diff --git a/lightrag/api/config.py b/lightrag/api/config.py index 05bee859..44d5b5b8 100644 --- a/lightrag/api/config.py +++ b/lightrag/api/config.py @@ -265,6 +265,14 @@ def parse_args() -> argparse.Namespace: help=f"Rerank binding type (default: from env or {DEFAULT_RERANK_BINDING})", ) + # Document loading engine configuration + parser.add_argument( + "--docling", + action="store_true", + default=False, + help="Enable DOCLING document loading engine (default: from env or DEFAULT)", + ) + # Conditionally add binding options defined in binding_options module # This will add command line arguments for all binding options (e.g., --ollama-embedding-num_ctx) # and corresponding environment variables (e.g., OLLAMA_EMBEDDING_NUM_CTX) @@ -364,8 +372,13 @@ def parse_args() -> argparse.Namespace: ) args.enable_llm_cache = get_env_value("ENABLE_LLM_CACHE", True, bool) - # Select Document loading tool (DOCLING, DEFAULT) - args.document_loading_engine = get_env_value("DOCUMENT_LOADING_ENGINE", "DEFAULT") + # Set document_loading_engine from --docling flag + if args.docling: + args.document_loading_engine = "DOCLING" + else: + args.document_loading_engine = get_env_value( + "DOCUMENT_LOADING_ENGINE", "DEFAULT" + ) # Add environment variables that were previously read directly args.cors_origins = get_env_value("CORS_ORIGINS", "*") diff --git a/lightrag/api/routers/document_routes.py b/lightrag/api/routers/document_routes.py index 91b34450..a59f10c7 100644 --- a/lightrag/api/routers/document_routes.py +++ b/lightrag/api/routers/document_routes.py @@ -3,14 +3,15 @@ This module contains all document-related routes for the LightRAG API. """ import asyncio +from functools import lru_cache from lightrag.utils import logger, get_pinyin_sort_key import aiofiles import shutil import traceback -import pipmaster as pm from datetime import datetime, timezone from pathlib import Path from typing import Dict, List, Optional, Any, Literal +from io import BytesIO from fastapi import ( APIRouter, BackgroundTasks, @@ -25,12 +26,27 @@ from lightrag import LightRAG from lightrag.base import DeletionResult, DocProcessingStatus, DocStatus from lightrag.utils import generate_track_id from lightrag.api.utils_api import get_combined_auth_dependency -from lightrag.api.dependencies import get_tenant_context_optional, get_tenant_context -from lightrag.models.tenant import TenantContext -from lightrag.tenant_rag_manager import TenantRAGManager from ..config import global_args +@lru_cache(maxsize=1) +def _is_docling_available() -> bool: + """Check if docling is available (cached check). + + This function uses lru_cache to avoid repeated import attempts. + The result is cached after the first call. + + Returns: + bool: True if docling is available, False otherwise + """ + try: + import docling # noqa: F401 # type: ignore[import-not-found] + + return True + except ImportError: + return False + + # Function to format datetime to ISO format string with timezone information def format_datetime(dt: Any) -> Optional[str]: """Format datetime to ISO format string with timezone information @@ -137,15 +153,61 @@ class ScanResponse(BaseModel): } +class ReprocessResponse(BaseModel): + """Response model for reprocessing failed documents operation + + Attributes: + status: Status of the reprocessing operation + message: Message describing the operation result + track_id: Tracking ID for monitoring reprocessing progress + """ + + status: Literal["reprocessing_started"] = Field( + description="Status of the reprocessing operation" + ) + message: str = Field(description="Human-readable message describing the operation") + track_id: str = Field( + description="Tracking ID for monitoring reprocessing progress" + ) + + class Config: + json_schema_extra = { + "example": { + "status": "reprocessing_started", + "message": "Reprocessing of failed documents has been initiated in background", + "track_id": "retry_20250729_170612_def456", + } + } + + +class CancelPipelineResponse(BaseModel): + """Response model for pipeline cancellation operation + + Attributes: + status: Status of the cancellation request + message: Message describing the operation result + """ + + status: Literal["cancellation_requested", "not_busy"] = Field( + description="Status of the cancellation request" + ) + message: str = Field(description="Human-readable message describing the operation") + + class Config: + json_schema_extra = { + "example": { + "status": "cancellation_requested", + "message": "Pipeline cancellation has been requested. Documents will be marked as FAILED.", + } + } + + class InsertTextRequest(BaseModel): """Request model for inserting a single text document Attributes: text: The text content to be inserted into the RAG system file_source: Source of the text (optional) - external_id: External unique identifier for idempotency (optional). - If provided, re-submitting the same external_id will return - the existing document instead of creating a duplicate. """ text: str = Field( @@ -153,12 +215,6 @@ class InsertTextRequest(BaseModel): description="The text to insert", ) file_source: str = Field(default=None, min_length=0, description="File Source") - external_id: str = Field( - default=None, - min_length=0, - max_length=255, - description="External unique identifier for idempotency. If provided and a document with this external_id already exists, the existing document will be returned instead of creating a duplicate.", - ) @field_validator("text", mode="after") @classmethod @@ -168,19 +224,13 @@ class InsertTextRequest(BaseModel): @field_validator("file_source", mode="after") @classmethod def strip_source_after(cls, file_source: str) -> str: - return file_source.strip() if file_source else file_source - - @field_validator("external_id", mode="after") - @classmethod - def strip_external_id_after(cls, external_id: str) -> str: - return external_id.strip() if external_id else external_id + return file_source.strip() class Config: json_schema_extra = { "example": { "text": "This is a sample text to be inserted into the RAG system.", "file_source": "Source of the text (optional)", - "external_id": "unique-doc-id-123", } } @@ -191,9 +241,6 @@ class InsertTextsRequest(BaseModel): Attributes: texts: List of text contents to be inserted into the RAG system file_sources: Sources of the texts (optional) - external_ids: List of external unique identifiers for idempotency (optional). - If provided, re-submitting the same external_id will skip that - document instead of creating a duplicate. """ texts: list[str] = Field( @@ -203,10 +250,6 @@ class InsertTextsRequest(BaseModel): file_sources: list[str] = Field( default=None, min_length=0, description="Sources of the texts" ) - external_ids: list[str] = Field( - default=None, - description="List of external unique identifiers for idempotency. If a document with the same external_id already exists, it will be skipped.", - ) @field_validator("texts", mode="after") @classmethod @@ -216,16 +259,7 @@ class InsertTextsRequest(BaseModel): @field_validator("file_sources", mode="after") @classmethod def strip_sources_after(cls, file_sources: list[str]) -> list[str]: - if file_sources is None: - return None return [file_source.strip() for file_source in file_sources] - - @field_validator("external_ids", mode="after") - @classmethod - def strip_external_ids_after(cls, external_ids: list[str]) -> list[str]: - if external_ids is None: - return None - return [ext_id.strip() if ext_id else ext_id for ext_id in external_ids] class Config: json_schema_extra = { @@ -237,10 +271,6 @@ class InsertTextsRequest(BaseModel): "file_sources": [ "First file source (optional)", ], - "external_ids": [ - "unique-doc-1", - "unique-doc-2", - ], } } @@ -347,6 +377,10 @@ class DeleteDocRequest(BaseModel): default=False, description="Whether to delete the corresponding file in the upload directory.", ) + delete_llm_cache: bool = Field( + default=False, + description="Whether to delete cached LLM extraction results for the documents.", + ) @field_validator("doc_ids", mode="after") @classmethod @@ -409,7 +443,7 @@ class DocStatusResponse(BaseModel): metadata: Optional[dict[str, Any]] = Field( default=None, description="Additional metadata about the document" ) - file_path: Optional[str] = Field(default=None, description="Path to the document file") + file_path: str = Field(description="Path to the document file") class Config: json_schema_extra = { @@ -417,7 +451,7 @@ class DocStatusResponse(BaseModel): "id": "doc_123456", "content_summary": "Research paper on machine learning", "content_length": 15240, - "status": "PROCESSED", + "status": "processed", "created_at": "2025-03-31T12:34:56", "updated_at": "2025-03-31T12:35:30", "track_id": "upload_20250729_170612_abc123", @@ -450,7 +484,7 @@ class DocsStatusesResponse(BaseModel): "id": "doc_123", "content_summary": "Pending document", "content_length": 5000, - "status": "PENDING", + "status": "pending", "created_at": "2025-03-31T10:00:00", "updated_at": "2025-03-31T10:00:00", "track_id": "upload_20250331_100000_abc123", @@ -460,12 +494,27 @@ class DocsStatusesResponse(BaseModel): "file_path": "pending_doc.pdf", } ], + "PREPROCESSED": [ + { + "id": "doc_789", + "content_summary": "Document pending final indexing", + "content_length": 7200, + "status": "preprocessed", + "created_at": "2025-03-31T09:30:00", + "updated_at": "2025-03-31T09:35:00", + "track_id": "upload_20250331_093000_xyz789", + "chunks_count": 10, + "error": None, + "metadata": None, + "file_path": "preprocessed_doc.pdf", + } + ], "PROCESSED": [ { "id": "doc_456", "content_summary": "Processed document", "content_length": 8000, - "status": "PROCESSED", + "status": "processed", "created_at": "2025-03-31T09:00:00", "updated_at": "2025-03-31T09:05:00", "track_id": "insert_20250331_090000_def456", @@ -637,6 +686,7 @@ class PaginatedDocsResponse(BaseModel): "status_counts": { "PENDING": 10, "PROCESSING": 5, + "PREPROCESSED": 5, "PROCESSED": 130, "FAILED": 5, }, @@ -659,6 +709,7 @@ class StatusCountsResponse(BaseModel): "status_counts": { "PENDING": 10, "PROCESSING": 5, + "PREPROCESSED": 5, "PROCESSED": 130, "FAILED": 5, } @@ -847,7 +898,6 @@ def get_unique_filename_in_enqueued(target_dir: Path, original_name: str) -> str Returns: str: Unique filename (may have numeric suffix added) """ - from pathlib import Path import time original_path = Path(original_name) @@ -870,6 +920,122 @@ def get_unique_filename_in_enqueued(target_dir: Path, original_name: str) -> str return f"{base_name}_{timestamp}{extension}" +# Document processing helper functions (synchronous) +# These functions run in thread pool via asyncio.to_thread() to avoid blocking the event loop + + +def _convert_with_docling(file_path: Path) -> str: + """Convert document using docling (synchronous). + + Args: + file_path: Path to the document file + + Returns: + str: Extracted markdown content + """ + from docling.document_converter import DocumentConverter # type: ignore + + converter = DocumentConverter() + result = converter.convert(file_path) + return result.document.export_to_markdown() + + +def _extract_pdf_pypdf(file_bytes: bytes, password: str = None) -> str: + """Extract PDF content using pypdf (synchronous). + + Args: + file_bytes: PDF file content as bytes + password: Optional password for encrypted PDFs + + Returns: + str: Extracted text content + + Raises: + Exception: If PDF is encrypted and password is incorrect or missing + """ + from pypdf import PdfReader # type: ignore + + pdf_file = BytesIO(file_bytes) + reader = PdfReader(pdf_file) + + # Check if PDF is encrypted + if reader.is_encrypted: + if not password: + raise Exception("PDF is encrypted but no password provided") + + decrypt_result = reader.decrypt(password) + if decrypt_result == 0: + raise Exception("Incorrect PDF password") + + # Extract text from all pages + content = "" + for page in reader.pages: + content += page.extract_text() + "\n" + + return content + + +def _extract_docx(file_bytes: bytes) -> str: + """Extract DOCX content (synchronous). + + Args: + file_bytes: DOCX file content as bytes + + Returns: + str: Extracted text content + """ + from docx import Document # type: ignore + + docx_file = BytesIO(file_bytes) + doc = Document(docx_file) + return "\n".join([paragraph.text for paragraph in doc.paragraphs]) + + +def _extract_pptx(file_bytes: bytes) -> str: + """Extract PPTX content (synchronous). + + Args: + file_bytes: PPTX file content as bytes + + Returns: + str: Extracted text content + """ + from pptx import Presentation # type: ignore + + pptx_file = BytesIO(file_bytes) + prs = Presentation(pptx_file) + content = "" + for slide in prs.slides: + for shape in slide.shapes: + if hasattr(shape, "text"): + content += shape.text + "\n" + return content + + +def _extract_xlsx(file_bytes: bytes) -> str: + """Extract XLSX content (synchronous). + + Args: + file_bytes: XLSX file content as bytes + + Returns: + str: Extracted text content + """ + from openpyxl import load_workbook # type: ignore + + xlsx_file = BytesIO(file_bytes) + wb = load_workbook(xlsx_file) + content = "" + for sheet in wb: + content += f"Sheet: {sheet.title}\n" + for row in sheet.iter_rows(values_only=True): + content += ( + "\t".join(str(cell) if cell is not None else "" for cell in row) + "\n" + ) + content += "\n" + return content + + async def pipeline_enqueue_file( rag: LightRAG, file_path: Path, track_id: str = None ) -> tuple[bool, str]: @@ -1040,24 +1206,28 @@ async def pipeline_enqueue_file( case ".pdf": try: - if global_args.document_loading_engine == "DOCLING": - if not pm.is_installed("docling"): # type: ignore - pm.install("docling") - from docling.document_converter import DocumentConverter # type: ignore - - converter = DocumentConverter() - result = converter.convert(file_path) - content = result.document.export_to_markdown() + # Try DOCLING first if configured and available + if ( + global_args.document_loading_engine == "DOCLING" + and _is_docling_available() + ): + content = await asyncio.to_thread( + _convert_with_docling, file_path + ) else: - if not pm.is_installed("pypdf2"): # type: ignore - pm.install("pypdf2") - from PyPDF2 import PdfReader # type: ignore - from io import BytesIO - - pdf_file = BytesIO(file) - reader = PdfReader(pdf_file) - for page in reader.pages: - content += page.extract_text() + "\n" + if ( + global_args.document_loading_engine == "DOCLING" + and not _is_docling_available() + ): + logger.warning( + f"DOCLING engine configured but not available for {file_path.name}. Falling back to pypdf." + ) + # Use pypdf (non-blocking via to_thread) + content = await asyncio.to_thread( + _extract_pdf_pypdf, + file, + global_args.pdf_decrypt_password, + ) except Exception as e: error_files = [ { @@ -1077,28 +1247,24 @@ async def pipeline_enqueue_file( case ".docx": try: - if global_args.document_loading_engine == "DOCLING": - if not pm.is_installed("docling"): # type: ignore - pm.install("docling") - from docling.document_converter import DocumentConverter # type: ignore - - converter = DocumentConverter() - result = converter.convert(file_path) - content = result.document.export_to_markdown() - else: - if not pm.is_installed("python-docx"): # type: ignore - try: - pm.install("python-docx") - except Exception: - pm.install("docx") - from docx import Document # type: ignore - from io import BytesIO - - docx_file = BytesIO(file) - doc = Document(docx_file) - content = "\n".join( - [paragraph.text for paragraph in doc.paragraphs] + # Try DOCLING first if configured and available + if ( + global_args.document_loading_engine == "DOCLING" + and _is_docling_available() + ): + content = await asyncio.to_thread( + _convert_with_docling, file_path ) + else: + if ( + global_args.document_loading_engine == "DOCLING" + and not _is_docling_available() + ): + logger.warning( + f"DOCLING engine configured but not available for {file_path.name}. Falling back to python-docx." + ) + # Use python-docx (non-blocking via to_thread) + content = await asyncio.to_thread(_extract_docx, file) except Exception as e: error_files = [ { @@ -1118,26 +1284,24 @@ async def pipeline_enqueue_file( case ".pptx": try: - if global_args.document_loading_engine == "DOCLING": - if not pm.is_installed("docling"): # type: ignore - pm.install("docling") - from docling.document_converter import DocumentConverter # type: ignore - - converter = DocumentConverter() - result = converter.convert(file_path) - content = result.document.export_to_markdown() + # Try DOCLING first if configured and available + if ( + global_args.document_loading_engine == "DOCLING" + and _is_docling_available() + ): + content = await asyncio.to_thread( + _convert_with_docling, file_path + ) else: - if not pm.is_installed("python-pptx"): # type: ignore - pm.install("pptx") - from pptx import Presentation # type: ignore - from io import BytesIO - - pptx_file = BytesIO(file) - prs = Presentation(pptx_file) - for slide in prs.slides: - for shape in slide.shapes: - if hasattr(shape, "text"): - content += shape.text + "\n" + if ( + global_args.document_loading_engine == "DOCLING" + and not _is_docling_available() + ): + logger.warning( + f"DOCLING engine configured but not available for {file_path.name}. Falling back to python-pptx." + ) + # Use python-pptx (non-blocking via to_thread) + content = await asyncio.to_thread(_extract_pptx, file) except Exception as e: error_files = [ { @@ -1157,33 +1321,24 @@ async def pipeline_enqueue_file( case ".xlsx": try: - if global_args.document_loading_engine == "DOCLING": - if not pm.is_installed("docling"): # type: ignore - pm.install("docling") - from docling.document_converter import DocumentConverter # type: ignore - - converter = DocumentConverter() - result = converter.convert(file_path) - content = result.document.export_to_markdown() + # Try DOCLING first if configured and available + if ( + global_args.document_loading_engine == "DOCLING" + and _is_docling_available() + ): + content = await asyncio.to_thread( + _convert_with_docling, file_path + ) else: - if not pm.is_installed("openpyxl"): # type: ignore - pm.install("openpyxl") - from openpyxl import load_workbook # type: ignore - from io import BytesIO - - xlsx_file = BytesIO(file) - wb = load_workbook(xlsx_file) - for sheet in wb: - content += f"Sheet: {sheet.title}\n" - for row in sheet.iter_rows(values_only=True): - content += ( - "\t".join( - str(cell) if cell is not None else "" - for cell in row - ) - + "\n" - ) - content += "\n" + if ( + global_args.document_loading_engine == "DOCLING" + and not _is_docling_available() + ): + logger.warning( + f"DOCLING engine configured but not available for {file_path.name}. Falling back to openpyxl." + ) + # Use openpyxl (non-blocking via to_thread) + content = await asyncio.to_thread(_extract_xlsx, file) except Exception as e: error_files = [ { @@ -1394,7 +1549,6 @@ async def pipeline_index_texts( texts: List[str], file_sources: List[str] = None, track_id: str = None, - external_ids: List[str] = None, ): """Index a list of texts with track_id @@ -1413,7 +1567,7 @@ async def pipeline_index_texts( for _ in range(len(file_sources), len(texts)) ] await rag.apipeline_enqueue_documents( - input=texts, file_paths=file_sources, track_id=track_id, external_ids=external_ids + input=texts, file_paths=file_sources, track_id=track_id ) await rag.apipeline_process_enqueue_documents() @@ -1421,10 +1575,10 @@ async def pipeline_index_texts( async def run_scanning_process( rag: LightRAG, doc_manager: DocumentManager, track_id: str = None ): - """Background task to scan and index documents (tenant-scoped) + """Background task to scan and index documents Args: - rag: Tenant-specific LightRAG instance + rag: LightRAG instance doc_manager: DocumentManager instance track_id: Optional tracking ID to pass to all scanned files """ @@ -1482,16 +1636,15 @@ async def background_delete_documents( doc_manager: DocumentManager, doc_ids: List[str], delete_file: bool = False, + delete_llm_cache: bool = False, ): """Background task to delete multiple documents""" from lightrag.kg.shared_storage import ( get_namespace_data, get_pipeline_status_lock, - initialize_pipeline_status, ) - await initialize_pipeline_status(rag.pipeline_status_key) - pipeline_status = await get_namespace_data(rag.pipeline_status_key) + pipeline_status = await get_namespace_data("pipeline_status") pipeline_status_lock = get_pipeline_status_lock() total_docs = len(doc_ids) @@ -1518,11 +1671,27 @@ async def background_delete_documents( ) # Use slice assignment to clear the list in place pipeline_status["history_messages"][:] = ["Starting document deletion process"] + if delete_llm_cache: + pipeline_status["history_messages"].append( + "LLM cache cleanup requested for this deletion job" + ) try: # Loop through each document ID and delete them one by one for i, doc_id in enumerate(doc_ids, 1): + # Check for cancellation at the start of each document deletion async with pipeline_status_lock: + if pipeline_status.get("cancellation_requested", False): + cancel_msg = f"Deletion cancelled by user at document {i}/{total_docs}. {len(successful_deletions)} deleted, {total_docs - i + 1} remaining." + logger.info(cancel_msg) + pipeline_status["latest_message"] = cancel_msg + pipeline_status["history_messages"].append(cancel_msg) + # Add remaining documents to failed list with cancellation reason + failed_deletions.extend( + doc_ids[i - 1 :] + ) # i-1 because enumerate starts at 1 + break # Exit the loop, remaining documents unchanged + start_msg = f"Deleting document {i}/{total_docs}: {doc_id}" logger.info(start_msg) pipeline_status["cur_batch"] = i @@ -1531,7 +1700,9 @@ async def background_delete_documents( file_path = "#" try: - result = await rag.adelete_by_doc_id(doc_id) + result = await rag.adelete_by_doc_id( + doc_id, delete_llm_cache=delete_llm_cache + ) file_path = ( getattr(result, "file_path", "-") if "result" in locals() else "-" ) @@ -1683,6 +1854,10 @@ async def background_delete_documents( # Final summary and check for pending requests async with pipeline_status_lock: pipeline_status["busy"] = False + pipeline_status["pending_requests"] = False # Reset pending requests flag + pipeline_status["cancellation_requested"] = ( + False # Always reset cancellation flag + ) completion_msg = f"Deletion completed: {len(successful_deletions)} successful, {len(failed_deletions)} failed" pipeline_status["latest_message"] = completion_msg pipeline_status["history_messages"].append(completion_msg) @@ -1702,72 +1877,21 @@ async def background_delete_documents( def create_document_routes( - rag: LightRAG, doc_manager: DocumentManager, api_key: Optional[str] = None, rag_manager: Optional[TenantRAGManager] = None + rag: LightRAG, doc_manager: DocumentManager, api_key: Optional[str] = None ): - # Create a fresh APIRouter for each call so callers can mount isolated routers - # (important for tests which instantiate multiple apps in the same process) - router = APIRouter(prefix="/documents", tags=["documents"]) # Create combined auth dependency for document routes combined_auth = get_combined_auth_dependency(api_key) - - # SEC-001 FIX: Check strict mode configuration - try: - from lightrag.api.config import MULTI_TENANT_STRICT_MODE - strict_mode = MULTI_TENANT_STRICT_MODE - except ImportError: - strict_mode = False - - async def get_tenant_rag(tenant_context: Optional[TenantContext] = Depends(get_tenant_context_optional)) -> LightRAG: - """Dependency to get tenant-specific RAG instance. - - In strict multi-tenant mode, raises error if tenant context is missing. - In non-strict mode, falls back to global RAG for backward compatibility. - """ - if rag_manager and tenant_context and tenant_context.tenant_id and tenant_context.kb_id: - return await rag_manager.get_rag_instance( - tenant_context.tenant_id, - tenant_context.kb_id, - tenant_context.user_id # Pass user_id for security validation - ) - - # SEC-001 FIX: In strict mode, don't allow fallback to global RAG - if strict_mode and rag_manager: - from fastapi import HTTPException - raise HTTPException( - status_code=400, - detail="Tenant context required. Provide X-Tenant-ID and X-KB-ID headers." - ) - - return rag - - async def get_tenant_doc_manager(tenant_rag: LightRAG = Depends(get_tenant_rag)) -> DocumentManager: - """Dependency to get tenant-specific DocumentManager""" - # If we are using the global rag instance (no tenant context or single tenant), use the global doc_manager - if tenant_rag is rag: - return doc_manager - - # Otherwise, create a tenant-specific document manager - # We use the tenant's working directory + "inputs" to ensure isolation - input_dir = Path(tenant_rag.working_dir) / "inputs" - return DocumentManager(str(input_dir)) @router.post( "/scan", response_model=ScanResponse, dependencies=[Depends(combined_auth)] ) - async def scan_for_new_documents( - background_tasks: BackgroundTasks, - tenant_rag: LightRAG = Depends(get_tenant_rag), - tenant_doc_manager: DocumentManager = Depends(get_tenant_doc_manager), - ): + async def scan_for_new_documents(background_tasks: BackgroundTasks): """ - Trigger the scanning process for new documents (tenant-scoped). + Trigger the scanning process for new documents. This endpoint initiates a background task that scans the input directory for new documents - and processes them within the selected tenant and knowledge base context. - - Args: - tenant_rag: Tenant-specific RAG instance (injected via dependency) - tenant_doc_manager: Tenant-specific DocumentManager (injected via dependency) + and processes them. If a scanning process is already running, it returns a status indicating + that fact. Returns: ScanResponse: A response object containing the scanning status and track_id @@ -1775,8 +1899,8 @@ def create_document_routes( # Generate track_id with "scan" prefix for scanning operation track_id = generate_track_id("scan") - # Start the scanning process in the background with tenant-specific RAG and DocManager - background_tasks.add_task(run_scanning_process, tenant_rag, tenant_doc_manager, track_id) + # Start the scanning process in the background with track_id + background_tasks.add_task(run_scanning_process, rag, doc_manager, track_id) return ScanResponse( status="scanning_started", message="Scanning process has been initiated in the background", @@ -1787,23 +1911,18 @@ def create_document_routes( "/upload", response_model=InsertResponse, dependencies=[Depends(combined_auth)] ) async def upload_to_input_dir( - background_tasks: BackgroundTasks, - file: UploadFile = File(...), - tenant_rag: LightRAG = Depends(get_tenant_rag), - tenant_doc_manager: DocumentManager = Depends(get_tenant_doc_manager), + background_tasks: BackgroundTasks, file: UploadFile = File(...) ): """ - Upload a file to the input directory and index it (tenant-scoped). + Upload a file to the input directory and index it. This API endpoint accepts a file through an HTTP POST request, checks if the - uploaded file is of a supported type, saves it in the tenant-specific input directory, + uploaded file is of a supported type, saves it in the specified input directory, indexes it for retrieval, and returns a success status with relevant details. Args: background_tasks: FastAPI BackgroundTasks for async processing file (UploadFile): The file to be uploaded. It must have an allowed extension. - tenant_rag: Tenant-specific RAG instance (injected via dependency) - tenant_doc_manager: Tenant-specific DocumentManager (injected via dependency) Returns: InsertResponse: A response object containing the upload status and a message. @@ -1814,16 +1933,16 @@ def create_document_routes( """ try: # Sanitize filename to prevent Path Traversal attacks - safe_filename = sanitize_filename(file.filename, tenant_doc_manager.input_dir) + safe_filename = sanitize_filename(file.filename, doc_manager.input_dir) - if not tenant_doc_manager.is_supported_file(safe_filename): + if not doc_manager.is_supported_file(safe_filename): raise HTTPException( status_code=400, - detail=f"Unsupported file type. Supported types: {tenant_doc_manager.supported_extensions}", + detail=f"Unsupported file type. Supported types: {doc_manager.supported_extensions}", ) - # Check if filename already exists in tenant-specific doc_status storage - existing_doc_data = await tenant_rag.doc_status.get_doc_by_file_path(safe_filename) + # Check if filename already exists in doc_status storage + existing_doc_data = await rag.doc_status.get_doc_by_file_path(safe_filename) if existing_doc_data: # Get document status information for error message status = existing_doc_data.get("status", "unknown") @@ -1833,7 +1952,7 @@ def create_document_routes( track_id="", ) - file_path = tenant_doc_manager.input_dir / safe_filename + file_path = doc_manager.input_dir / safe_filename # Check if file already exists in file system if file_path.exists(): return InsertResponse( @@ -1847,8 +1966,8 @@ def create_document_routes( track_id = generate_track_id("upload") - # Add to background tasks with tenant-specific RAG - background_tasks.add_task(pipeline_index_file, tenant_rag, file_path, track_id) + # Add to background tasks and get track_id + background_tasks.add_task(pipeline_index_file, rag, file_path, track_id) return InsertResponse( status="success", @@ -1865,22 +1984,17 @@ def create_document_routes( "/text", response_model=InsertResponse, dependencies=[Depends(combined_auth)] ) async def insert_text( - request: InsertTextRequest, background_tasks: BackgroundTasks, tenant_rag: LightRAG = Depends(get_tenant_rag) + request: InsertTextRequest, background_tasks: BackgroundTasks ): """ - Insert text into the RAG system (tenant-scoped). + Insert text into the RAG system. This endpoint allows you to insert text data into the RAG system for later retrieval - and use in generating responses within the selected tenant and knowledge base. - - Idempotency: If `external_id` is provided and a document with this ID already exists, - the existing document will be returned instead of creating a duplicate. This ensures - safe retry behavior for document ingestion. + and use in generating responses. Args: request (InsertTextRequest): The request body containing the text to be inserted. background_tasks: FastAPI BackgroundTasks for async processing - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: InsertResponse: A response object containing the status of the operation. @@ -1889,28 +2003,13 @@ def create_document_routes( HTTPException: If an error occurs during text processing (500). """ try: - # Check for idempotency using external_id if provided - if request.external_id and request.external_id.strip(): - existing_doc = await tenant_rag.doc_status.get_doc_by_external_id( - request.external_id - ) - if existing_doc: - status = existing_doc.get("status", "unknown") - doc_id = existing_doc.get("id", "") - logger.info(f"Idempotent request: external_id '{request.external_id}' already exists with doc_id '{doc_id}'") - return InsertResponse( - status="duplicated", - message=f"Document with external_id '{request.external_id}' already exists (Status: {status}, Doc ID: {doc_id}).", - track_id=existing_doc.get("track_id", ""), - ) - # Check if file_source already exists in doc_status storage if ( request.file_source and request.file_source.strip() and request.file_source != "unknown_source" ): - existing_doc_data = await tenant_rag.doc_status.get_doc_by_file_path( + existing_doc_data = await rag.doc_status.get_doc_by_file_path( request.file_source ) if existing_doc_data: @@ -1927,11 +2026,10 @@ def create_document_routes( background_tasks.add_task( pipeline_index_texts, - tenant_rag, + rag, [request.text], file_sources=[request.file_source], track_id=track_id, - external_ids=[request.external_id] if request.external_id else None, ) return InsertResponse( @@ -1950,18 +2048,17 @@ def create_document_routes( dependencies=[Depends(combined_auth)], ) async def insert_texts( - request: InsertTextsRequest, background_tasks: BackgroundTasks, tenant_rag: LightRAG = Depends(get_tenant_rag) + request: InsertTextsRequest, background_tasks: BackgroundTasks ): """ - Insert multiple texts into the RAG system (tenant-scoped). + Insert multiple texts into the RAG system. This endpoint allows you to insert multiple text entries into the RAG system - in a single request within the selected tenant and knowledge base. + in a single request. Args: request (InsertTextsRequest): The request body containing the list of texts. background_tasks: FastAPI BackgroundTasks for async processing - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: InsertResponse: A response object containing the status of the operation. @@ -1978,7 +2075,7 @@ def create_document_routes( and file_source.strip() and file_source != "unknown_source" ): - existing_doc_data = await tenant_rag.doc_status.get_doc_by_file_path( + existing_doc_data = await rag.doc_status.get_doc_by_file_path( file_source ) if existing_doc_data: @@ -1995,11 +2092,10 @@ def create_document_routes( background_tasks.add_task( pipeline_index_texts, - tenant_rag, + rag, request.texts, file_sources=request.file_sources, track_id=track_id, - external_ids=request.external_ids, ) return InsertResponse( @@ -2015,10 +2111,7 @@ def create_document_routes( @router.delete( "", response_model=ClearDocumentsResponse, dependencies=[Depends(combined_auth)] ) - async def clear_documents( - tenant_rag: LightRAG = Depends(get_tenant_rag), - tenant_doc_manager: DocumentManager = Depends(get_tenant_doc_manager), - ): + async def clear_documents(): """ Clear all documents from the RAG system. @@ -2042,12 +2135,10 @@ def create_document_routes( from lightrag.kg.shared_storage import ( get_namespace_data, get_pipeline_status_lock, - initialize_pipeline_status, ) # Get pipeline status and lock - await initialize_pipeline_status(tenant_rag.pipeline_status_key) - pipeline_status = await get_namespace_data(tenant_rag.pipeline_status_key) + pipeline_status = await get_namespace_data("pipeline_status") pipeline_status_lock = get_pipeline_status_lock() # Check and set status with lock @@ -2080,15 +2171,17 @@ def create_document_routes( # Use drop method to clear all data drop_tasks = [] storages = [ - tenant_rag.text_chunks, - tenant_rag.full_docs, - tenant_rag.full_entities, - tenant_rag.full_relations, - tenant_rag.entities_vdb, - tenant_rag.relationships_vdb, - tenant_rag.chunks_vdb, - tenant_rag.chunk_entity_relation_graph, - tenant_rag.doc_status, + rag.text_chunks, + rag.full_docs, + rag.full_entities, + rag.full_relations, + rag.entity_chunks, + rag.relation_chunks, + rag.entities_vdb, + rag.relationships_vdb, + rag.chunks_vdb, + rag.chunk_entity_relation_graph, + rag.doc_status, ] # Log storage drop start @@ -2153,7 +2246,7 @@ def create_document_routes( deleted_files_count = 0 file_errors_count = 0 - for file_path in tenant_doc_manager.input_dir.glob("*"): + for file_path in doc_manager.input_dir.glob("*"): if file_path.is_file(): try: file_path.unlink() @@ -2210,7 +2303,7 @@ def create_document_routes( dependencies=[Depends(combined_auth)], response_model=PipelineStatusResponse, ) - async def get_pipeline_status(tenant_rag: LightRAG = Depends(get_tenant_rag)) -> PipelineStatusResponse: + async def get_pipeline_status() -> PipelineStatusResponse: """ Get the current status of the document indexing pipeline. @@ -2238,11 +2331,9 @@ def create_document_routes( from lightrag.kg.shared_storage import ( get_namespace_data, get_all_update_flags_status, - initialize_pipeline_status, ) - await initialize_pipeline_status(tenant_rag.pipeline_status_key) - pipeline_status = await get_namespace_data(tenant_rag.pipeline_status_key) + pipeline_status = await get_namespace_data("pipeline_status") # Get update flags status for all namespaces update_status = await get_all_update_flags_status() @@ -2300,21 +2391,18 @@ def create_document_routes( logger.error(traceback.format_exc()) raise HTTPException(status_code=500, detail=str(e)) - # TODO: Deprecated + # TODO: Deprecated, use /documents/paginated instead @router.get( "", response_model=DocsStatusesResponse, dependencies=[Depends(combined_auth)] ) - async def documents(tenant_rag: LightRAG = Depends(get_tenant_rag)) -> DocsStatusesResponse: + async def documents() -> DocsStatusesResponse: """ - Get the status of all documents in the system (tenant-scoped). This endpoint is deprecated; use /documents/paginated instead. + Get the status of all documents in the system. This endpoint is deprecated; use /documents/paginated instead. To prevent excessive resource consumption, a maximum of 1,000 records is returned. - This endpoint retrieves the current status of all documents within the selected tenant - and knowledge base, grouped by their processing status (PENDING, PROCESSING, PROCESSED, FAILED). - The results are limited to 1000 total documents with fair distribution across all statuses. - - Args: - tenant_rag: Tenant-specific RAG instance (injected via dependency) + This endpoint retrieves the current status of all documents, grouped by their + processing status (PENDING, PROCESSING, PREPROCESSED, PROCESSED, FAILED). The results are + limited to 1000 total documents with fair distribution across all statuses. Returns: DocsStatusesResponse: A response object containing a dictionary where keys are @@ -2329,11 +2417,12 @@ def create_document_routes( statuses = ( DocStatus.PENDING, DocStatus.PROCESSING, + DocStatus.PREPROCESSED, DocStatus.PROCESSED, DocStatus.FAILED, ) - tasks = [tenant_rag.get_docs_by_status(status) for status in statuses] + tasks = [rag.get_docs_by_status(status) for status in statuses] results: List[Dict[str, DocProcessingStatus]] = await asyncio.gather(*tasks) response = DocsStatusesResponse() @@ -2422,30 +2511,25 @@ def create_document_routes( async def delete_document( delete_request: DeleteDocRequest, background_tasks: BackgroundTasks, - tenant_rag: LightRAG = Depends(get_tenant_rag), - tenant_doc_manager: DocumentManager = Depends(get_tenant_doc_manager), ) -> DeleteDocByIdResponse: """ Delete documents and all their associated data by their IDs using background processing. Deletes specific documents and all their associated data, including their status, - text chunks, vector embeddings, and any related graph data. + text chunks, vector embeddings, and any related graph data. When requested, + cached LLM extraction responses are removed after graph deletion/rebuild completes. The deletion process runs in the background to avoid blocking the client connection. - It is disabled when llm cache for entity extraction is disabled. This operation is irreversible and will interact with the pipeline status. Args: - delete_request (DeleteDocRequest): The request containing the document IDs and delete_file options. + delete_request (DeleteDocRequest): The request containing the document IDs and deletion options. background_tasks: FastAPI BackgroundTasks for async processing - tenant_rag: Tenant-specific RAG instance (injected via dependency) - tenant_doc_manager: Tenant-specific DocumentManager (injected via dependency) Returns: DeleteDocByIdResponse: The result of the deletion operation. - status="deletion_started": The document deletion has been initiated in the background. - status="busy": The pipeline is busy with another operation. - - status="not_allowed": Operation not allowed when LLM cache for entity extraction is disabled. Raises: HTTPException: @@ -2453,19 +2537,10 @@ def create_document_routes( """ doc_ids = delete_request.doc_ids - # The rag object is initialized from the server startup args, - # so we can access its properties here. - if not tenant_rag.enable_llm_cache_for_entity_extract: - return DeleteDocByIdResponse( - status="not_allowed", - message="Operation not allowed when LLM cache for entity extraction is disabled.", - doc_id=", ".join(delete_request.doc_ids), - ) - try: from lightrag.kg.shared_storage import get_namespace_data - pipeline_status = await get_namespace_data(tenant_rag.pipeline_status_key) + pipeline_status = await get_namespace_data("pipeline_status") # Check if pipeline is busy if pipeline_status.get("busy", False): @@ -2478,10 +2553,11 @@ def create_document_routes( # Add deletion task to background tasks background_tasks.add_task( background_delete_documents, - tenant_rag, - tenant_doc_manager, + rag, + doc_manager, doc_ids, delete_request.delete_file, + delete_request.delete_llm_cache, ) return DeleteDocByIdResponse( @@ -2501,16 +2577,15 @@ def create_document_routes( response_model=ClearCacheResponse, dependencies=[Depends(combined_auth)], ) - async def clear_cache(request: ClearCacheRequest, tenant_rag: LightRAG = Depends(get_tenant_rag)): + async def clear_cache(request: ClearCacheRequest): """ - Clear all cache data from the LLM response cache storage (tenant-scoped). + Clear all cache data from the LLM response cache storage. - This endpoint clears all cached LLM responses regardless of mode for the selected tenant. + This endpoint clears all cached LLM responses regardless of mode. The request body is accepted for API compatibility but is ignored. Args: request (ClearCacheRequest): The request body (ignored for compatibility). - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: ClearCacheResponse: A response object containing the status and message. @@ -2520,7 +2595,7 @@ def create_document_routes( """ try: # Call the aclear_cache method (no modes parameter) - await tenant_rag.aclear_cache() + await rag.aclear_cache() # Prepare success message message = "Successfully cleared all cache" @@ -2536,13 +2611,12 @@ def create_document_routes( response_model=DeletionResult, dependencies=[Depends(combined_auth)], ) - async def delete_entity(request: DeleteEntityRequest, tenant_rag: LightRAG = Depends(get_tenant_rag)): + async def delete_entity(request: DeleteEntityRequest): """ - Delete an entity and all its relationships from the knowledge graph (tenant-scoped). + Delete an entity and all its relationships from the knowledge graph. Args: request (DeleteEntityRequest): The request body containing the entity name. - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: DeletionResult: An object containing the outcome of the deletion process. @@ -2551,7 +2625,7 @@ def create_document_routes( HTTPException: If the entity is not found (404) or an error occurs (500). """ try: - result = await tenant_rag.adelete_by_entity(entity_name=request.entity_name) + result = await rag.adelete_by_entity(entity_name=request.entity_name) if result.status == "not_found": raise HTTPException(status_code=404, detail=result.message) if result.status == "fail": @@ -2572,13 +2646,12 @@ def create_document_routes( response_model=DeletionResult, dependencies=[Depends(combined_auth)], ) - async def delete_relation(request: DeleteRelationRequest, tenant_rag: LightRAG = Depends(get_tenant_rag)): + async def delete_relation(request: DeleteRelationRequest): """ - Delete a relationship between two entities from the knowledge graph (tenant-scoped). + Delete a relationship between two entities from the knowledge graph. Args: request (DeleteRelationRequest): The request body containing the source and target entity names. - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: DeletionResult: An object containing the outcome of the deletion process. @@ -2587,7 +2660,7 @@ def create_document_routes( HTTPException: If the relation is not found (404) or an error occurs (500). """ try: - result = await tenant_rag.adelete_by_relation( + result = await rag.adelete_by_relation( source_entity=request.source_entity, target_entity=request.target_entity, ) @@ -2611,17 +2684,15 @@ def create_document_routes( response_model=TrackStatusResponse, dependencies=[Depends(combined_auth)], ) - async def get_track_status(track_id: str, tenant_rag: LightRAG = Depends(get_tenant_rag)) -> TrackStatusResponse: + async def get_track_status(track_id: str) -> TrackStatusResponse: """ - Get the processing status of documents by tracking ID (tenant-scoped). + Get the processing status of documents by tracking ID. This endpoint retrieves all documents associated with a specific tracking ID, - allowing users to monitor the processing progress of their uploaded files or inserted texts - within the selected tenant and knowledge base. + allowing users to monitor the processing progress of their uploaded files or inserted texts. Args: track_id (str): The tracking ID returned from upload, text, or texts endpoints - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: TrackStatusResponse: A response object containing: @@ -2640,7 +2711,7 @@ def create_document_routes( track_id = track_id.strip() # Get documents by track_id - docs_by_track_id = await tenant_rag.aget_docs_by_track_id(track_id) + docs_by_track_id = await rag.aget_docs_by_track_id(track_id) # Convert to response format documents = [] @@ -2689,18 +2760,16 @@ def create_document_routes( ) async def get_documents_paginated( request: DocumentsRequest, - tenant_rag: LightRAG = Depends(get_tenant_rag), ) -> PaginatedDocsResponse: """ - Get documents with pagination support (tenant-scoped). + Get documents with pagination support. This endpoint retrieves documents with pagination, filtering, and sorting capabilities. It provides better performance for large document collections by loading only the - requested page of data. Documents are scoped to the selected tenant and knowledge base. + requested page of data. Args: request (DocumentsRequest): The request body containing pagination parameters - tenant_rag: Tenant-specific RAG instance (injected via dependency) Returns: PaginatedDocsResponse: A response object containing: @@ -2712,15 +2781,15 @@ def create_document_routes( HTTPException: If an error occurs while retrieving documents (500). """ try: - # Get paginated documents and status counts in parallel using tenant-specific RAG - docs_task = tenant_rag.doc_status.get_docs_paginated( + # Get paginated documents and status counts in parallel + docs_task = rag.doc_status.get_docs_paginated( status_filter=request.status_filter, page=request.page, page_size=request.page_size, sort_field=request.sort_field, sort_direction=request.sort_direction, ) - status_counts_task = tenant_rag.doc_status.get_all_status_counts() + status_counts_task = rag.doc_status.get_all_status_counts() # Execute both queries in parallel (documents_with_ids, total_count), status_counts = await asyncio.gather( @@ -2776,17 +2845,12 @@ def create_document_routes( response_model=StatusCountsResponse, dependencies=[Depends(combined_auth)], ) - async def get_document_status_counts( - tenant_rag: LightRAG = Depends(get_tenant_rag), - ) -> StatusCountsResponse: + async def get_document_status_counts() -> StatusCountsResponse: """ - Get counts of documents by status (tenant-scoped). + Get counts of documents by status. This endpoint retrieves the count of documents in each processing status - (PENDING, PROCESSING, PROCESSED, FAILED) for the selected tenant and knowledge base. - - Args: - tenant_rag: Tenant-specific RAG instance (injected via dependency) + (PENDING, PROCESSING, PROCESSED, FAILED) for all documents in the system. Returns: StatusCountsResponse: A response object containing status counts @@ -2795,7 +2859,7 @@ def create_document_routes( HTTPException: If an error occurs while retrieving status counts (500). """ try: - status_counts = await tenant_rag.doc_status.get_all_status_counts() + status_counts = await rag.doc_status.get_all_status_counts() return StatusCountsResponse(status_counts=status_counts) except Exception as e: @@ -2803,4 +2867,111 @@ def create_document_routes( logger.error(traceback.format_exc()) raise HTTPException(status_code=500, detail=str(e)) + @router.post( + "/reprocess_failed", + response_model=ReprocessResponse, + dependencies=[Depends(combined_auth)], + ) + async def reprocess_failed_documents(background_tasks: BackgroundTasks): + """ + Reprocess failed and pending documents. + + This endpoint triggers the document processing pipeline which automatically + picks up and reprocesses documents in the following statuses: + - FAILED: Documents that failed during previous processing attempts + - PENDING: Documents waiting to be processed + - PROCESSING: Documents with abnormally terminated processing (e.g., server crashes) + + This is useful for recovering from server crashes, network errors, LLM service + outages, or other temporary failures that caused document processing to fail. + + The processing happens in the background and can be monitored using the + returned track_id or by checking the pipeline status. + + Returns: + ReprocessResponse: Response with status, message, and track_id + + Raises: + HTTPException: If an error occurs while initiating reprocessing (500). + """ + try: + # Generate track_id with "retry" prefix for retry operation + track_id = generate_track_id("retry") + + # Start the reprocessing in the background + background_tasks.add_task(rag.apipeline_process_enqueue_documents) + logger.info( + f"Reprocessing of failed documents initiated with track_id: {track_id}" + ) + + return ReprocessResponse( + status="reprocessing_started", + message="Reprocessing of failed documents has been initiated in background", + track_id=track_id, + ) + + except Exception as e: + logger.error(f"Error initiating reprocessing of failed documents: {str(e)}") + logger.error(traceback.format_exc()) + raise HTTPException(status_code=500, detail=str(e)) + + @router.post( + "/cancel_pipeline", + response_model=CancelPipelineResponse, + dependencies=[Depends(combined_auth)], + ) + async def cancel_pipeline(): + """ + Request cancellation of the currently running pipeline. + + This endpoint sets a cancellation flag in the pipeline status. The pipeline will: + 1. Check this flag at key processing points + 2. Stop processing new documents + 3. Cancel all running document processing tasks + 4. Mark all PROCESSING documents as FAILED with reason "User cancelled" + + The cancellation is graceful and ensures data consistency. Documents that have + completed processing will remain in PROCESSED status. + + Returns: + CancelPipelineResponse: Response with status and message + - status="cancellation_requested": Cancellation flag has been set + - status="not_busy": Pipeline is not currently running + + Raises: + HTTPException: If an error occurs while setting cancellation flag (500). + """ + try: + from lightrag.kg.shared_storage import ( + get_namespace_data, + get_pipeline_status_lock, + ) + + pipeline_status = await get_namespace_data("pipeline_status") + pipeline_status_lock = get_pipeline_status_lock() + + async with pipeline_status_lock: + if not pipeline_status.get("busy", False): + return CancelPipelineResponse( + status="not_busy", + message="Pipeline is not currently running. No cancellation needed.", + ) + + # Set cancellation flag + pipeline_status["cancellation_requested"] = True + cancel_msg = "Pipeline cancellation requested by user" + logger.info(cancel_msg) + pipeline_status["latest_message"] = cancel_msg + pipeline_status["history_messages"].append(cancel_msg) + + return CancelPipelineResponse( + status="cancellation_requested", + message="Pipeline cancellation has been requested. Documents will be marked as FAILED.", + ) + + except Exception as e: + logger.error(f"Error requesting pipeline cancellation: {str(e)}") + logger.error(traceback.format_exc()) + raise HTTPException(status_code=500, detail=str(e)) + return router diff --git a/pyproject.toml b/pyproject.toml index 8eabb37c..3c7450f4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,10 +24,12 @@ dependencies = [ "aiohttp", "configparser", "future", + "google-api-core>=2.0.0,<3.0.0", + "google-genai>=1.0.0,<2.0.0", "json_repair", "nano-vectordb", "networkx", - "numpy", + "numpy>=1.24.0,<2.0.0", "pandas>=2.0.0,<2.4.0", "pipmaster", "pydantic", @@ -48,7 +50,7 @@ api = [ "json_repair", "nano-vectordb", "networkx", - "numpy", + "numpy>=1.24.0,<2.0.0", "openai>=1.0.0,<3.0.0", "pandas>=2.0.0,<2.4.0", "pipmaster", @@ -59,6 +61,8 @@ api = [ "tenacity", "tiktoken", "xlsxwriter>=3.1.0", + "google-api-core>=2.0.0,<3.0.0", + "google-genai>=1.0.0,<2.0.0", # API-specific dependencies "aiofiles", "ascii_colors", @@ -75,18 +79,23 @@ api = [ "python-multipart", "pytz", "uvicorn", + "gunicorn", + # Document processing dependencies (required for API document upload functionality) + "openpyxl>=3.0.0,<4.0.0", # XLSX processing + "pycryptodome>=3.0.0,<4.0.0", # PDF encryption support + "pypdf>=6.1.0", # PDF processing + "python-docx>=0.8.11,<2.0.0", # DOCX processing + "python-pptx>=0.6.21,<2.0.0", # PPTX processing +] + +# Advanced document processing engine (optional) +docling = [ + # On macOS, pytorch and frameworks use Objective-C are not fork-safe, + # and not compatible to gunicorn multi-worker mode + "docling>=2.0.0,<3.0.0; sys_platform != 'darwin'", ] # Offline deployment dependencies (layered design for flexibility) -offline-docs = [ - # Document processing dependencies - "openpyxl>=3.0.0,<4.0.0", - "pycryptodome>=3.0.0,<4.0.0", - "pypdf2>=3.0.0", - "python-docx>=0.8.11,<2.0.0", - "python-pptx>=0.6.21,<2.0.0", -] - offline-storage = [ # Storage backend dependencies "redis>=5.0.0,<8.0.0", @@ -94,7 +103,7 @@ offline-storage = [ "pymilvus>=2.6.2,<3.0.0", "pymongo>=4.0.0,<5.0.0", "asyncpg>=0.29.0,<1.0.0", - "qdrant-client>=1.7.0,<2.0.0", + "qdrant-client>=1.11.0,<2.0.0", ] offline-llm = [ @@ -106,11 +115,22 @@ offline-llm = [ "aioboto3>=12.0.0,<16.0.0", "voyageai>=0.2.0,<1.0.0", "llama-index>=0.9.0,<1.0.0", + "google-api-core>=2.0.0,<3.0.0", + "google-genai>=1.0.0,<2.0.0", ] offline = [ - # Complete offline package (includes all offline dependencies) - "lightrag-hku[offline-docs,offline-storage,offline-llm]", + # Complete offline package (includes api for document processing, plus storage and LLM) + "lightrag-hku[api,offline-storage,offline-llm]", +] + +evaluation = [ + # RAG evaluation dependencies (RAGAS framework) + "ragas>=0.3.7", + "datasets>=4.3.0", + "httpx>=0.28.1", + "pytest>=8.4.2", + "pytest-asyncio>=1.2.0", ] observability = [ diff --git a/uv.lock b/uv.lock index 63fa0a78..6408bd92 100644 --- a/uv.lock +++ b/uv.lock @@ -2,10 +2,44 @@ version = 1 revision = 3 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