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Enhancement: try to respect language for AI suggestions (#12894)
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@@ -6,10 +6,12 @@ import pytest
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from django.test import override_settings
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from documents.models import Document
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from paperless_ai.ai_classifier import build_localization_prompt
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from paperless_ai.ai_classifier import build_prompt_with_rag
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from paperless_ai.ai_classifier import build_prompt_without_rag
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from paperless_ai.ai_classifier import get_ai_document_classification
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from paperless_ai.ai_classifier import get_context_for_document
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from paperless_ai.ai_classifier import get_language_name
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@pytest.fixture
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@@ -74,16 +76,70 @@ def mock_similar_documents():
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LLM_MODEL="some_model",
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)
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def test_get_ai_document_classification_success(mock_run_llm_query, mock_document):
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mock_run_llm_query.return_value = {
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"title": "Test Title",
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"tags": ["test", "document"],
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"correspondents": ["John Doe"],
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"document_types": ["report"],
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"storage_paths": ["Reports"],
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"dates": ["2023-01-01"],
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}
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mock_run_llm_query.side_effect = [
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{
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"title": "Test Title",
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"tags": ["test", "document"],
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"correspondents": ["John Doe"],
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"document_types": ["report"],
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"storage_paths": ["Reports"],
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"dates": ["2023-01-01"],
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},
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{
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"title": "Testtitel",
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"tags": ["Test", "Document"],
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"correspondents": ["Jane Doe"],
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"document_types": ["Bericht"],
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"storage_paths": ["Berichte"],
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"dates": ["2024-01-01"],
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},
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]
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result = get_ai_document_classification(mock_document)
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result = get_ai_document_classification(mock_document, output_language="de-de")
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assert result["title"] == "Testtitel"
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assert result["tags"] == ["Test", "Document"]
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assert result["correspondents"] == ["John Doe"]
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assert result["document_types"] == ["Bericht"]
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assert result["storage_paths"] == ["Berichte"]
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assert result["dates"] == ["2023-01-01"]
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classification_prompt = mock_run_llm_query.call_args_list[0].args[0]
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localization_prompt = mock_run_llm_query.call_args_list[1].args[0]
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assert "Write suggested titles" not in classification_prompt
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assert "Rewrite only these generated fields in German" in localization_prompt
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assert "Do not translate correspondents or dates" in localization_prompt
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@pytest.mark.django_db
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@patch("paperless_ai.client.AIClient.run_llm_query")
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@override_settings(
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LLM_BACKEND="ollama",
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LLM_MODEL="some_model",
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)
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def test_get_ai_document_classification_keeps_originals_when_localization_empty(
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mock_run_llm_query,
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mock_document,
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):
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mock_run_llm_query.side_effect = [
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{
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"title": "Test Title",
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"tags": ["test", "document"],
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"correspondents": ["John Doe"],
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"document_types": ["report"],
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"storage_paths": ["Reports"],
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"dates": ["2023-01-01"],
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},
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{
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"title": "",
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"tags": [],
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"correspondents": [],
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"document_types": [],
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"storage_paths": [],
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"dates": [],
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},
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]
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result = get_ai_document_classification(mock_document, output_language="de-de")
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assert result["title"] == "Test Title"
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assert result["tags"] == ["test", "document"]
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@@ -157,10 +213,29 @@ def test_prompt_with_without_rag(mock_document):
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):
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prompt = build_prompt_without_rag(mock_document)
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assert "Additional context from similar documents" not in prompt
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assert "for generated" not in prompt
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prompt = build_prompt_with_rag(mock_document)
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assert "Additional context from similar documents" in prompt
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prompt = build_localization_prompt(
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{
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"title": "Test Title",
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"tags": ["test", "document"],
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"correspondents": ["John Doe"],
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"document_types": ["report"],
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"storage_paths": ["Reports"],
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"dates": ["2023-01-01"],
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},
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output_language="de-de",
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)
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assert "Rewrite only these generated fields in German" in prompt
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assert "Do not translate correspondents or dates" in prompt
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def test_get_language_name_falls_back_to_language_code():
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assert get_language_name("zz-zz") == "zz-zz"
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@patch("paperless_ai.ai_classifier.query_similar_documents")
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def test_get_context_for_document(
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