2024-12-17 21:40:38 -05:00

188 lines
5.5 KiB
Python

import json
from datetime import datetime, UTC
from typing import Any, Dict, List, Optional, Union
from fastapi import (
FastAPI,
Form,
HTTPException,
Depends,
Header,
UploadFile
)
from fastapi.middleware.cors import CORSMiddleware
import jwt
import logging
from core.models.request import IngestTextRequest, QueryRequest
from core.models.documents import (
Document,
DocumentResult,
ChunkResult
)
from core.models.auth import AuthContext, EntityType
from core.services.document_service import DocumentService
from core.config import get_settings
from core.database.mongo_database import MongoDatabase
from core.vector_store.mongo_vector_store import MongoDBAtlasVectorStore
from core.storage.s3_storage import S3Storage
from core.parser.unstructured_parser import UnstructuredAPIParser
from core.embedding_model.openai_embedding_model import OpenAIEmbeddingModel
# Initialize FastAPI app
app = FastAPI(title="DataBridge API")
logger = logging.getLogger(__name__)
# Add CORS middleware
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"]
)
# Initialize service
settings = get_settings()
# Initialize components
database = MongoDatabase(
uri=settings.MONGODB_URI,
db_name=settings.DATABRIDGE_DB,
collection_name=settings.DOCUMENTS_COLLECTION
)
vector_store = MongoDBAtlasVectorStore(
uri=settings.MONGODB_URI,
database_name=settings.DATABRIDGE_DB,
collection_name=settings.CHUNKS_COLLECTION,
index_name=settings.VECTOR_INDEX_NAME
)
storage = S3Storage(
aws_access_key=settings.AWS_ACCESS_KEY,
aws_secret_key=settings.AWS_SECRET_ACCESS_KEY,
region_name=settings.AWS_REGION,
default_bucket=settings.S3_BUCKET
)
parser = UnstructuredAPIParser(
api_key=settings.UNSTRUCTURED_API_KEY,
chunk_size=settings.CHUNK_SIZE,
chunk_overlap=settings.CHUNK_OVERLAP
)
embedding_model = OpenAIEmbeddingModel(
api_key=settings.OPENAI_API_KEY,
model_name=settings.EMBEDDING_MODEL
)
# Initialize document service
document_service = DocumentService(
database=database,
vector_store=vector_store,
storage=storage,
parser=parser,
embedding_model=embedding_model
)
async def verify_token(authorization: str = Header(None)) -> AuthContext:
"""Verify JWT Bearer token."""
if not authorization:
raise HTTPException(
status_code=401,
detail="Missing authorization header",
headers={"WWW-Authenticate": "Bearer"}
)
try:
if not authorization.startswith("Bearer "):
raise HTTPException(
status_code=401,
detail="Invalid authorization header"
)
token = authorization[7:] # Remove "Bearer "
payload = jwt.decode(
token,
settings.JWT_SECRET_KEY,
algorithms=[settings.JWT_ALGORITHM]
)
if datetime.fromtimestamp(payload["exp"], UTC) < datetime.now(UTC):
raise HTTPException(status_code=401, detail="Token expired")
return AuthContext(
entity_type=EntityType(payload["type"]),
entity_id=payload["entity_id"],
app_id=payload.get("app_id"),
permissions=set(payload.get("permissions", ["read"]))
)
except jwt.InvalidTokenError as e:
raise HTTPException(status_code=401, detail=str(e))
@app.post("/ingest/text", response_model=Document)
async def ingest_text(
request: IngestTextRequest,
auth: AuthContext = Depends(verify_token)
) -> Document:
"""Ingest a text document."""
try:
return await document_service.ingest_text(request, auth)
except PermissionError as e:
raise HTTPException(status_code=403, detail=str(e))
@app.post("/ingest/file", response_model=Document)
async def ingest_file(
file: UploadFile,
metadata: str = Form("{}"), # JSON string of metadata
auth: AuthContext = Depends(verify_token)
) -> Document:
"""Ingest a file document."""
try:
metadata_dict = json.loads(metadata)
doc = await document_service.ingest_file(file, metadata_dict, auth)
return doc # TODO: Might be lighter on network to just send the document ID.
except PermissionError as e:
raise HTTPException(status_code=403, detail=str(e))
except json.JSONDecodeError:
raise HTTPException(400, "Invalid metadata JSON")
@app.post("/query", response_model=Union[List[ChunkResult], List[DocumentResult]])
async def query_documents(
request: QueryRequest,
auth: AuthContext = Depends(verify_token)
):
"""Query documents with specified return type."""
return await document_service.query(request, auth)
@app.get("/documents", response_model=List[Document])
async def list_documents(
auth: AuthContext = Depends(verify_token),
skip: int = 0,
limit: int = 100,
filters: Optional[Dict[str, Any]] = None
):
"""List accessible documents."""
return await document_service.db.get_documents(auth, skip, limit, filters)
@app.get("/documents/{document_id}", response_model=Document)
async def get_document(
document_id: str,
auth: AuthContext = Depends(verify_token)
):
"""Get document by ID."""
try:
doc = await document_service.db.get_document(document_id, auth)
logger.info(f"Found document: {doc}")
if not doc:
raise HTTPException(status_code=404, detail="Document not found")
return doc
except HTTPException as e:
logger.error(f"Error getting document: {e}")
raise e