mirror of
https://github.com/paperless-ngx/paperless-ngx.git
synced 2026-01-26 22:49:01 -06:00
Feature: Paperless AI (#10319)
This commit is contained in:
@@ -2,6 +2,8 @@ import json
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import tempfile
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from datetime import timedelta
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from pathlib import Path
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from unittest.mock import MagicMock
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from unittest.mock import patch
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from django.conf import settings
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from django.contrib.auth.models import Group
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@@ -15,9 +17,15 @@ from django.utils import timezone
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from guardian.shortcuts import assign_perm
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from rest_framework import status
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from documents.caching import get_llm_suggestion_cache
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from documents.caching import set_llm_suggestions_cache
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from documents.models import Correspondent
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from documents.models import Document
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from documents.models import DocumentType
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from documents.models import ShareLink
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from documents.models import StoragePath
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from documents.models import Tag
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from documents.signals.handlers import update_llm_suggestions_cache
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from documents.tests.utils import DirectoriesMixin
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from paperless.models import ApplicationConfiguration
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@@ -270,3 +278,176 @@ class TestViews(DirectoriesMixin, TestCase):
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f"Possible N+1 queries detected: {num_queries_small} queries for 2 tags, "
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f"but {num_queries_large} queries for 50 tags"
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)
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class TestAISuggestions(DirectoriesMixin, TestCase):
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def setUp(self):
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self.user = User.objects.create_superuser(username="testuser")
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self.document = Document.objects.create(
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title="Test Document",
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filename="test.pdf",
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mime_type="application/pdf",
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)
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self.tag1 = Tag.objects.create(name="tag1")
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self.correspondent1 = Correspondent.objects.create(name="correspondent1")
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self.document_type1 = DocumentType.objects.create(name="type1")
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self.path1 = StoragePath.objects.create(name="path1")
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super().setUp()
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@patch("documents.views.get_llm_suggestion_cache")
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@patch("documents.views.refresh_suggestions_cache")
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@override_settings(
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AI_ENABLED=True,
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LLM_BACKEND="mock_backend",
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)
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def test_suggestions_with_cached_llm(self, mock_refresh_cache, mock_get_cache):
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mock_get_cache.return_value = MagicMock(suggestions={"tags": ["tag1", "tag2"]})
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self.client.force_login(user=self.user)
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response = self.client.get(f"/api/documents/{self.document.pk}/suggestions/")
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self.assertEqual(response.status_code, status.HTTP_200_OK)
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self.assertEqual(response.json(), {"tags": ["tag1", "tag2"]})
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mock_refresh_cache.assert_called_once_with(self.document.pk)
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@patch("documents.views.get_ai_document_classification")
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@override_settings(
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AI_ENABLED=True,
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LLM_BACKEND="mock_backend",
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)
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def test_suggestions_with_ai_enabled(
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self,
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mock_get_ai_classification,
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):
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mock_get_ai_classification.return_value = {
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"title": "AI Title",
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"tags": ["tag1", "tag2"],
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"correspondents": ["correspondent1"],
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"document_types": ["type1"],
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"storage_paths": ["path1"],
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"dates": ["2023-01-01"],
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}
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self.client.force_login(user=self.user)
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response = self.client.get(f"/api/documents/{self.document.pk}/suggestions/")
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self.assertEqual(response.status_code, status.HTTP_200_OK)
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self.assertEqual(
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response.json(),
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{
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"title": "AI Title",
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"tags": [self.tag1.pk],
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"suggested_tags": ["tag2"],
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"correspondents": [self.correspondent1.pk],
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"suggested_correspondents": [],
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"document_types": [self.document_type1.pk],
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"suggested_document_types": [],
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"storage_paths": [self.path1.pk],
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"suggested_storage_paths": [],
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"dates": ["2023-01-01"],
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},
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)
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def test_invalidate_suggestions_cache(self):
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self.client.force_login(user=self.user)
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suggestions = {
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"title": "AI Title",
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"tags": ["tag1", "tag2"],
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"correspondents": ["correspondent1"],
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"document_types": ["type1"],
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"storage_paths": ["path1"],
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"dates": ["2023-01-01"],
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}
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set_llm_suggestions_cache(
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self.document.pk,
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suggestions,
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backend="mock_backend",
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)
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self.assertEqual(
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get_llm_suggestion_cache(
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self.document.pk,
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backend="mock_backend",
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).suggestions,
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suggestions,
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)
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# post_save signal triggered
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update_llm_suggestions_cache(
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sender=None,
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instance=self.document,
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)
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self.assertIsNone(
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get_llm_suggestion_cache(
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self.document.pk,
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backend="mock_backend",
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),
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)
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class TestAIChatStreamingView(DirectoriesMixin, TestCase):
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ENDPOINT = "/api/documents/chat/"
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def setUp(self):
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self.user = User.objects.create_user(username="testuser", password="pass")
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self.client.force_login(user=self.user)
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self.document = Document.objects.create(
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title="Test Document",
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filename="test.pdf",
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mime_type="application/pdf",
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)
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super().setUp()
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@override_settings(AI_ENABLED=False)
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def test_post_ai_disabled(self):
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response = self.client.post(
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self.ENDPOINT,
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data='{"q": "question"}',
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content_type="application/json",
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)
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self.assertEqual(response.status_code, 400)
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self.assertIn(b"AI is required for this feature", response.content)
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@patch("documents.views.stream_chat_with_documents")
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@patch("documents.views.get_objects_for_user_owner_aware")
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@override_settings(AI_ENABLED=True)
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def test_post_no_document_id(self, mock_get_objects, mock_stream_chat):
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mock_get_objects.return_value = [self.document]
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mock_stream_chat.return_value = iter([b"data"])
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response = self.client.post(
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self.ENDPOINT,
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data='{"q": "question"}',
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content_type="application/json",
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)
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self.assertEqual(response.status_code, 200)
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self.assertEqual(response["Content-Type"], "text/event-stream")
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@patch("documents.views.stream_chat_with_documents")
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@override_settings(AI_ENABLED=True)
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def test_post_with_document_id(self, mock_stream_chat):
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mock_stream_chat.return_value = iter([b"data"])
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response = self.client.post(
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self.ENDPOINT,
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data=f'{{"q": "question", "document_id": {self.document.pk}}}',
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content_type="application/json",
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)
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self.assertEqual(response.status_code, 200)
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self.assertEqual(response["Content-Type"], "text/event-stream")
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@override_settings(AI_ENABLED=True)
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def test_post_with_invalid_document_id(self):
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response = self.client.post(
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self.ENDPOINT,
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data='{"q": "question", "document_id": 999999}',
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content_type="application/json",
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)
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self.assertEqual(response.status_code, 400)
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self.assertIn(b"Document not found", response.content)
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@patch("documents.views.has_perms_owner_aware")
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@override_settings(AI_ENABLED=True)
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def test_post_with_document_id_no_permission(self, mock_has_perms):
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mock_has_perms.return_value = False
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response = self.client.post(
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self.ENDPOINT,
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data=f'{{"q": "question", "document_id": {self.document.pk}}}',
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content_type="application/json",
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)
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self.assertEqual(response.status_code, 403)
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self.assertIn(b"Insufficient permissions", response.content)
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