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Merge pull request #303 from saurabhhhcodes/docs/architecture-swagger-294
Browse files- README.md +4 -0
- backend/app/routes/admin.py +26 -4
- backend/app/routes/chat.py +101 -18
- backend/app/routes/github.py +29 -5
- docs/ARCHITECTURE.md +150 -0
README.md
CHANGED
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@@ -99,6 +99,10 @@ The system uses **semantic search + cross-encoder reranking** to find the most r
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## 🏗️ Architecture
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```mermaid
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graph TD
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subgraph Frontend["Frontend (Next.js 16)"]
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## 🏗️ Architecture
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> Contributor note: see [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md) for a
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> route-by-route system map, request-flow diagrams, ownership boundaries, and
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> Swagger/OpenAPI documentation guidance.
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```mermaid
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graph TD
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subgraph Frontend["Frontend (Next.js 16)"]
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backend/app/routes/admin.py
CHANGED
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@@ -34,12 +34,25 @@ def _directory_size(path: Path) -> int:
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return total
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-
@router.get(
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def get_admin_stats(
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db: Session = Depends(get_db),
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_admin: User = Depends(get_current_admin),
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):
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-
"""Return aggregate
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upload_dir = Path(settings.UPLOAD_DIR).resolve()
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upload_dir.mkdir(parents=True, exist_ok=True)
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@@ -77,10 +90,19 @@ def get_admin_stats(
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)
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@router.get(
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def list_all_users(
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db: Session = Depends(get_db),
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_admin: User = Depends(get_current_admin),
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):
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"""List all registered users
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return db.query(User).all()
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return total
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@router.get(
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"/stats",
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response_model=AdminStatsResponse,
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summary="Get admin dashboard statistics",
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description=(
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"Returns aggregate user, document, message, query-latency, and disk "
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"usage metrics for authenticated administrators."
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),
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)
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def get_admin_stats(
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db: Session = Depends(get_db),
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_admin: User = Depends(get_current_admin),
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):
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"""Return aggregate operational statistics for the admin dashboard.
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The response includes counts for users, uploaded PDFs, all documents, chat
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messages, average RAG query latency, and upload-directory disk usage.
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Access is restricted by the `get_current_admin` dependency.
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"""
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upload_dir = Path(settings.UPLOAD_DIR).resolve()
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upload_dir.mkdir(parents=True, exist_ok=True)
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)
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@router.get(
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"/users",
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response_model=List[UserResponse],
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summary="List all registered users",
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description="Returns the registered user inventory for authenticated administrators.",
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)
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def list_all_users(
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db: Session = Depends(get_db),
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_admin: User = Depends(get_current_admin),
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):
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"""List all registered users.
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Access is restricted to administrators and the response is serialized
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through `UserResponse` so token fields and secrets are not exposed.
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"""
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return db.query(User).all()
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backend/app/routes/chat.py
CHANGED
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@@ -35,11 +35,25 @@ logger = logging.getLogger(__name__)
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router = APIRouter(prefix="/chat", tags=["Chat"])
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@router.get(
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def get_shared_answer(
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message_id: str,
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db: Session = Depends(get_db),
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):
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message = db.query(ChatMessage).filter(
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ChatMessage.id == message_id,
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ChatMessage.role == "assistant",
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@@ -51,12 +65,25 @@ def get_shared_answer(
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return _share_answer_response(message)
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@router.post(
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def create_share_link(
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message_id: str,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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message = db.query(ChatMessage).filter(
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ChatMessage.id == message_id,
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ChatMessage.user_id == user.id,
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@@ -80,7 +107,12 @@ def create_share_link(
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)
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@router.get(
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def get_chat_sessions(
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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@@ -95,13 +127,19 @@ def get_chat_sessions(
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return sessions
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@router.post(
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def create_chat_session(
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payload: ChatSessionCreate,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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"""Create a new chat session."""
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session = ChatSession(
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user_id=user.id,
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title=payload.title,
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return session
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@router.put(
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def rename_chat_session(
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session_id: str,
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payload: ChatSessionCreate,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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"""Rename an existing chat session."""
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session = (
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db.query(ChatSession)
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.filter(
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@@ -136,13 +179,17 @@ def rename_chat_session(
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return session
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@router.delete(
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def delete_chat_session(
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session_id: str,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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"""Delete a chat session
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session = (
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db.query(ChatSession)
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.filter(
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return Response(status_code=204)
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@router.get(
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def get_session_history(
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session_id: str,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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"""Retrieve chat history for a specific chat session."""
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session = (
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db.query(ChatSession)
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.filter(
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return _generate_answer_stream(question=question, user_id=user_id, document_id=document_id, hf_token=hf_token)
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@router.post(
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@limiter.limit(CHAT_QUERY_RATE_LIMIT)
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def ask_question(
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request: Request,
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@@ -228,7 +288,7 @@ def ask_question(
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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-
"""Ask a question with RAG retrieval
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started_at = time.perf_counter()
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try:
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# Validate document exists if specified
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@@ -283,7 +343,14 @@ def ask_question(
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record_query_response_time(time.perf_counter() - started_at)
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-
@router.post(
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@limiter.limit(CHAT_QUERY_RATE_LIMIT)
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def ask_question_stream(
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request: Request,
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@@ -291,7 +358,7 @@ def ask_question_stream(
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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-
"""Ask a question
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# Validate document
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if payload.document_id:
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doc = db.query(Document).filter(
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)
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-
@router.get(
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def get_chat_history(
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document_id: str,
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user: User = Depends(get_current_user),
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@@ -412,7 +484,14 @@ def get_chat_history(
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return ChatHistoryResponse(messages=formatted, document_id=document_id)
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-
@router.get(
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def export_chat_history(
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document_id: str,
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format: str = "md",
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@@ -484,7 +563,11 @@ def export_chat_history(
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)
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-
@router.delete(
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def clear_chat_history(
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document_id: str,
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user: User = Depends(get_current_user),
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router = APIRouter(prefix="/chat", tags=["Chat"])
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+
@router.get(
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"/share/{message_id}",
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response_model=ShareAnswerResponse,
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summary="Read a public shared answer",
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description=(
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"Returns a previously shared assistant answer and its safe citation "
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"metadata without requiring authentication."
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),
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)
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def get_shared_answer(
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message_id: str,
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db: Session = Depends(get_db),
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):
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+
"""Return a public shared assistant answer by message ID.
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+
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+
Only assistant messages that already have a `SharedMessage` record are
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exposed. User prompts, private chat history, and unshared answers remain
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protected.
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"""
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message = db.query(ChatMessage).filter(
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ChatMessage.id == message_id,
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ChatMessage.role == "assistant",
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return _share_answer_response(message)
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@router.post(
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"/share/{message_id}",
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response_model=ShareLinkResponse,
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summary="Create a public share link for an assistant answer",
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description=(
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"Marks one authenticated user's assistant message as shareable and "
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+
"returns the frontend share URL."
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),
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)
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def create_share_link(
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message_id: str,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Create or reuse a public share record for an assistant answer.
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+
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+
The message must belong to the authenticated user and must have the
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+
assistant role. User-authored messages cannot be shared through this route.
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+
"""
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message = db.query(ChatMessage).filter(
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ChatMessage.id == message_id,
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ChatMessage.user_id == user.id,
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)
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+
@router.get(
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"/sessions",
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response_model=List[ChatSessionResponse],
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summary="List chat sessions",
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description="Returns all chat sessions owned by the authenticated user, newest first.",
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+
)
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def get_chat_sessions(
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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return sessions
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+
@router.post(
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+
"/sessions",
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+
response_model=ChatSessionResponse,
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+
status_code=201,
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summary="Create a chat session",
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description="Creates a named chat session owned by the authenticated user.",
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+
)
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def create_chat_session(
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payload: ChatSessionCreate,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Create a new chat session for the authenticated user."""
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session = ChatSession(
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user_id=user.id,
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title=payload.title,
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return session
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+
@router.put(
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+
"/sessions/{session_id}",
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+
response_model=ChatSessionResponse,
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summary="Rename a chat session",
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+
description="Renames one chat session after verifying it belongs to the authenticated user.",
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+
)
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def rename_chat_session(
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session_id: str,
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payload: ChatSessionCreate,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Rename an existing chat session owned by the authenticated user."""
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session = (
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db.query(ChatSession)
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.filter(
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return session
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+
@router.delete(
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+
"/sessions/{session_id}",
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+
summary="Delete a chat session",
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+
description="Deletes one owned chat session and cascades its messages through the database relationship.",
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+
)
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def delete_chat_session(
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| 188 |
session_id: str,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Delete a chat session owned by the authenticated user."""
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session = (
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db.query(ChatSession)
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.filter(
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return Response(status_code=204)
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+
@router.get(
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+
"/history/session/{session_id}",
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response_model=ChatHistoryResponse,
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+
summary="Get chat history for a session",
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| 212 |
+
description="Returns ordered user and assistant messages for one owned chat session.",
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| 213 |
+
)
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def get_session_history(
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| 215 |
session_id: str,
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| 216 |
user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Retrieve ordered chat history for a specific owned chat session."""
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session = (
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db.query(ChatSession)
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.filter(
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return _generate_answer_stream(question=question, user_id=user_id, document_id=document_id, hf_token=hf_token)
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+
@router.post(
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"/ask",
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response_model=ChatResponse,
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summary="Ask a RAG question",
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description=(
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+
"Runs non-streaming retrieval-augmented generation for the authenticated "
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+
"user, optionally scoped to one ready document."
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+
),
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+
)
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@limiter.limit(CHAT_QUERY_RATE_LIMIT)
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def ask_question(
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request: Request,
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user: User = Depends(get_current_user),
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db: Session = Depends(get_db),
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):
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+
"""Ask a question with RAG retrieval and return the complete answer."""
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started_at = time.perf_counter()
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try:
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# Validate document exists if specified
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record_query_response_time(time.perf_counter() - started_at)
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+
@router.post(
|
| 347 |
+
"/ask/stream",
|
| 348 |
+
summary="Stream a RAG answer",
|
| 349 |
+
description=(
|
| 350 |
+
"Runs retrieval-augmented generation and streams answer tokens as "
|
| 351 |
+
"server-sent events. The final assistant response is saved to history."
|
| 352 |
+
),
|
| 353 |
+
)
|
| 354 |
@limiter.limit(CHAT_QUERY_RATE_LIMIT)
|
| 355 |
def ask_question_stream(
|
| 356 |
request: Request,
|
|
|
|
| 358 |
user: User = Depends(get_current_user),
|
| 359 |
db: Session = Depends(get_db),
|
| 360 |
):
|
| 361 |
+
"""Ask a question and stream the answer using Server-Sent Events."""
|
| 362 |
# Validate document
|
| 363 |
if payload.document_id:
|
| 364 |
doc = db.query(Document).filter(
|
|
|
|
| 442 |
)
|
| 443 |
|
| 444 |
|
| 445 |
+
@router.get(
|
| 446 |
+
"/history/{document_id}",
|
| 447 |
+
response_model=ChatHistoryResponse,
|
| 448 |
+
summary="Get document chat history",
|
| 449 |
+
description="Returns ordered chat messages for one document owned by the authenticated user.",
|
| 450 |
+
)
|
| 451 |
def get_chat_history(
|
| 452 |
document_id: str,
|
| 453 |
user: User = Depends(get_current_user),
|
|
|
|
| 484 |
return ChatHistoryResponse(messages=formatted, document_id=document_id)
|
| 485 |
|
| 486 |
|
| 487 |
+
@router.get(
|
| 488 |
+
"/export/{document_id}",
|
| 489 |
+
summary="Export document chat history",
|
| 490 |
+
description=(
|
| 491 |
+
"Downloads one document's chat history as Markdown, plain text, or PDF. "
|
| 492 |
+
"The browser download flow authenticates with a query token."
|
| 493 |
+
),
|
| 494 |
+
)
|
| 495 |
def export_chat_history(
|
| 496 |
document_id: str,
|
| 497 |
format: str = "md",
|
|
|
|
| 563 |
)
|
| 564 |
|
| 565 |
|
| 566 |
+
@router.delete(
|
| 567 |
+
"/history/{document_id}",
|
| 568 |
+
summary="Clear document chat history",
|
| 569 |
+
description="Deletes all chat messages for one document owned by the authenticated user.",
|
| 570 |
+
)
|
| 571 |
def clear_chat_history(
|
| 572 |
document_id: str,
|
| 573 |
user: User = Depends(get_current_user),
|
backend/app/routes/github.py
CHANGED
|
@@ -4,7 +4,7 @@ import urllib.request
|
|
| 4 |
from urllib.error import URLError, HTTPError
|
| 5 |
from fastapi import APIRouter, HTTPException
|
| 6 |
|
| 7 |
-
router = APIRouter()
|
| 8 |
|
| 9 |
CACHE = {
|
| 10 |
"contribs": {"data": None, "timestamp": 0},
|
|
@@ -14,16 +14,30 @@ TTL = 3600 # 1 hour cache to avoid 403 Rate Limit
|
|
| 14 |
|
| 15 |
REPO = "param20h/PDF-Assistant-RAG"
|
| 16 |
|
|
|
|
| 17 |
def fetch_github(url: str, cache_key: str):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 18 |
now = time.time()
|
| 19 |
if CACHE[cache_key]["data"] is not None and now - CACHE[cache_key]["timestamp"] < TTL:
|
| 20 |
return CACHE[cache_key]["data"]
|
| 21 |
-
|
| 22 |
req = urllib.request.Request(url, headers={
|
| 23 |
"Accept": "application/vnd.github.v3+json",
|
| 24 |
"User-Agent": "PDF-Assistant-RAG"
|
| 25 |
})
|
| 26 |
-
|
| 27 |
try:
|
| 28 |
with urllib.request.urlopen(req) as response:
|
| 29 |
data = json.loads(response.read().decode())
|
|
@@ -40,11 +54,21 @@ def fetch_github(url: str, cache_key: str):
|
|
| 40 |
return CACHE[cache_key]["data"]
|
| 41 |
raise HTTPException(status_code=500, detail="Failed to connect to GitHub")
|
| 42 |
|
| 43 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 44 |
def get_github_stats():
|
|
|
|
| 45 |
contribs = fetch_github(f"https://api.github.com/repos/{REPO}/contributors?per_page=30", "contribs")
|
| 46 |
repo = fetch_github(f"https://api.github.com/repos/{REPO}", "repo")
|
| 47 |
-
|
| 48 |
return {
|
| 49 |
"contributors": contribs if isinstance(contribs, list) else [],
|
| 50 |
"stats": {
|
|
|
|
| 4 |
from urllib.error import URLError, HTTPError
|
| 5 |
from fastapi import APIRouter, HTTPException
|
| 6 |
|
| 7 |
+
router = APIRouter(tags=["GitHub"])
|
| 8 |
|
| 9 |
CACHE = {
|
| 10 |
"contribs": {"data": None, "timestamp": 0},
|
|
|
|
| 14 |
|
| 15 |
REPO = "param20h/PDF-Assistant-RAG"
|
| 16 |
|
| 17 |
+
|
| 18 |
def fetch_github(url: str, cache_key: str):
|
| 19 |
+
"""Fetch a GitHub API resource with a short in-memory fallback cache.
|
| 20 |
+
|
| 21 |
+
Args:
|
| 22 |
+
url: GitHub REST API URL to request.
|
| 23 |
+
cache_key: Key in the module-level cache that stores the response.
|
| 24 |
+
|
| 25 |
+
Returns:
|
| 26 |
+
Parsed JSON data from GitHub, or the cached response when GitHub is
|
| 27 |
+
rate-limited or temporarily unreachable.
|
| 28 |
+
|
| 29 |
+
Raises:
|
| 30 |
+
HTTPException: If GitHub fails and no cached data is available.
|
| 31 |
+
"""
|
| 32 |
now = time.time()
|
| 33 |
if CACHE[cache_key]["data"] is not None and now - CACHE[cache_key]["timestamp"] < TTL:
|
| 34 |
return CACHE[cache_key]["data"]
|
| 35 |
+
|
| 36 |
req = urllib.request.Request(url, headers={
|
| 37 |
"Accept": "application/vnd.github.v3+json",
|
| 38 |
"User-Agent": "PDF-Assistant-RAG"
|
| 39 |
})
|
| 40 |
+
|
| 41 |
try:
|
| 42 |
with urllib.request.urlopen(req) as response:
|
| 43 |
data = json.loads(response.read().decode())
|
|
|
|
| 54 |
return CACHE[cache_key]["data"]
|
| 55 |
raise HTTPException(status_code=500, detail="Failed to connect to GitHub")
|
| 56 |
|
| 57 |
+
|
| 58 |
+
@router.get(
|
| 59 |
+
"/github/stats",
|
| 60 |
+
summary="Get public GitHub repository statistics",
|
| 61 |
+
description=(
|
| 62 |
+
"Returns cached contributor and repository counters for the public "
|
| 63 |
+
"PDF-Assistant-RAG repository. The endpoint does not require user "
|
| 64 |
+
"authentication because it only exposes public GitHub metadata."
|
| 65 |
+
),
|
| 66 |
+
)
|
| 67 |
def get_github_stats():
|
| 68 |
+
"""Return public contributor and repository statistics for the landing page."""
|
| 69 |
contribs = fetch_github(f"https://api.github.com/repos/{REPO}/contributors?per_page=30", "contribs")
|
| 70 |
repo = fetch_github(f"https://api.github.com/repos/{REPO}", "repo")
|
| 71 |
+
|
| 72 |
return {
|
| 73 |
"contributors": contribs if isinstance(contribs, list) else [],
|
| 74 |
"stats": {
|
docs/ARCHITECTURE.md
ADDED
|
@@ -0,0 +1,150 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Architecture Guide
|
| 2 |
+
|
| 3 |
+
This guide gives contributors a map of the PDF-Assistant-RAG runtime before
|
| 4 |
+
they change an endpoint, storage model, or RAG step. The README keeps the
|
| 5 |
+
product overview; this page focuses on how requests move through the system.
|
| 6 |
+
|
| 7 |
+
## Runtime Topology
|
| 8 |
+
|
| 9 |
+
```mermaid
|
| 10 |
+
flowchart LR
|
| 11 |
+
Browser["Next.js frontend<br/>dashboard, chat, PDF viewer"]
|
| 12 |
+
API["FastAPI API<br/>/api/v1 routes"]
|
| 13 |
+
SQL["SQL database<br/>users, documents, chats"]
|
| 14 |
+
Uploads["Upload directory<br/>original files"]
|
| 15 |
+
Chroma["ChromaDB<br/>per-user document chunks"]
|
| 16 |
+
RAG["RAG services<br/>chunking, embeddings, reranking"]
|
| 17 |
+
LLM["HuggingFace inference<br/>answer generation"]
|
| 18 |
+
GitHub["GitHub API<br/>public repo stats"]
|
| 19 |
+
|
| 20 |
+
Browser -->|"JWT + REST"| API
|
| 21 |
+
Browser -->|"SSE chat stream"| API
|
| 22 |
+
API --> SQL
|
| 23 |
+
API --> Uploads
|
| 24 |
+
API --> Chroma
|
| 25 |
+
API --> RAG
|
| 26 |
+
RAG --> Chroma
|
| 27 |
+
RAG --> LLM
|
| 28 |
+
API --> GitHub
|
| 29 |
+
```
|
| 30 |
+
|
| 31 |
+
The frontend is a Next.js application that talks to the FastAPI backend. In
|
| 32 |
+
development it usually runs on `http://localhost:3000`; the backend runs on
|
| 33 |
+
`http://localhost:8000` and exposes Swagger at `http://localhost:8000/docs`.
|
| 34 |
+
In production the backend can also serve the exported frontend from
|
| 35 |
+
`frontend/out` when that directory exists.
|
| 36 |
+
|
| 37 |
+
## Backend Route Groups
|
| 38 |
+
|
| 39 |
+
| Route group | Prefix | Responsibility |
|
| 40 |
+
| --- | --- | --- |
|
| 41 |
+
| Auth | `/api/v1/auth` | Registration, login, Google sign-in, JWT refresh, and profile state. |
|
| 42 |
+
| Documents | `/api/v1/documents` | File validation, upload records, background ingestion, status polling, file serving, deletion, and metadata updates. |
|
| 43 |
+
| Chat | `/api/v1/chat` | RAG questions, SSE streaming, chat sessions, history, exports, and shared answer links. |
|
| 44 |
+
| Admin | `/api/v1/admin` | Admin-only operational stats and user inventory. |
|
| 45 |
+
| GitHub | `/api/v1/github/stats` | Cached public repository statistics for the landing page. |
|
| 46 |
+
| Health | `/health`, `/api/health` | Lightweight service health checks for API, SQL, and Chroma availability. |
|
| 47 |
+
|
| 48 |
+
## Document Ingestion Flow
|
| 49 |
+
|
| 50 |
+
```mermaid
|
| 51 |
+
sequenceDiagram
|
| 52 |
+
participant UI as Frontend
|
| 53 |
+
participant API as FastAPI documents route
|
| 54 |
+
participant DB as SQL metadata
|
| 55 |
+
participant Worker as Background task
|
| 56 |
+
participant Files as Upload storage
|
| 57 |
+
participant Vector as ChromaDB
|
| 58 |
+
|
| 59 |
+
UI->>API: POST /api/v1/documents/upload
|
| 60 |
+
API->>API: Validate filename, extension, size, MIME, and parser readability
|
| 61 |
+
API->>Files: Persist original file under the user's upload directory
|
| 62 |
+
API->>DB: Create document row with processing status
|
| 63 |
+
API-->>UI: 202 Accepted with document metadata
|
| 64 |
+
API->>Worker: Queue ingestion task
|
| 65 |
+
Worker->>Files: Read saved document
|
| 66 |
+
Worker->>Worker: Extract pages, chunk text, build graph summary data
|
| 67 |
+
Worker->>Vector: Store chunks with document and user metadata
|
| 68 |
+
Worker->>DB: Save page count, chunk count, summary, and ready/failed status
|
| 69 |
+
```
|
| 70 |
+
|
| 71 |
+
The upload route is intentionally strict before it writes long-lived state:
|
| 72 |
+
extension checks, size checks, MIME checks, and parser checks happen before the
|
| 73 |
+
file is moved into permanent storage. The background task owns expensive work
|
| 74 |
+
such as text extraction, chunking, embedding, graph building, and summary
|
| 75 |
+
generation.
|
| 76 |
+
|
| 77 |
+
## Chat And Retrieval Flow
|
| 78 |
+
|
| 79 |
+
```mermaid
|
| 80 |
+
sequenceDiagram
|
| 81 |
+
participant UI as Frontend chat panel
|
| 82 |
+
participant API as FastAPI chat route
|
| 83 |
+
participant DB as SQL chat/session rows
|
| 84 |
+
participant Retriever as Retriever and reranker
|
| 85 |
+
participant Vector as ChromaDB
|
| 86 |
+
participant LLM as HuggingFace model
|
| 87 |
+
|
| 88 |
+
UI->>API: POST /api/v1/chat/ask or /ask/stream
|
| 89 |
+
API->>DB: Validate user, optional document, and chat session
|
| 90 |
+
API->>DB: Save user message
|
| 91 |
+
API->>Retriever: Generate answer for question and optional document scope
|
| 92 |
+
Retriever->>Vector: Semantic search by user and document metadata
|
| 93 |
+
Retriever->>Retriever: Rerank candidate chunks
|
| 94 |
+
Retriever->>LLM: Send prompt with selected context
|
| 95 |
+
LLM-->>API: Answer tokens or complete answer
|
| 96 |
+
API->>DB: Save assistant response and source citations
|
| 97 |
+
API-->>UI: JSON response or server-sent events
|
| 98 |
+
```
|
| 99 |
+
|
| 100 |
+
Non-streaming chat returns a complete `ChatResponse`. Streaming chat uses
|
| 101 |
+
server-sent events so the frontend can render tokens as they arrive, then saves
|
| 102 |
+
the final assistant message after generation finishes.
|
| 103 |
+
|
| 104 |
+
## Data Ownership And Boundaries
|
| 105 |
+
|
| 106 |
+
```mermaid
|
| 107 |
+
flowchart TD
|
| 108 |
+
User["Authenticated user"]
|
| 109 |
+
JWT["JWT identity"]
|
| 110 |
+
Docs["Document rows"]
|
| 111 |
+
Files["Uploaded files"]
|
| 112 |
+
Chunks["Vector chunks"]
|
| 113 |
+
Chats["Chat sessions and messages"]
|
| 114 |
+
Admin["Admin-only routes"]
|
| 115 |
+
|
| 116 |
+
User --> JWT
|
| 117 |
+
JWT --> Docs
|
| 118 |
+
JWT --> Files
|
| 119 |
+
JWT --> Chunks
|
| 120 |
+
JWT --> Chats
|
| 121 |
+
Admin -. "requires admin dependency" .-> Docs
|
| 122 |
+
Admin -. "aggregate only" .-> Chats
|
| 123 |
+
```
|
| 124 |
+
|
| 125 |
+
User-facing routes must filter by `user.id` before reading or mutating
|
| 126 |
+
documents, chat sessions, messages, uploaded files, or vector chunks. Admin
|
| 127 |
+
routes use `get_current_admin` and should avoid returning secrets, tokens, file
|
| 128 |
+
contents, or raw vector payloads.
|
| 129 |
+
|
| 130 |
+
## Swagger And OpenAPI Notes
|
| 131 |
+
|
| 132 |
+
FastAPI builds the OpenAPI schema from route decorators, response models,
|
| 133 |
+
function names, parameter annotations, and docstrings. When adding or changing
|
| 134 |
+
an endpoint:
|
| 135 |
+
|
| 136 |
+
- Add a concise `summary` when the function name is not enough for Swagger.
|
| 137 |
+
- Use a docstring to describe ownership rules, side effects, and response shape.
|
| 138 |
+
- Keep `response_model` accurate so generated examples match real responses.
|
| 139 |
+
- Prefer typed query/body models over loosely shaped dictionaries.
|
| 140 |
+
- Mention asynchronous side effects, such as background ingestion or SSE
|
| 141 |
+
streaming, in the route description.
|
| 142 |
+
|
| 143 |
+
## Local Contributor Checklist
|
| 144 |
+
|
| 145 |
+
Before opening a backend documentation or route metadata PR:
|
| 146 |
+
|
| 147 |
+
1. Run Python compilation for touched route files.
|
| 148 |
+
2. Run the fatal-error flake8 selection used by CI.
|
| 149 |
+
3. Check Markdown fences and Mermaid blocks render as plain GitHub Markdown.
|
| 150 |
+
4. Confirm the README links to any new contributor-facing docs.
|