Merge pull request #587 from ParisNeo/main
Enhancement: Multi-format document support and dynamic dependency management #565
This commit is contained in:
@@ -9,7 +9,7 @@ from lightrag.llm import openai_complete_if_cache, openai_embedding
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from lightrag.llm import azure_openai_complete_if_cache, azure_openai_embedding
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from lightrag.llm import azure_openai_complete_if_cache, azure_openai_embedding
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from lightrag.utils import EmbeddingFunc
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from lightrag.utils import EmbeddingFunc
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from typing import Optional, List
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from typing import Optional, List, Union
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from enum import Enum
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from enum import Enum
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from pathlib import Path
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from pathlib import Path
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import shutil
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import shutil
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@@ -22,6 +22,7 @@ from fastapi.security import APIKeyHeader
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.middleware.cors import CORSMiddleware
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from starlette.status import HTTP_403_FORBIDDEN
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from starlette.status import HTTP_403_FORBIDDEN
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import pipmaster as pm
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def get_default_host(binding_type: str) -> str:
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def get_default_host(binding_type: str) -> str:
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@@ -174,7 +175,11 @@ def parse_args():
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class DocumentManager:
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class DocumentManager:
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"""Handles document operations and tracking"""
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"""Handles document operations and tracking"""
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def __init__(self, input_dir: str, supported_extensions: tuple = (".txt", ".md")):
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def __init__(
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self,
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input_dir: str,
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supported_extensions: tuple = (".txt", ".md", ".pdf", ".docx", ".pptx"),
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):
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self.input_dir = Path(input_dir)
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self.input_dir = Path(input_dir)
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self.supported_extensions = supported_extensions
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self.supported_extensions = supported_extensions
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self.indexed_files = set()
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self.indexed_files = set()
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@@ -289,7 +294,7 @@ def create_app(args):
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+ "(With authentication)"
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+ "(With authentication)"
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if api_key
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if api_key
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else "",
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else "",
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version="1.0.1",
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version="1.0.2",
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openapi_tags=[{"name": "api"}],
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openapi_tags=[{"name": "api"}],
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)
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)
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@@ -356,6 +361,80 @@ def create_app(args):
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),
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),
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)
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)
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async def index_file(file_path: Union[str, Path]) -> None:
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"""Index all files inside the folder with support for multiple file formats
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Args:
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file_path: Path to the file to be indexed (str or Path object)
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Raises:
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ValueError: If file format is not supported
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FileNotFoundError: If file doesn't exist
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"""
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if not pm.is_installed("aiofiles"):
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pm.install("aiofiles")
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# Convert to Path object if string
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file_path = Path(file_path)
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# Check if file exists
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if not file_path.exists():
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raise FileNotFoundError(f"File not found: {file_path}")
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content = ""
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# Get file extension in lowercase
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ext = file_path.suffix.lower()
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match ext:
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case ".txt" | ".md":
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# Text files handling
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async with aiofiles.open(file_path, "r", encoding="utf-8") as f:
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content = await f.read()
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case ".pdf":
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if not pm.is_installed("pypdf2"):
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pm.install("pypdf2")
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from pypdf2 import PdfReader
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# PDF handling
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reader = PdfReader(str(file_path))
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content = ""
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for page in reader.pages:
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content += page.extract_text() + "\n"
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case ".docx":
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if not pm.is_installed("docx"):
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pm.install("docx")
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from docx import Document
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# Word document handling
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doc = Document(file_path)
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content = "\n".join([paragraph.text for paragraph in doc.paragraphs])
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case ".pptx":
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if not pm.is_installed("pptx"):
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pm.install("pptx")
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from pptx import Presentation
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# PowerPoint handling
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prs = Presentation(file_path)
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content = ""
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for slide in prs.slides:
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for shape in slide.shapes:
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if hasattr(shape, "text"):
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content += shape.text + "\n"
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case _:
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raise ValueError(f"Unsupported file format: {ext}")
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# Insert content into RAG system
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if content:
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await rag.ainsert(content)
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doc_manager.mark_as_indexed(file_path)
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logging.info(f"Successfully indexed file: {file_path}")
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else:
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logging.warning(f"No content extracted from file: {file_path}")
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@app.on_event("startup")
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@app.on_event("startup")
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async def startup_event():
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async def startup_event():
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"""Index all files in input directory during startup"""
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"""Index all files in input directory during startup"""
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@@ -363,13 +442,7 @@ def create_app(args):
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new_files = doc_manager.scan_directory()
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new_files = doc_manager.scan_directory()
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for file_path in new_files:
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for file_path in new_files:
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try:
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try:
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# Use async file reading
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await index_file(file_path)
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async with aiofiles.open(file_path, "r", encoding="utf-8") as f:
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content = await f.read()
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# Use the async version of insert directly
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await rag.ainsert(content)
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doc_manager.mark_as_indexed(file_path)
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logging.info(f"Indexed file: {file_path}")
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except Exception as e:
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except Exception as e:
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trace_exception(e)
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trace_exception(e)
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logging.error(f"Error indexing file {file_path}: {str(e)}")
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logging.error(f"Error indexing file {file_path}: {str(e)}")
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@@ -388,10 +461,7 @@ def create_app(args):
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for file_path in new_files:
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for file_path in new_files:
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try:
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try:
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with open(file_path, "r", encoding="utf-8") as f:
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await index_file(file_path)
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content = f.read()
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await rag.ainsert(content)
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doc_manager.mark_as_indexed(file_path)
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indexed_count += 1
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indexed_count += 1
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except Exception as e:
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except Exception as e:
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logging.error(f"Error indexing file {file_path}: {str(e)}")
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logging.error(f"Error indexing file {file_path}: {str(e)}")
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@@ -419,10 +489,7 @@ def create_app(args):
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shutil.copyfileobj(file.file, buffer)
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shutil.copyfileobj(file.file, buffer)
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# Immediately index the uploaded file
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# Immediately index the uploaded file
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with open(file_path, "r", encoding="utf-8") as f:
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await index_file(file_path)
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content = f.read()
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await rag.ainsert(content)
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doc_manager.mark_as_indexed(file_path)
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return {
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return {
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"status": "success",
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"status": "success",
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@@ -498,26 +565,103 @@ def create_app(args):
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dependencies=[Depends(optional_api_key)],
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dependencies=[Depends(optional_api_key)],
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)
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)
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async def insert_file(file: UploadFile = File(...), description: str = Form(None)):
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async def insert_file(file: UploadFile = File(...), description: str = Form(None)):
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try:
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"""Insert a file directly into the RAG system
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content = await file.read()
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if file.filename.endswith((".txt", ".md")):
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Args:
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text = content.decode("utf-8")
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file: Uploaded file
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await rag.ainsert(text)
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description: Optional description of the file
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else:
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Returns:
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InsertResponse: Status of the insertion operation
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Raises:
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HTTPException: For unsupported file types or processing errors
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"""
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try:
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content = ""
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# Get file extension in lowercase
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ext = Path(file.filename).suffix.lower()
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match ext:
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case ".txt" | ".md":
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# Text files handling
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text_content = await file.read()
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content = text_content.decode("utf-8")
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case ".pdf":
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if not pm.is_installed("pypdf2"):
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pm.install("pypdf2")
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from pypdf2 import PdfReader
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from io import BytesIO
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# Read PDF from memory
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pdf_content = await file.read()
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pdf_file = BytesIO(pdf_content)
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reader = PdfReader(pdf_file)
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content = ""
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for page in reader.pages:
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content += page.extract_text() + "\n"
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case ".docx":
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if not pm.is_installed("docx"):
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pm.install("docx")
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from docx import Document
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from io import BytesIO
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# Read DOCX from memory
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docx_content = await file.read()
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docx_file = BytesIO(docx_content)
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doc = Document(docx_file)
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content = "\n".join(
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[paragraph.text for paragraph in doc.paragraphs]
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)
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case ".pptx":
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if not pm.is_installed("pptx"):
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pm.install("pptx")
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from pptx import Presentation
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from io import BytesIO
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# Read PPTX from memory
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pptx_content = await file.read()
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pptx_file = BytesIO(pptx_content)
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prs = Presentation(pptx_file)
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content = ""
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for slide in prs.slides:
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for shape in slide.shapes:
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if hasattr(shape, "text"):
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content += shape.text + "\n"
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case _:
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raise HTTPException(
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raise HTTPException(
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status_code=400,
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status_code=400,
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detail="Unsupported file type. Only .txt and .md files are supported",
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detail=f"Unsupported file type. Supported types: {doc_manager.supported_extensions}",
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)
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)
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# Insert content into RAG system
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if content:
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# Add description if provided
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if description:
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content = f"{description}\n\n{content}"
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await rag.ainsert(content)
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logging.info(f"Successfully indexed file: {file.filename}")
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return InsertResponse(
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return InsertResponse(
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status="success",
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status="success",
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message=f"File '{file.filename}' successfully inserted",
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message=f"File '{file.filename}' successfully inserted",
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document_count=1,
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document_count=1,
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)
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)
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else:
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raise HTTPException(
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status_code=400,
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detail="No content could be extracted from the file",
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)
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|
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except UnicodeDecodeError:
|
except UnicodeDecodeError:
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raise HTTPException(status_code=400, detail="File encoding not supported")
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raise HTTPException(status_code=400, detail="File encoding not supported")
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except Exception as e:
|
except Exception as e:
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logging.error(f"Error processing file {file.filename}: {str(e)}")
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raise HTTPException(status_code=500, detail=str(e))
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raise HTTPException(status_code=500, detail=str(e))
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@app.post(
|
@app.post(
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@@ -526,32 +670,110 @@ def create_app(args):
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dependencies=[Depends(optional_api_key)],
|
dependencies=[Depends(optional_api_key)],
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)
|
)
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async def insert_batch(files: List[UploadFile] = File(...)):
|
async def insert_batch(files: List[UploadFile] = File(...)):
|
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|
"""Process multiple files in batch mode
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|
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|
Args:
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|
files: List of files to process
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|
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|
Returns:
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|
InsertResponse: Status of the batch insertion operation
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|
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|
Raises:
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HTTPException: For processing errors
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|
"""
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try:
|
try:
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inserted_count = 0
|
inserted_count = 0
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failed_files = []
|
failed_files = []
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|
|
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for file in files:
|
for file in files:
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try:
|
try:
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content = await file.read()
|
content = ""
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if file.filename.endswith((".txt", ".md")):
|
ext = Path(file.filename).suffix.lower()
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text = content.decode("utf-8")
|
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await rag.ainsert(text)
|
match ext:
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inserted_count += 1
|
case ".txt" | ".md":
|
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else:
|
text_content = await file.read()
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|
content = text_content.decode("utf-8")
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|
|
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|
case ".pdf":
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|
if not pm.is_installed("pypdf2"):
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|
pm.install("pypdf2")
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|
from pypdf2 import PdfReader
|
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|
from io import BytesIO
|
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|
|
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|
pdf_content = await file.read()
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|
pdf_file = BytesIO(pdf_content)
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|
reader = PdfReader(pdf_file)
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|
for page in reader.pages:
|
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|
content += page.extract_text() + "\n"
|
||||||
|
|
||||||
|
case ".docx":
|
||||||
|
if not pm.is_installed("docx"):
|
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|
pm.install("docx")
|
||||||
|
from docx import Document
|
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|
from io import BytesIO
|
||||||
|
|
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|
docx_content = await file.read()
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|
docx_file = BytesIO(docx_content)
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|
doc = Document(docx_file)
|
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|
content = "\n".join(
|
||||||
|
[paragraph.text for paragraph in doc.paragraphs]
|
||||||
|
)
|
||||||
|
|
||||||
|
case ".pptx":
|
||||||
|
if not pm.is_installed("pptx"):
|
||||||
|
pm.install("pptx")
|
||||||
|
from pptx import Presentation
|
||||||
|
from io import BytesIO
|
||||||
|
|
||||||
|
pptx_content = await file.read()
|
||||||
|
pptx_file = BytesIO(pptx_content)
|
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|
prs = Presentation(pptx_file)
|
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|
for slide in prs.slides:
|
||||||
|
for shape in slide.shapes:
|
||||||
|
if hasattr(shape, "text"):
|
||||||
|
content += shape.text + "\n"
|
||||||
|
|
||||||
|
case _:
|
||||||
failed_files.append(f"{file.filename} (unsupported type)")
|
failed_files.append(f"{file.filename} (unsupported type)")
|
||||||
|
continue
|
||||||
|
|
||||||
|
if content:
|
||||||
|
await rag.ainsert(content)
|
||||||
|
inserted_count += 1
|
||||||
|
logging.info(f"Successfully indexed file: {file.filename}")
|
||||||
|
else:
|
||||||
|
failed_files.append(f"{file.filename} (no content extracted)")
|
||||||
|
|
||||||
|
except UnicodeDecodeError:
|
||||||
|
failed_files.append(f"{file.filename} (encoding error)")
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
failed_files.append(f"{file.filename} ({str(e)})")
|
failed_files.append(f"{file.filename} ({str(e)})")
|
||||||
|
logging.error(f"Error processing file {file.filename}: {str(e)}")
|
||||||
|
|
||||||
status_message = f"Successfully inserted {inserted_count} documents"
|
# Prepare status message
|
||||||
|
if inserted_count == len(files):
|
||||||
|
status = "success"
|
||||||
|
status_message = f"Successfully inserted all {inserted_count} documents"
|
||||||
|
elif inserted_count > 0:
|
||||||
|
status = "partial_success"
|
||||||
|
status_message = f"Successfully inserted {inserted_count} out of {len(files)} documents"
|
||||||
|
if failed_files:
|
||||||
|
status_message += f". Failed files: {', '.join(failed_files)}"
|
||||||
|
else:
|
||||||
|
status = "failure"
|
||||||
|
status_message = "No documents were successfully inserted"
|
||||||
if failed_files:
|
if failed_files:
|
||||||
status_message += f". Failed files: {', '.join(failed_files)}"
|
status_message += f". Failed files: {', '.join(failed_files)}"
|
||||||
|
|
||||||
return InsertResponse(
|
return InsertResponse(
|
||||||
status="success" if inserted_count > 0 else "partial_success",
|
status=status,
|
||||||
message=status_message,
|
message=status_message,
|
||||||
document_count=len(files),
|
document_count=inserted_count,
|
||||||
)
|
)
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
|
logging.error(f"Batch processing error: {str(e)}")
|
||||||
raise HTTPException(status_code=500, detail=str(e))
|
raise HTTPException(status_code=500, detail=str(e))
|
||||||
|
|
||||||
@app.delete(
|
@app.delete(
|
||||||
|
@@ -7,6 +7,7 @@ nest_asyncio
|
|||||||
numpy
|
numpy
|
||||||
ollama
|
ollama
|
||||||
openai
|
openai
|
||||||
|
pipmaster
|
||||||
python-dotenv
|
python-dotenv
|
||||||
python-multipart
|
python-multipart
|
||||||
tenacity
|
tenacity
|
||||||
|
Reference in New Issue
Block a user