mirror of
https://github.com/lemeow125/DocManagerBackend.git
synced 2025-01-18 17:13:00 +08:00
Implement sender LLM OCR and request remarks
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parent
d5477a1e1a
commit
674a7ec592
11 changed files with 174 additions and 62 deletions
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@ -69,8 +69,8 @@ class PDFHandler(FileSystemEventHandler):
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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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# Perform OCR only on the first page
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page = doc[0]
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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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@ -89,6 +89,7 @@ class PDFHandler(FileSystemEventHandler):
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try:
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class DocumentCategory(BaseModel):
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category: str = "other"
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sent_from: str = "N/A"
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explanation: Optional[str] = None
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client = Client(
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@ -101,11 +102,14 @@ class PDFHandler(FileSystemEventHandler):
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img_buffer.getvalue()).decode()
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possible_categories = set((Document.objects.all().values_list(
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"document_type", flat=True), "Documented Procedures Manual", "Form", "Special Order"))
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"document_type", flat=True), "Documented Procedures Manual", "Form", "Special Order", "Memorandum"))
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prompt = f"""
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Read the text from the image and provide a category. Return as JSON.
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Possible categories are: {possible_categories}. You are free to create a new one if none are suitable.
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If the document is of type Special Order or Memorandum, provide the sender of the document. Possible senders are Vice President, President, Chancellor.
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provide N/A.
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"""
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response = client.chat(
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model=get_secret("OLLAMA_MODEL"),
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@ -125,6 +129,7 @@ class PDFHandler(FileSystemEventHandler):
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response.message.content)
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result = json.loads(response.message.content)
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document_type = result.get("category")
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sent_from = result.get("sent_from")
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# If that fails, just use regular OCR read the title as a dirty fix/fallback
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except Exception as e:
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@ -158,8 +163,10 @@ class PDFHandler(FileSystemEventHandler):
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name=filename, content=File(open(file_path, "rb")))
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self.logger.info(
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f"Document '{filename}' created successfully with type '{
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document_type}'."
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document_type}'. sent_from: {sent_from}"
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)
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DOCUMENT.sent_from = sent_from
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DOCUMENT.save()
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else:
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self.logger.info(f"Document '{filename}' already exists.")
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@ -0,0 +1,18 @@
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# Generated by Django 5.1.3 on 2025-01-08 04:29
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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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("document_requests", "0002_documentrequest_questionnaire"),
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]
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operations = [
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migrations.AddField(
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model_name="documentrequest",
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name="denied_remarks",
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field=models.TextField(blank=True, max_length=512, null=True),
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),
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]
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@ -0,0 +1,18 @@
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# Generated by Django 5.1.3 on 2025-01-08 04:51
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from django.db import migrations
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class Migration(migrations.Migration):
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dependencies = [
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("document_requests", "0003_documentrequest_denied_remarks"),
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]
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operations = [
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migrations.RenameField(
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model_name="documentrequest",
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old_name="denied_remarks",
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new_name="remarks",
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),
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]
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@ -27,6 +27,8 @@ class DocumentRequest(models.Model):
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("denied", "Denied"),
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)
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remarks = models.TextField(max_length=512, blank=True, null=True)
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status = models.CharField(
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max_length=32, choices=STATUS_CHOICES, default="pending")
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@ -101,6 +101,7 @@ class DocumentRequestSerializer(serializers.ModelSerializer):
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"purpose",
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"date_requested",
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"documents",
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"remarks",
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"status",
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]
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read_only_fields = [
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@ -112,6 +113,7 @@ class DocumentRequestSerializer(serializers.ModelSerializer):
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"purpose",
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"date_requested",
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"documents",
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"remarks,"
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"status",
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]
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@ -146,6 +148,7 @@ class FullDocumentRequestSerializer(serializers.ModelSerializer):
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"purpose",
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"date_requested",
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"documents",
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"remarks",
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"status",
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]
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read_only_fields = [
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@ -167,27 +170,41 @@ class DocumentRequestUpdateSerializer(serializers.ModelSerializer):
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class Meta:
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model = DocumentRequest
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fields = ["id", "status"]
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read_only_fields = ["id", "status"]
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fields = ["id", "status", "remarks"]
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read_only_fields = ["id"]
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def update(self, instance, validated_data):
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print(validated_data)
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if instance.status == "denied" or instance.status == "approved":
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raise serializers.ValidationError(
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{
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"error": "Already approved/denied requests cannot be updated. You should instead create a new request and approve it from there"
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}
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)
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elif "status" not in validated_data:
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raise serializers.ValidationError(
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{
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"error": "No status value update provided"
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}
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)
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elif validated_data["status"] == instance.status:
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raise serializers.ValidationError(
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{"error": "Request form status provided is the same as current status"}
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)
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elif validated_data["status"] == "denied" and "remarks" not in validated_data:
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raise serializers.ValidationError(
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{"error": "Request denial requires remarks"}
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)
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representation = super().update(instance, validated_data)
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# Send an email on request status update
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try:
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email = RequestUpdateEmail()
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email.context = {"request_status": instance.status}
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if instance.status == "denied":
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email.context = {"remarks": instance.remarks}
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else:
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email.context = {"remarks": "N/A"}
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email.send(to=[instance.requester.email])
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except:
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# Silence out errors if email sending fails
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@ -0,0 +1,18 @@
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# Generated by Django 5.1.3 on 2025-01-08 04:39
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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", "0002_alter_document_document_type"),
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]
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operations = [
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migrations.AddField(
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model_name="document",
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name="memorandum_from",
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field=models.CharField(blank=True, max_length=128, null=True),
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),
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]
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@ -0,0 +1,18 @@
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# Generated by Django 5.1.3 on 2025-01-08 04:44
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from django.db import migrations
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class Migration(migrations.Migration):
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dependencies = [
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("documents", "0003_document_memorandum_from"),
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]
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operations = [
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migrations.RenameField(
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model_name="document",
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old_name="memorandum_from",
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new_name="sent_from",
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),
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]
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@ -9,6 +9,9 @@ class Document(models.Model):
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document_type = models.CharField(
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max_length=128, null=False, blank=False
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)
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sent_from = models.CharField(
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max_length=128, null=True, blank=True
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)
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number_pages = models.IntegerField(null=False, blank=False)
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ocr_metadata = models.TextField(null=True, blank=True)
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@ -53,6 +53,7 @@ class DocumentSerializer(serializers.ModelSerializer):
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"document_type",
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"number_pages",
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"ocr_metadata",
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"sent_from",
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"date_uploaded",
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]
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read_only_fields = [
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@ -61,6 +62,7 @@ class DocumentSerializer(serializers.ModelSerializer):
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"document_type",
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"number_pages",
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"ocr_metadata",
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"sent_from",
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"date_uploaded",
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]
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@ -81,6 +83,7 @@ class DocumentFileSerializer(serializers.ModelSerializer):
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"number_pages",
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"ocr_metadata",
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"date_uploaded",
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"sent_from",
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"file",
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]
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read_only_fields = [
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@ -90,5 +93,6 @@ class DocumentFileSerializer(serializers.ModelSerializer):
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"number_pages",
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"ocr_metadata",
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"date_uploaded",
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"sent_from",
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"file",
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]
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@ -8,6 +8,7 @@ class RequestUpdateEmail(email.BaseEmailMessage):
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def get_context_data(self):
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context = super().get_context_data()
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context["request_status"] = context.get("request_status")
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context["remarks"] = context.get("remarks")
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context["url"] = FRONTEND_URL
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context.update(self.context)
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return context
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@ -7,6 +7,8 @@
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{% block text_body %}
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{% blocktrans %}You're receiving this email because your document request has been {{ request_status }}.{% endblocktrans %}
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{% blocktrans %}Remarks: {{ remarks }}{% endblocktrans %}
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{% trans 'Please visit the site to check your request:' %}
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{{ url|safe }}
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{% blocktrans %}You're receiving this email because your document request has been {{ request_status }}.{% endblocktrans %}
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</p>
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<p>
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{% blocktrans %}Remarks {{ remarks }}{% endblocktrans %}
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</p>
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<p>
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{% trans 'Please visit the site to check your request:' %}
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</p>
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