|
|
|
| 12 |
|
| 13 |
|
| 14 |
router = APIRouter(prefix="/timeline", tags=["Timeline"])
|
|
@@ -35,19 +36,18 @@ class TimelineResponse(BaseModel):
|
|
| 35 |
total_events: int
|
| 36 |
|
| 37 |
|
| 38 |
-
@router.get("", response_model=TimelineResponse)
|
| 39 |
-
async def get_timeline(
|
| 40 |
-
days: int = Query(default=30, ge=1, le=365),
|
| 41 |
-
entity_type: Optional[str] = None,
|
| 42 |
-
limit: int = Query(default=100, ge=1, le=500)
|
| 43 |
-
)
|
|
|
|
| 44 |
"""
|
| 45 |
Get timeline of recent entities and relationships.
|
| 46 |
Groups events by date.
|
| 47 |
"""
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
# Calculate date range
|
| 51 |
end_date = datetime.now()
|
| 52 |
start_date = end_date - timedelta(days=days)
|
| 53 |
|
|
@@ -136,10 +136,9 @@ async def get_timeline(
|
|
| 136 |
)
|
| 137 |
|
| 138 |
|
| 139 |
-
@router.get("/stats")
|
| 140 |
-
async def get_timeline_stats():
|
| 141 |
-
"""Get statistics for timeline visualization"""
|
| 142 |
-
db = next(get_db())
|
| 143 |
|
| 144 |
# Count entities by type
|
| 145 |
entity_counts = {}
|
|
|
|
| 1 |
"""
|
| 2 |
Timeline API Routes - Temporal view of entities and relationships
|
| 3 |
"""
|
| 4 |
+
from fastapi import APIRouter, Depends, Query
|
| 5 |
+
from pydantic import BaseModel
|
| 6 |
+
from typing import Optional, List, Dict, Any
|
| 7 |
+
from datetime import datetime, timedelta
|
| 8 |
+
from collections import defaultdict
|
| 9 |
+
from sqlalchemy.orm import Session
|
| 10 |
+
|
| 11 |
+
from app.api.deps import get_scoped_db
|
| 12 |
+
from app.models.entity import Entity, Relationship
|
| 13 |
|
| 14 |
|
| 15 |
router = APIRouter(prefix="/timeline", tags=["Timeline"])
|
|
|
|
| 36 |
total_events: int
|
| 37 |
|
| 38 |
|
| 39 |
+
@router.get("", response_model=TimelineResponse)
|
| 40 |
+
async def get_timeline(
|
| 41 |
+
days: int = Query(default=30, ge=1, le=365),
|
| 42 |
+
entity_type: Optional[str] = None,
|
| 43 |
+
limit: int = Query(default=100, ge=1, le=500),
|
| 44 |
+
db: Session = Depends(get_scoped_db)
|
| 45 |
+
):
|
| 46 |
"""
|
| 47 |
Get timeline of recent entities and relationships.
|
| 48 |
Groups events by date.
|
| 49 |
"""
|
| 50 |
+
# Calculate date range
|
|
|
|
|
|
|
| 51 |
end_date = datetime.now()
|
| 52 |
start_date = end_date - timedelta(days=days)
|
| 53 |
|
|
|
|
| 136 |
)
|
| 137 |
|
| 138 |
|
| 139 |
+
@router.get("/stats")
|
| 140 |
+
async def get_timeline_stats(db: Session = Depends(get_scoped_db)):
|
| 141 |
+
"""Get statistics for timeline visualization"""
|
|
|
|
| 142 |
|
| 143 |
# Count entities by type
|
| 144 |
entity_counts = {}
|
app/config.py
CHANGED
|
@@ -23,8 +23,12 @@ class Settings(BaseSettings):
|
|
| 23 |
# Cerebras API for LLM-based entity extraction
|
| 24 |
cerebras_api_key: str = ""
|
| 25 |
|
| 26 |
-
# CORS
|
| 27 |
-
cors_origins: list[str] = ["*"]
|
|
|
|
|
|
|
|
|
|
|
|
|
| 28 |
|
| 29 |
class Config:
|
| 30 |
env_file = ".env"
|
|
|
|
| 23 |
# Cerebras API for LLM-based entity extraction
|
| 24 |
cerebras_api_key: str = ""
|
| 25 |
|
| 26 |
+
# CORS
|
| 27 |
+
cors_origins: list[str] = ["*"]
|
| 28 |
+
|
| 29 |
+
# Session cookie
|
| 30 |
+
cookie_secure: bool = True
|
| 31 |
+
cookie_samesite: str = "none"
|
| 32 |
|
| 33 |
class Config:
|
| 34 |
env_file = ".env"
|
app/core/database.py
CHANGED
|
@@ -62,16 +62,21 @@ engine = create_engine(
|
|
| 62 |
settings.database_url,
|
| 63 |
connect_args={"check_same_thread": False}
|
| 64 |
)
|
| 65 |
-
SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
def
|
| 69 |
-
"""
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 75 |
|
| 76 |
|
| 77 |
def _run_migrations(eng):
|
|
|
|
| 62 |
settings.database_url,
|
| 63 |
connect_args={"check_same_thread": False}
|
| 64 |
)
|
| 65 |
+
SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def get_default_session() -> Session:
|
| 69 |
+
"""Create a new session for the default database."""
|
| 70 |
+
return SessionLocal()
|
| 71 |
+
|
| 72 |
+
|
| 73 |
+
def get_db():
|
| 74 |
+
"""Legacy: Default database session"""
|
| 75 |
+
db = get_default_session()
|
| 76 |
+
try:
|
| 77 |
+
yield db
|
| 78 |
+
finally:
|
| 79 |
+
db.close()
|
| 80 |
|
| 81 |
|
| 82 |
def _run_migrations(eng):
|
app/services/chat.py
CHANGED
|
@@ -7,8 +7,7 @@ from typing import Optional, List, Dict, Any
|
|
| 7 |
from sqlalchemy.orm import Session
|
| 8 |
|
| 9 |
from app.config import settings
|
| 10 |
-
from app.
|
| 11 |
-
from app.models.entity import Entity, Relationship
|
| 12 |
|
| 13 |
|
| 14 |
LANCER_URL = "https://madras1-lancer.hf.space/api/v1"
|
|
@@ -24,13 +23,20 @@ Se não tiver certeza, diga que não sabe em vez de inventar."""
|
|
| 24 |
class ChatService:
|
| 25 |
"""Chat service with RAG using local database and Lancer"""
|
| 26 |
|
| 27 |
-
def __init__(self):
|
| 28 |
-
self.api_url = "https://api.cerebras.ai/v1/chat/completions"
|
| 29 |
-
self.conversation_history: List[Dict[str, str]] =
|
| 30 |
-
|
| 31 |
-
def
|
| 32 |
-
|
| 33 |
-
self.conversation_history
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 34 |
|
| 35 |
def _get_local_context(self, query: str, db: Session, limit: int = 5) -> str:
|
| 36 |
"""Get relevant entities from local database"""
|
|
@@ -146,17 +152,19 @@ class ChatService:
|
|
| 146 |
except Exception as e:
|
| 147 |
return f"Erro: {str(e)}"
|
| 148 |
|
| 149 |
-
async def chat(
|
| 150 |
-
self,
|
| 151 |
-
message: str,
|
| 152 |
-
db: Session,
|
| 153 |
-
use_web: bool = True,
|
| 154 |
-
use_history: bool = True
|
| 155 |
-
|
| 156 |
-
|
| 157 |
-
|
| 158 |
-
|
| 159 |
-
|
|
|
|
|
|
|
| 160 |
|
| 161 |
# Get web context if enabled
|
| 162 |
web_context = ""
|
|
@@ -172,11 +180,11 @@ class ChatService:
|
|
| 172 |
|
| 173 |
context = "\n\n".join(context_parts) if context_parts else "Nenhum contexto disponível."
|
| 174 |
|
| 175 |
-
# Build messages
|
| 176 |
-
messages = [{"role": "system", "content": SYSTEM_PROMPT}]
|
| 177 |
-
|
| 178 |
-
if use_history and
|
| 179 |
-
messages.extend(
|
| 180 |
|
| 181 |
user_message = f"""Contexto:
|
| 182 |
{context}
|
|
@@ -185,12 +193,13 @@ Pergunta: {message}"""
|
|
| 185 |
|
| 186 |
messages.append({"role": "user", "content": user_message})
|
| 187 |
|
| 188 |
-
# Call LLM
|
| 189 |
-
response = await self._call_llm(messages)
|
| 190 |
-
|
| 191 |
-
# Store history
|
| 192 |
-
|
| 193 |
-
|
|
|
|
| 194 |
|
| 195 |
return {
|
| 196 |
"answer": response,
|
|
|
|
| 7 |
from sqlalchemy.orm import Session
|
| 8 |
|
| 9 |
from app.config import settings
|
| 10 |
+
from app.models.entity import Entity, Relationship
|
|
|
|
| 11 |
|
| 12 |
|
| 13 |
LANCER_URL = "https://madras1-lancer.hf.space/api/v1"
|
|
|
|
| 23 |
class ChatService:
|
| 24 |
"""Chat service with RAG using local database and Lancer"""
|
| 25 |
|
| 26 |
+
def __init__(self):
|
| 27 |
+
self.api_url = "https://api.cerebras.ai/v1/chat/completions"
|
| 28 |
+
self.conversation_history: Dict[str, List[Dict[str, str]]] = {}
|
| 29 |
+
|
| 30 |
+
def _get_history(self, session_id: Optional[str]) -> List[Dict[str, str]]:
|
| 31 |
+
key = session_id or "default"
|
| 32 |
+
if key not in self.conversation_history:
|
| 33 |
+
self.conversation_history[key] = []
|
| 34 |
+
return self.conversation_history[key]
|
| 35 |
+
|
| 36 |
+
def clear_history(self, session_id: Optional[str] = None):
|
| 37 |
+
"""Clear conversation history"""
|
| 38 |
+
key = session_id or "default"
|
| 39 |
+
self.conversation_history.pop(key, None)
|
| 40 |
|
| 41 |
def _get_local_context(self, query: str, db: Session, limit: int = 5) -> str:
|
| 42 |
"""Get relevant entities from local database"""
|
|
|
|
| 152 |
except Exception as e:
|
| 153 |
return f"Erro: {str(e)}"
|
| 154 |
|
| 155 |
+
async def chat(
|
| 156 |
+
self,
|
| 157 |
+
message: str,
|
| 158 |
+
db: Session,
|
| 159 |
+
use_web: bool = True,
|
| 160 |
+
use_history: bool = True,
|
| 161 |
+
session_id: Optional[str] = None
|
| 162 |
+
) -> Dict[str, Any]:
|
| 163 |
+
"""Process chat message with RAG"""
|
| 164 |
+
history = self._get_history(session_id)
|
| 165 |
+
|
| 166 |
+
# Get local context
|
| 167 |
+
local_context = self._get_local_context(message, db)
|
| 168 |
|
| 169 |
# Get web context if enabled
|
| 170 |
web_context = ""
|
|
|
|
| 180 |
|
| 181 |
context = "\n\n".join(context_parts) if context_parts else "Nenhum contexto disponível."
|
| 182 |
|
| 183 |
+
# Build messages
|
| 184 |
+
messages = [{"role": "system", "content": SYSTEM_PROMPT}]
|
| 185 |
+
|
| 186 |
+
if use_history and history:
|
| 187 |
+
messages.extend(history[-6:])
|
| 188 |
|
| 189 |
user_message = f"""Contexto:
|
| 190 |
{context}
|
|
|
|
| 193 |
|
| 194 |
messages.append({"role": "user", "content": user_message})
|
| 195 |
|
| 196 |
+
# Call LLM
|
| 197 |
+
response = await self._call_llm(messages)
|
| 198 |
+
|
| 199 |
+
# Store history
|
| 200 |
+
if use_history:
|
| 201 |
+
history.append({"role": "user", "content": message})
|
| 202 |
+
history.append({"role": "assistant", "content": response})
|
| 203 |
|
| 204 |
return {
|
| 205 |
"answer": response,
|