226 lines
8.8 KiB
Python
226 lines
8.8 KiB
Python
import requests
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import logging
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import os
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import sys
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from typing import List, Dict, Any
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from langchain_core.documents import Document
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from open_webui.env import SRC_LOG_LEVELS, GLOBAL_LOG_LEVEL
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logging.basicConfig(stream=sys.stdout, level=GLOBAL_LOG_LEVEL)
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log = logging.getLogger(__name__)
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log.setLevel(SRC_LOG_LEVELS["RAG"])
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class MistralLoader:
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"""
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Loads documents by processing them through the Mistral OCR API.
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"""
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BASE_API_URL = "https://api.mistral.ai/v1"
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def __init__(self, api_key: str, file_path: str):
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"""
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Initializes the loader.
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Args:
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api_key: Your Mistral API key.
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file_path: The local path to the PDF file to process.
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"""
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if not api_key:
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raise ValueError("API key cannot be empty.")
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if not os.path.exists(file_path):
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raise FileNotFoundError(f"File not found at {file_path}")
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self.api_key = api_key
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self.file_path = file_path
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self.headers = {"Authorization": f"Bearer {self.api_key}"}
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def _handle_response(self, response: requests.Response) -> Dict[str, Any]:
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"""Checks response status and returns JSON content."""
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try:
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response.raise_for_status() # Raises HTTPError for bad responses (4xx or 5xx)
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# Handle potential empty responses for certain successful requests (e.g., DELETE)
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if response.status_code == 204 or not response.content:
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return {} # Return empty dict if no content
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return response.json()
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except requests.exceptions.HTTPError as http_err:
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log.error(f"HTTP error occurred: {http_err} - Response: {response.text}")
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raise
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except requests.exceptions.RequestException as req_err:
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log.error(f"Request exception occurred: {req_err}")
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raise
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except ValueError as json_err: # Includes JSONDecodeError
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log.error(f"JSON decode error: {json_err} - Response: {response.text}")
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raise # Re-raise after logging
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def _upload_file(self) -> str:
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"""Uploads the file to Mistral for OCR processing."""
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log.info("Uploading file to Mistral API")
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url = f"{self.BASE_API_URL}/files"
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file_name = os.path.basename(self.file_path)
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try:
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with open(self.file_path, "rb") as f:
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files = {"file": (file_name, f, "application/pdf")}
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data = {"purpose": "ocr"}
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upload_headers = self.headers.copy() # Avoid modifying self.headers
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response = requests.post(
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url, headers=upload_headers, files=files, data=data
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)
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response_data = self._handle_response(response)
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file_id = response_data.get("id")
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if not file_id:
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raise ValueError("File ID not found in upload response.")
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log.info(f"File uploaded successfully. File ID: {file_id}")
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return file_id
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except Exception as e:
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log.error(f"Failed to upload file: {e}")
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raise
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def _get_signed_url(self, file_id: str) -> str:
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"""Retrieves a temporary signed URL for the uploaded file."""
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log.info(f"Getting signed URL for file ID: {file_id}")
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url = f"{self.BASE_API_URL}/files/{file_id}/url"
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params = {"expiry": 1}
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signed_url_headers = {**self.headers, "Accept": "application/json"}
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try:
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response = requests.get(url, headers=signed_url_headers, params=params)
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response_data = self._handle_response(response)
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signed_url = response_data.get("url")
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if not signed_url:
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raise ValueError("Signed URL not found in response.")
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log.info("Signed URL received.")
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return signed_url
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except Exception as e:
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log.error(f"Failed to get signed URL: {e}")
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raise
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def _process_ocr(self, signed_url: str) -> Dict[str, Any]:
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"""Sends the signed URL to the OCR endpoint for processing."""
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log.info("Processing OCR via Mistral API")
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url = f"{self.BASE_API_URL}/ocr"
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ocr_headers = {
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**self.headers,
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"Content-Type": "application/json",
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"Accept": "application/json",
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}
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payload = {
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"model": "mistral-ocr-latest",
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"document": {
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"type": "document_url",
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"document_url": signed_url,
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},
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"include_image_base64": False,
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}
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try:
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response = requests.post(url, headers=ocr_headers, json=payload)
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ocr_response = self._handle_response(response)
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log.info("OCR processing done.")
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log.debug("OCR response: %s", ocr_response)
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return ocr_response
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except Exception as e:
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log.error(f"Failed during OCR processing: {e}")
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raise
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def _delete_file(self, file_id: str) -> None:
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"""Deletes the file from Mistral storage."""
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log.info(f"Deleting uploaded file ID: {file_id}")
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url = f"{self.BASE_API_URL}/files/{file_id}"
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# No specific Accept header needed, default or Authorization is usually sufficient
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try:
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response = requests.delete(url, headers=self.headers)
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delete_response = self._handle_response(
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response
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) # Check status, ignore response body unless needed
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log.info(
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f"File deleted successfully: {delete_response}"
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) # Log the response if available
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except Exception as e:
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# Log error but don't necessarily halt execution if deletion fails
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log.error(f"Failed to delete file ID {file_id}: {e}")
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# Depending on requirements, you might choose to raise the error here
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def load(self) -> List[Document]:
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"""
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Executes the full OCR workflow: upload, get URL, process OCR, delete file.
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Returns:
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A list of Document objects, one for each page processed.
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"""
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file_id = None
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try:
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# 1. Upload file
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file_id = self._upload_file()
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# 2. Get Signed URL
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signed_url = self._get_signed_url(file_id)
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# 3. Process OCR
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ocr_response = self._process_ocr(signed_url)
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# 4. Process results
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pages_data = ocr_response.get("pages")
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if not pages_data:
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log.warning("No pages found in OCR response.")
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return [Document(page_content="No text content found", metadata={})]
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documents = []
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total_pages = len(pages_data)
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for page_data in pages_data:
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page_content = page_data.get("markdown")
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page_index = page_data.get("index") # API uses 0-based index
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if page_content is not None and page_index is not None:
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documents.append(
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Document(
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page_content=page_content,
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metadata={
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"page": page_index, # 0-based index from API
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"page_label": page_index
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+ 1, # 1-based label for convenience
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"total_pages": total_pages,
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# Add other relevant metadata from page_data if available/needed
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# e.g., page_data.get('width'), page_data.get('height')
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},
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)
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)
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else:
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log.warning(
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f"Skipping page due to missing 'markdown' or 'index'. Data: {page_data}"
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)
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if not documents:
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# Case where pages existed but none had valid markdown/index
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log.warning(
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"OCR response contained pages, but none had valid content/index."
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)
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return [
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Document(
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page_content="No text content found in valid pages", metadata={}
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)
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]
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return documents
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except Exception as e:
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log.error(f"An error occurred during the loading process: {e}")
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# Return an empty list or a specific error document on failure
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return [Document(page_content=f"Error during processing: {e}", metadata={})]
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finally:
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# 5. Delete file (attempt even if prior steps failed after upload)
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if file_id:
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try:
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self._delete_file(file_id)
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except Exception as del_e:
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# Log deletion error, but don't overwrite original error if one occurred
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log.error(
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f"Cleanup error: Could not delete file ID {file_id}. Reason: {del_e}"
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)
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