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Add directory watcher service
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parent
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commit
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6 changed files with 164 additions and 8 deletions
0
docmanager_backend/config/management/__init__.py
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docmanager_backend/config/management/__init__.py
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117
docmanager_backend/config/management/commands/start_watcher.py
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docmanager_backend/config/management/commands/start_watcher.py
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@ -0,0 +1,117 @@
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from django.core.management.base import BaseCommand, CommandError
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from io import BytesIO
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from documents.models import Document
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from PIL import Image
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import pytesseract
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import fitz
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import os
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from config.settings import MEDIA_ROOT
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from watchdog.observers import Observer
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from watchdog.events import FileSystemEventHandler
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from documents.models import Document
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import logging
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import time
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class PDFHandler(FileSystemEventHandler):
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def __init__(self):
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logging.basicConfig(level=logging.INFO,
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format='%(asctime)s - %(message)s',
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datefmt='%Y-%m-%d %H:%M:%S')
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self.logger = logging.getLogger(__name__)
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self.logger.info("Starting Document Watcher...")
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def on_created(self, event):
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if event.is_directory:
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return None
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if event.src_path.endswith('.pdf'):
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self.logger.info(f"New PDF file detected: {event.src_path}")
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self.process_pdf(event.src_path)
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def process_pdf(self, file_path):
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try:
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filename = os.path.basename(file_path)
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metadata = ""
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document_type = ""
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with fitz.open(file_path) as doc:
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num_pages = len(doc)
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for page_num in range(num_pages):
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page = doc[page_num]
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pix = page.get_pixmap(matrix=(1.2, 1.2))
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# Convert pixmap to bytes
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img_bytes = pix.tobytes()
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# Create a BytesIO object
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img_buffer = BytesIO(img_bytes)
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# Create a PIL Image object from the bytes
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img = Image.open(img_buffer)
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# Perform OCR
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text = pytesseract.image_to_string(img).strip()
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lines = text.split('\n')
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for line in lines:
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if line.strip():
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document_type = line.strip().lower()
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break
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if not document_type or document_type not in Document.DOCUMENT_TYPE_CHOICES:
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document_type = "other"
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metadata += text
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document, created = Document.objects.get_or_create(
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name=filename,
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defaults={
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'number_pages': num_pages,
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'ocr_metadata': metadata,
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'document_type': document_type
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}
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)
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if created:
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self.logger.info(f"Document '{filename}' created successfully with type '{
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document_type}'.")
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else:
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self.logger.info(f"Document '{filename}' already exists.")
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os.remove(file_path)
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except Exception as e:
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self.logger.error(f"Error processing PDF: {str(e)}")
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class PDFWatcher:
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def __init__(self):
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self.observer = Observer()
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def run(self):
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event_handler = PDFHandler()
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watch_directory = f"{MEDIA_ROOT}/uploads"
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self.observer.schedule(
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event_handler, watch_directory, recursive=True)
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self.observer.start()
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try:
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while True:
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time.sleep(5)
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except:
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self.observer.stop()
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self.observer.join()
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class Command(BaseCommand):
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help = "Pushes data from local database into an existing DNS server"
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def handle(self, *args, **options):
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watcher = PDFWatcher()
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watcher.run()
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@ -89,6 +89,7 @@ INSTALLED_APPS = [
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"corsheaders",
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"drf_spectacular",
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"drf_spectacular_sidecar",
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"config",
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"emails",
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"accounts",
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"documents",
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@ -0,0 +1,26 @@
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# Generated by Django 5.1.3 on 2024-11-26 15:12
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from django.db import migrations, models
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class Migration(migrations.Migration):
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dependencies = [
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("documents", "0003_remove_document_metadata_document_ocr_metadata"),
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]
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operations = [
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migrations.AlterField(
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model_name="document",
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name="document_type",
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field=models.CharField(
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choices=[
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("memorandum", "Memorandum"),
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("hoa", "HOA"),
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("documented procedures manual", "Documented Procedures Manual"),
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("other", "Other"),
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],
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max_length=32,
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),
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),
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]
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@ -10,7 +10,9 @@ class Document(models.Model):
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DOCUMENT_TYPE_CHOICES = (
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("memorandum", "Memorandum"),
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("hoa", "HOA"),
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# TODO: Update this list on types of documents
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("documented procedures manual", "Documented Procedures Manual"),
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("other", "Other"),
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)
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document_type = models.CharField(
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max_length=32, choices=DOCUMENT_TYPE_CHOICES, null=False, blank=False
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@ -1,3 +1,6 @@
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from io import BytesIO
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from documents.models import Document
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from django.db.models.signals import post_save
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from django.dispatch import receiver
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from config.settings import MEDIA_ROOT
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@ -9,18 +12,25 @@ from .models import Document
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@receiver(post_save, sender=Document)
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def domain_post_save(sender, instance, **kwargs):
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def document_post_save(sender, instance, **kwargs):
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if not instance.ocr_metadata:
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metadata = ""
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with fitz.open(os.path.join(MEDIA_ROOT, instance.file.name)) as doc:
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mat = fitz.Matrix(1.2, 1.2)
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for page in doc:
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pix = page.get_pixmap(matrix=mat)
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output = f'{page.number}.jpg'
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pix.save(output)
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res = str(pytesseract.image_to_string(Image.open(output)))
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os.remove(output)
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metadata += res
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# Convert pixmap to bytes
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img_bytes = pix.tobytes()
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# Create a BytesIO object
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img_buffer = BytesIO(img_bytes)
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# Create a PIL Image object from the bytes
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img = Image.open(img_buffer)
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# Perform OCR
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text = pytesseract.image_to_string(img).strip()
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metadata += text
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instance.ocr_metadata = metadata
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instance.save()
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